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+# Rare-state generation: from scratch vs pretrained (LoRA / full FT)
+
+PBISC-Diffusion, Model 8. Ye 2026 paired sepsis cohort (paediatric + adult PBMC bulk/sc). 2026-10-05.
+
+Sources:
+- Screen outputs in `out/`: `sepsis_fold0_*.csv` and `sepsis_loco_*.csv` (method `tools/sepsis_states.py`, rules `tools/states.json`).
+- Derived analyses (`within_*`, `cross_*`), the confound audit (`confound_*`) and two verifier passes (`verify_recompute_*`, `verify_confound_*`), all in `out/scratch_vs_lora_20261005/`.
+
+The synthesis ran on CPU only and changed no existing file.
+
+## 1. Question
+
+Given the same training pairs, how well does a model trained from scratch generate rare cell states? "From scratch" means random initialisation with no corpus pretraining. The comparison is the pretrained model fine-tuned with LoRA or with full fine-tuning.
+
+## 2. Data, metric and arms
+
+**Metric.**
+- For each arm and state, ratio = generated state % of parent / observed state % of parent.
+- Observed cells are binomially thinned to the arm's generated parent median library, with one constant per arm and marker state. The two scANVI-label states are not thinned.
+- A ratio of 1.00 means the observed frequency. Fidelity is |log2 ratio|.
+- For a scratch-pretrained pair, D = fidelity(scratch) - fidelity(pretrained). D > 0 means pretrained is closer.
+- Brackets are 95% donor-bootstrap intervals (2,000 resamples, seed 20261005). "BC" is the bias-corrected sensitivity interval.
+- 15 states: 13 rare states, one positive control (ISG-high monocyte) and one negative control (platelet signal in monocytes).
+- All 15 are informative in both settings; the smallest observed-thinned count is 117 within the cohort and 629 across cohorts.
+- No arm generated zero cells of any state, so there are no complete misses.
+
+**Within the cohort.** Fold 0, with 17 held-out donors: 9 adult and 3 paediatric sepsis, 2 adult and 1 paediatric healthy control, and 1 adult and 1 paediatric ICU control. Each arm generated 1,500 cells per donor from real bulk, K = 1,000.
+
+| Arm | Initialisation | Pairs | Training time |
+|---|---|---|---|
+| zs__raw | pretrained, zero-shot | 0 | none |
+| lora_n5__raw | pretrained + LoRA | 5 | 3.2 min |
+| scratch_n5__raw | scratch | 5 | 61 min |
+| real_lora__raw | pretrained + LoRA | 58 | 5.4 min |
+| real_full__raw | pretrained + full FT | 58 | 4.7 min |
+| scratch_full__raw | scratch | 58 | 79 min (100k-step cap) |
+| lora_recipe__raw | pretrained + LoRA + recipes | 58 | 4.5 min |
+| scratch_recipe__raw | scratch + recipes | 58 | 86 min |
+
+Scratch needs 15-19x the training time of the matched pretrained arm.
+
+**Across cohorts.** All 82 usable sepsis donors were held out: 46 adult and 15 paediatric sepsis, 7 adult and 4 paediatric healthy controls, and 6 adult and 4 paediatric ICU controls. Models were trained on ImMicro, Imperial, Giroux and Liu pairs only. Each arm generated 1,500 cells per donor.
+
+| Arm | Initialisation / method | Training time |
+|---|---|---|
+| zs__raw | pretrained, zero-shot | none |
+| xcalL_K1000 | pretrained zero-shot + cross-cohort calibration | none |
+| locoL_lora16sat_s26750_K1000 | pretrained + LoRA r16, step-saturated | 20 min |
+| locoL_lora64sat_s59000_K1000 | pretrained + LoRA r64 | 44 min |
+| locoL_fullsat_s108500_K1000 (and s20000) | pretrained + full FT, saturated at 108.5k steps | 93 min |
+| locoL_scratchsat_s162000_K1000 (milestones s50000/s100000/s150000) | scratch; s162000 is the selected final state (step-152,000 weights, chosen by inner-validation loss) | 127 min |
+| real_lora__raw, lora_n5__raw | own-cohort references: pretrained LoRA on the sepsis cohort's own pairs, cross-fitted 5-fold (~58 or 5 pairs per fold) | fold 0: 5.4 / 3.2 min |
+
+Scratch needs 1.4-6.4x the training time of the pretrained cross-cohort arms.
+
+**Benchmark context.** These numbers come from the paired cross-cohort benchmark and were not re-derived here.
+- The cross-cohort scratch model has precision 1.00 but coverage 0.03-0.06. LoRA r16 has coverage 0.34 and own-cohort LoRA 0.83.
+- Within the cohort, scratch matched pretrained on coverage and precision. With 5 pairs, however, it lost donor-specific composition: across-donor composition r was 0.17 vs 0.70.
+
+**Verdict rule** (both result tables).
+- **pretrained** or **scratch**: that initialisation is closer in most matched comparisons. At least one difference is significant (percentile or BC interval), none is significant the other way by the percentile interval, and the ordering survives the depth and composition checks.
+- **both-fail**: scratch and every pretrained fine-tuned comparator are at 0.30x or less, so any ordering compares two failures.
+- **tie**: everything else.
+
+The matched comparisons are:
+- Within the cohort: 5 pairs, 58 pairs vs LoRA, 58 pairs vs full FT, and 58 pairs with recipes.
+- Across cohorts: final scratch vs LoRA r16, LoRA r64, full FT 108.5k and xcal.
+
+## 3. Within-cohort result (same pairs, fold 0)
+
+Values are generated/observed ratios; 1.00 is the observed frequency.
+
+| State | zero-shot | LoRA-5 | scratch-5 | LoRA-58 | full FT-58 | scratch-58 | LoRA+recipe-58 | scratch+recipe-58 | Verdict |
+|---|---|---|---|---|---|---|---|---|---|
+| C1Q-high monocyte (reference) | 0.02 | 1.07 | 1.01 | 1.05 | 0.92 | 0.47 | 0.63 | 0.53 | pretrained |
+| MS1 monocyte (IL1R2+) | 0.08 | 0.15 | 0.10 | 0.21 | 0.36 | 0.40 | 0.30 | 0.46 | scratch |
+| Cycling monocyte (Ye 2026) | 0.09 | 0.11 | 0.06 | 0.09 | 0.11 | 0.09 | 0.10 | 0.09 | both-fail |
+| Cycling T/NK | 2.52 | 1.15 | 0.51 | 0.93 | 1.34 | 0.42 | 0.99 | 0.48 | pretrained |
+| Cycling activated T (CD38/HLA-DR) | 0.65 | 0.44 | 0.40 | 0.41 | 0.58 | 0.31 | 0.46 | 0.28 | tie |
+| Proliferating T (label) | 3.88 | 2.49 | 1.37 | 1.49 | 1.85 | 1.13 | 1.76 | 0.98 | scratch |
+| ISG-high T | 2.71 | 0.46 | 0.15 | 0.37 | 0.45 | 0.17 | 0.53 | 0.18 | pretrained |
+| Cytotoxic CD4 T | 0.47 | 1.79 | 1.52 | 0.90 | 1.32 | 0.80 | 1.23 | 1.19 | tie |
+| Plasmablast (label) | 1.51 | 1.87 | 1.12 | 3.47 | 3.28 | 1.24 | 2.30 | 1.18 | scratch |
+| Plasmablast (markers) | 0.78 | 0.50 | 0.35 | 1.04 | 1.15 | 0.64 | 0.71 | 0.73 | tie |
+| DN2 / ABC B | 1.27 | 1.11 | 1.63 | 0.35 | 0.37 | 0.63 | 0.28 | 0.46 | scratch |
+| HSPC | 0.88 | 0.96 | 0.48 | 0.57 | 0.78 | 1.34 | 0.71 | 0.96 | tie |
+| Granulocyte-like (LDG) | 0.14 | 0.05 | 0.13 | 0.04 | 0.04 | 0.04 | 0.03 | 0.06 | both-fail |
+| (control) ISG-high monocyte, positive | 2.63 | 0.32 | 0.32 | 0.44 | 0.58 | 0.31 | 0.60 | 0.26 | tie |
+| (control) Platelet signal in monocytes, negative | 0.36 | 0.84 | 0.60 | 0.55 | 0.70 | 0.39 | 0.54 | 0.45 | pretrained |
+| Mean abs log2, 13 rare states | 1.76 | 1.30 | 1.52 | 1.39 | 1.27 | 1.41 | 1.39 | 1.31 | |
+
+### Per-state notes
+
+**C1Q-high (pretrained, weak).**
+- At 5 pairs both reach the observed level (1.01x vs 1.07x). Scratch-5, however, is donor-collapsed and over-generates CD16 monocytes; composition-standardised, the ratios are 0.61x vs 0.85x.
+- At 58 pairs scratch falls to 0.47x, against LoRA 1.05x (D +1.01 [-0.26, 1.34]) and full FT 0.92x (D +0.97 [-0.10, 1.25]).
+- These differences are significant only by BC and after composition standardisation (+0.82 [0.24, 1.20]; +0.83 [0.35, 1.33]). They are robust to the depth scheme.
+- Fold 0 is this LoRA's best C1Q fold: 1.04x vs 0.27-0.76x in folds 1-4, and 0.50x pooled. A fold-0 LoRA trained on 40 pairs gives only 0.44x.
+
+**MS1 (scratch, weak).**
+- Both are near 0.1x at 5 pairs.
+- At 58 pairs scratch is 0.40x vs LoRA 0.21x (D -0.97 [-1.44, 0.04]); this is BC-significant in every depth scheme.
+- Scratch ties full FT (0.36x). With recipes it is 0.46x vs 0.30x, n.s.
+- Fold 0 is this LoRA's worst MS1 fold: 0.72-1.21x elsewhere, 0.71x pooled.
+
+**Cycling monocyte (both-fail).** 0.06-0.11x in every trained arm. No difference is significant.
+
+**Cycling T/NK (pretrained).**
+- Pretrained 0.93-1.34x vs scratch 0.42-0.51x. D > 0 in 4 of 4 comparisons.
+- Significant vs 58-pair LoRA (+1.15 [0.20, 1.78]), and still significant after T-subtype composition standardisation (+1.00 [0.15, 1.59]).
+- Fold 0 has the lowest observed level of the five folds. The same LoRA gives 0.34-0.66x in the other folds.
+
+**Cycling activated T (tie).**
+- Every arm under-generates (0.28-0.58x).
+- Under the screen's scoring, pretrained is closer and significantly so vs full FT (+0.87 [0.24, 1.40]).
+- However, 82-94% of the pretrained arms' cycling-rule T cells sit inside their over-generated proliferating-T label (observed 72-74%).
+- After composition standardisation, scratch is significantly closer at 5 pairs (-0.59 [-1.03, -0.17]) and the full-FT advantage is gone (+0.36 [-0.14, 0.75]).
+
+**Proliferating T, label (scratch, specific to fold 0).**
+- The pretrained models over-generate this label: 1.49-2.49x vs 0.98-1.37x for scratch. Scratch is significantly closer in 3 of 4 comparisons.
+- This is not better biology. Fewer scratch label cells pass the cycling-marker rule (16-23% vs 23-28%; observed 36-37%). That gap is significant only at 58 pairs.
+- In folds 1-4 the same 58-pair LoRA under-generates the label (0.49-1.09x; 0.78x pooled).
+
+**ISG-high T (pretrained).**
+- Pretrained 0.37-0.53x vs scratch 0.15-0.18x. D > 0 in 4 of 4; significant with recipes (+1.52 [0.08, 2.49]).
+- The ordering holds in every depth scheme and after composition standardisation.
+- Both under-generate. Scratch also under-generates the ISG positive control and loses its disease directions, so this is a general interferon gap in scratch.
+
+**Cytotoxic CD4 T (tie).**
+- 0.80-1.79x in every trained arm, with no fidelity difference.
+- Scratch-5 loses donor tracking (Spearman -0.40 vs 0.74) and reverses two contrasts.
+
+**Plasmablast, label (scratch, specific to fold 0).**
+- Pretrained over-generates (1.87-3.47x vs 1.12-1.24x) because it makes too many plasma cells: 1.25-1.89% of cells vs 0.64% observed, against 0.61-0.67% for scratch.
+- The difference is significant only vs full FT (-1.40 [-2.02, -0.13]), and that significance is lost under donor-mean weighting.
+- Pooled over all 82 donors, the 58-pair LoRA gives 0.76x.
+
+**Plasmablast, markers (tie).**
+- Under the screen's scoring, pretrained is closer at 58 pairs (1.04-1.15x vs 0.64x).
+- Once depth is matched, pretrained overshoots (1.49-1.90x) and scratch becomes closer.
+- At 5 pairs pretrained is robustly closer.
+
+**DN2 / ABC B (scratch at 58 pairs).**
+- At 58 pairs scratch is 0.46-0.63x vs pretrained 0.28-0.37x. This is robust in every depth scheme and significant with recipes (-0.70 [-1.21, -0.08]).
+- At 5 pairs LoRA is closer (BC only), and scratch-5 strongly reverses the adult contrast.
+
+**HSPC (tie).** Each arm generated only 13-35 cells, so the intervals are wide.
+
+**LDG (both-fail).** 0.03-0.13x in every trained arm. The two significant "scratch closer" calls compare two failures.
+
+**Controls.**
+- ISG-high monocyte: no significant difference.
+- Platelet signal: pretrained is closer in 4 of 4, significantly vs full FT (+0.83 [0.45, 1.19]). This is a technical signal, so being closer is not a biological win.
+
+### Aggregate
+
+The pre-specified 13-state mean shows no significant difference:
+- 5 pairs: D +0.22 [-0.08, 0.41] (BC [0.01, 0.46]).
+- 58 pairs: +0.02 [-0.35, 0.25] vs LoRA and +0.14 [-0.14, 0.41] vs full FT.
+- Recipes: -0.09 [-0.38, 0.18].
+- State-level tests: 3 of 52 favour pretrained, 7 favour scratch and 42 are n.s.; with BC intervals it is 9 vs 11.
+
+This is weaker than "equally faithful", for four reasons:
+- **Non-significance, not equivalence.** The intervals span about +-0.3 log2.
+- **The mean hides a T/NK advantage for pretrained.** Over the five T/NK states, pretrained is significantly closer at 58 pairs:
+  - vs LoRA +0.48 [0.07, 0.88], significant in all 7 scoring variants;
+  - vs full FT +0.45 [0.01, 1.02];
+  - with recipes +0.48 [0.01, 0.91].
+  Over the 11 marker states, full FT is significantly closer (+0.35 [0.02, 0.62]) in 4 of 7 variants.
+- **The 5-pair BC result is a depth/composition artifact.** At common depth D is +0.10 [-0.23, 0.35]; after composition standardisation it is -0.00.
+- **Fold 0 is LoRA-5's best fold.** Its mean abs log2 is 1.26-1.30 here vs 1.53-2.94 in folds 1-4.
+
+Zero-shot (1.76) is the least faithful arm. The two 58-pair scratch arms beat it (D -0.35 [-0.66, -0.13] and -0.46 [-0.73, -0.24]), and the gain comes mostly from C1Q-high. Scratch-5 does not beat it significantly (D -0.24 [-0.52, 0.01]).
+
+**Donor tracking.** Mean Spearman, pretrained vs scratch:
+
+| Comparison | Pretrained | Scratch | Difference |
+|---|---|---|---|
+| 5 pairs | 0.30 | 0.19 | n.s. |
+| LoRA-58 | 0.29 | 0.27 | n.s. |
+| Full FT-58 | 0.43 | 0.27 | +0.15, BC [0.003, 0.33] |
+| Recipes | 0.40 | 0.36 | n.s. |
+
+No difference is detectable, both track poorly, and there is a small tilt towards pretrained. A perfect generator would reach 0.78-0.85.
+
+## 4. Cross-cohort result (no sepsis pairs in training)
+
+Values are generated/observed ratios. The column "scratch 162k at r16 depth" scores the same scratch cells against observed cells thinned for LoRA r16.
+
+| State | own LoRA-58 | own LoRA-5 | zero-shot | xcal | LoRA r16 | LoRA r64 | full FT 108.5k | scratch 162k | scratch 162k at r16 depth | scratch 50k | Verdict |
+|---|---|---|---|---|---|---|---|---|---|---|---|
+| C1Q-high monocyte (reference) | 0.50 | 0.53 | 0.03 | 0.07 | 0.03 | 0.06 | 0.09 | 0.07 | 0.08 | 0.09 | both-fail |
+| MS1 monocyte (IL1R2+) | 0.71 | 0.64 | 0.08 | 0.72 | 0.12 | 0.11 | 0.27 | 0.10 | 0.16 | 0.16 | both-fail |
+| Cycling monocyte (Ye 2026) | 0.23 | 0.30 | 0.10 | 0.25 | 0.06 | 0.07 | 0.11 | 0.02 | 0.04 | 0.06 | both-fail |
+| Cycling T/NK | 0.54 | 0.29 | 0.83 | 0.46 | 0.15 | 0.17 | 0.36 | 0.05 | 0.06 | 0.06 | pretrained |
+| Cycling activated T (CD38/HLA-DR) | 0.30 | 0.16 | 0.36 | 0.25 | 0.10 | 0.14 | 0.23 | 0.05 | 0.07 | 0.08 | both-fail |
+| Proliferating T (label) | 0.78 | 0.62 | 1.96 | 0.64 | 0.79 | 1.04 | 1.13 | 0.53 | 0.53 | 0.44 | pretrained |
+| ISG-high T | 0.57 | 0.39 | 1.74 | 1.59 | 1.66 | 1.93 | 2.05 | 0.60 | 1.00 | 0.70 | tie |
+| Cytotoxic CD4 T | 1.35 | 1.06 | 0.43 | 2.02 | 1.41 | 1.70 | 1.61 | 0.94 | 1.07 | 0.86 | scratch |
+| Plasmablast (label) | 0.76 | 0.41 | 0.39 | 0.78 | 1.38 | 1.01 | 2.21 | 0.87 | 0.87 | 0.49 | scratch |
+| Plasmablast (markers) | 0.33 | 0.19 | 0.28 | 0.37 | 0.78 | 0.69 | 1.47 | 0.34 | 0.53 | 0.26 | pretrained |
+| DN2 / ABC B | 0.31 | 0.42 | 1.49 | 0.30 | 0.17 | 0.18 | 0.28 | 0.16 | 0.24 | 0.16 | both-fail |
+| HSPC | 0.40 | 0.71 | 0.55 | 1.68 | 1.62 | 2.96 | 2.97 | 1.31 | 1.47 | 0.96 | scratch |
+| Granulocyte-like (LDG) | 0.07 | 0.04 | 0.24 | 0.06 | 0.01 | 0.02 | 0.02 | 0.01 | 0.02 | 0.04 | both-fail |
+| (control) ISG-high monocyte, positive | 0.61 | 0.55 | 1.80 | 1.42 | 1.31 | 1.45 | 1.77 | 0.47 | 0.95 | 0.53 | tie |
+| (control) Platelet signal in monocytes, negative | 0.56 | 0.57 | 0.28 | 0.19 | 0.18 | 0.18 | 0.36 | 0.08 | 0.17 | 0.13 | pretrained |
+| Mean abs log2, 13 rare states | 1.29 | 1.54 | 1.82 | 1.53 | 2.32 | 2.21 | 1.92 | 2.62 | 2.21 | 2.33 | |
+
+### Per-state notes
+
+**C1Q-high (both-fail).** Every cross-cohort arm is at 0.03-0.09x, while own-cohort LoRA reaches 0.50-0.53x. Scratch (0.07x) is significantly closer than r16 (0.03x), but both fail.
+
+**MS1 (both-fail).**
+- Scratch (0.10x), r16 (0.12x) and r64 (0.11x) do not differ; after marker-depth matching it is 0.14x vs 0.13x.
+- Full FT is modestly but robustly higher (0.27x).
+- xcal reaches 0.72x [0.55, 1.05] with no sepsis pairs and no training. That is as high as own-cohort LoRA.
+
+**Cycling monocyte (both-fail).**
+- 0.02-0.30x in every arm, own-cohort LoRA included.
+- Scratch is lowest: 21 of 20,808 monocytes.
+- At matched depth, pretrained stays closer only vs full FT and xcal.
+
+**Cycling T/NK (pretrained; confirmed).**
+- Scratch makes 35 cycling cells among 72,018 T/NK cells (0.05x), vs 0.15-0.46x in every pretrained arm.
+- Pretrained is significantly closer in all 4 comparisons. This survives matched depth (vs r16, D +1.23 [0.61, 1.91]), detection-matched depth and every leave-one-donor-out run.
+
+**Cycling activated T (both-fail; pretrained less bad).** Scratch is at 0.05x vs 0.10-0.25x for the pretrained arms. At matched depth, the pretrained arms are significantly closer vs r64, full FT and xcal.
+
+**Proliferating T, label (pretrained, weak).**
+- Scratch 0.53x vs r16 0.79x (D +0.57 [0.09, 0.80]). Differences vs r64, full FT and xcal are n.s.
+- About 5% of label cells carry 2+ cycling genes in scratch or r16, vs 37% of observed cells. This is a label-frequency result, not cycling evidence.
+
+**ISG-high T (tie).**
+- Pretrained over-generates (1.35-2.05x) and scratch is at 0.60x.
+- At r16 depth scratch is 1.00x; detection-matched it is 0.67x.
+- All differences are n.s.
+
+**Cytotoxic CD4 T (scratch).**
+- Scratch (0.94x) is significantly closer than xcal (2.02x), and at matched depth closer than r64 (1.70x) and full FT (1.61x).
+- But scratch, r16, r64 and full FT all reverse the adult and all-vs-all contrasts.
+- Scratch also tracks donors worse than full FT (Spearman 0.40 vs 0.62).
+
+**Plasmablast, label (scratch, weak).**
+- Scratch (0.87x) is as close as r64 (1.01x).
+- It is significantly closer only than the over-generating full FT (2.21x), and that call holds in only 61 of 82 leave-one-donor-out runs.
+
+**Plasmablast, markers (pretrained).**
+- Scratch 0.34x vs r16 0.78x, r64 0.69x and full FT 1.47x. This survives marker-depth matching (0.47x vs 0.58-1.21x).
+- xcal (0.37x) is no better than scratch, and own-cohort LoRA-58 is also low (0.33x).
+
+**DN2 / ABC B (both-fail).** All cross-cohort arms are at 0.16-0.30x (own-cohort 0.31-0.42x). The ordering flips with the depth reference.
+
+**HSPC (scratch).**
+- Scratch (1.31x) is significantly closer than r64 and full FT (both about 2.96x) at both depth references.
+- The difference is n.s. vs r16 (1.62x) and xcal (1.68x).
+- It depends on the checkpoint: s100000 was at 2.58x.
+
+**LDG (both-fail).** Fine-tuned cross-cohort arms are at 0.01-0.02x; scratch generated 35 of 123,000 cells.
+
+**Controls.**
+- ISG-high monocyte: n.s. Scratch is 0.95x at r16 depth.
+- Platelet signal: pretrained is closer, robust to depth matching. This is a technical signal.
+
+### Aggregate (confirmed)
+
+Under the screen's scoring, scratch is further from observed than every pretrained cross-cohort arm:
+
+| Comparison | D, screen scoring | D, matched depth |
+|---|---|---|
+| vs LoRA r16 | +0.30 [0.09, 0.52] | -0.11 [-0.24, 0.11] |
+| vs LoRA r64 | +0.41 [0.17, 0.62] | -0.04 [-0.21, 0.13] |
+| vs full FT | +0.69 [0.42, 1.00] | +0.25 [0.03, 0.54] |
+| vs xcal | +1.08 [0.92, 1.29] | +0.68 [0.55, 0.89] |
+
+- At matched depth the gap to LoRA vanishes.
+- The deficit vs full FT is marginal and carried by the cycling and MS1 states.
+- xcal has the lowest mean error of any cross-cohort arm (1.53, vs 1.75-2.62 for the others).
+
+### Scratch training length
+
+The final checkpoint is further from observed than the 50k checkpoint: D +0.29 [0.15, 0.43].
+- Longer training moved C1Q-high, MS1, cycling monocytes, cycling activated T and LDG further away.
+- It improved only the two plasmablast states and proliferating T (label).
+- At matched depth, s50000 beats r16 (D -0.39 [-0.54, -0.17]) while s162000 only ties it.
+- Over the same steps the library inflated from 13,891 to 20,606 UMIs and coverage fell from 0.063 to 0.032. This is a co-trend across four checkpoints, not a tested cause.
+
+### Donor tracking
+
+- No state differs between scratch and r16 or r64 (0 of 13 each), but this is a low-power null.
+- Full FT and xcal each track 2 states better than scratch.
+- Own-cohort LoRA-58 tracks best on average (mean rho 0.36), although xcal tracks MS1 better.
+
+## 5. Contrasts
+
+### Within the cohort (anecdotal: 2 adult and 1 paediatric healthy control)
+
+Directions kept, out of 25 eligible state-contrast pairs:
+
+| Setting | Pretrained | Scratch |
+|---|---|---|
+| 5 pairs | LoRA-5: 23 | 17 |
+| 58 pairs | LoRA-58: 20; full FT-58: 20 | 19 |
+| 58 pairs + recipes | 23 | 16 |
+
+Zero-shot keeps 21.
+
+- Only the recipe gap is significant: 7 vs 0 discordant pairs, p = 0.016, uncorrected and not independent.
+- At 58 pairs the gap is 2 vs 1 and 3 vs 2 discordant pairs (p = 1).
+- At 5 pairs, scratch has 3 strong reversals: DN2 adult (+4.74 vs observed -3.16 pp) and cytotoxic CD4 T adult and all-sepsis. LoRA-5 has 2.
+- Eight of the 25 pairs rest on a single paediatric control.
+
+### Across cohorts (control groups of 7, 4 and 21)
+
+Directions kept, out of 21 common pairs:
+
+| Arm | Kept |
+|---|---|
+| Scratch | 14 |
+| LoRA r16 | 11 |
+| LoRA r64 | 10 |
+| Full FT | 16 |
+| xcal | 19 |
+| Own-cohort LoRA-58 | 19 |
+
+Scratch, r16 and r64 are not distinguishable from coin flipping.
+
+Kept effects are compressed. The share of the observed difference that the median kept pair reproduces is:
+
+| Arm | Share reproduced |
+|---|---|
+| Scratch | 4% (7% at r16 depth) |
+| LoRA and full FT | 13-15% |
+| xcal | 23% |
+| Own-cohort LoRA-58 | 34% |
+
+- On pairs kept by both arms, at matched depth, scratch is only about 1.3x more compressed than LoRA (n.s.).
+- Compression relative to full FT, xcal and own-cohort LoRA is robust.
+- MS1, adult sepsis vs healthy control: scratch reproduces 6%, r16 10%, full FT 25%, xcal 50% and own-cohort LoRA-58 62%.
+- C1Q-high: scratch reproduces 1-4%, r16 reverses all three contrasts, and own-cohort LoRA-58 reproduces 30-34%.
+
+## 6. Confounds and caveats
+
+1. **Cross-cohort depth confound (high).**
+   - Scratch cells carry 20,606-UMI libraries but only 236 detected genes, and about 0.1% of their counts fall on marker genes. Their marker detection matches the ~1,000-UMI pretrained arms.
+   - The screen compared scratch with unthinned observed cells, so its marker-state ratios are biased down by 1.1-2.0x (up to 3.2x with detection matching).
+   - Library thinning is also imperfect for the pretrained arms. Every absolute cross-cohort ratio therefore carries a shared bias.
+2. **V1 thinning is invalid for cross-cohort scratch.** It removes ~95% of marker counts. Its "complete misses" are artifacts and should not be quoted.
+3. **Cross-cohort scratch count profiles are unrealistic.** Libraries inflate, cell-to-cell spread is compressed (q90/q10 2.0 vs 7.3 observed) and coverage is 0.03. The full generated matrices were not examined.
+4. **Scratch-5 is donor-collapsed** (composition r 0.17 vs 0.70). Its pooled ratios overstate donor-level fidelity.
+5. **One fold, one model and one seed within the cohort.**
+   - Fold 0 favours LoRA-5, and LoRA-58 on C1Q-high, but disfavours LoRA-58 on MS1.
+   - It also has the lowest observed cycling-T and plasmablast levels.
+   - Scratch exists only for fold 0.
+6. **Label states depend on scANVI calls.** The pretrained arms over-generate plasma cells and proliferating-labelled T cells.
+7. **Controls.**
+   - Scratch's ISG deficit reflects a general interferon gap.
+   - "Closer to observed" also rewards technical signal, as the platelet control shows.
+8. **Zero-shot ISG overshoot is mostly depth.** ISG-high T goes from 2.71x to 0.76x after matching.
+9. **Statistics.**
+   - 17 donors within the cohort.
+   - 104 state-level tests with no multiplicity correction.
+   - Within-cohort contrasts rest on 1-2 controls.
+10. **Checkpoints.** The scratch checkpoint was chosen by validation loss, and the 50k checkpoint is closer. The within-cohort 58-pair scratch run hit its 100k-step cap.
+
+### Statements dropped after verification
+
+- **"Pairs on the pretrained model, not pretraining alone, recover the monocyte states."** False for MS1, since xcal reaches 0.72x. The pretrained model is also not shown to be necessary: within the cohort, scratch with 58 pairs reaches C1Q 0.47x and MS1 0.40-0.46x.
+- **"Scratch compression is 3-4x worse than LoRA."** It is about 1.3x on shared pairs at matched depth, and n.s.
+- **"Only plasmablasts improve with longer scratch training."** Proliferating T (label) improves too.
+- **"The only significant scratch wins are HSPC, cytotoxic CD4 T and plasmablast label."** Plasmablast markers vs xcal at matched depth is another.
+- **"Zero-shot is closer for cycling activated T."** This is a depth/composition artifact.
+- **"Pretrained is better on T cycling and interferon states in every comparison."** This fails for cycling activated T after composition standardisation.
+- **"Donor tracking is similar."** The data support only "no detectable difference".
+- **"Corrected ISG states are about 1.0x."** True only at the r16 reference.
+
+## 7. Verdict
+
+**With the same target-cohort pairs, scratch matches pretrained on the pre-specified 13-state average, but not everywhere.**
+- The difference on the average is not significant at 5 or 58 pairs, and equivalence is not shown.
+- Pretrained is better on proliferating and interferon T/NK states: cycling T/NK and ISG-high T, with the T/NK block significantly closer at 58 pairs.
+- Scratch collapses donors with 5 pairs and needs 15-19x the training time.
+- Scratch is closer mainly where the pretrained models over-call fold-0 scANVI labels, and on DN2 and the fold-specific MS1 result at 58 pairs.
+- Both fail LDG and cycling monocytes.
+
+**Without target-cohort pairs, initialisation is not the main factor.**
+- Every cross-cohort fine-tuned model, scratch or pretrained, fails the sepsis monocyte states: C1Q-high at 0.09x or less and MS1 at 0.27x or less. Own-cohort LoRA reaches about 0.5x and 0.7x.
+- After the depth correction, scratch ties LoRA on the aggregate.
+- Scratch is clearly worse on cycling T/NK (0.05x vs 0.15-0.46x; confirmed). It also trails full FT and xcal; xcal has the lowest error of any cross-cohort arm and brings MS1 to 0.72x.
+- Scratch is closer only where the pretrained arms over-generate (HSPC, cytotoxic CD4 T).
+- The scratch generator drifts with longer training: libraries inflate, coverage reaches 0.03 and the monocyte states get worse.
+
+**Bottom line.**
+- Pretraining alone does not produce the sepsis monocyte states: zero-shot gives C1Q-high 0.03x and MS1 0.08x.
+- Within the cohort, its own pairs recover C1Q-high under either initialisation.
+- Across cohorts, only own-cohort pairs recover C1Q-high. MS1 is also recovered by calibrating the pretrained model.
+- For rare states, pretraining adds four things:
+  - better proliferating T/NK states;
+  - donor-specific composition with few pairs;
+  - 15-19x shorter training;
+  - when there are no target pairs, a training-free calibrated model with the lowest average error of any cross-cohort arm.
+
+**Open points.** No new runs were made. These remain untested:
+- scratch on folds 1-4 and with a second seed;
+- scratch checkpoint selection by rare-state fidelity;
+- scratch combined with the xcal calibration.
+
+**Archive.** No pbisc-diffusion delta was published by this subagent.
diff --git a/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/confound_collapse_composition.csv b/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/confound_collapse_composition.csv
new file mode 100644
index 0000000000000000000000000000000000000000..15a6b050805fd1996e03d404c16de9603e9f38ed
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/confound_collapse_composition.csv
@@ -0,0 +1,121 @@
+setting,arm,arm_class,cell_type,sd_gen_pct,sd_obs_pct,sd_ratio_gen_over_obs,pearson_donors,spearman_donors,mean_gen_pct,mean_obs_pct
+fold0,zs__raw,pretrained zero-shot,Monocyte,22.1062,18.704,1.18189,0.508468,0.482843,37.2784,24.6001
+fold0,zs__raw,pretrained zero-shot,T cell,14.6595,18.3795,0.7976,0.560715,0.566176,33.8471,44.4687
+fold0,zs__raw,pretrained zero-shot,B cell,13.4188,10.237,1.31082,0.638376,0.517157,17.3529,16.693
+fold0,zs__raw,pretrained zero-shot,NK cell,3.76526,9.24776,0.407154,0.732567,0.470877,7.77647,8.56252
+fold0,zs__raw,pretrained zero-shot,Plasma cell (L2),1.53872,0.612497,2.5122,0.550451,0.161506,0.819608,0.639072
+fold0,zs__raw,pretrained zero-shot,MEAN over 4 L1 types,null,null,null,0.610031,null,null,null
+fold0,lora_n5__raw,pretrained LoRA (5 pairs),Monocyte,14.7342,18.704,0.787757,0.594242,0.588235,28.1686,24.6001
+fold0,lora_n5__raw,pretrained LoRA (5 pairs),T cell,14.1944,18.3795,0.772296,0.656026,0.661765,48.6118,44.4687
+fold0,lora_n5__raw,pretrained LoRA (5 pairs),B cell,8.65585,10.237,0.845549,0.765117,0.683824,15.6745,16.693
+fold0,lora_n5__raw,pretrained LoRA (5 pairs),NK cell,2.02399,9.24776,0.218863,0.788151,0.513199,3.78039,8.56252
+fold0,lora_n5__raw,pretrained LoRA (5 pairs),Plasma cell (L2),0.924892,0.612497,1.51004,0.570121,0.275865,1.01961,0.639072
+fold0,lora_n5__raw,pretrained LoRA (5 pairs),MEAN over 4 L1 types,null,null,null,0.700884,null,null,null
+fold0,scratch_n5__raw,scratch (5 pairs),Monocyte,8.29876,18.704,0.443689,0.359853,0.441176,24.4745,24.6001
+fold0,scratch_n5__raw,scratch (5 pairs),T cell,8.04542,18.3795,0.43774,0.577427,0.521153,53.3765,44.4687
+fold0,scratch_n5__raw,scratch (5 pairs),B cell,1.13682,10.237,0.11105,0.191178,-0.0838487,11.4118,16.693
+fold0,scratch_n5__raw,scratch (5 pairs),NK cell,1.23512,9.24776,0.133559,-0.444709,-0.477248,8.02353,8.56252
+fold0,scratch_n5__raw,scratch (5 pairs),Plasma cell (L2),0.240642,0.612497,0.392887,0.653691,0.38619,0.611765,0.639072
+fold0,scratch_n5__raw,scratch (5 pairs),MEAN over 4 L1 types,null,null,null,0.170937,null,null,null
+fold0,real_lora__raw,pretrained LoRA (58 pairs),Monocyte,10.6957,18.704,0.571841,0.668748,0.687922,15.2588,24.6001
+fold0,real_lora__raw,pretrained LoRA (58 pairs),T cell,12.3678,18.3795,0.672916,0.840812,0.82598,55.4784,44.4687
+fold0,real_lora__raw,pretrained LoRA (58 pairs),B cell,12.6267,10.237,1.23345,0.771967,0.686275,19.2275,16.693
+fold0,real_lora__raw,pretrained LoRA (58 pairs),NK cell,4.33001,9.24776,0.468222,0.80124,0.767627,5.89804,8.56252
+fold0,real_lora__raw,pretrained LoRA (58 pairs),Plasma cell (L2),4.19079,0.612497,6.84215,0.490924,0.0135386,1.8902,0.639072
+fold0,real_lora__raw,pretrained LoRA (58 pairs),MEAN over 4 L1 types,null,null,null,0.770692,null,null,null
+fold0,real_full__raw,pretrained full FT (58 pairs),Monocyte,8.6191,18.704,0.460816,0.475826,0.416667,16.1569,24.6001
+fold0,real_full__raw,pretrained full FT (58 pairs),T cell,9.68523,18.3795,0.526959,0.750745,0.740196,52.6863,44.4687
+fold0,real_full__raw,pretrained full FT (58 pairs),B cell,13.1472,10.237,1.28429,0.816516,0.698529,20.5216,16.693
+fold0,real_full__raw,pretrained full FT (58 pairs),NK cell,3.47573,9.24776,0.375845,0.967568,0.843137,5.41176,8.56252
+fold0,real_full__raw,pretrained full FT (58 pairs),Plasma cell (L2),2.85682,0.612497,4.66422,0.541464,0.373006,1.78431,0.639072
+fold0,real_full__raw,pretrained full FT (58 pairs),MEAN over 4 L1 types,null,null,null,0.752664,null,null,null
+fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",Monocyte,8.65503,18.704,0.462736,0.522557,0.490196,15.8275,24.6001
+fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",T cell,10.5052,18.3795,0.571572,0.653635,0.591049,52.7176,44.4687
+fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",B cell,11.0098,10.237,1.07549,0.914161,0.762255,19.8157,16.693
+fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",NK cell,3.63582,9.24776,0.393157,0.627379,0.685469,8.45098,8.56252
+fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",Plasma cell (L2),0.778489,0.612497,1.27101,0.630419,0.432004,0.67451,0.639072
+fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",MEAN over 4 L1 types,null,null,null,0.679433,null,null,null
+fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),Monocyte,9.32671,18.704,0.498648,0.620439,0.580882,15.549,24.6001
+fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),T cell,10.8014,18.3795,0.587688,0.805984,0.817903,54.3176,44.4687
+fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),B cell,12.8602,10.237,1.25625,0.844425,0.688725,20.2235,16.693
+fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),NK cell,3.1026,9.24776,0.335498,0.948397,0.797057,5.29412,8.56252
+fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),Plasma cell (L2),2.10139,0.612497,3.43086,0.58561,0.131531,1.25098,0.639072
+fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),MEAN over 4 L1 types,null,null,null,0.804811,null,null,null
+fold0,scratch_recipe__raw,scratch + recipes (58 pairs),Monocyte,10.2401,18.704,0.547481,0.727355,0.692827,14.1098,24.6001
+fold0,scratch_recipe__raw,scratch + recipes (58 pairs),T cell,11.9675,18.3795,0.651135,0.74664,0.671569,54.1765,44.4687
+fold0,scratch_recipe__raw,scratch + recipes (58 pairs),B cell,12.1732,10.237,1.18914,0.897592,0.898835,19.8078,16.693
+fold0,scratch_recipe__raw,scratch + recipes (58 pairs),NK cell,4.71564,9.24776,0.509923,0.705362,0.713235,8.56471,8.56252
+fold0,scratch_recipe__raw,scratch + recipes (58 pairs),Plasma cell (L2),0.614211,0.612497,1.0028,0.530506,0.16718,0.639216,0.639072
+fold0,scratch_recipe__raw,scratch + recipes (58 pairs),MEAN over 4 L1 types,null,null,null,0.769237,null,null,null
+loco,zs__raw,pretrained zero-shot,Monocyte,22.9811,18.7801,1.2237,0.627516,0.554764,36.9707,20.8171
+loco,zs__raw,pretrained zero-shot,T cell,16.9925,18.6943,0.908971,0.609423,0.622976,35.2415,48.4547
+loco,zs__raw,pretrained zero-shot,B cell,12.2515,15.4945,0.790703,0.608653,0.58834,14.8911,17.2757
+loco,zs__raw,pretrained zero-shot,NK cell,4.62488,7.26453,0.636639,0.308145,0.361408,9.40325,8.07229
+loco,zs__raw,pretrained zero-shot,Plasma cell (L2),1.14679,3.54471,0.323521,0.680618,0.332079,0.55122,1.47858
+loco,zs__raw,pretrained zero-shot,MEAN over 4 L1 types,null,null,null,0.538434,null,null,null
+loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,Monocyte,20.9104,18.7801,1.11343,0.62042,0.525131,26.4195,20.8171
+loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,T cell,19.0005,18.6943,1.01638,0.628309,0.663964,46.8398,48.4547
+loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,B cell,16.8284,15.4945,1.08609,0.688565,0.743872,14.2049,17.2757
+loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,NK cell,6.36688,7.26453,0.876434,0.454724,0.421662,9.58862,8.07229
+loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,Plasma cell (L2),1.97712,3.54471,0.557766,0.671116,0.413264,1.11301,1.47858
+loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,MEAN over 4 L1 types,null,null,null,0.598004,null,null,null
+loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),Monocyte,13.9467,18.7801,0.742632,0.452136,0.423409,18.3122,20.8171
+loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),T cell,17.1838,18.6943,0.919204,0.502697,0.493774,41.9398,48.4547
+loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),B cell,17.5288,15.4945,1.13129,0.751937,0.804051,23.4634,17.2757
+loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),NK cell,5.90033,7.26453,0.812211,0.501971,0.423811,12.0171,8.07229
+loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),Plasma cell (L2),3.0765,3.54471,0.867912,0.690244,0.355501,1.96748,1.47858
+loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),MEAN over 4 L1 types,null,null,null,0.552185,null,null,null
+loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),Monocyte,12.9521,18.7801,0.689671,0.44767,0.416522,16.3041,20.8171
+loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),T cell,17.7823,18.6943,0.951217,0.38958,0.389105,38.3171,48.4547
+loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),B cell,19.2426,15.4945,1.2419,0.687854,0.755041,27.4455,17.2757
+loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),NK cell,6.649,7.26453,0.915269,0.572739,0.461687,12.8098,8.07229
+loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),Plasma cell (L2),2.96989,3.54471,0.837837,0.752975,0.375191,1.44309,1.47858
+loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),MEAN over 4 L1 types,null,null,null,0.524461,null,null,null
+loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),Monocyte,16.1946,18.7801,0.862326,0.440277,0.435584,19.5138,20.8171
+loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),T cell,18.2581,18.6943,0.976668,0.525738,0.528288,40.2276,48.4547
+loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),B cell,19.6965,15.4945,1.2712,0.72981,0.799778,24.5593,17.2757
+loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),NK cell,5.92675,7.26453,0.815848,0.520724,0.498307,11.8715,8.07229
+loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),Plasma cell (L2),5.02026,3.54471,1.41627,0.730937,0.329924,2.53415,1.47858
+loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),MEAN over 4 L1 types,null,null,null,0.554137,null,null,null
+loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),Monocyte,15.1468,18.7801,0.806538,0.413495,0.426794,15.8488,20.8171
+loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),T cell,19.2485,18.6943,1.02965,0.405599,0.407656,38.6935,48.4547
+loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),B cell,21.5089,15.4945,1.38816,0.743579,0.795744,27.5447,17.2757
+loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),NK cell,8.11876,7.26453,1.11759,0.502686,0.450792,13.6081,8.07229
+loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),Plasma cell (L2),5.96002,3.54471,1.68139,0.657038,0.227854,3.16341,1.47858
+loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),MEAN over 4 L1 types,null,null,null,0.51634,null,null,null
+loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),Monocyte,13.677,18.7801,0.728273,0.439078,0.390048,18.2309,20.8171
+loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),T cell,17.5847,18.6943,0.940648,0.532343,0.565264,44.7285,48.4547
+loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),B cell,11.1222,15.4945,0.717815,0.676627,0.697799,18.6463,17.2757
+loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),NK cell,5.89602,7.26453,0.811618,0.486221,0.383854,15.6358,8.07229
+loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),Plasma cell (L2),1.82577,3.54471,0.51507,0.888562,0.360945,0.695122,1.47858
+loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),MEAN over 4 L1 types,null,null,null,0.533567,null,null,null
+loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),Monocyte,12.8632,18.7801,0.684935,0.444751,0.38049,18.5919,20.8171
+loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),T cell,16.6063,18.6943,0.888308,0.508368,0.533604,43.1268,48.4547
+loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),B cell,10.5631,15.4945,0.681736,0.657391,0.672294,19.987,17.2757
+loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),NK cell,4.99551,7.26453,0.687658,0.522576,0.457876,14.3341,8.07229
+loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),Plasma cell (L2),2.23068,3.54471,0.629299,0.872294,0.292091,0.965041,1.47858
+loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),MEAN over 4 L1 types,null,null,null,0.533272,null,null,null
+loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),Monocyte,13.9967,18.7801,0.745293,0.439341,0.377908,20.0959,20.8171
+loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),T cell,18.0262,18.6943,0.964263,0.503292,0.521204,42.0829,48.4547
+loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),B cell,12.3963,15.4945,0.800048,0.592228,0.59812,21.4756,17.2757
+loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),NK cell,4.46422,7.26453,0.614523,0.477655,0.441803,13.1846,8.07229
+loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),Plasma cell (L2),1.96684,3.54471,0.554868,0.87949,0.286109,1.13415,1.47858
+loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),MEAN over 4 L1 types,null,null,null,0.503129,null,null,null
+loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),Monocyte,12.5686,18.7801,0.669249,0.452005,0.39259,16.9171,20.8171
+loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),T cell,17.0688,18.6943,0.913051,0.510532,0.523322,44.9667,48.4547
+loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),B cell,12.6379,15.4945,0.815638,0.627842,0.623757,21.6707,17.2757
+loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),NK cell,4.48981,7.26453,0.618046,0.493666,0.439817,13.5846,8.07229
+loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),Plasma cell (L2),2.44069,3.54471,0.688544,0.891532,0.315376,1.24959,1.47858
+loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),MEAN over 4 L1 types,null,null,null,0.521012,null,null,null
+loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",Monocyte,19.2603,18.7801,1.02557,0.597651,0.607988,17.2447,20.8171
+loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",T cell,20.4871,18.6943,1.09591,0.635655,0.609076,57.7496,48.4547
+loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",B cell,15.2415,15.4945,0.983671,0.77664,0.768495,17.3748,17.2757
+loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",NK cell,2.86171,7.26453,0.39393,0.464084,0.349683,4.20163,8.07229
+loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",Plasma cell (L2),0.737911,3.54471,0.208173,0.396535,0.124902,0.578862,1.47858
+loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",MEAN over 4 L1 types,null,null,null,0.618508,null,null,null
+loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",Monocyte,16.8187,18.7801,0.895559,0.672033,0.605273,18.474,20.8171
+loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",T cell,18.2475,18.6943,0.976102,0.706769,0.70599,55.1626,48.4547
+loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",B cell,15.1966,15.4945,0.980776,0.824137,0.854052,16.1756,17.2757
+loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",NK cell,3.9938,7.26453,0.549768,0.679397,0.721719,6.28293,8.07229
+loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",Plasma cell (L2),2.17479,3.54471,0.61353,0.240786,0.195338,1.08211,1.47858
+loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",MEAN over 4 L1 types,null,null,null,0.720584,null,null,null
diff --git a/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/confound_collapse_markers.csv b/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/confound_collapse_markers.csv
new file mode 100644
index 0000000000000000000000000000000000000000..64ee0e854e02b3b6548023259fed37c9e5471973
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/confound_collapse_markers.csv
@@ -0,0 +1,89 @@
+setting,parent,arm,arm_class,n_genes,median_between_donor_cv_floor_removed,median_cv_ratio_gen_over_obs,frac_genes_cv_lt_half_obs,median_within_donor_excess_dispersion,median_spearman_donor_means_vs_obs,min_n_donors
+fold0,Monocyte,OBSERVED,observed,30,0.837749,1,0,2.75278,null,17
+fold0,Monocyte,zs__raw,pretrained zero-shot,30,0.470771,0.6407,0.333333,2.83027,0.339015,17
+fold0,Monocyte,lora_n5__raw,pretrained LoRA (5 pairs),30,0.466981,0.530313,0.366667,2.83965,0.346814,17
+fold0,Monocyte,scratch_n5__raw,scratch (5 pairs),30,0.292231,0.333899,0.8,2.68103,0.219363,17
+fold0,Monocyte,real_lora__raw,pretrained LoRA (58 pairs),30,0.487888,0.623782,0.333333,3.13761,0.344363,17
+fold0,Monocyte,real_full__raw,pretrained full FT (58 pairs),30,0.449455,0.566601,0.4,2.94713,0.431373,17
+fold0,Monocyte,scratch_full__raw,"scratch (58 pairs, 100k cap)",30,0.382507,0.585894,0.333333,2.72618,0.517889,17
+fold0,Monocyte,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),30,0.474512,0.498332,0.5,3.06876,0.372549,17
+fold0,Monocyte,scratch_recipe__raw,scratch + recipes (58 pairs),30,0.483099,0.708064,0.266667,3.32613,0.443956,14
+fold0,T cell,OBSERVED,observed,20,0.745895,1,0,3.62999,null,17
+fold0,T cell,zs__raw,pretrained zero-shot,20,0.666526,0.846844,0.15,3.76272,0.51348,17
+fold0,T cell,lora_n5__raw,pretrained LoRA (5 pairs),20,0.486904,0.618737,0.2,4.31793,0.79902,17
+fold0,T cell,scratch_n5__raw,scratch (5 pairs),20,0.135078,0.209019,1,4.2345,0.181373,17
+fold0,T cell,real_lora__raw,pretrained LoRA (58 pairs),20,0.682387,0.828942,0.2,7.08976,0.822304,17
+fold0,T cell,real_full__raw,pretrained full FT (58 pairs),20,0.651764,0.833558,0.25,7.17462,0.852941,17
+fold0,T cell,scratch_full__raw,"scratch (58 pairs, 100k cap)",20,0.443003,0.485269,0.5,5.88421,0.740196,17
+fold0,T cell,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),20,0.671228,0.838902,0.2,6.41367,0.851716,17
+fold0,T cell,scratch_recipe__raw,scratch + recipes (58 pairs),20,0.464354,0.537365,0.5,5.23029,0.620098,17
+fold0,B cell,OBSERVED,observed,20,0.869329,1,0,5.49294,null,17
+fold0,B cell,zs__raw,pretrained zero-shot,20,0.529244,0.777994,0.4,4.62364,0.188784,17
+fold0,B cell,lora_n5__raw,pretrained LoRA (5 pairs),20,0.55706,0.607596,0.35,4.67079,0.278186,17
+fold0,B cell,scratch_n5__raw,scratch (5 pairs),20,0.219935,0.333832,0.8,5.85313,0.314951,17
+fold0,B cell,real_lora__raw,pretrained LoRA (58 pairs),20,0.601831,0.956784,0.2,6.87342,-0.0147059,17
+fold0,B cell,real_full__raw,pretrained full FT (58 pairs),20,0.534772,0.557719,0.35,7.24755,0.283088,17
+fold0,B cell,scratch_full__raw,"scratch (58 pairs, 100k cap)",20,0.394504,0.490611,0.55,6.60256,0.269608,17
+fold0,B cell,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),20,0.603333,0.675102,0.25,6.10506,0.197304,17
+fold0,B cell,scratch_recipe__raw,scratch + recipes (58 pairs),20,0.446492,0.507302,0.5,8.31659,0.245098,17
+fold0,NK cell,OBSERVED,observed,24,0.523614,1,0,0.634548,null,17
+fold0,NK cell,zs__raw,pretrained zero-shot,24,0.483532,0.854716,0.208333,1.59799,0.143382,17
+fold0,NK cell,lora_n5__raw,pretrained LoRA (5 pairs),24,0.2077,0.434792,0.583333,1.1245,0.236597,17
+fold0,NK cell,scratch_n5__raw,scratch (5 pairs),24,0.100576,0.191671,0.958333,0.848542,0.00734692,17
+fold0,NK cell,real_lora__raw,pretrained LoRA (58 pairs),24,0.253018,0.502412,0.5,1.13615,0.252451,17
+fold0,NK cell,real_full__raw,pretrained full FT (58 pairs),24,0.2768,0.539631,0.416667,1.4861,0.349265,17
+fold0,NK cell,scratch_full__raw,"scratch (58 pairs, 100k cap)",24,0.194022,0.362317,0.708333,1.0733,0.345588,16
+fold0,NK cell,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),24,0.2376,0.458611,0.583333,1.24787,0.259804,17
+fold0,NK cell,scratch_recipe__raw,scratch + recipes (58 pairs),24,0.202084,0.403771,0.666667,1.0456,0.305882,16
+loco,Monocyte,OBSERVED,observed,32,1.12603,1,0,2.66013,null,76
+loco,Monocyte,zs__raw,pretrained zero-shot,32,0.444234,0.577277,0.375,3.36088,0.253494,82
+loco,Monocyte,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,32,0.519502,0.519988,0.4375,2.10979,0.305728,77
+loco,Monocyte,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),32,0.492846,0.487279,0.53125,3.34978,0.296296,79
+loco,Monocyte,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),32,0.564841,0.553855,0.28125,2.95576,0.294615,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),32,0.503602,0.48691,0.5625,3.16453,0.243034,77
+loco,Monocyte,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),32,0.589046,0.492575,0.53125,2.55234,0.234423,70
+loco,Monocyte,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),32,0.604742,0.626745,0.34375,3.40375,0.296226,78
+loco,Monocyte,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),32,0.643386,0.570387,0.375,3.47431,0.308512,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),32,0.590276,0.581738,0.34375,3.24767,0.275346,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),32,0.528723,0.589979,0.40625,3.06698,0.293845,80
+loco,Monocyte,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",32,0.889116,0.78903,0.125,3.07417,0.239237,68
+loco,Monocyte,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",32,0.624907,0.598533,0.1875,3.67658,0.331369,78
+loco,T cell,OBSERVED,observed,21,0.746737,1,0,4.09178,null,82
+loco,T cell,zs__raw,pretrained zero-shot,21,0.674623,0.85674,0.047619,3.2512,0.524605,82
+loco,T cell,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,21,0.594154,0.736228,0.0952381,2.23179,0.60718,82
+loco,T cell,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),21,0.587531,0.796501,0.0952381,3.82812,0.558821,82
+loco,T cell,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),21,0.671181,0.883011,0.047619,3.63798,0.604728,82
+loco,T cell,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),21,0.537268,0.749057,0.0952381,3.72927,0.602278,82
+loco,T cell,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),21,0.558452,0.793894,0.047619,3.24639,0.604423,82
+loco,T cell,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),21,0.671636,0.826204,0.047619,3.49908,0.552269,82
+loco,T cell,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),21,0.612239,0.758936,0,3.89528,0.550527,82
+loco,T cell,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),21,0.569704,0.694042,0.0952381,3.53443,0.573383,82
+loco,T cell,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),21,0.561547,0.737767,0.0952381,3.73614,0.583853,82
+loco,T cell,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",21,0.758603,0.899049,0.047619,5.22264,0.520205,82
+loco,T cell,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",21,0.651563,0.850103,0.047619,5.10292,0.695715,82
+loco,B cell,OBSERVED,observed,21,1.01674,1,0,4.56312,null,82
+loco,B cell,zs__raw,pretrained zero-shot,21,0.730694,0.638747,0.238095,5.61554,0.175913,82
+loco,B cell,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,21,0.931319,0.683165,0.142857,4.94875,0.203615,80
+loco,B cell,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),21,0.844532,0.645469,0.190476,7.75928,0.24141,82
+loco,B cell,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),21,1.06529,0.824864,0.190476,8.10297,0.237809,82
+loco,B cell,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),21,1.05524,0.773722,0.142857,6.19991,0.228138,82
+loco,B cell,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),21,0.986717,0.84969,0.0952381,6.2986,0.238886,82
+loco,B cell,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),21,1.14271,0.750769,0.238095,8.48569,0.288132,82
+loco,B cell,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),21,0.964441,0.758409,0.333333,8.84602,0.247651,82
+loco,B cell,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),21,0.973093,0.666081,0.285714,10.4648,0.252163,82
+loco,B cell,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),21,0.840098,0.681208,0.238095,8.64591,0.275563,82
+loco,B cell,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",21,1.01441,0.767579,0.047619,6.27628,0.0616136,82
+loco,B cell,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",21,1.06256,0.691948,0.238095,7.26977,0.0881031,82
+loco,NK cell,OBSERVED,observed,25,0.554711,1,0,0.684981,null,82
+loco,NK cell,zs__raw,pretrained zero-shot,25,0.470313,0.807546,0.16,1.46877,0.269341,82
+loco,NK cell,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,25,0.404367,0.691789,0.2,1.7763,0.261301,79
+loco,NK cell,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),25,0.214373,0.414381,0.64,1.56617,0.147637,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),25,0.358444,0.533157,0.36,1.761,0.242946,82
+loco,NK cell,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),25,0.2634,0.512792,0.48,1.74234,0.256908,82
+loco,NK cell,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),25,0.411867,0.691865,0.2,1.26887,0.214092,81
+loco,NK cell,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),25,0.277024,0.524211,0.4,0.981946,0.239538,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),25,0.280391,0.558118,0.36,1.07907,0.234333,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),25,0.267707,0.497029,0.52,1.0292,0.272114,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),25,0.28822,0.516553,0.48,1.0306,0.281095,82
+loco,NK cell,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",25,0.434181,0.749051,0.08,1.22477,0.203026,74
+loco,NK cell,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",25,0.287511,0.52839,0.48,0.876394,0.261222,79
diff --git a/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/confound_collapse_markers_pergene.csv b/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/confound_collapse_markers_pergene.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9fb17fe997fa0c2f7fd25f538fddce5a016afff1
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/confound_collapse_markers_pergene.csv
@@ -0,0 +1,2134 @@
+setting,parent,arm,gene,mean_count,between_donor_cv_raw,between_donor_cv_floor_removed,within_donor_excess_dispersion,spearman_donor_means_vs_obs,n_donors
+fold0,Monocyte,OBSERVED,C1QA,1.5574,1.19646,1.18249,28.6068,null,17
+fold0,Monocyte,OBSERVED,C1QB,1.6898,1.60991,1.59794,52.6663,null,17
+fold0,Monocyte,OBSERVED,C1QC,0.682858,1.54523,1.52859,46.9014,null,17
+fold0,Monocyte,OBSERVED,HLA-DRA,5.61377,0.613613,0.609152,3.39961,null,17
+fold0,Monocyte,OBSERVED,HLA-DRB1,4.0336,0.651014,0.648317,1.62555,null,17
+fold0,Monocyte,OBSERVED,RETN,5.37609,1.59154,1.58939,2.73743,null,17
+fold0,Monocyte,OBSERVED,ALOX5AP,1.22523,0.755794,0.750763,1.95245,null,17
+fold0,Monocyte,OBSERVED,CYP1B1,0.874458,0.578983,0.571919,1.81536,null,17
+fold0,Monocyte,OBSERVED,MCEMP1,1.34819,0.679927,0.675931,1.13576,null,17
+fold0,Monocyte,OBSERVED,PLAC8,3.06091,0.745225,0.743373,1.17167,null,17
+fold0,Monocyte,OBSERVED,CLU,1.29225,0.833733,0.830921,1.69046,null,17
+fold0,Monocyte,OBSERVED,CD163,1.47386,1.10797,1.10616,1.31611,null,17
+fold0,Monocyte,OBSERVED,IL1R2,2.01006,1.84818,1.84681,3.66386,null,17
+fold0,Monocyte,OBSERVED,ISG15,1.01501,1.59469,1.59211,2.76812,null,17
+fold0,Monocyte,OBSERVED,IFI6,1.50934,2.26778,2.26676,1.81463,null,17
+fold0,Monocyte,OBSERVED,IFI27,3.56394,4.10711,4.10455,167.168,null,17
+fold0,Monocyte,OBSERVED,MX1,0.611458,1.62486,1.62313,3.30781,null,17
+fold0,Monocyte,OBSERVED,OAS1,0.80905,0.690957,0.687704,1.45967,null,17
+fold0,Monocyte,OBSERVED,ITGAX,0.740482,0.44711,0.442333,0.674191,null,17
+fold0,Monocyte,OBSERVED,FGR,3.05541,0.260986,0.258358,0.458465,null,17
+fold0,Monocyte,OBSERVED,TFEC,0.233106,0.369084,0.355494,0.843601,null,17
+fold0,Monocyte,OBSERVED,ZEB2,2.30671,0.348343,0.344493,0.662328,null,17
+fold0,Monocyte,OBSERVED,NKG7,3.26469,1.13231,1.13019,3.56825,null,17
+fold0,Monocyte,OBSERVED,GNLY,0.436053,1.02432,0.950198,62.463,null,17
+fold0,Monocyte,OBSERVED,CX3CR1,0.578166,0.609978,0.596036,4.3048,null,17
+fold0,Monocyte,OBSERVED,MMP9,0.234584,3.74205,3.73824,37.3395,null,17
+fold0,Monocyte,OBSERVED,CSF3R,1.874,0.813502,0.812366,0.58136,null,17
+fold0,Monocyte,OBSERVED,PPBP,1.26975,0.886459,0.844577,48.0162,null,17
+fold0,Monocyte,OBSERVED,PF4,0.346975,0.945457,0.881319,28.2479,null,17
+fold0,Monocyte,OBSERVED,NRGN,1.77688,0.415301,0.403908,6.79147,null,17
+fold0,Monocyte,zs__raw,C1QA,0.0204247,0.8193,0,13.5,-0.519608,17
+fold0,Monocyte,zs__raw,C1QB,0.00369993,1.0932,0.878634,null,0.3545,17
+fold0,Monocyte,zs__raw,C1QC,0.00115023,1.43675,0.935044,null,0.419312,17
+fold0,Monocyte,zs__raw,HLA-DRA,5.85484,0.434211,0.425866,1.88345,0.178922,17
+fold0,Monocyte,zs__raw,HLA-DRB1,4.78252,0.418142,0.410064,1.78005,0.227941,17
+fold0,Monocyte,zs__raw,RETN,0.0525328,0.994123,0.974471,5.46967,0.450031,17
+fold0,Monocyte,zs__raw,ALOX5AP,0.280033,0.506489,0.487165,3.93756,0.561275,17
+fold0,Monocyte,zs__raw,CYP1B1,0.517042,0.345787,0.334215,1.11874,0.541667,17
+fold0,Monocyte,zs__raw,MCEMP1,0.143516,0.675288,0.663263,2.26197,0.406863,17
+fold0,Monocyte,zs__raw,PLAC8,0.796311,0.566983,0.559357,2.05848,0.620098,17
+fold0,Monocyte,zs__raw,CLU,0.139794,1.09414,1.08703,3.13971,0.769044,17
+fold0,Monocyte,zs__raw,CD163,0.710742,0.421815,0.412941,1.00585,0.323529,17
+fold0,Monocyte,zs__raw,IL1R2,0.0160076,1.44815,1.38971,5.52972,0.680654,17
+fold0,Monocyte,zs__raw,ISG15,0.486964,0.642478,0.619193,3.54036,0.0980392,17
+fold0,Monocyte,zs__raw,IFI6,0.938504,0.517972,0.506332,1.4437,-0.17402,17
+fold0,Monocyte,zs__raw,IFI27,0.182446,1.44622,1.43972,2.83027,0.196795,17
+fold0,Monocyte,zs__raw,MX1,0.486781,0.728918,0.718377,3.3611,0.0759804,17
+fold0,Monocyte,zs__raw,OAS1,0.584351,0.462627,0.454378,1.0618,0.355392,17
+fold0,Monocyte,zs__raw,ITGAX,1.26584,0.451375,0.444682,0.378505,0.0931373,17
+fold0,Monocyte,zs__raw,FGR,2.38225,0.314195,0.307183,0.35805,-0.318627,17
+fold0,Monocyte,zs__raw,TFEC,0.202617,0.391257,0.369936,2.33924,-0.186275,17
+fold0,Monocyte,zs__raw,ZEB2,3.62357,0.302699,0.298318,0.331397,0.151961,17
+fold0,Monocyte,zs__raw,NKG7,0.334133,0.416914,0.382918,5.50014,-0.191176,17
+fold0,Monocyte,zs__raw,GNLY,0.241088,0.344704,0.243565,13.8738,0.526961,17
+fold0,Monocyte,zs__raw,CX3CR1,0.175839,0.548285,0.51561,3.20349,0.637255,17
+fold0,Monocyte,zs__raw,MMP9,0.00324484,1.39149,0,null,0.402969,17
+fold0,Monocyte,zs__raw,CSF3R,2.08892,0.40795,0.40128,0.736648,0.0147059,17
+fold0,Monocyte,zs__raw,PPBP,0.100432,0.868186,0.817042,35.6086,0.458333,17
+fold0,Monocyte,zs__raw,PF4,0.0334274,1.08594,1.01145,33.0238,0.507664,17
+fold0,Monocyte,zs__raw,NRGN,0.416239,0.390234,0.371329,3.07184,-0.215686,17
+fold0,Monocyte,lora_n5__raw,C1QA,0.209678,0.818167,0.800117,7.57436,0.159314,17
+fold0,Monocyte,lora_n5__raw,C1QB,0.10505,0.86435,0.840864,7.58416,0.284488,17
+fold0,Monocyte,lora_n5__raw,C1QC,0.0491363,0.815764,0.774519,5.85647,0.409565,17
+fold0,Monocyte,lora_n5__raw,HLA-DRA,2.59799,0.341212,0.324081,2.60128,0.455882,17
+fold0,Monocyte,lora_n5__raw,HLA-DRB1,2.07265,0.313578,0.294805,2.22143,0.482843,17
+fold0,Monocyte,lora_n5__raw,RETN,4.08954,0.368806,0.366317,0.37346,0.151961,17
+fold0,Monocyte,lora_n5__raw,ALOX5AP,0.773966,0.309788,0.286842,1.8764,0.553922,17
+fold0,Monocyte,lora_n5__raw,CYP1B1,0.439658,0.309242,0.288548,1.6125,0.419118,17
+fold0,Monocyte,lora_n5__raw,MCEMP1,0.558689,0.405348,0.384192,1.43351,0.632353,17
+fold0,Monocyte,lora_n5__raw,PLAC8,2.97634,0.289957,0.281494,0.713318,0.389706,17
+fold0,Monocyte,lora_n5__raw,CLU,0.696255,0.653478,0.642477,2.26513,0.70098,17
+fold0,Monocyte,lora_n5__raw,CD163,0.361101,0.774502,0.767453,1.84372,0.455882,17
+fold0,Monocyte,lora_n5__raw,IL1R2,0.0371855,1.46634,1.43378,3.52967,0.825555,17
+fold0,Monocyte,lora_n5__raw,ISG15,0.848941,0.5517,0.537645,2.06938,0.338235,17
+fold0,Monocyte,lora_n5__raw,IFI6,0.765012,0.714976,0.704546,2.83965,0.00980392,17
+fold0,Monocyte,lora_n5__raw,IFI27,0.00957433,1.88962,1.76806,8.24438,0.387192,17
+fold0,Monocyte,lora_n5__raw,MX1,0.207155,1.00266,0.979764,8.3192,0.257353,17
+fold0,Monocyte,lora_n5__raw,OAS1,0.371334,0.489929,0.472348,3.41233,0.240196,17
+fold0,Monocyte,lora_n5__raw,ITGAX,0.273768,0.382021,0.352186,2.14341,0.169118,17
+fold0,Monocyte,lora_n5__raw,FGR,2.00673,0.272617,0.265122,0.760921,0.10049,17
+fold0,Monocyte,lora_n5__raw,TFEC,0.0786663,0.384673,0.308045,4.6365,0.32598,17
+fold0,Monocyte,lora_n5__raw,ZEB2,1.42579,0.197706,0.182101,0.846448,-0.223039,17
+fold0,Monocyte,lora_n5__raw,NKG7,1.57343,0.37485,0.337097,6.43335,0.561275,17
+fold0,Monocyte,lora_n5__raw,GNLY,0.260009,0.463816,0.359517,24.45,0.296569,17
+fold0,Monocyte,lora_n5__raw,CX3CR1,0.312882,0.645749,0.628854,5.49829,0.625,17
+fold0,Monocyte,lora_n5__raw,MMP9,0.000536412,2.28739,1.49349,null,0.0332461,17
+fold0,Monocyte,lora_n5__raw,CSF3R,0.641799,0.308764,0.293184,1.35207,0.151961,17
+fold0,Monocyte,lora_n5__raw,PPBP,0.528481,0.842895,0.818153,13.8843,0.355392,17
+fold0,Monocyte,lora_n5__raw,PF4,0.170011,0.804007,0.772892,14.8767,0.487745,17
+fold0,Monocyte,lora_n5__raw,NRGN,1.5027,0.474729,0.461614,3.5304,-0.0612745,17
+fold0,Monocyte,scratch_n5__raw,C1QA,0.29303,0.701639,0.663758,14.5366,0.377451,17
+fold0,Monocyte,scratch_n5__raw,C1QB,0.16801,0.734481,0.686278,17.6923,0.396076,17
+fold0,Monocyte,scratch_n5__raw,C1QC,0.0604974,0.707836,0.622965,24.2937,0.345588,17
+fold0,Monocyte,scratch_n5__raw,HLA-DRA,2.13429,0.162079,0.110644,4.47822,0.397059,17
+fold0,Monocyte,scratch_n5__raw,HLA-DRB1,2.03005,0.0946495,0,2.38865,0.639706,17
+fold0,Monocyte,scratch_n5__raw,RETN,4.51385,0.263787,0.258836,0.630258,0.455882,17
+fold0,Monocyte,scratch_n5__raw,ALOX5AP,0.919612,0.315861,0.300024,2.44414,-0.0147059,17
+fold0,Monocyte,scratch_n5__raw,CYP1B1,0.450732,0.276336,0.254622,1.85642,0.316176,17
+fold0,Monocyte,scratch_n5__raw,MCEMP1,0.69117,0.32891,0.314167,1.87682,0.573529,17
+fold0,Monocyte,scratch_n5__raw,PLAC8,2.2511,0.208987,0.200351,0.746135,0.306373,17
+fold0,Monocyte,scratch_n5__raw,CLU,0.627501,0.394141,0.377155,2.72845,0.421569,17
+fold0,Monocyte,scratch_n5__raw,CD163,0.173961,0.445992,0.414545,4.45006,0.0710784,17
+fold0,Monocyte,scratch_n5__raw,IL1R2,0.0278068,0.783474,0.678669,7.33978,0.79902,17
+fold0,Monocyte,scratch_n5__raw,ISG15,0.902982,0.30199,0.28684,1.80112,-0.0612745,17
+fold0,Monocyte,scratch_n5__raw,IFI6,0.679809,0.387043,0.371418,2.27573,-0.0784314,17
+fold0,Monocyte,scratch_n5__raw,IFI27,0.00627517,1.01677,0.416688,null,-0.103622,17
+fold0,Monocyte,scratch_n5__raw,MX1,0.179496,0.35467,0.292767,8.20714,-0.105392,17
+fold0,Monocyte,scratch_n5__raw,OAS1,0.597786,0.311487,0.291695,2.63362,-0.117647,17
+fold0,Monocyte,scratch_n5__raw,ITGAX,0.415241,0.361313,0.344086,2.00211,0.112745,17
+fold0,Monocyte,scratch_n5__raw,FGR,2.09848,0.303195,0.297322,0.748415,0.252451,17
+fold0,Monocyte,scratch_n5__raw,TFEC,0.0383159,0.363316,0.191096,9.58488,-0.166667,17
+fold0,Monocyte,scratch_n5__raw,ZEB2,1.229,0.309185,0.301014,1.0767,-0.142157,17
+fold0,Monocyte,scratch_n5__raw,NKG7,1.589,0.169289,0.0276284,8.3694,0.205882,17
+fold0,Monocyte,scratch_n5__raw,GNLY,0.634361,0.246093,0,27.1443,-0.0833333,17
+fold0,Monocyte,scratch_n5__raw,CX3CR1,0.479982,0.597463,0.584147,3.97828,0.232843,17
+fold0,Monocyte,scratch_n5__raw,MMP9,0.000329436,2.83128,0,null,0.386024,17
+fold0,Monocyte,scratch_n5__raw,CSF3R,0.7213,0.0758418,0,1.36384,0.397059,17
+fold0,Monocyte,scratch_n5__raw,PPBP,0.484298,0.496233,0.253639,14.1143,0.188725,17
+fold0,Monocyte,scratch_n5__raw,PF4,0.10095,0.563728,0.193054,20.8818,0.147059,17
+fold0,Monocyte,scratch_n5__raw,NRGN,1.32462,0.187249,0.0716867,2.42748,-0.0294118,17
+fold0,Monocyte,real_lora__raw,C1QA,0.190456,1.16936,1.12488,5.19937,0.558824,17
+fold0,Monocyte,real_lora__raw,C1QB,0.0895298,1.521,1.4801,4.97132,0.503092,17
+fold0,Monocyte,real_lora__raw,C1QC,0.0487142,1.31803,1.24972,2.98276,0.657669,17
+fold0,Monocyte,real_lora__raw,HLA-DRA,4.03742,0.354994,0.331722,1.93665,0.235294,17
+fold0,Monocyte,real_lora__raw,HLA-DRB1,2.60133,0.308205,0.284145,1.58577,0.284314,17
+fold0,Monocyte,real_lora__raw,RETN,0.949441,0.468506,0.448887,1.44428,-0.142157,17
+fold0,Monocyte,real_lora__raw,ALOX5AP,0.646452,0.406147,0.3715,2.33391,0.426471,17
+fold0,Monocyte,real_lora__raw,CYP1B1,0.194747,0.333562,0.206489,3.14009,0.291667,17
+fold0,Monocyte,real_lora__raw,MCEMP1,0.338009,0.521896,0.476692,2.06583,0.419118,17
+fold0,Monocyte,real_lora__raw,PLAC8,2.04941,0.350537,0.33415,1.00051,0.303922,17
+fold0,Monocyte,real_lora__raw,CLU,0.236795,0.626168,0.588041,3.48236,0.433824,17
+fold0,Monocyte,real_lora__raw,CD163,0.276153,0.459639,0.40572,2.41698,0.507353,17
+fold0,Monocyte,real_lora__raw,IL1R2,0.0852502,0.954499,0.879102,3.68545,0.855039,17
+fold0,Monocyte,real_lora__raw,ISG15,0.76457,0.970756,0.958738,2.65589,0.416667,17
+fold0,Monocyte,real_lora__raw,IFI6,0.598553,1.02154,1.00803,3.13761,0.134804,17
+fold0,Monocyte,real_lora__raw,IFI27,0.0140103,2.7257,2.53065,11.0685,0.58976,17
+fold0,Monocyte,real_lora__raw,MX1,0.243405,1.23104,1.20939,6.38793,0.595954,17
+fold0,Monocyte,real_lora__raw,OAS1,0.32208,0.484304,0.414318,3.49656,0.379902,17
+fold0,Monocyte,real_lora__raw,ITGAX,0.218046,0.53422,0.499084,1.91142,-0.00980392,17
+fold0,Monocyte,real_lora__raw,FGR,1.59323,0.385229,0.371367,0.903913,0.0171569,17
+fold0,Monocyte,real_lora__raw,TFEC,0.0478182,0.687899,0.584953,3.56296,0.242796,17
+fold0,Monocyte,real_lora__raw,ZEB2,1.37025,0.24413,0.217381,0.846824,0.0441176,17
+fold0,Monocyte,real_lora__raw,NKG7,0.89634,0.476637,0.39219,8.14292,0.259804,17
+fold0,Monocyte,real_lora__raw,GNLY,0.253988,0.726573,0.613683,24.037,0.463235,17
+fold0,Monocyte,real_lora__raw,CX3CR1,0.297643,0.874216,0.851499,4.38852,0.134804,17
+fold0,Monocyte,real_lora__raw,MMP9,0.0011039,1.78407,0,null,0.599069,17
+fold0,Monocyte,real_lora__raw,CSF3R,0.573883,0.439436,0.411612,1.14198,0.308824,17
+fold0,Monocyte,real_lora__raw,PPBP,0.215381,0.75771,0.636743,21.0819,0.448529,17
+fold0,Monocyte,real_lora__raw,PF4,0.0676568,0.747423,0.595027,17.2956,0.117647,17
+fold0,Monocyte,real_lora__raw,NRGN,0.723269,0.425142,0.349976,3.0689,0.196078,17
+fold0,Monocyte,real_full__raw,C1QA,0.20317,1.08503,1.0414,7.10004,0.549356,17
+fold0,Monocyte,real_full__raw,C1QB,0.104869,1.13692,1.08131,8.91736,0.593501,17
+fold0,Monocyte,real_full__raw,C1QC,0.0490913,1.14843,1.05165,2.86735,0.703863,17
+fold0,Monocyte,real_full__raw,HLA-DRA,3.94937,0.329857,0.311383,1.94523,0.465686,17
+fold0,Monocyte,real_full__raw,HLA-DRB1,2.72665,0.279008,0.260875,1.69164,0.602941,17
+fold0,Monocyte,real_full__raw,RETN,1.00032,0.374974,0.353742,1.59942,0.264706,17
+fold0,Monocyte,real_full__raw,ALOX5AP,0.8049,0.381512,0.35164,2.26295,0.654412,17
+fold0,Monocyte,real_full__raw,CYP1B1,0.196065,0.229914,0.0658,2.66435,0.213235,17
+fold0,Monocyte,real_full__raw,MCEMP1,0.408909,0.522266,0.494444,2.58596,0.54902,17
+fold0,Monocyte,real_full__raw,PLAC8,1.87548,0.354725,0.338143,1.25466,0.556373,17
+fold0,Monocyte,real_full__raw,CLU,0.348137,0.594356,0.558054,4.0265,0.639706,17
+fold0,Monocyte,real_full__raw,CD163,0.331094,0.469338,0.430386,1.95095,0.470588,17
+fold0,Monocyte,real_full__raw,IL1R2,0.168541,1.10403,1.06873,2.48945,0.919681,17
+fold0,Monocyte,real_full__raw,ISG15,0.845467,0.985968,0.975764,2.94713,0.166667,17
+fold0,Monocyte,real_full__raw,IFI6,0.711938,0.969951,0.957338,3.46294,0.120098,17
+fold0,Monocyte,real_full__raw,IFI27,0.021524,2.07328,1.96758,3.25633,0.691687,17
+fold0,Monocyte,real_full__raw,MX1,0.272097,1.34843,1.33166,6.22383,0.433824,17
+fold0,Monocyte,real_full__raw,OAS1,0.307712,0.621798,0.591538,4.15321,0.252451,17
+fold0,Monocyte,real_full__raw,ITGAX,0.238546,0.475212,0.438157,2.68818,0.191176,17
+fold0,Monocyte,real_full__raw,FGR,1.59757,0.288307,0.272104,0.94619,0.0759804,17
+fold0,Monocyte,real_full__raw,TFEC,0.0450157,0.643228,0.521789,4.05521,0.0147059,17
+fold0,Monocyte,real_full__raw,ZEB2,1.44387,0.216619,0.194992,0.898277,-0.0686275,17
+fold0,Monocyte,real_full__raw,NKG7,1.07199,0.412809,0.352009,7.34769,0.556373,17
+fold0,Monocyte,real_full__raw,GNLY,0.325529,0.618885,0.520846,21.7188,0.769608,17
+fold0,Monocyte,real_full__raw,CX3CR1,0.272744,0.83915,0.811606,7.22373,0.428922,17
+fold0,Monocyte,real_full__raw,MMP9,0.000299783,2.83123,0,null,-0.0657996,17
+fold0,Monocyte,real_full__raw,CSF3R,0.649165,0.476682,0.460754,1.47404,0.245098,17
+fold0,Monocyte,real_full__raw,PPBP,0.37054,0.499736,0.393465,16.1417,0.242647,17
+fold0,Monocyte,real_full__raw,PF4,0.112849,0.576395,0.427802,22.3753,0.198529,17
+fold0,Monocyte,real_full__raw,NRGN,0.866106,0.385387,0.346911,3.86986,-0.0686275,17
+fold0,Monocyte,scratch_full__raw,C1QA,0.187958,1.02093,0.925038,19.1865,0.558824,17
+fold0,Monocyte,scratch_full__raw,C1QB,0.0864131,1.47877,1.36587,27.8616,0.528257,17
+fold0,Monocyte,scratch_full__raw,C1QC,0.0497759,1.44371,1.3029,22.8821,0.517889,17
+fold0,Monocyte,scratch_full__raw,HLA-DRA,4.60393,0.391278,0.356898,2.65397,0.468137,17
+fold0,Monocyte,scratch_full__raw,HLA-DRB1,3.14107,0.382861,0.364543,1.8074,0.64951,17
+fold0,Monocyte,scratch_full__raw,RETN,1.58275,0.342473,0.316212,1.25635,0.638872,17
+fold0,Monocyte,scratch_full__raw,ALOX5AP,0.933176,0.431134,0.38868,2.16797,0.742647,17
+fold0,Monocyte,scratch_full__raw,CYP1B1,0.239155,0.448159,0.382507,2.12773,0.289216,17
+fold0,Monocyte,scratch_full__raw,MCEMP1,0.528427,0.618857,0.59798,1.59542,0.666667,17
+fold0,Monocyte,scratch_full__raw,PLAC8,2.04053,0.35643,0.336229,0.916947,0.613121,17
+fold0,Monocyte,scratch_full__raw,CLU,0.473717,0.719512,0.694924,2.72618,0.632353,17
+fold0,Monocyte,scratch_full__raw,CD163,0.329475,0.760502,0.72379,3.82452,0.77451,17
+fold0,Monocyte,scratch_full__raw,IL1R2,0.191656,1.53058,1.50924,2.37271,0.928265,17
+fold0,Monocyte,scratch_full__raw,ISG15,0.720947,0.391865,0.354888,2.59983,0.308824,17
+fold0,Monocyte,scratch_full__raw,IFI6,0.647844,0.509175,0.481172,2.6431,0.115196,17
+fold0,Monocyte,scratch_full__raw,IFI27,0.00515642,2.58653,2.05789,26.6828,0.530954,17
+fold0,Monocyte,scratch_full__raw,MX1,0.234657,0.535407,0.416672,8.71382,0.563725,17
+fold0,Monocyte,scratch_full__raw,OAS1,0.482111,0.378808,0.307476,2.97917,0.406863,17
+fold0,Monocyte,scratch_full__raw,ITGAX,0.319483,0.409702,0.309995,2.36149,0.262255,17
+fold0,Monocyte,scratch_full__raw,FGR,2.04626,0.214635,0.192906,0.624429,0.0343137,17
+fold0,Monocyte,scratch_full__raw,TFEC,0.0465641,0.521027,0.326508,4.92384,0.642157,17
+fold0,Monocyte,scratch_full__raw,ZEB2,1.57133,0.256074,0.225213,0.657358,0.169118,17
+fold0,Monocyte,scratch_full__raw,NKG7,1.27976,0.452333,0.299386,7.96461,0.375,17
+fold0,Monocyte,scratch_full__raw,GNLY,0.477031,1.0138,0.755026,34.4,0.730392,17
+fold0,Monocyte,scratch_full__raw,CX3CR1,0.417985,0.696154,0.641533,5.37904,0.42402,17
+fold0,Monocyte,scratch_full__raw,MMP9,0,null,null,null,null,17
+fold0,Monocyte,scratch_full__raw,CSF3R,0.997991,0.330504,0.313079,0.856307,0.468137,17
+fold0,Monocyte,scratch_full__raw,PPBP,0.393763,0.689489,0.345045,37.5562,0.0759804,17
+fold0,Monocyte,scratch_full__raw,PF4,0.102127,0.846786,0.499825,54.0528,0,17
+fold0,Monocyte,scratch_full__raw,NRGN,0.972179,0.296283,0.136777,3.40229,-0.125,17
+fold0,Monocyte,lora_recipe__raw,C1QA,0.131981,0.647785,0.571833,9.73108,0.556373,17
+fold0,Monocyte,lora_recipe__raw,C1QB,0.0579235,0.843336,0.736468,8.48869,0.49908,17
+fold0,Monocyte,lora_recipe__raw,C1QC,0.0314261,0.969731,0.767067,6.53008,0.399755,17
+fold0,Monocyte,lora_recipe__raw,HLA-DRA,4.06888,0.325374,0.30144,1.85912,0.522059,17
+fold0,Monocyte,lora_recipe__raw,HLA-DRB1,2.67483,0.319045,0.293642,1.57957,0.558824,17
+fold0,Monocyte,lora_recipe__raw,RETN,0.74798,0.348529,0.319855,1.37032,0.294118,17
+fold0,Monocyte,lora_recipe__raw,ALOX5AP,0.669822,0.37784,0.319381,2.20828,0.612745,17
+fold0,Monocyte,lora_recipe__raw,CYP1B1,0.183021,0.343218,0.215562,3.53593,0.308824,17
+fold0,Monocyte,lora_recipe__raw,MCEMP1,0.356168,0.548682,0.517039,2.0008,0.595588,17
+fold0,Monocyte,lora_recipe__raw,PLAC8,2.0263,0.384966,0.366702,1.23471,0.5,17
+fold0,Monocyte,lora_recipe__raw,CLU,0.283248,0.670073,0.636868,3.00473,0.762255,17
+fold0,Monocyte,lora_recipe__raw,CD163,0.311313,0.371739,0.285107,2.28558,0.676471,17
+fold0,Monocyte,lora_recipe__raw,IL1R2,0.114592,0.964969,0.897495,3.06876,0.968137,17
+fold0,Monocyte,lora_recipe__raw,ISG15,0.876448,0.986744,0.972034,2.87579,0.220588,17
+fold0,Monocyte,lora_recipe__raw,IFI6,0.716977,1.01092,0.992806,3.43517,0.0343137,17
+fold0,Monocyte,lora_recipe__raw,IFI27,0.0297911,2.08815,1.96374,24.1225,0.237593,17
+fold0,Monocyte,lora_recipe__raw,MX1,0.270452,1.44255,1.42432,8.2673,0.490196,17
+fold0,Monocyte,lora_recipe__raw,OAS1,0.314395,0.52692,0.48228,4.04564,0.321078,17
+fold0,Monocyte,lora_recipe__raw,ITGAX,0.241793,0.393066,0.328007,2.27768,0.164216,17
+fold0,Monocyte,lora_recipe__raw,FGR,1.44426,0.267242,0.246642,0.984529,0.27451,17
+fold0,Monocyte,lora_recipe__raw,TFEC,0.060574,0.690568,0.603589,2.43673,0.377451,17
+fold0,Monocyte,lora_recipe__raw,ZEB2,1.3091,0.219655,0.192405,0.918033,0.311275,17
+fold0,Monocyte,lora_recipe__raw,NKG7,0.902299,0.411113,0.304733,7.59255,0.367647,17
+fold0,Monocyte,lora_recipe__raw,GNLY,0.278375,0.672317,0.466744,20.2988,0.615196,17
+fold0,Monocyte,lora_recipe__raw,CX3CR1,0.211285,0.718652,0.679138,7.22711,0.517157,17
+fold0,Monocyte,lora_recipe__raw,MMP9,0.000781014,2.02048,0.77508,null,0.274006,17
+fold0,Monocyte,lora_recipe__raw,CSF3R,0.593143,0.468689,0.447926,1.55666,0.237745,17
+fold0,Monocyte,lora_recipe__raw,PPBP,0.244021,0.650493,0.498834,14.5614,0.340686,17
+fold0,Monocyte,lora_recipe__raw,PF4,0.0854011,0.656788,0.459721,19.2823,0.147059,17
+fold0,Monocyte,lora_recipe__raw,NRGN,0.708284,0.342262,0.287366,4.15599,-0.0245098,17
+fold0,Monocyte,scratch_recipe__raw,C1QA,0.224604,1.26377,1.09726,33.6653,0.774478,14
+fold0,Monocyte,scratch_recipe__raw,C1QB,0.117105,1.43611,1.26049,43.8152,0.761277,14
+fold0,Monocyte,scratch_recipe__raw,C1QC,0.0634286,1.49481,1.33592,38.8829,0.849898,14
+fold0,Monocyte,scratch_recipe__raw,HLA-DRA,4.15148,0.474259,0.45499,3.21018,0.494505,14
+fold0,Monocyte,scratch_recipe__raw,HLA-DRB1,2.903,0.368091,0.352971,1.83406,0.432967,14
+fold0,Monocyte,scratch_recipe__raw,RETN,1.58547,0.289254,0.271077,1.46207,0.643956,14
+fold0,Monocyte,scratch_recipe__raw,ALOX5AP,1.02815,0.366495,0.346076,1.8706,0.652747,14
+fold0,Monocyte,scratch_recipe__raw,CYP1B1,0.209302,0.649288,0.620772,2.69677,0.279121,14
+fold0,Monocyte,scratch_recipe__raw,MCEMP1,0.617275,0.681741,0.666703,1.81054,0.692308,14
+fold0,Monocyte,scratch_recipe__raw,PLAC8,1.702,0.400123,0.39008,1.04141,0.6,14
+fold0,Monocyte,scratch_recipe__raw,CLU,0.477988,0.787133,0.770205,3.40775,0.789011,14
+fold0,Monocyte,scratch_recipe__raw,CD163,0.287849,0.763613,0.740244,2.79951,0.762637,14
+fold0,Monocyte,scratch_recipe__raw,IL1R2,0.2185,1.49586,1.48077,2.69315,0.79648,14
+fold0,Monocyte,scratch_recipe__raw,ISG15,0.669006,0.437788,0.405511,3.73334,0.195604,14
+fold0,Monocyte,scratch_recipe__raw,IFI6,0.636274,0.585883,0.562188,3.24451,0.0769231,14
+fold0,Monocyte,scratch_recipe__raw,IFI27,0.00692457,1.88109,0,null,0.217716,14
+fold0,Monocyte,scratch_recipe__raw,MX1,0.211445,0.55846,0.480845,8.61504,0.476923,14
+fold0,Monocyte,scratch_recipe__raw,OAS1,0.367273,0.435551,0.385864,4.06965,0.424176,14
+fold0,Monocyte,scratch_recipe__raw,ITGAX,0.289062,0.541666,0.515979,2.32235,0.156044,14
+fold0,Monocyte,scratch_recipe__raw,FGR,1.87111,0.333923,0.324734,0.639912,0.169231,14
+fold0,Monocyte,scratch_recipe__raw,TFEC,0.0486114,0.764908,0.67731,3.63878,0.156044,14
+fold0,Monocyte,scratch_recipe__raw,ZEB2,1.43032,0.345026,0.334097,0.862263,-0.134066,14
+fold0,Monocyte,scratch_recipe__raw,NKG7,1.49984,0.416902,0.335778,12.1551,0.481319,14
+fold0,Monocyte,scratch_recipe__raw,GNLY,0.325366,0.960851,0.86195,30.3363,0.643956,14
+fold0,Monocyte,scratch_recipe__raw,CX3CR1,0.309235,0.905855,0.880282,4.84465,0.217582,14
+fold0,Monocyte,scratch_recipe__raw,MMP9,0.000403551,3.74166,0,null,0.378412,14
+fold0,Monocyte,scratch_recipe__raw,CSF3R,0.997393,0.422471,0.411133,0.832058,0.353846,14
+fold0,Monocyte,scratch_recipe__raw,PPBP,0.309765,0.735325,0.555183,28.8596,0.454945,14
+fold0,Monocyte,scratch_recipe__raw,PF4,0.0866756,0.740086,0.485354,39.2033,0.318681,14
+fold0,Monocyte,scratch_recipe__raw,NRGN,0.891429,0.418716,0.376151,4.59833,0.16044,14
+fold0,T cell,OBSERVED,HLA-DRA,0.379054,0.536945,0.524714,34.7374,null,17
+fold0,T cell,OBSERVED,HLA-DRB1,0.618185,0.728994,0.725528,5.12908,null,17
+fold0,T cell,OBSERVED,PRDM1,0.446594,0.842028,0.839297,1.90892,null,17
+fold0,T cell,OBSERVED,ALOX5AP,0.757185,0.510414,0.508149,1.20141,null,17
+fold0,T cell,OBSERVED,PLAC8,0.663282,0.438124,0.435283,1.24365,null,17
+fold0,T cell,OBSERVED,ISG15,0.446368,0.523885,0.51979,2.03794,null,17
+fold0,T cell,OBSERVED,IFI6,0.29041,0.539723,0.534634,1.98788,null,17
+fold0,T cell,OBSERVED,MX1,0.260615,0.784158,0.780586,3.03322,null,17
+fold0,T cell,OBSERVED,TBX21,0.295111,0.700392,0.697021,2.56786,null,17
+fold0,T cell,OBSERVED,ZEB2,0.29554,0.833652,0.830359,4.22771,null,17
+fold0,T cell,OBSERVED,GZMH,1.45511,0.828971,0.826698,4.77974,null,17
+fold0,T cell,OBSERVED,GZMB,1.09634,1.00461,0.998816,8.4232,null,17
+fold0,T cell,OBSERVED,GZMA,1.71687,0.764504,0.76257,3.73825,null,17
+fold0,T cell,OBSERVED,PRF1,1.44713,0.803076,0.799687,3.51218,null,17
+fold0,T cell,OBSERVED,NKG7,6.17502,0.731042,0.72922,3.52173,null,17
+fold0,T cell,OBSERVED,GNLY,3.68863,0.859047,0.854612,8.21417,null,17
+fold0,T cell,OBSERVED,FGFBP2,0.788971,0.871755,0.868615,5.74748,null,17
+fold0,T cell,OBSERVED,CX3CR1,0.259928,0.86624,0.860702,5.45228,null,17
+fold0,T cell,OBSERVED,CCR7,1.53421,0.625826,0.623788,1.43959,null,17
+fold0,T cell,OBSERVED,PPBP,0.253896,0.653365,0.519951,83.0398,null,17
+fold0,T cell,zs__raw,HLA-DRA,0.225069,0.683827,0.651654,10.6893,-0.154412,17
+fold0,T cell,zs__raw,HLA-DRB1,0.281843,0.617717,0.592117,5.2091,0.355392,17
+fold0,T cell,zs__raw,PRDM1,0.273654,0.458562,0.438048,3.0504,0.39951,17
+fold0,T cell,zs__raw,ALOX5AP,0.213054,0.281791,0.229558,5.02217,0.561275,17
+fold0,T cell,zs__raw,PLAC8,0.704075,0.200947,0.179003,1.87985,-0.235294,17
+fold0,T cell,zs__raw,ISG15,0.166959,0.450388,0.408846,6.66561,-0.0269608,17
+fold0,T cell,zs__raw,IFI6,0.199174,0.552651,0.525839,5.46007,0.139706,17
+fold0,T cell,zs__raw,MX1,0.179459,0.390248,0.347759,7.33855,-0.20098,17
+fold0,T cell,zs__raw,TBX21,0.271976,0.915267,0.905301,4.09533,0.482843,17
+fold0,T cell,zs__raw,ZEB2,0.711242,0.642394,0.634082,3.49556,0.838235,17
+fold0,T cell,zs__raw,GZMH,1.13317,0.688172,0.681397,2.21511,0.779412,17
+fold0,T cell,zs__raw,GZMB,0.613809,0.732651,0.720879,3.97538,0.72549,17
+fold0,T cell,zs__raw,GZMA,1.42282,0.630597,0.625581,1.9779,0.754902,17
+fold0,T cell,zs__raw,PRF1,1.60417,0.831894,0.826429,3.55005,0.558824,17
+fold0,T cell,zs__raw,NKG7,7.16007,0.823465,0.818252,2.42954,0.544118,17
+fold0,T cell,zs__raw,GNLY,3.49025,0.750734,0.743041,3.11084,0.727941,17
+fold0,T cell,zs__raw,FGFBP2,0.806973,0.790244,0.781941,5.07498,0.77451,17
+fold0,T cell,zs__raw,CX3CR1,0.287809,0.820643,0.810554,3.17058,0.77451,17
+fold0,T cell,zs__raw,CCR7,0.723643,0.693221,0.6882,2.32059,0.0808824,17
+fold0,T cell,zs__raw,PPBP,0.0134482,1.74437,1.47854,42.237,0.125773,17
+fold0,T cell,lora_n5__raw,HLA-DRA,0.337611,0.242393,0.180591,12.1768,0.558824,17
+fold0,T cell,lora_n5__raw,HLA-DRB1,0.843898,0.343297,0.333181,3.56934,0.877451,17
+fold0,T cell,lora_n5__raw,PRDM1,0.270517,0.447492,0.435114,3.03634,0.727941,17
+fold0,T cell,lora_n5__raw,ALOX5AP,0.838949,0.209671,0.199727,1.44256,0.786765,17
+fold0,T cell,lora_n5__raw,PLAC8,0.838031,0.13527,0.116909,1.75517,-0.159314,17
+fold0,T cell,lora_n5__raw,ISG15,0.484715,0.297164,0.284907,2.69349,0.397059,17
+fold0,T cell,lora_n5__raw,IFI6,0.306322,0.456289,0.443431,4.69923,0.316176,17
+fold0,T cell,lora_n5__raw,MX1,0.163296,0.434672,0.412586,6.52382,0.0147059,17
+fold0,T cell,lora_n5__raw,TBX21,0.162351,0.600421,0.586838,5.40738,0.811275,17
+fold0,T cell,lora_n5__raw,ZEB2,0.229817,0.518737,0.503168,5.94793,0.784314,17
+fold0,T cell,lora_n5__raw,GZMH,2.05787,0.576819,0.572413,3.61862,0.857843,17
+fold0,T cell,lora_n5__raw,GZMB,1.3537,0.590223,0.583894,4.95466,0.865196,17
+fold0,T cell,lora_n5__raw,GZMA,1.91926,0.475349,0.47064,2.96923,0.92402,17
+fold0,T cell,lora_n5__raw,PRF1,1.57024,0.55398,0.548677,3.93664,0.870098,17
+fold0,T cell,lora_n5__raw,NKG7,10.086,0.549903,0.545038,3.93487,0.914216,17
+fold0,T cell,lora_n5__raw,GNLY,3.29512,0.624185,0.617033,6.08738,0.887255,17
+fold0,T cell,lora_n5__raw,FGFBP2,0.730034,0.577686,0.570294,4.96917,0.879902,17
+fold0,T cell,lora_n5__raw,CX3CR1,0.211398,0.65523,0.644618,6.25029,0.901961,17
+fold0,T cell,lora_n5__raw,CCR7,1.3094,0.391092,0.386934,1.31714,0.360294,17
+fold0,T cell,lora_n5__raw,PPBP,0.157493,1.06019,1.01485,20.6024,0.303922,17
+fold0,T cell,scratch_n5__raw,HLA-DRA,0.430664,0.194994,0.115254,17.0101,0.0122549,17
+fold0,T cell,scratch_n5__raw,HLA-DRB1,0.990554,0.106234,0.0724956,3.23237,0.132353,17
+fold0,T cell,scratch_n5__raw,PRDM1,0.423715,0.197955,0.180894,2.6825,0.321078,17
+fold0,T cell,scratch_n5__raw,ALOX5AP,1.10118,0.176317,0.16808,1.30995,0.29902,17
+fold0,T cell,scratch_n5__raw,PLAC8,0.695589,0.112967,0.0881912,2.41869,0.188725,17
+fold0,T cell,scratch_n5__raw,ISG15,0.563788,0.0875147,0.0471503,2.44818,0.321078,17
+fold0,T cell,scratch_n5__raw,IFI6,0.291279,0.152979,0.112702,4.78403,-0.134804,17
+fold0,T cell,scratch_n5__raw,MX1,0.200426,0.13425,0.0582221,6.45827,0.183824,17
+fold0,T cell,scratch_n5__raw,TBX21,0.251338,0.184357,0.150899,4.772,0.0147059,17
+fold0,T cell,scratch_n5__raw,ZEB2,0.27329,0.154244,0.106962,6.33614,0.129902,17
+fold0,T cell,scratch_n5__raw,GZMH,2.54582,0.112949,0.0876794,3.53876,-0.107843,17
+fold0,T cell,scratch_n5__raw,GZMB,1.66039,0.224121,0.206991,4.82749,0.397059,17
+fold0,T cell,scratch_n5__raw,GZMA,1.96118,0.18341,0.170553,2.78425,0.242647,17
+fold0,T cell,scratch_n5__raw,PRF1,1.84189,0.256314,0.244531,3.69701,0.362745,17
+fold0,T cell,scratch_n5__raw,NKG7,9.8023,0.135339,0.119257,3.0307,0.178922,17
+fold0,T cell,scratch_n5__raw,GNLY,4.80166,0.247396,0.230548,5.35223,0.428922,17
+fold0,T cell,scratch_n5__raw,FGFBP2,1.02595,0.117022,0.0808724,4.81976,-0.0833333,17
+fold0,T cell,scratch_n5__raw,CX3CR1,0.274399,0.193998,0.159406,5.71066,0.0735294,17
+fold0,T cell,scratch_n5__raw,CCR7,1.18745,0.205995,0.196677,2.00225,0.571078,17
+fold0,T cell,scratch_n5__raw,PPBP,0.189598,0.36999,0.232399,26.5988,-0.276961,17
+fold0,T cell,real_lora__raw,HLA-DRA,0.301774,0.265743,0.214324,16.5316,0.227941,17
+fold0,T cell,real_lora__raw,HLA-DRB1,0.521016,0.42763,0.417418,4.97943,0.848039,17
+fold0,T cell,real_lora__raw,PRDM1,0.162594,0.379656,0.360723,4.42018,0.661765,17
+fold0,T cell,real_lora__raw,ALOX5AP,0.586759,0.261798,0.253027,1.76523,0.470588,17
+fold0,T cell,real_lora__raw,PLAC8,0.81791,0.217787,0.208346,2.0717,-0.0833333,17
+fold0,T cell,real_lora__raw,ISG15,0.447003,0.284424,0.272312,3.10452,0.404412,17
+fold0,T cell,real_lora__raw,IFI6,0.252531,0.352027,0.334767,5.54923,0.267157,17
+fold0,T cell,real_lora__raw,MX1,0.146025,0.461874,0.442355,7.40705,0.166667,17
+fold0,T cell,real_lora__raw,TBX21,0.0977047,0.767862,0.753494,7.48233,0.796569,17
+fold0,T cell,real_lora__raw,ZEB2,0.182715,0.717029,0.705846,9.04192,0.879902,17
+fold0,T cell,real_lora__raw,GZMH,1.01347,0.812273,0.808131,6.97583,0.892157,17
+fold0,T cell,real_lora__raw,GZMB,0.722126,0.812761,0.806879,9.7993,0.892157,17
+fold0,T cell,real_lora__raw,GZMA,1.14439,0.66273,0.658928,4.57007,0.860294,17
+fold0,T cell,real_lora__raw,PRF1,0.875305,0.729434,0.724513,7.08804,0.916667,17
+fold0,T cell,real_lora__raw,NKG7,5.39456,0.725613,0.721427,7.95178,0.89951,17
+fold0,T cell,real_lora__raw,GNLY,1.86352,0.800403,0.794648,11.322,0.904412,17
+fold0,T cell,real_lora__raw,FGFBP2,0.41685,0.862549,0.855845,10.9989,0.877451,17
+fold0,T cell,real_lora__raw,CX3CR1,0.101346,0.998018,0.985866,7.09148,0.884804,17
+fold0,T cell,real_lora__raw,CCR7,1.09781,0.400907,0.397362,1.26084,0.416667,17
+fold0,T cell,real_lora__raw,PPBP,0.0905679,0.916897,0.836706,51.5168,0.504902,17
+fold0,T cell,real_full__raw,HLA-DRA,0.348851,0.244481,0.190718,13.4847,0.416667,17
+fold0,T cell,real_full__raw,HLA-DRB1,0.518154,0.35711,0.344944,5.05964,0.89951,17
+fold0,T cell,real_full__raw,PRDM1,0.148314,0.396778,0.375473,4.60036,0.784314,17
+fold0,T cell,real_full__raw,ALOX5AP,0.657555,0.212402,0.200593,2.09814,0.622549,17
+fold0,T cell,real_full__raw,PLAC8,0.799958,0.140123,0.123493,2.03024,-0.0686275,17
+fold0,T cell,real_full__raw,ISG15,0.467782,0.342718,0.331954,3.5255,0.14951,17
+fold0,T cell,real_full__raw,IFI6,0.239757,0.488819,0.475632,5.69521,0.269608,17
+fold0,T cell,real_full__raw,MX1,0.152201,0.476356,0.456027,9.11995,-0.0588235,17
+fold0,T cell,real_full__raw,TBX21,0.0948155,0.817872,0.803767,8.69894,0.840686,17
+fold0,T cell,real_full__raw,ZEB2,0.189721,0.668227,0.657344,7.29009,0.865196,17
+fold0,T cell,real_full__raw,GZMH,1.05029,0.822224,0.818075,8.31204,0.897059,17
+fold0,T cell,real_full__raw,GZMB,0.703462,0.82025,0.814228,10.9898,0.877451,17
+fold0,T cell,real_full__raw,GZMA,1.09465,0.653661,0.649651,4.59361,0.867647,17
+fold0,T cell,real_full__raw,PRF1,0.854751,0.741962,0.737148,7.05914,0.879902,17
+fold0,T cell,real_full__raw,NKG7,5.5193,0.729742,0.725936,6.7595,0.884804,17
+fold0,T cell,real_full__raw,GNLY,1.85159,0.792384,0.785755,12.518,0.89951,17
+fold0,T cell,real_full__raw,FGFBP2,0.436815,0.843509,0.836815,10.7044,0.889706,17
+fold0,T cell,real_full__raw,CX3CR1,0.115716,1.06541,1.05542,8.51899,0.867647,17
+fold0,T cell,real_full__raw,CCR7,1.15373,0.41771,0.414074,1.50032,0.340686,17
+fold0,T cell,real_full__raw,PPBP,0.1214,0.732724,0.653876,51.0312,0.377451,17
+fold0,T cell,scratch_full__raw,HLA-DRA,0.302473,0.221762,0.13353,17.3089,0.0906863,17
+fold0,T cell,scratch_full__raw,HLA-DRB1,0.522822,0.282286,0.265727,4.68364,0.821078,17
+fold0,T cell,scratch_full__raw,PRDM1,0.2092,0.452442,0.438708,4.13301,0.857843,17
+fold0,T cell,scratch_full__raw,ALOX5AP,0.712437,0.201009,0.18943,2.07314,0.828431,17
+fold0,T cell,scratch_full__raw,PLAC8,0.709261,0.153731,0.13849,1.94113,-0.208333,17
+fold0,T cell,scratch_full__raw,ISG15,0.4749,0.213309,0.197415,2.82097,0.0833333,17
+fold0,T cell,scratch_full__raw,IFI6,0.26485,0.188154,0.154789,4.83318,0.276961,17
+fold0,T cell,scratch_full__raw,MX1,0.172433,0.271288,0.238446,7.04361,-0.0196078,17
+fold0,T cell,scratch_full__raw,TBX21,0.139998,0.576174,0.560531,6.6522,0.588235,17
+fold0,T cell,scratch_full__raw,ZEB2,0.236218,0.504463,0.489752,8.54683,0.769608,17
+fold0,T cell,scratch_full__raw,GZMH,1.35126,0.54241,0.535256,6.46817,0.745098,17
+fold0,T cell,scratch_full__raw,GZMB,0.848033,0.459074,0.447299,7.99674,0.735294,17
+fold0,T cell,scratch_full__raw,GZMA,1.33181,0.506503,0.501213,3.71959,0.85049,17
+fold0,T cell,scratch_full__raw,PRF1,1.11501,0.464256,0.456379,5.21568,0.789216,17
+fold0,T cell,scratch_full__raw,NKG7,6.59876,0.500067,0.494262,5.30025,0.781863,17
+fold0,T cell,scratch_full__raw,GNLY,2.42923,0.506888,0.494468,9.28328,0.840686,17
+fold0,T cell,scratch_full__raw,FGFBP2,0.63773,0.514013,0.504038,7.28501,0.796569,17
+fold0,T cell,scratch_full__raw,CX3CR1,0.164556,0.796428,0.785031,10.268,0.730392,17
+fold0,T cell,scratch_full__raw,CCR7,1.25243,0.247365,0.241174,1.46738,0.218137,17
+fold0,T cell,scratch_full__raw,PPBP,0.0830555,0.451825,0.148104,93.6794,0.426471,17
+fold0,T cell,lora_recipe__raw,HLA-DRA,0.305582,0.280084,0.235635,14.1277,0.563725,17
+fold0,T cell,lora_recipe__raw,HLA-DRB1,0.496671,0.429459,0.419406,4.98465,0.909314,17
+fold0,T cell,lora_recipe__raw,PRDM1,0.155482,0.382477,0.363378,4.18859,0.928922,17
+fold0,T cell,lora_recipe__raw,ALOX5AP,0.548503,0.223001,0.211474,2.17748,0.522059,17
+fold0,T cell,lora_recipe__raw,PLAC8,0.775234,0.139562,0.12244,2.16272,0.330882,17
+fold0,T cell,lora_recipe__raw,ISG15,0.446558,0.413082,0.404401,3.41933,0.0588235,17
+fold0,T cell,lora_recipe__raw,IFI6,0.24485,0.47127,0.457964,6.27082,0.240196,17
+fold0,T cell,lora_recipe__raw,MX1,0.152932,0.51691,0.499057,8.92752,0.17402,17
+fold0,T cell,lora_recipe__raw,TBX21,0.0906122,0.793781,0.780113,4.75364,0.848039,17
+fold0,T cell,lora_recipe__raw,ZEB2,0.193644,0.692553,0.681899,9.51423,0.82598,17
+fold0,T cell,lora_recipe__raw,GZMH,1.02139,0.790177,0.786251,7.54046,0.887255,17
+fold0,T cell,lora_recipe__raw,GZMB,0.688705,0.804052,0.798492,10.4999,0.860294,17
+fold0,T cell,lora_recipe__raw,GZMA,1.11223,0.664111,0.660557,4.16937,0.870098,17
+fold0,T cell,lora_recipe__raw,PRF1,0.81284,0.73062,0.726288,6.55653,0.870098,17
+fold0,T cell,lora_recipe__raw,NKG7,5.39923,0.713627,0.710051,5.67338,0.879902,17
+fold0,T cell,lora_recipe__raw,GNLY,1.83404,0.758815,0.752845,11.1542,0.882353,17
+fold0,T cell,lora_recipe__raw,FGFBP2,0.413615,0.845063,0.838737,8.07542,0.884804,17
+fold0,T cell,lora_recipe__raw,CX3CR1,0.101096,1.0356,1.02451,7.46137,0.855392,17
+fold0,T cell,lora_recipe__raw,CCR7,0.971926,0.384048,0.379765,1.48915,0.348039,17
+fold0,T cell,lora_recipe__raw,PPBP,0.0866115,0.813262,0.727846,48.6642,0.401961,17
+fold0,T cell,scratch_recipe__raw,HLA-DRA,0.317537,0.255858,0.179199,23.8093,0.105392,17
+fold0,T cell,scratch_recipe__raw,HLA-DRB1,0.521115,0.299159,0.283337,4.98891,0.644608,17
+fold0,T cell,scratch_recipe__raw,PRDM1,0.238504,0.375725,0.361911,3.62863,0.75,17
+fold0,T cell,scratch_recipe__raw,ALOX5AP,0.761278,0.228362,0.219003,1.996,0.593137,17
+fold0,T cell,scratch_recipe__raw,PLAC8,0.729516,0.120979,0.100291,1.98831,0.102941,17
+fold0,T cell,scratch_recipe__raw,ISG15,0.461857,0.144878,0.118931,3.07546,0.348039,17
+fold0,T cell,scratch_recipe__raw,IFI6,0.247799,0.1626,0.118824,5.48953,0.166667,17
+fold0,T cell,scratch_recipe__raw,MX1,0.16536,0.21711,0.173044,7.15172,-0.0269608,17
+fold0,T cell,scratch_recipe__raw,TBX21,0.137745,0.584236,0.568822,5.61651,0.737745,17
+fold0,T cell,scratch_recipe__raw,ZEB2,0.210806,0.532657,0.518584,6.07312,0.625,17
+fold0,T cell,scratch_recipe__raw,GZMH,1.27874,0.537776,0.530583,4.61794,0.625,17
+fold0,T cell,scratch_recipe__raw,GZMB,0.829512,0.484573,0.473395,5.82096,0.60049,17
+fold0,T cell,scratch_recipe__raw,GZMA,1.30261,0.521613,0.516715,2.94563,0.67402,17
+fold0,T cell,scratch_recipe__raw,PRF1,1.06929,0.469489,0.462211,4.04091,0.615196,17
+fold0,T cell,scratch_recipe__raw,NKG7,6.31144,0.501754,0.496177,3.98142,0.681373,17
+fold0,T cell,scratch_recipe__raw,GNLY,2.17692,0.560289,0.550867,7.68946,0.659314,17
+fold0,T cell,scratch_recipe__raw,FGFBP2,0.578532,0.555016,0.545645,5.47167,0.681373,17
+fold0,T cell,scratch_recipe__raw,CX3CR1,0.147114,0.72074,0.706657,9.52887,0.72549,17
+fold0,T cell,scratch_recipe__raw,CCR7,1.13675,0.31499,0.30986,1.88738,0.14951,17
+fold0,T cell,scratch_recipe__raw,PPBP,0.119672,0.663432,0.466496,97.9453,0.301471,17
+fold0,B cell,OBSERVED,CD38,0.557081,0.92788,0.892323,15.2677,null,17
+fold0,B cell,OBSERVED,HLA-DRA,21.1882,0.406963,0.405726,0.321061,null,17
+fold0,B cell,OBSERVED,HLA-DRB1,8.68591,0.405424,0.403452,0.367334,null,17
+fold0,B cell,OBSERVED,JCHAIN,16.9931,1.1273,1.0864,32.4188,null,17
+fold0,B cell,OBSERVED,MZB1,4.59125,1.21004,1.1783,36.6269,null,17
+fold0,B cell,OBSERVED,TNFRSF17,0.542352,0.99187,0.942482,30.6389,null,17
+fold0,B cell,OBSERVED,TXNDC5,3.41389,1.11614,1.0753,37.6882,null,17
+fold0,B cell,OBSERVED,PRDM1,0.35584,1.47281,1.4271,28.2671,null,17
+fold0,B cell,OBSERVED,IRF4,0.477538,1.01563,0.961569,15.4907,null,17
+fold0,B cell,OBSERVED,IGLL5,1.55999,0.942444,0.866411,19.9021,null,17
+fold0,B cell,OBSERVED,ALOX5AP,0.613656,0.376219,0.369179,0.704023,null,17
+fold0,B cell,OBSERVED,PLAC8,1.11235,0.455667,0.441928,1.34307,null,17
+fold0,B cell,OBSERVED,ISG15,0.504136,1.19923,1.164,3.40264,null,17
+fold0,B cell,OBSERVED,MX1,0.560937,1.1291,1.1184,2.10736,null,17
+fold0,B cell,OBSERVED,OAS1,0.387473,0.738611,0.725484,3.69343,null,17
+fold0,B cell,OBSERVED,FCRL5,0.474136,0.890473,0.872248,7.29246,null,17
+fold0,B cell,OBSERVED,FGR,0.455517,0.688125,0.67314,3.61953,null,17
+fold0,B cell,OBSERVED,ZEB2,0.550708,0.522773,0.51435,1.45744,null,17
+fold0,B cell,OBSERVED,CCR7,0.815731,0.371971,0.365842,1.22373,null,17
+fold0,B cell,OBSERVED,PPBP,0.249031,0.650629,0.551093,58.147,null,17
+fold0,B cell,zs__raw,CD38,0.2066,1.09612,1.04162,6.28389,0.0906863,17
+fold0,B cell,zs__raw,HLA-DRA,24.2731,0.473022,0.468997,0.47555,0.186275,17
+fold0,B cell,zs__raw,HLA-DRB1,12.8379,0.463992,0.459946,0.513216,-0.0955882,17
+fold0,B cell,zs__raw,JCHAIN,3.78498,1.32723,1.23237,32.4449,0.39951,17
+fold0,B cell,zs__raw,MZB1,0.865944,1.27402,1.20419,20.4832,0.446078,17
+fold0,B cell,zs__raw,TNFRSF17,0.120355,1.4008,1.31876,9.65077,0.301471,17
+fold0,B cell,zs__raw,TXNDC5,0.13843,1.09984,0.987338,15.0433,0.20098,17
+fold0,B cell,zs__raw,PRDM1,0.120512,1.086,0.981409,7.23445,0.553922,17
+fold0,B cell,zs__raw,IRF4,0.13538,0.743298,0.630459,4.62364,0.203431,17
+fold0,B cell,zs__raw,IGLL5,0.0740669,1.11088,0.950374,10.0479,0.161765,17
+fold0,B cell,zs__raw,ALOX5AP,0.124416,0.299957,0,6.97014,0.0514706,17
+fold0,B cell,zs__raw,PLAC8,0.881211,0.211672,0.163353,1.17593,0.340686,17
+fold0,B cell,zs__raw,ISG15,0.128082,0.706759,0.533081,10.4311,0.0612745,17
+fold0,B cell,zs__raw,MX1,0.268025,0.578146,0.525406,4.19781,0.272059,17
+fold0,B cell,zs__raw,OAS1,0.127579,0.294728,0.0922685,3.14789,0.191294,17
+fold0,B cell,zs__raw,FCRL5,0.176855,0.254765,0.0729045,2.68078,-0.147059,17
+fold0,B cell,zs__raw,FGR,0.224562,0.322962,0.203055,2.3754,0.110294,17
+fold0,B cell,zs__raw,ZEB2,0.442528,0.301325,0.242966,2.37486,0.0833333,17
+fold0,B cell,zs__raw,CCR7,0.528037,0.352206,0.317658,1.6897,-0.0220588,17
+fold0,B cell,zs__raw,PPBP,0.00631399,1.38833,0.572979,null,0.370784,17
+fold0,B cell,lora_n5__raw,CD38,0.42322,0.703901,0.638822,18.8883,0.379902,17
+fold0,B cell,lora_n5__raw,HLA-DRA,24.7437,0.159484,0.146098,0.561447,0.29902,17
+fold0,B cell,lora_n5__raw,HLA-DRB1,12.0277,0.162126,0.148906,0.459886,0.0343137,17
+fold0,B cell,lora_n5__raw,JCHAIN,14.0175,0.768261,0.677245,23.7893,0.328431,17
+fold0,B cell,lora_n5__raw,MZB1,4.08179,0.76767,0.697323,23.0926,0.416667,17
+fold0,B cell,lora_n5__raw,TNFRSF17,0.459107,0.817013,0.761528,18.751,0.301471,17
+fold0,B cell,lora_n5__raw,TXNDC5,1.87858,0.77698,0.711105,24.8029,0.460784,17
+fold0,B cell,lora_n5__raw,PRDM1,0.257067,0.841287,0.780592,18.7068,0.67402,17
+fold0,B cell,lora_n5__raw,IRF4,0.182971,0.779959,0.70748,15.7862,0.372549,17
+fold0,B cell,lora_n5__raw,IGLL5,0.313298,0.631518,0.567867,12.0183,0.365196,17
+fold0,B cell,lora_n5__raw,ALOX5AP,0.749501,0.23475,0.200621,1.49871,0.0171569,17
+fold0,B cell,lora_n5__raw,PLAC8,1.14354,0.159706,0.122777,1.14262,-0.269608,17
+fold0,B cell,lora_n5__raw,ISG15,0.360994,0.466079,0.41905,4.6036,0.227941,17
+fold0,B cell,lora_n5__raw,MX1,0.3283,0.525623,0.486803,3.56223,0.20098,17
+fold0,B cell,lora_n5__raw,OAS1,0.207757,0.548958,0.496496,4.6118,0.276961,17
+fold0,B cell,lora_n5__raw,FCRL5,0.222009,0.667582,0.630105,4.72979,0.0539216,17
+fold0,B cell,lora_n5__raw,FGR,0.385962,0.57631,0.546252,3.14569,0.223039,17
+fold0,B cell,lora_n5__raw,ZEB2,0.419112,0.288435,0.229774,3.40393,0.139706,17
+fold0,B cell,lora_n5__raw,CCR7,0.620007,0.218967,0.174232,1.81426,0.0906863,17
+fold0,B cell,lora_n5__raw,PPBP,0.123219,0.847816,0.703442,19.3271,0.279412,17
+fold0,B cell,scratch_n5__raw,CD38,0.322469,0.504164,0.328759,22.5285,0.519608,17
+fold0,B cell,scratch_n5__raw,HLA-DRA,24.8708,0.229349,0.219621,0.572133,-0.0759804,17
+fold0,B cell,scratch_n5__raw,HLA-DRB1,11.6872,0.177172,0.166911,0.460743,0.45098,17
+fold0,B cell,scratch_n5__raw,JCHAIN,11.4677,0.628514,0.368426,32.8906,0.377451,17
+fold0,B cell,scratch_n5__raw,MZB1,3.49732,0.569932,0.387115,24.7083,0.433824,17
+fold0,B cell,scratch_n5__raw,TNFRSF17,0.388572,0.43525,0.19067,23.1059,0.42402,17
+fold0,B cell,scratch_n5__raw,TXNDC5,2.59019,0.542015,0.34322,24.9066,0.473039,17
+fold0,B cell,scratch_n5__raw,PRDM1,0.204642,0.509856,0.336986,20.113,0.328431,17
+fold0,B cell,scratch_n5__raw,IRF4,0.172534,0.368609,0,16.7166,0.321078,17
+fold0,B cell,scratch_n5__raw,IGLL5,0.358604,0.334865,0.187137,9.27871,0.49908,17
+fold0,B cell,scratch_n5__raw,ALOX5AP,0.757331,0.176939,0.108323,1.99774,0.308824,17
+fold0,B cell,scratch_n5__raw,PLAC8,1.01433,0.225013,0.190196,1.49765,0.0735294,17
+fold0,B cell,scratch_n5__raw,ISG15,0.363219,0.231434,0.113186,3.88853,-0.147059,17
+fold0,B cell,scratch_n5__raw,MX1,0.332701,0.296565,0.22025,3.85098,0.205882,17
+fold0,B cell,scratch_n5__raw,OAS1,0.303791,0.349573,0.275396,4.47474,0.227941,17
+fold0,B cell,scratch_n5__raw,FCRL5,0.327212,0.665797,0.623092,5.91714,0.27451,17
+fold0,B cell,scratch_n5__raw,FGR,0.600782,0.540485,0.500342,5.78912,0.171569,17
+fold0,B cell,scratch_n5__raw,ZEB2,0.444355,0.481736,0.439416,3.95847,-0.139706,17
+fold0,B cell,scratch_n5__raw,CCR7,0.482521,0.226854,0.149496,2.64384,0.35049,17
+fold0,B cell,scratch_n5__raw,PPBP,0.17726,0.560004,0,23.2938,-0.713235,17
+fold0,B cell,real_lora__raw,CD38,0.360728,1.46526,1.44815,17.4235,-0.348039,17
+fold0,B cell,real_lora__raw,HLA-DRA,17.6924,0.196167,0.187867,0.433852,0.22549,17
+fold0,B cell,real_lora__raw,HLA-DRB1,8.1913,0.193938,0.186062,0.294867,0.0710784,17
+fold0,B cell,real_lora__raw,JCHAIN,11.21,1.76279,1.74187,38.9384,-0.220588,17
+fold0,B cell,real_lora__raw,MZB1,3.89208,1.72597,1.70791,34.9021,-0.127451,17
+fold0,B cell,real_lora__raw,TNFRSF17,0.281008,1.72006,1.70259,27.2547,-0.375,17
+fold0,B cell,real_lora__raw,TXNDC5,1.88955,1.69754,1.6806,35.0627,-0.142157,17
+fold0,B cell,real_lora__raw,PRDM1,0.147658,1.52958,1.50277,28.2608,-0.0392157,17
+fold0,B cell,real_lora__raw,IRF4,0.109258,1.23914,1.19726,19.6691,-0.134804,17
+fold0,B cell,real_lora__raw,IGLL5,0.385316,1.42082,1.40458,16.5632,-0.0759804,17
+fold0,B cell,real_lora__raw,ALOX5AP,0.536487,0.214566,0.160862,1.97697,-0.0955882,17
+fold0,B cell,real_lora__raw,PLAC8,1.054,0.221428,0.192353,1.55203,-0.0563725,17
+fold0,B cell,real_lora__raw,ISG15,0.281548,0.628284,0.587888,6.12381,0.102941,17
+fold0,B cell,real_lora__raw,MX1,0.24577,0.625809,0.582941,5.61092,0.240196,17
+fold0,B cell,real_lora__raw,OAS1,0.104046,0.544281,0.449387,5.53421,0.193746,17
+fold0,B cell,real_lora__raw,FCRL5,0.111749,0.918212,0.871752,7.62302,0.00980392,17
+fold0,B cell,real_lora__raw,FGR,0.155461,0.673054,0.615773,4.55917,0.0906863,17
+fold0,B cell,real_lora__raw,ZEB2,0.27587,0.564996,0.513729,4.63494,0.10049,17
+fold0,B cell,real_lora__raw,CCR7,0.578598,0.248621,0.201768,1.9196,0.259804,17
+fold0,B cell,real_lora__raw,PPBP,0.0627117,0.733539,0.443418,27.0574,0.323529,17
+fold0,B cell,real_full__raw,CD38,0.382909,0.86382,0.823442,16.5916,0.352941,17
+fold0,B cell,real_full__raw,HLA-DRA,18.1865,0.187212,0.173878,0.454371,0.20098,17
+fold0,B cell,real_full__raw,HLA-DRB1,8.21247,0.200404,0.184492,0.38399,-0.0294118,17
+fold0,B cell,real_full__raw,JCHAIN,16.5143,0.997499,0.951702,28.1176,0.470588,17
+fold0,B cell,real_full__raw,MZB1,5.2843,0.979691,0.942409,25.8286,0.5,17
+fold0,B cell,real_full__raw,TNFRSF17,0.339103,0.914639,0.872438,21.4528,0.379902,17
+fold0,B cell,real_full__raw,TXNDC5,2.57798,0.970158,0.934639,22.199,0.47549,17
+fold0,B cell,real_full__raw,PRDM1,0.174333,0.810069,0.7447,20.7783,0.566176,17
+fold0,B cell,real_full__raw,IRF4,0.110353,0.714691,0.638401,13.4746,0.458333,17
+fold0,B cell,real_full__raw,IGLL5,0.497401,0.852653,0.821808,11.0886,0.279412,17
+fold0,B cell,real_full__raw,ALOX5AP,0.606327,0.20719,0.1543,2.11634,-0.262255,17
+fold0,B cell,real_full__raw,PLAC8,1.07835,0.213254,0.174,1.79788,0,17
+fold0,B cell,real_full__raw,ISG15,0.358911,0.607626,0.571235,5.35048,0.115196,17
+fold0,B cell,real_full__raw,MX1,0.275373,0.648971,0.606677,5.15706,0.301471,17
+fold0,B cell,real_full__raw,OAS1,0.112828,0.562039,0.498309,5.092,0.286765,17
+fold0,B cell,real_full__raw,FCRL5,0.142408,0.533521,0.459702,8.02071,0.0245098,17
+fold0,B cell,real_full__raw,FGR,0.197359,0.468084,0.3857,6.4744,0.0882353,17
+fold0,B cell,real_full__raw,ZEB2,0.275352,0.226954,0.0283559,4.2947,-0.0294118,17
+fold0,B cell,real_full__raw,CCR7,0.590274,0.175377,0.105759,1.85877,0.29902,17
+fold0,B cell,real_full__raw,PPBP,0.0727935,0.638154,0.417193,29.4527,0.142157,17
+fold0,B cell,scratch_full__raw,CD38,0.239147,0.888633,0.80665,30.774,0.203431,17
+fold0,B cell,scratch_full__raw,HLA-DRA,19.9232,0.172557,0.16515,0.367438,0.365196,17
+fold0,B cell,scratch_full__raw,HLA-DRB1,8.59437,0.155199,0.147768,0.286937,0.311275,17
+fold0,B cell,scratch_full__raw,JCHAIN,8.13048,0.992462,0.889716,44.7156,0.321078,17
+fold0,B cell,scratch_full__raw,MZB1,2.64522,0.986995,0.902007,44.8965,0.389706,17
+fold0,B cell,scratch_full__raw,TNFRSF17,0.20326,1.00176,0.908151,28.6898,0.428922,17
+fold0,B cell,scratch_full__raw,TXNDC5,1.56092,0.938192,0.853483,32.6304,0.441176,17
+fold0,B cell,scratch_full__raw,PRDM1,0.0981295,0.810878,0.710613,17.7086,0.47549,17
+fold0,B cell,scratch_full__raw,IRF4,0.0760529,0.71812,0.613544,13.3929,0.352941,17
+fold0,B cell,scratch_full__raw,IGLL5,0.33585,0.623878,0.554627,11.6437,0.0686275,17
+fold0,B cell,scratch_full__raw,ALOX5AP,0.676989,0.147351,0.0730724,2.19742,0.176471,17
+fold0,B cell,scratch_full__raw,PLAC8,0.978418,0.19767,0.167039,1.50113,0.252451,17
+fold0,B cell,scratch_full__raw,ISG15,0.28327,0.334793,0.263054,5.90289,0.107843,17
+fold0,B cell,scratch_full__raw,MX1,0.259298,0.389892,0.336494,5.4266,0.0808824,17
+fold0,B cell,scratch_full__raw,OAS1,0.139825,0.432136,0.342364,7.09662,0.213235,17
+fold0,B cell,scratch_full__raw,FCRL5,0.142908,0.522149,0.446644,6.10849,0.411765,17
+fold0,B cell,scratch_full__raw,FGR,0.289001,0.559162,0.50529,5.76059,0.286765,17
+fold0,B cell,scratch_full__raw,ZEB2,0.412665,0.297999,0.248576,3.04728,-0.0465686,17
+fold0,B cell,scratch_full__raw,CCR7,0.611792,0.177265,0.126274,1.77212,0.164216,17
+fold0,B cell,scratch_full__raw,PPBP,0.0809115,0.655287,0,73.3333,0.134804,17
+fold0,B cell,lora_recipe__raw,CD38,0.258119,0.969749,0.933564,18.112,0.0686275,17
+fold0,B cell,lora_recipe__raw,HLA-DRA,18.9,0.175744,0.165416,0.400759,0.159314,17
+fold0,B cell,lora_recipe__raw,HLA-DRB1,8.27913,0.190402,0.178929,0.329717,0.107843,17
+fold0,B cell,lora_recipe__raw,JCHAIN,7.69844,1.13202,1.08062,32.3375,0.17402,17
+fold0,B cell,lora_recipe__raw,MZB1,2.62004,1.11698,1.07126,33.5418,0.203431,17
+fold0,B cell,lora_recipe__raw,TNFRSF17,0.20488,1.07445,1.02894,25.7097,0.129982,17
+fold0,B cell,lora_recipe__raw,TXNDC5,1.15866,1.09158,1.04633,33.0393,0.223039,17
+fold0,B cell,lora_recipe__raw,PRDM1,0.119411,0.949149,0.878127,26.136,0.431373,17
+fold0,B cell,lora_recipe__raw,IRF4,0.0807825,0.767912,0.699493,12.8103,0.120098,17
+fold0,B cell,lora_recipe__raw,IGLL5,0.273287,0.945872,0.906434,17.3704,0.286765,17
+fold0,B cell,lora_recipe__raw,ALOX5AP,0.53024,0.131154,0,2.06471,-0.0514706,17
+fold0,B cell,lora_recipe__raw,PLAC8,1.08465,0.186903,0.151136,1.49584,0.205882,17
+fold0,B cell,lora_recipe__raw,ISG15,0.33933,0.678638,0.647417,5.23677,0.25,17
+fold0,B cell,lora_recipe__raw,MX1,0.252904,0.866125,0.839049,5.01414,0.164216,17
+fold0,B cell,lora_recipe__raw,OAS1,0.0983659,0.597859,0.503029,6.8341,0.612745,17
+fold0,B cell,lora_recipe__raw,FCRL5,0.0901851,0.559743,0.482261,5.3617,0.178922,17
+fold0,B cell,lora_recipe__raw,FGR,0.150676,0.652877,0.559248,5.37602,0.210784,17
+fold0,B cell,lora_recipe__raw,ZEB2,0.284104,0.393353,0.337843,3.39979,0.252451,17
+fold0,B cell,lora_recipe__raw,CCR7,0.65025,0.197622,0.132671,1.81712,0.191176,17
+fold0,B cell,lora_recipe__raw,PPBP,0.0591949,0.63652,0.333029,33.7648,0.313725,17
+fold0,B cell,scratch_recipe__raw,CD38,0.221149,0.782364,0.677992,30.9294,0.294118,17
+fold0,B cell,scratch_recipe__raw,HLA-DRA,19.8942,0.18366,0.17526,0.426256,0.20098,17
+fold0,B cell,scratch_recipe__raw,HLA-DRB1,8.24983,0.18338,0.176661,0.316901,0.125,17
+fold0,B cell,scratch_recipe__raw,JCHAIN,6.33161,0.880673,0.762296,33.8083,0.230392,17
+fold0,B cell,scratch_recipe__raw,MZB1,2.17947,0.816607,0.714792,35.3981,0.281863,17
+fold0,B cell,scratch_recipe__raw,TNFRSF17,0.186933,0.926416,0.80782,38.9326,0.210784,17
+fold0,B cell,scratch_recipe__raw,TXNDC5,1.32897,0.860529,0.764755,32.3904,0.433824,17
+fold0,B cell,scratch_recipe__raw,PRDM1,0.106709,0.800892,0.673363,20.329,0.40466,17
+fold0,B cell,scratch_recipe__raw,IRF4,0.0773364,0.72819,0.596828,20.4094,0.178922,17
+fold0,B cell,scratch_recipe__raw,IGLL5,0.306101,0.565731,0.465848,12.3375,-0.0245098,17
+fold0,B cell,scratch_recipe__raw,ALOX5AP,0.64658,0.154127,0.0703804,2.24979,0.120098,17
+fold0,B cell,scratch_recipe__raw,PLAC8,1.00428,0.235967,0.210768,1.6334,0.0318627,17
+fold0,B cell,scratch_recipe__raw,ISG15,0.322001,0.344203,0.260229,5.94663,-0.147059,17
+fold0,B cell,scratch_recipe__raw,MX1,0.265233,0.274274,0.177146,4.79797,0.259804,17
+fold0,B cell,scratch_recipe__raw,OAS1,0.133725,0.61612,0.541669,7.41122,0.367647,17
+fold0,B cell,scratch_recipe__raw,FCRL5,0.108256,0.522007,0.412269,9.22196,0.465686,17
+fold0,B cell,scratch_recipe__raw,FGR,0.234233,0.493988,0.427135,5.60508,0.348039,17
+fold0,B cell,scratch_recipe__raw,ZEB2,0.306137,0.247513,0.157604,4.30804,0.228081,17
+fold0,B cell,scratch_recipe__raw,CCR7,0.573657,0.154655,0.0943587,1.61589,0.379902,17
+fold0,B cell,scratch_recipe__raw,PPBP,0.0870956,0.779309,0.502415,66.6908,0.517157,17
+fold0,NK cell,OBSERVED,CD38,0.338842,0.537613,0.524685,1.08007,null,17
+fold0,NK cell,OBSERVED,HLA-DRA,0.771109,0.555581,0.48105,19.8734,null,17
+fold0,NK cell,OBSERVED,HLA-DRB1,0.989,0.407253,0.389425,2.69269,null,17
+fold0,NK cell,OBSERVED,PRDM1,0.576057,0.718166,0.710415,0.666728,null,17
+fold0,NK cell,OBSERVED,ALOX5AP,1.49476,0.690187,0.686086,0.527349,null,17
+fold0,NK cell,OBSERVED,PLAC8,1.53096,0.47983,0.474408,0.576015,null,17
+fold0,NK cell,OBSERVED,ISG15,0.501294,0.43252,0.41476,0.703226,null,17
+fold0,NK cell,OBSERVED,IFI6,0.264177,0.679637,0.666561,0.747463,null,17
+fold0,NK cell,OBSERVED,MX1,0.166388,0.958428,0.933957,5.45879,null,17
+fold0,NK cell,OBSERVED,ITGAX,0.346749,0.50494,0.485179,1.58475,null,17
+fold0,NK cell,OBSERVED,TBX21,1.34144,0.398949,0.39356,0.324199,null,17
+fold0,NK cell,OBSERVED,FGR,1.06979,0.401575,0.395259,0.385659,null,17
+fold0,NK cell,OBSERVED,ZEB2,1.15347,0.477029,0.47159,0.563546,null,17
+fold0,NK cell,OBSERVED,GZMH,4.40849,0.474224,0.470407,0.692504,null,17
+fold0,NK cell,OBSERVED,GZMB,9.05901,0.716383,0.712174,0.475384,null,17
+fold0,NK cell,OBSERVED,GZMA,5.83432,0.476363,0.47408,0.318876,null,17
+fold0,NK cell,OBSERVED,PRF1,10.2082,0.633553,0.631706,0.377147,null,17
+fold0,NK cell,OBSERVED,NKG7,29.4943,0.41247,0.411137,0.213557,null,17
+fold0,NK cell,OBSERVED,GNLY,27.6812,0.526218,0.522544,0.653333,null,17
+fold0,NK cell,OBSERVED,FGFBP2,5.07397,0.606785,0.604455,0.478428,null,17
+fold0,NK cell,OBSERVED,CX3CR1,1.68824,0.598615,0.59503,0.615762,null,17
+fold0,NK cell,OBSERVED,CXCR2,0.225424,0.772458,0.758385,0.475526,null,17
+fold0,NK cell,OBSERVED,PPBP,0.210758,0.701398,0.580724,36.1968,null,17
+fold0,NK cell,OBSERVED,NRGN,0.176383,0.76454,0.632204,37.5961,null,17
+fold0,NK cell,zs__raw,CD38,0.243589,0.252305,0,3.20563,-0.0833333,17
+fold0,NK cell,zs__raw,HLA-DRA,0.155866,0.913,0.63948,20.798,-0.331085,17
+fold0,NK cell,zs__raw,HLA-DRB1,0.130183,0.996991,0.786451,12.2716,0.323529,17
+fold0,NK cell,zs__raw,PRDM1,0.335122,0.393935,0.322729,1.88291,0.137255,17
+fold0,NK cell,zs__raw,ALOX5AP,0.399498,0.400854,0.333069,2.2232,0.0784314,17
+fold0,NK cell,zs__raw,PLAC8,1.75249,0.329437,0.310686,0.644634,0.42402,17
+fold0,NK cell,zs__raw,ISG15,0.202863,0.55725,0.450435,6.10466,0.0931373,17
+fold0,NK cell,zs__raw,IFI6,0.259874,0.633671,0.570876,3.68144,0.147059,17
+fold0,NK cell,zs__raw,MX1,0.130879,0.763776,0.656753,7.55362,0.318627,17
+fold0,NK cell,zs__raw,ITGAX,0.412579,0.545848,0.503025,1.70491,0.602941,17
+fold0,NK cell,zs__raw,TBX21,0.943463,0.602992,0.586721,0.70857,0.17402,17
+fold0,NK cell,zs__raw,FGR,0.816254,0.623982,0.604878,1.13687,0.232843,17
+fold0,NK cell,zs__raw,ZEB2,1.72695,0.47776,0.462804,0.770723,0.294118,17
+fold0,NK cell,zs__raw,GZMH,1.05242,0.530428,0.506317,1.59799,0.286765,17
+fold0,NK cell,zs__raw,GZMB,3.20878,0.383582,0.370089,0.642655,-0.242647,17
+fold0,NK cell,zs__raw,GZMA,2.9989,0.378275,0.366381,0.477647,0.139706,17
+fold0,NK cell,zs__raw,PRF1,7.59089,0.548163,0.538833,0.727176,-0.191176,17
+fold0,NK cell,zs__raw,NKG7,18.1001,0.584031,0.574856,0.749664,0.115196,17
+fold0,NK cell,zs__raw,GNLY,19.7632,0.479205,0.469223,0.786984,0.110294,17
+fold0,NK cell,zs__raw,FGFBP2,2.64502,0.512706,0.497841,1.01191,-0.0343137,17
+fold0,NK cell,zs__raw,CX3CR1,1.00585,0.530089,0.512295,0.709811,0.311275,17
+fold0,NK cell,zs__raw,CXCR2,0.0103592,1.04706,0,null,0.119116,17
+fold0,NK cell,zs__raw,PPBP,0.0214066,1.2915,0,61.6667,0.244267,17
+fold0,NK cell,zs__raw,NRGN,0.0176353,1.55701,0.404459,48.3408,0.190476,17
+fold0,NK cell,lora_n5__raw,CD38,0.19773,0.567853,0.370746,2.84178,0.0196078,17
+fold0,NK cell,lora_n5__raw,HLA-DRA,0.478039,0.633221,0,9.24279,0.107843,17
+fold0,NK cell,lora_n5__raw,HLA-DRB1,1.01967,0.328408,0.0752324,2.83061,0.0392157,17
+fold0,NK cell,lora_n5__raw,PRDM1,0.272141,0.552884,0.422439,2.17961,0.360294,17
+fold0,NK cell,lora_n5__raw,ALOX5AP,1.39581,0.217741,0.130008,0.576332,0.220588,17
+fold0,NK cell,lora_n5__raw,PLAC8,1.9918,0.269292,0.222422,0.593789,0.562845,17
+fold0,NK cell,lora_n5__raw,ISG15,0.582112,0.410374,0.287685,2.05,0.348039,17
+fold0,NK cell,lora_n5__raw,IFI6,0.347822,0.597898,0.455264,4.66763,0.252606,17
+fold0,NK cell,lora_n5__raw,MX1,0.11107,0.786913,0.429975,6.61715,0.13366,17
+fold0,NK cell,lora_n5__raw,ITGAX,0.119724,0.627618,0.383124,2.78153,0.32598,17
+fold0,NK cell,lora_n5__raw,TBX21,0.688817,0.414178,0.352796,0.668809,0.306373,17
+fold0,NK cell,lora_n5__raw,FGR,0.739132,0.264522,0.138309,1.05612,0.205882,17
+fold0,NK cell,lora_n5__raw,ZEB2,0.664248,0.314195,0.192977,1.19288,0.213366,17
+fold0,NK cell,lora_n5__raw,GZMH,3.94149,0.28686,0.249686,0.778486,0.555488,17
+fold0,NK cell,lora_n5__raw,GZMB,8.47719,0.136943,0.0906431,0.340694,0.137255,17
+fold0,NK cell,lora_n5__raw,GZMA,6.53294,0.18217,0.148947,0.294617,0.512255,17
+fold0,NK cell,lora_n5__raw,PRF1,8.92318,0.189387,0.152036,0.410125,0.259804,17
+fold0,NK cell,lora_n5__raw,NKG7,43.8641,0.198819,0.157919,0.555367,0.495098,17
+fold0,NK cell,lora_n5__raw,GNLY,25.1325,0.134031,0.0805957,0.5034,0.181373,17
+fold0,NK cell,lora_n5__raw,FGFBP2,3.45278,0.231366,0.184807,0.60338,0.453431,17
+fold0,NK cell,lora_n5__raw,CX3CR1,0.980245,0.236508,0.138762,0.630511,0.555488,17
+fold0,NK cell,lora_n5__raw,CXCR2,0.0232368,1.47535,0.934199,5.58316,0.108687,17
+fold0,NK cell,lora_n5__raw,PPBP,0.175501,1.37194,0.997651,13.9615,0.0949463,17
+fold0,NK cell,lora_n5__raw,NRGN,0.21233,0.931225,0.56121,7.69836,0.105392,17
+fold0,NK cell,scratch_n5__raw,CD38,0.17905,0.362617,0.217512,3.98245,-0.10049,17
+fold0,NK cell,scratch_n5__raw,HLA-DRA,0.421968,0.492917,0.0834449,17.5482,-0.156959,17
+fold0,NK cell,scratch_n5__raw,HLA-DRB1,0.896034,0.322109,0.248817,3.39152,-0.161765,17
+fold0,NK cell,scratch_n5__raw,PRDM1,0.553624,0.299631,0.241902,1.75793,0.27451,17
+fold0,NK cell,scratch_n5__raw,ALOX5AP,1.90038,0.109894,0.0479787,0.634132,0.343137,17
+fold0,NK cell,scratch_n5__raw,PLAC8,1.8234,0.0916971,0,0.571429,0.384804,17
+fold0,NK cell,scratch_n5__raw,ISG15,0.672799,0.196231,0.103476,1.71484,0.0245098,17
+fold0,NK cell,scratch_n5__raw,IFI6,0.276228,0.381005,0.269878,4.12909,0.171674,17
+fold0,NK cell,scratch_n5__raw,MX1,0.0915947,0.568338,0.296219,13.7076,-0.181373,17
+fold0,NK cell,scratch_n5__raw,ITGAX,0.15953,0.357845,0.210164,3.63456,-0.487416,17
+fold0,NK cell,scratch_n5__raw,TBX21,1.16345,0.147658,0.0949539,0.655251,-0.291667,17
+fold0,NK cell,scratch_n5__raw,FGR,1.09914,0.125693,0.0454123,0.732311,-0.25,17
+fold0,NK cell,scratch_n5__raw,ZEB2,0.900609,0.140907,0.0450891,0.964773,-0.0833333,17
+fold0,NK cell,scratch_n5__raw,GZMH,6.56004,0.0989595,0.0623229,0.523148,0.0563725,17
+fold0,NK cell,scratch_n5__raw,GZMB,13.2047,0.117047,0.0976765,0.402308,0.237745,17
+fold0,NK cell,scratch_n5__raw,GZMA,6.84825,0.102415,0.0828978,0.229499,0.213235,17
+fold0,NK cell,scratch_n5__raw,PRF1,13.2385,0.123101,0.107413,0.356456,0.230392,17
+fold0,NK cell,scratch_n5__raw,NKG7,45.3167,0.086004,0.0701621,0.26183,0.203431,17
+fold0,NK cell,scratch_n5__raw,GNLY,32.5755,0.189272,0.174607,0.485694,-0.156863,17
+fold0,NK cell,scratch_n5__raw,FGFBP2,5.99429,0.162574,0.147382,0.417362,0.321078,17
+fold0,NK cell,scratch_n5__raw,CX3CR1,1.78826,0.122697,0.073895,0.511639,-0.161765,17
+fold0,NK cell,scratch_n5__raw,CXCR2,0.0782602,0.392268,0.158109,2.31424,-0.00981596,17
+fold0,NK cell,scratch_n5__raw,PPBP,0.220839,0.541261,0,9.9824,-0.0735294,17
+fold0,NK cell,scratch_n5__raw,NRGN,0.275433,0.596905,0.251107,9.59662,0.343137,17
+fold0,NK cell,real_lora__raw,CD38,0.231154,0.503764,0.348716,3.33495,0.166667,17
+fold0,NK cell,real_lora__raw,HLA-DRA,0.446408,0.47248,0.110124,9.65555,-0.125,17
+fold0,NK cell,real_lora__raw,HLA-DRB1,0.720417,0.283285,0.1384,2.85455,0.25,17
+fold0,NK cell,real_lora__raw,PRDM1,0.2014,0.472121,0.321838,2.09067,0.00490196,17
+fold0,NK cell,real_lora__raw,ALOX5AP,1.00018,0.262479,0.201382,0.849869,0.347026,17
+fold0,NK cell,real_lora__raw,PLAC8,1.81351,0.230622,0.189561,0.534255,0.487745,17
+fold0,NK cell,real_lora__raw,ISG15,0.634043,0.368987,0.290429,1.70561,0.29902,17
+fold0,NK cell,real_lora__raw,IFI6,0.329516,0.528884,0.397433,5.02232,0.186275,17
+fold0,NK cell,real_lora__raw,MX1,0.0809122,0.947925,0.764592,8.80679,0.479461,17
+fold0,NK cell,real_lora__raw,ITGAX,0.192989,0.472903,0.283086,2.24614,0.404412,17
+fold0,NK cell,real_lora__raw,TBX21,0.558171,0.318537,0.246341,0.847124,0.0588235,17
+fold0,NK cell,real_lora__raw,FGR,0.564768,0.314709,0.230068,0.956019,0.311275,17
+fold0,NK cell,real_lora__raw,ZEB2,0.57291,0.393989,0.330705,1.54093,0.129902,17
+fold0,NK cell,real_lora__raw,GZMH,2.48974,0.323841,0.297663,0.677677,0.492647,17
+fold0,NK cell,real_lora__raw,GZMB,6.47873,0.222472,0.19923,0.515726,-0.0906863,17
+fold0,NK cell,real_lora__raw,GZMA,4.65538,0.263379,0.242735,0.39551,0.223039,17
+fold0,NK cell,real_lora__raw,PRF1,6.53662,0.27977,0.259763,0.520571,0.0367647,17
+fold0,NK cell,real_lora__raw,NKG7,30.2525,0.280134,0.259695,0.610665,0.254902,17
+fold0,NK cell,real_lora__raw,GNLY,19.3332,0.198025,0.174581,0.492189,0.318627,17
+fold0,NK cell,real_lora__raw,FGFBP2,2.70506,0.320177,0.297883,0.532542,0.169118,17
+fold0,NK cell,real_lora__raw,CX3CR1,0.711969,0.429443,0.386736,1.13615,0.607843,17
+fold0,NK cell,real_lora__raw,CXCR2,0.0156749,0.975559,0,null,0.0397053,17
+fold0,NK cell,real_lora__raw,PPBP,0.106487,0.892449,0,22.2319,0.405407,17
+fold0,NK cell,real_lora__raw,NRGN,0.132723,0.930279,0,22.7553,0.342121,17
+fold0,NK cell,real_full__raw,CD38,0.178861,0.42931,0.164719,2.75403,0.436275,17
+fold0,NK cell,real_full__raw,HLA-DRA,0.434745,0.574305,0.277625,8.43193,-0.183936,17
+fold0,NK cell,real_full__raw,HLA-DRB1,0.681195,0.354022,0.19854,2.95475,0.482843,17
+fold0,NK cell,real_full__raw,PRDM1,0.220511,0.43927,0.301481,2.04,0.276961,17
+fold0,NK cell,real_full__raw,ALOX5AP,1.16439,0.187963,0,1.12987,-0.0551809,17
+fold0,NK cell,real_full__raw,PLAC8,1.54583,0.227139,0.172241,0.618361,0.372549,17
+fold0,NK cell,real_full__raw,ISG15,0.597139,0.404857,0.314494,3.03882,0.404412,17
+fold0,NK cell,real_full__raw,IFI6,0.28325,0.722826,0.619415,5.39922,0.23176,17
+fold0,NK cell,real_full__raw,MX1,0.103331,1.04476,0.901538,7.72577,0.080932,17
+fold0,NK cell,real_full__raw,ITGAX,0.114948,0.401631,0,2.55632,0.129902,17
+fold0,NK cell,real_full__raw,TBX21,0.600596,0.412144,0.35607,0.937391,0.495098,17
+fold0,NK cell,real_full__raw,FGR,0.586515,0.389465,0.3154,1.33815,0.470588,17
+fold0,NK cell,real_full__raw,ZEB2,0.764142,0.292038,0.204749,1.44858,0.536765,17
+fold0,NK cell,real_full__raw,GZMH,2.45392,0.311611,0.275974,0.903139,0.551471,17
+fold0,NK cell,real_full__raw,GZMB,6.5522,0.178512,0.143091,0.49313,-0.0416667,17
+fold0,NK cell,real_full__raw,GZMA,3.89932,0.261241,0.23741,0.443165,0.32598,17
+fold0,NK cell,real_full__raw,PRF1,6.81265,0.266146,0.243644,0.528701,0.151961,17
+fold0,NK cell,real_full__raw,NKG7,27.1431,0.297725,0.274758,0.64874,0.375,17
+fold0,NK cell,real_full__raw,GNLY,18.6266,0.223054,0.194453,0.658756,0.264706,17
+fold0,NK cell,real_full__raw,FGFBP2,2.47937,0.369434,0.344197,0.802076,0.384804,17
+fold0,NK cell,real_full__raw,CX3CR1,0.797506,0.517498,0.475849,1.52363,0.693627,17
+fold0,NK cell,real_full__raw,CXCR2,0.0216063,0.959296,0.293458,7.10004,-0.0200424,17
+fold0,NK cell,real_full__raw,PPBP,0.109644,1.43613,0.628334,25.3245,0.226045,17
+fold0,NK cell,real_full__raw,NRGN,0.128218,1.23333,0.687874,22.6146,0.411765,17
+fold0,NK cell,scratch_full__raw,CD38,0.160304,0.426441,0.301458,4.28044,0.229412,16
+fold0,NK cell,scratch_full__raw,HLA-DRA,0.459404,0.666645,0.364685,17.5497,0.114706,16
+fold0,NK cell,scratch_full__raw,HLA-DRB1,0.796504,0.303729,0.194841,3.01397,-0.0705882,16
+fold0,NK cell,scratch_full__raw,PRDM1,0.28942,0.298234,0.203493,2.50385,0.617647,16
+fold0,NK cell,scratch_full__raw,ALOX5AP,1.28612,0.140336,0.0718036,0.871951,0.170588,16
+fold0,NK cell,scratch_full__raw,PLAC8,1.51445,0.160679,0.119397,0.683657,0.638235,16
+fold0,NK cell,scratch_full__raw,ISG15,0.634997,0.212153,0.126762,1.9918,0.232353,16
+fold0,NK cell,scratch_full__raw,IFI6,0.263152,0.285611,0,5.65244,0.141176,16
+fold0,NK cell,scratch_full__raw,MX1,0.0788166,0.448189,0,10.3966,-0.341176,16
+fold0,NK cell,scratch_full__raw,ITGAX,0.132855,0.372264,0.178803,3.24229,0.367647,16
+fold0,NK cell,scratch_full__raw,TBX21,0.92373,0.245645,0.212101,0.679876,0.311765,16
+fold0,NK cell,scratch_full__raw,FGR,0.722949,0.266029,0.222905,1.20937,0.320588,16
+fold0,NK cell,scratch_full__raw,ZEB2,0.888301,0.274145,0.238633,0.937235,0.05,16
+fold0,NK cell,scratch_full__raw,GZMH,3.86213,0.212744,0.18847,0.787274,0.635294,16
+fold0,NK cell,scratch_full__raw,GZMB,8.34081,0.193535,0.175856,0.617746,0.335294,16
+fold0,NK cell,scratch_full__raw,GZMA,5.3383,0.229801,0.217551,0.41493,0.355882,16
+fold0,NK cell,scratch_full__raw,PRF1,9.62325,0.21939,0.207304,0.48187,0.423529,16
+fold0,NK cell,scratch_full__raw,NKG7,37.5748,0.204492,0.193204,0.437826,0.535294,16
+fold0,NK cell,scratch_full__raw,GNLY,25.7463,0.201991,0.18608,0.559063,0.532353,16
+fold0,NK cell,scratch_full__raw,FGFBP2,4.1967,0.24469,0.229268,0.572455,0.632353,16
+fold0,NK cell,scratch_full__raw,CX3CR1,1.13918,0.441233,0.424771,0.914253,0.705882,16
+fold0,NK cell,scratch_full__raw,CXCR2,0.0518892,0.500606,0.213251,4.46746,0.308824,16
+fold0,NK cell,scratch_full__raw,PPBP,0.101551,1.24121,0,61.6357,0.421831,16
+fold0,NK cell,scratch_full__raw,NRGN,0.0985107,0.920983,0,53.2526,0.500368,16
+fold0,NK cell,lora_recipe__raw,CD38,0.231773,0.517029,0.231139,3.525,0.262255,17
+fold0,NK cell,lora_recipe__raw,HLA-DRA,0.362338,0.430698,0,8.26531,0.0600858,17
+fold0,NK cell,lora_recipe__raw,HLA-DRB1,0.607992,0.200382,0,2.61679,0.0870632,17
+fold0,NK cell,lora_recipe__raw,PRDM1,0.196098,0.473344,0.343907,1.55234,0.443627,17
+fold0,NK cell,lora_recipe__raw,ALOX5AP,0.956707,0.236159,0.146943,0.996566,0.144608,17
+fold0,NK cell,lora_recipe__raw,PLAC8,1.77788,0.154169,0.0435591,0.664619,0.364194,17
+fold0,NK cell,lora_recipe__raw,ISG15,0.680995,0.357559,0.250778,2.18389,0.132353,17
+fold0,NK cell,lora_recipe__raw,IFI6,0.324632,0.643314,0.547113,4.81439,0.352941,17
+fold0,NK cell,lora_recipe__raw,MX1,0.0948907,1.2213,1.12296,4.59571,0.229448,17
+fold0,NK cell,lora_recipe__raw,ITGAX,0.168698,0.550105,0.276858,3.71964,0.29902,17
+fold0,NK cell,lora_recipe__raw,TBX21,0.513279,0.347452,0.241687,1.02832,0.20098,17
+fold0,NK cell,lora_recipe__raw,FGR,0.485297,0.414844,0.345847,1.24787,0.526961,17
+fold0,NK cell,lora_recipe__raw,ZEB2,0.61661,0.251739,0,1.10011,0.362745,17
+fold0,NK cell,lora_recipe__raw,GZMH,2.37831,0.317566,0.289855,0.845544,0.644608,17
+fold0,NK cell,lora_recipe__raw,GZMB,6.11535,0.21569,0.193749,0.369653,-0.0588235,17
+fold0,NK cell,lora_recipe__raw,GZMA,4.25392,0.251198,0.225991,0.403735,0.247549,17
+fold0,NK cell,lora_recipe__raw,PRF1,6.06054,0.262628,0.240538,0.441815,0.257353,17
+fold0,NK cell,lora_recipe__raw,NKG7,27.917,0.27277,0.250032,0.610304,0.389706,17
+fold0,NK cell,lora_recipe__raw,GNLY,19.0027,0.199928,0.17188,0.476127,0.232843,17
+fold0,NK cell,lora_recipe__raw,FGFBP2,2.66303,0.34047,0.314463,0.661248,0.365196,17
+fold0,NK cell,lora_recipe__raw,CX3CR1,0.659897,0.46497,0.417488,1.27617,0.556373,17
+fold0,NK cell,lora_recipe__raw,CXCR2,0.0198018,0.92198,0.162438,null,0.23575,17
+fold0,NK cell,lora_recipe__raw,PPBP,0.0808353,0.89656,0,17.7183,0.347026,17
+fold0,NK cell,lora_recipe__raw,NRGN,0.113279,0.924762,0.234661,17.9612,0.194825,17
+fold0,NK cell,scratch_recipe__raw,CD38,0.177623,0.443173,0.324554,2.87266,-0.25,16
+fold0,NK cell,scratch_recipe__raw,HLA-DRA,0.506485,0.409744,0,21.1399,0.111765,16
+fold0,NK cell,scratch_recipe__raw,HLA-DRB1,0.748618,0.366922,0.251235,5.24994,-0.235294,16
+fold0,NK cell,scratch_recipe__raw,PRDM1,0.319143,0.28864,0.182618,2.55249,0.317647,16
+fold0,NK cell,scratch_recipe__raw,ALOX5AP,1.3865,0.145222,0.0843472,0.73975,0.294118,16
+fold0,NK cell,scratch_recipe__raw,PLAC8,1.67237,0.187248,0.151877,0.550133,0.573529,16
+fold0,NK cell,scratch_recipe__raw,ISG15,0.560579,0.253039,0.174291,1.52177,0.226471,16
+fold0,NK cell,scratch_recipe__raw,IFI6,0.279702,0.257726,0,4.83794,0.282353,16
+fold0,NK cell,scratch_recipe__raw,MX1,0.0887304,0.474648,0,12.5707,-0.576471,16
+fold0,NK cell,scratch_recipe__raw,ITGAX,0.135508,0.476413,0.32691,3.525,0.567647,16
+fold0,NK cell,scratch_recipe__raw,TBX21,0.888303,0.237404,0.198409,0.713071,0.397351,16
+fold0,NK cell,scratch_recipe__raw,FGR,0.734957,0.286693,0.244991,1.09906,0.691176,16
+fold0,NK cell,scratch_recipe__raw,ZEB2,0.87026,0.271163,0.23563,0.858252,0.267647,16
+fold0,NK cell,scratch_recipe__raw,GZMH,3.74446,0.209094,0.183142,0.697504,0.370588,16
+fold0,NK cell,scratch_recipe__raw,GZMB,9.02324,0.189348,0.169207,0.473279,0.0235294,16
+fold0,NK cell,scratch_recipe__raw,GZMA,5.15449,0.182809,0.162191,0.371953,0.458824,16
+fold0,NK cell,scratch_recipe__raw,PRF1,9.90715,0.219696,0.205759,0.419211,0.0911765,16
+fold0,NK cell,scratch_recipe__raw,NKG7,35.2699,0.175059,0.158358,0.395988,0.385294,16
+fold0,NK cell,scratch_recipe__raw,GNLY,24.2462,0.230165,0.218536,0.455044,0.723529,16
+fold0,NK cell,scratch_recipe__raw,FGFBP2,4.17877,0.249684,0.235039,0.56035,0.547059,16
+fold0,NK cell,scratch_recipe__raw,CX3CR1,1.22181,0.462859,0.445844,0.992136,0.552941,16
+fold0,NK cell,scratch_recipe__raw,CXCR2,0.0560145,0.61309,0.373996,2.86042,-0.285294,16
+fold0,NK cell,scratch_recipe__raw,PPBP,0.194173,0.850504,0.412474,37.282,0.223529,16
+fold0,NK cell,scratch_recipe__raw,NRGN,0.171726,0.910596,0.61466,37.6781,0.351034,16
+loco,Monocyte,OBSERVED,C1QA,2.16882,1.86275,1.84065,32.9413,null,76
+loco,Monocyte,OBSERVED,C1QB,1.92097,1.89347,1.86522,61.357,null,76
+loco,Monocyte,OBSERVED,C1QC,0.790808,1.94111,1.90324,54.9935,null,76
+loco,Monocyte,OBSERVED,HLA-DRA,6.51759,0.648136,0.637114,2.20788,null,76
+loco,Monocyte,OBSERVED,HLA-DRB1,4.56677,0.550748,0.542555,1.69429,null,76
+loco,Monocyte,OBSERVED,JCHAIN,0.737581,4.13743,4.04761,256.682,null,76
+loco,Monocyte,OBSERVED,RETN,3.5548,1.43586,1.43313,2.88426,null,76
+loco,Monocyte,OBSERVED,ALOX5AP,0.899738,0.782103,0.77661,2.03004,null,76
+loco,Monocyte,OBSERVED,CYP1B1,0.650937,0.698234,0.692339,1.95712,null,76
+loco,Monocyte,OBSERVED,MCEMP1,1.06158,0.856669,0.852957,1.19534,null,76
+loco,Monocyte,OBSERVED,PLAC8,2.7713,0.920324,0.917097,1.31897,null,76
+loco,Monocyte,OBSERVED,CLU,1.03283,1.11841,1.11582,2.29947,null,76
+loco,Monocyte,OBSERVED,CD163,0.888967,1.15348,1.15045,1.69261,null,76
+loco,Monocyte,OBSERVED,IL1R2,1.17233,2.38581,2.38243,4.65046,null,76
+loco,Monocyte,OBSERVED,ISG15,1.39993,1.75082,1.74878,2.43599,null,76
+loco,Monocyte,OBSERVED,IFI6,1.42985,1.76607,1.76422,1.67255,null,76
+loco,Monocyte,OBSERVED,IFI27,1.6539,4.70579,4.70223,24.6737,null,76
+loco,Monocyte,OBSERVED,IFI44L,0.223138,2.00442,2.0012,3.8406,null,76
+loco,Monocyte,OBSERVED,MX1,0.572318,1.52272,1.52024,3.32234,null,76
+loco,Monocyte,OBSERVED,OAS1,0.888638,0.746671,0.741944,1.26129,null,76
+loco,Monocyte,OBSERVED,IFIT3,0.255154,1.60785,1.60325,3.80217,null,76
+loco,Monocyte,OBSERVED,ITGAX,0.735558,0.636776,0.631458,0.671655,null,76
+loco,Monocyte,OBSERVED,FGR,2.83959,0.475648,0.472876,0.474894,null,76
+loco,Monocyte,OBSERVED,TFEC,0.228151,0.459521,0.445769,0.870268,null,76
+loco,Monocyte,OBSERVED,ZEB2,2.30873,0.432034,0.42567,0.652963,null,76
+loco,Monocyte,OBSERVED,NKG7,2.05539,1.02885,1.02218,9.016,null,76
+loco,Monocyte,OBSERVED,GNLY,0.505061,0.930505,0.865666,61.9051,null,76
+loco,Monocyte,OBSERVED,CX3CR1,0.770933,1.38839,1.38228,3.71795,null,76
+loco,Monocyte,OBSERVED,CSF3R,1.53447,0.632778,0.630468,0.551631,null,76
+loco,Monocyte,OBSERVED,PPBP,1.07363,1.18794,1.15022,43.3598,null,76
+loco,Monocyte,OBSERVED,PF4,0.317394,1.17856,1.13625,36.459,null,76
+loco,Monocyte,OBSERVED,NRGN,1.7099,0.634481,0.622159,5.98612,null,76
+loco,Monocyte,zs__raw,C1QA,0.018247,0.732358,0.364784,13.5,-0.349675,82
+loco,Monocyte,zs__raw,C1QB,0.00431742,0.847215,0.318004,null,0.29282,82
+loco,Monocyte,zs__raw,C1QC,0.00168363,1.60475,0.857161,null,0.0826853,82
+loco,Monocyte,zs__raw,HLA-DRA,6.00829,0.432635,0.415877,2.0082,0.171237,82
+loco,Monocyte,zs__raw,HLA-DRB1,4.99457,0.418707,0.406326,1.68042,0.150759,82
+loco,Monocyte,zs__raw,JCHAIN,0.0213935,1.87427,1.69793,45.1084,0.110694,82
+loco,Monocyte,zs__raw,RETN,0.0446351,1.00236,0.972127,5.00183,0.370573,82
+loco,Monocyte,zs__raw,ALOX5AP,0.258144,0.488617,0.467199,4.61748,0.466029,82
+loco,Monocyte,zs__raw,CYP1B1,0.497835,0.294988,0.275429,1.28686,0.248831,82
+loco,Monocyte,zs__raw,MCEMP1,0.134959,0.560973,0.539462,2.26197,0.410885,82
+loco,Monocyte,zs__raw,PLAC8,0.776321,0.560683,0.552393,1.94253,0.389665,82
+loco,Monocyte,zs__raw,CLU,0.118116,1.15596,1.14455,4.01441,0.387844,82
+loco,Monocyte,zs__raw,CD163,0.661016,0.411058,0.4005,1.27081,0.272727,82
+loco,Monocyte,zs__raw,IL1R2,0.0103563,1.46005,1.37044,5.6341,0.434747,82
+loco,Monocyte,zs__raw,ISG15,0.566663,0.813793,0.80419,3.46419,0.486589,82
+loco,Monocyte,zs__raw,IFI6,1.03171,0.590456,0.583517,1.4437,0.384443,82
+loco,Monocyte,zs__raw,IFI27,0.159762,1.89338,1.88606,4.01754,0.187981,82
+loco,Monocyte,zs__raw,IFI44L,0.411265,1.10383,1.09469,4.6548,0.413113,82
+loco,Monocyte,zs__raw,MX1,0.607906,0.923527,0.916277,3.31574,0.383076,82
+loco,Monocyte,zs__raw,OAS1,0.635696,0.399481,0.388097,1.10784,0.258156,82
+loco,Monocyte,zs__raw,IFIT3,0.15547,1.48221,1.4686,7.71946,0.544119,82
+loco,Monocyte,zs__raw,ITGAX,1.32064,0.426681,0.421268,0.395443,0.144662,82
+loco,Monocyte,zs__raw,FGR,2.4163,0.29753,0.290999,0.332768,-0.134874,82
+loco,Monocyte,zs__raw,TFEC,0.208615,0.351922,0.320116,2.54833,0.03527,82
+loco,Monocyte,zs__raw,ZEB2,3.68782,0.291749,0.287369,0.413595,0.0542447,82
+loco,Monocyte,zs__raw,NKG7,0.347794,0.412968,0.367592,6.89621,0.13378,82
+loco,Monocyte,zs__raw,GNLY,0.245602,0.408305,0.318362,12.6277,0.408561,82
+loco,Monocyte,zs__raw,CX3CR1,0.179862,0.430339,0.386019,3.40602,0.276528,82
+loco,Monocyte,zs__raw,CSF3R,2.11231,0.371045,0.365245,0.660111,0.221736,82
+loco,Monocyte,zs__raw,PPBP,0.0840572,0.854788,0.764101,43.7978,0.240277,82
+loco,Monocyte,zs__raw,PF4,0.0289188,1.10146,0.903165,36.9041,0.201972,82
+loco,Monocyte,zs__raw,NRGN,0.394148,0.344499,0.321795,2.38684,0.181681,82
+loco,Monocyte,xcalL_K1000,C1QA,0.0293713,0.780363,0.587076,7.51433,-0.0693318,77
+loco,Monocyte,xcalL_K1000,C1QB,0.0096039,1.09689,0.810415,5.83111,0.329191,77
+loco,Monocyte,xcalL_K1000,C1QC,0.00475404,1.24148,0.904912,null,0.383627,77
+loco,Monocyte,xcalL_K1000,HLA-DRA,6.91562,0.37159,0.353828,1.52876,0.248891,77
+loco,Monocyte,xcalL_K1000,HLA-DRB1,5.40007,0.362727,0.347568,1.22711,0.205415,77
+loco,Monocyte,xcalL_K1000,JCHAIN,0.12479,1.25106,1.04525,23.0004,0.0740526,77
+loco,Monocyte,xcalL_K1000,RETN,0.301599,0.488016,0.461803,1.59001,0.375866,77
+loco,Monocyte,xcalL_K1000,ALOX5AP,0.592768,0.475318,0.456937,2.05559,0.43305,77
+loco,Monocyte,xcalL_K1000,CYP1B1,0.332169,0.459225,0.433594,1.86353,0.121069,77
+loco,Monocyte,xcalL_K1000,MCEMP1,0.235773,0.535647,0.508276,1.33022,0.488842,77
+loco,Monocyte,xcalL_K1000,PLAC8,1.86305,0.375078,0.366338,0.698746,0.485035,77
+loco,Monocyte,xcalL_K1000,CLU,0.289587,0.813204,0.801871,1.4226,0.412506,77
+loco,Monocyte,xcalL_K1000,CD163,0.730049,0.650365,0.643701,0.835501,0.385748,77
+loco,Monocyte,xcalL_K1000,IL1R2,0.119257,1.21835,1.2059,2.10979,0.765562,77
+loco,Monocyte,xcalL_K1000,ISG15,1.29455,0.699085,0.690779,1.67709,0.710239,77
+loco,Monocyte,xcalL_K1000,IFI6,1.90861,0.560544,0.554597,0.871444,0.486012,77
+loco,Monocyte,xcalL_K1000,IFI27,0.617011,0.986556,0.979742,1.97098,0.154338,77
+loco,Monocyte,xcalL_K1000,IFI44L,0.516154,1.1503,1.13957,3.9189,0.445643,77
+loco,Monocyte,xcalL_K1000,MX1,0.813412,0.942848,0.932939,2.57735,0.522188,77
+loco,Monocyte,xcalL_K1000,OAS1,0.322664,0.639462,0.606502,3.05043,0.590011,77
+loco,Monocyte,xcalL_K1000,IFIT3,0.174143,1.6203,1.60106,4.74257,0.708186,77
+loco,Monocyte,xcalL_K1000,ITGAX,0.217997,0.540785,0.491712,2.55315,0.0923532,77
+loco,Monocyte,xcalL_K1000,FGR,1.38608,0.192446,0.170516,0.617376,-0.000964692,77
+loco,Monocyte,xcalL_K1000,TFEC,0.106779,0.51187,0.418949,3.27382,0.125525,77
+loco,Monocyte,xcalL_K1000,ZEB2,1.50553,0.217715,0.196315,0.777317,0.119365,77
+loco,Monocyte,xcalL_K1000,NKG7,0.774634,0.551049,0.530729,4.39434,0.287446,77
+loco,Monocyte,xcalL_K1000,GNLY,0.43562,0.497619,0.450805,9.74043,0.0267704,77
+loco,Monocyte,xcalL_K1000,CX3CR1,0.0785459,0.865925,0.745032,7.2627,0.324011,77
+loco,Monocyte,xcalL_K1000,CSF3R,0.883951,0.240929,0.207757,1.06775,0.0892348,77
+loco,Monocyte,xcalL_K1000,PPBP,0.0838935,0.655352,0.45015,35.8419,0.179019,77
+loco,Monocyte,xcalL_K1000,PF4,0.0315023,0.790716,0.501967,20.0427,0.167265,77
+loco,Monocyte,xcalL_K1000,NRGN,0.260219,0.3964,0.335916,4.17889,0.217088,77
+loco,Monocyte,locoL_lora16sat_s26750_K1000,C1QA,0.0197172,0.820408,0.492665,3.97693,0.0594531,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,C1QB,0.00658174,1.11892,0.509123,null,-0.0514089,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,C1QC,0.00354549,1.27115,0.493028,null,0.0799109,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,HLA-DRA,3.56693,0.448186,0.426382,1.53329,0.356061,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,HLA-DRB1,3.30817,0.451064,0.431026,1.35831,0.378364,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,JCHAIN,0.0456226,0.578824,0.124807,7.15092,-0.0778322,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,RETN,0.117169,0.476199,0.385922,2.41402,0.279058,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,ALOX5AP,0.236159,0.431122,0.299456,5.61288,0.33589,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,CYP1B1,0.0605539,0.496585,0.304563,5.7991,0.0551648,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,MCEMP1,0.0440791,0.590508,0.406767,2.86168,0.443205,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,PLAC8,1.2614,0.456365,0.436083,1.69663,0.39649,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,CLU,0.0447226,1.06602,0.950301,5.49312,0.433828,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,CD163,0.222678,0.917253,0.896448,1.98525,0.371818,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,IL1R2,0.0273741,2.01291,1.96589,4.36384,0.53569,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,ISG15,1.15929,0.845834,0.83268,2.13592,0.650875,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,IFI6,1.2536,0.823849,0.81259,1.65072,0.555572,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,IFI27,0.444129,1.13536,1.1166,2.69751,0.313533,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,IFI44L,0.297703,1.18964,1.16259,3.63522,0.40338,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,MX1,0.627712,0.845284,0.827046,2.52977,0.562295,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,OAS1,0.249289,0.740667,0.694322,3.35456,0.539923,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,IFIT3,0.0703993,1.95076,1.87676,6.58382,0.627861,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,ITGAX,0.151362,0.72474,0.671362,3.34402,0.0504269,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,FGR,0.748321,0.251627,0.209535,1.18662,-0.0276786,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,TFEC,0.0402409,0.705032,0.464867,4.82556,0.0571352,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,ZEB2,0.954909,0.282301,0.256626,1.00163,-0.0512847,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,NKG7,0.274168,0.557697,0.468108,6.78829,0.419326,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,GNLY,0.168735,0.476474,0.309426,11.5539,0.199454,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,CX3CR1,0.0839017,0.764126,0.687918,3.345,0.222884,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,CSF3R,0.472634,0.368688,0.328705,1.5157,0.0225842,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,PPBP,0.0417612,0.956122,0.645492,29.2793,0.24582,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,PF4,0.0155829,1.088,0.616763,27.4369,0.160991,79
+loco,Monocyte,locoL_lora16sat_s26750_K1000,NRGN,0.17238,0.383845,0.29643,3.70753,0.0393191,79
+loco,Monocyte,locoL_lora64sat_s59000_K1000,C1QA,0.0241888,0.767143,0.38599,2.17871,0.0790675,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,C1QB,0.00660846,1.03564,0.357366,null,0.0488684,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,C1QC,0.00397272,1.64444,0,null,0.0932343,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,HLA-DRA,3.22938,0.444465,0.4216,1.65369,0.31513,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,HLA-DRB1,2.92728,0.421176,0.400156,1.43534,0.339969,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,JCHAIN,0.0277695,0.679586,0.155039,6.48884,0.0565623,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,RETN,0.0917704,0.576282,0.501292,2.62197,0.273954,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,ALOX5AP,0.170042,0.426155,0.299766,7.51111,0.217855,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,CYP1B1,0.0375893,0.752796,0.555556,5.1997,0.0520973,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,MCEMP1,0.0379926,0.796695,0.669682,3.19716,0.310596,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,PLAC8,1.06747,0.499135,0.477023,1.80103,0.396489,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,CLU,0.0373144,1.2474,1.13825,4.04638,0.32858,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,CD163,0.183006,0.819991,0.79417,1.47315,0.420678,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,IL1R2,0.025558,2.04517,1.99731,3.71373,0.501902,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,ISG15,0.946795,0.91291,0.898915,2.05456,0.548902,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,IFI6,1.14427,0.904776,0.893029,1.68868,0.431507,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,IFI27,0.442695,1.2235,1.20198,2.36821,0.278634,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,IFI44L,0.342883,1.17022,1.1437,2.94851,0.363973,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,MX1,0.634716,0.91224,0.892781,2.38125,0.45042,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,OAS1,0.221532,0.800739,0.751521,3.40554,0.512395,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,IFIT3,0.0773713,2.06692,1.98641,6.07065,0.650867,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,ITGAX,0.100348,0.714952,0.614447,2.96301,-0.00126496,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,FGR,0.598942,0.296542,0.248536,1.41403,0.163119,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,TFEC,0.0389655,0.588513,0.345337,3.54636,-0.0793564,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,ZEB2,0.978183,0.287765,0.25867,0.935638,-0.0868197,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,NKG7,0.201437,0.689504,0.593714,8.0112,0.412203,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,GNLY,0.160421,0.684921,0.561728,13.2026,0.104902,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,CX3CR1,0.0645019,0.739627,0.584382,4.70947,0.438452,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,CSF3R,0.465988,0.361609,0.323841,1.37323,0.0335681,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,PPBP,0.0355882,0.860999,0.567954,34.8886,0.160801,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,PF4,0.0123086,1.14555,0.609261,31.2056,0.406319,77
+loco,Monocyte,locoL_lora64sat_s59000_K1000,NRGN,0.210193,0.381158,0.312376,1.85185,0.200594,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,C1QA,0.0301564,0.649741,0.420864,8.61644,-0.139855,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,C1QB,0.0111511,0.948558,0.3369,null,-0.00251745,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,C1QC,0.00555571,1.15499,0.609085,null,0.0904943,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,HLA-DRA,3.44773,0.614756,0.592876,1.69864,0.325487,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,HLA-DRB1,3.37532,0.549854,0.53114,1.5058,0.324426,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,JCHAIN,0.102732,0.557101,0.356374,5.08817,0.202023,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,RETN,0.0921556,0.502565,0.372431,3.15,0.144094,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,ALOX5AP,0.220174,0.415982,0.257688,7.10319,0.26764,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,CYP1B1,0.0362989,0.6369,0.340689,3.87068,-0.0155642,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,MCEMP1,0.0464702,0.826119,0.693848,3.22917,0.413187,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,PLAC8,1.04598,0.518833,0.497514,1.71815,0.484404,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,CLU,0.0613921,0.905028,0.816265,3.41882,0.473191,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,CD163,0.211405,0.932111,0.909969,1.58904,0.410026,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,IL1R2,0.0685306,1.8923,1.87176,3.86773,0.632429,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,ISG15,0.981849,0.931077,0.91606,2.2935,0.648466,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,IFI6,1.21251,0.861803,0.84925,1.70504,0.476558,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,IFI27,0.675639,1.07548,1.05604,2.65883,0.218429,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,IFI44L,0.239255,1.49811,1.4657,4.73214,0.291066,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,MX1,0.592581,0.820099,0.795308,2.57419,0.411216,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,OAS1,0.248581,0.729041,0.681476,3.17906,0.471642,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,IFIT3,0.0643451,2.08701,2.0026,4.64819,0.57158,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,ITGAX,0.182433,0.677821,0.622058,2.21799,0.196604,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,FGR,0.816117,0.215398,0.165315,1.01171,-0.14345,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,TFEC,0.0246517,0.628172,0.204546,2.69506,0.0305676,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,ZEB2,1.12076,0.236081,0.205061,0.917993,0.0192938,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,NKG7,0.45655,0.508236,0.449766,5.69941,0.341761,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,GNLY,0.403528,0.40968,0.303926,7.41868,0.0505499,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,CX3CR1,0.0999807,0.610444,0.509689,4.09498,0.373561,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,CSF3R,0.410586,0.359329,0.310407,1.78037,0.00818387,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,PPBP,0.07293,0.592081,0.36897,13.4214,0.187297,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,PF4,0.0174584,0.749685,0.399505,16.7481,0.14889,77
+loco,Monocyte,locoL_fullsat_s20000_K1000,NRGN,0.226865,0.395666,0.343443,2.08346,0.0996206,77
+loco,Monocyte,locoL_fullsat_s108500_K1000,C1QA,0.0314737,0.804115,0.552864,10.1482,-0.197793,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,C1QB,0.0099867,0.911115,0.165857,null,-0.114328,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,C1QC,0.00542576,1.314,0.695497,null,0.0702512,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,HLA-DRA,3.96114,0.69865,0.682973,1.49296,0.305378,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,HLA-DRB1,3.93651,0.655735,0.641681,1.18188,0.247357,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,JCHAIN,0.0923361,0.560569,0.169144,4.86957,0.318078,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,RETN,0.0999854,0.662704,0.571771,2.60992,0.258439,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,ALOX5AP,0.244373,0.476923,0.36976,6.6007,0.252054,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,CYP1B1,0.0349018,0.621471,0.338388,2.39412,-0.025794,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,MCEMP1,0.0625544,0.965435,0.866214,3.0766,0.445085,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,PLAC8,1.00429,0.474918,0.455238,1.52582,0.438203,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,CLU,0.0663592,1.14484,1.06592,3.04457,0.438384,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,CD163,0.213955,0.77736,0.743121,2.04923,0.421842,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,IL1R2,0.0656254,1.61488,1.5783,2.66638,0.627374,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,ISG15,1.0343,0.685716,0.672374,1.61288,0.505592,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,IFI6,1.39129,0.649548,0.639022,1.24209,0.389819,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,IFI27,0.754831,0.829364,0.816142,1.57343,0.245385,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,IFI44L,0.260648,0.94322,0.914296,3.69048,0.218581,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,MX1,0.712115,0.583282,0.562244,2.0269,0.326106,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,OAS1,0.241535,0.694061,0.653489,2.9406,0.401913,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,IFIT3,0.0559563,1.54029,1.43571,4.78279,0.515764,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,ITGAX,0.223981,0.653225,0.60632,1.93491,0.0978738,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,FGR,0.9392,0.286588,0.258428,0.801967,-0.0790549,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,TFEC,0.0390303,0.697582,0.472343,2.49476,-0.0637709,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,ZEB2,1.39952,0.274039,0.252651,0.669716,-0.102187,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,NKG7,0.570941,0.499227,0.432506,3.46008,0.22186,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,GNLY,0.379509,0.483676,0.343292,9.07921,0.0397572,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,CX3CR1,0.0711205,0.83788,0.746375,4.66723,0.214176,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,CSF3R,0.655889,0.475724,0.448789,1.07738,0.0598924,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,PPBP,0.0719692,0.72035,0.540057,12.9568,0.0527355,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,PF4,0.015782,1.06598,0.721392,10.1716,0.22346,70
+loco,Monocyte,locoL_fullsat_s108500_K1000,NRGN,0.302383,0.333808,0.272313,1.23337,0.177959,70
+loco,Monocyte,locoL_scratchsat_s50000_K1000,C1QA,0.0491009,0.694894,0.488424,10.6301,0.127363,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,C1QB,0.0115971,1.00666,0.465221,null,0.0463655,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,C1QC,0.00677059,1.63382,0.913413,5.11,0.295061,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,HLA-DRA,4.89093,0.479526,0.424714,2.20854,0.431846,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,HLA-DRB1,4.55339,0.382621,0.338848,1.70685,0.366593,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,JCHAIN,0.0214074,2.05052,1.71181,8.44157,0.10995,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,RETN,0.161082,0.6192,0.572326,2.61113,0.298302,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,ALOX5AP,0.27954,0.488823,0.407465,6.01191,0.394607,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,CYP1B1,0.090412,0.69081,0.621042,2.77324,0.226571,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,MCEMP1,0.12405,0.877457,0.822926,2.50954,0.544974,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,PLAC8,0.834721,0.675936,0.655652,2.11953,0.391398,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,CLU,0.0878685,1.40721,1.3496,5.12676,0.446439,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,CD163,0.218455,0.858482,0.831067,2.71899,0.399546,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,IL1R2,0.0516009,2.37393,2.34129,5.61894,0.524125,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,ISG15,0.822584,1.1166,1.09989,3.40375,0.478438,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,IFI6,1.27929,0.978547,0.966867,2.12484,0.352308,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,IFI27,0.540002,2.22085,2.19065,7.59985,0.223823,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,IFI44L,0.216777,1.41145,1.37435,6.85046,0.195826,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,MX1,0.492394,1.00604,0.982951,4.24653,0.237445,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,OAS1,0.329857,0.782409,0.727917,3.27066,0.42554,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,IFIT3,0.0826169,1.75046,1.68023,6.93213,0.434138,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,ITGAX,0.227673,0.593412,0.546333,3.07368,0.357059,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,FGR,1.45904,0.245161,0.224514,0.615817,0.24751,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,TFEC,0.0606247,0.523909,0.361523,3.30881,-0.110839,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,ZEB2,1.62061,0.294786,0.279037,0.576967,0.0810811,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,NKG7,0.237645,0.627637,0.522879,6.44211,0.29739,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,GNLY,0.195892,0.667227,0.308228,15.2287,0.19164,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,CX3CR1,0.145965,0.652547,0.588442,3.69626,0.558424,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,CSF3R,0.925104,0.355225,0.333108,0.935025,-0.208842,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,PPBP,0.0492516,0.774241,0.5671,15.0878,0.213316,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,PF4,0.00999518,1.338,0.88848,34.5603,0.214677,78
+loco,Monocyte,locoL_scratchsat_s50000_K1000,NRGN,0.336995,0.311505,0.255369,1.50681,0.117442,78
+loco,Monocyte,locoL_scratchsat_s100000_K1000,C1QA,0.0433979,0.714346,0.472635,9.7876,0.137352,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,C1QB,0.0106618,1.17578,0.714615,2.82872,0.127368,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,C1QC,0.00429626,1.41583,0.812002,null,0.15318,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,HLA-DRA,4.21004,0.37948,0.358632,1.70866,0.449502,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,HLA-DRB1,3.92389,0.328092,0.306673,1.50045,0.337354,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,JCHAIN,0.018751,1.82188,1.57295,3.86465,-0.0853292,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,RETN,0.124351,0.718504,0.6752,2.84279,0.248426,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,ALOX5AP,0.262815,0.509474,0.449437,6.65234,0.354313,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,CYP1B1,0.0578045,0.706046,0.611573,3.38504,0.260817,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,MCEMP1,0.0762787,0.818808,0.760467,3.66178,0.360839,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,PLAC8,0.83965,0.777976,0.759777,1.81572,0.456501,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,CLU,0.0608765,1.18389,1.10793,4.03657,0.529176,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,CD163,0.123537,0.969477,0.94157,3.56358,0.383226,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,IL1R2,0.0379865,2.11167,2.05979,4.6837,0.603329,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,ISG15,0.83033,1.46929,1.44733,3.05145,0.435903,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,IFI6,1.13931,1.03197,1.01537,1.73121,0.396046,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,IFI27,0.479705,2.7034,2.65058,8.17554,0.308314,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,IFI44L,0.202334,1.70103,1.66766,7.03987,0.30871,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,MX1,0.471453,1.09257,1.07173,4.13166,0.231227,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,OAS1,0.342527,0.824752,0.786507,2.85451,0.470331,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,IFIT3,0.0806458,2.32643,2.23236,6.20597,0.481268,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,ITGAX,0.19924,0.57608,0.511019,3.2346,0.359772,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,FGR,1.23227,0.253948,0.231607,0.704917,0.215107,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,TFEC,0.0375417,0.576807,0.322411,2.27483,-0.0552221,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,ZEB2,1.46311,0.306753,0.293357,0.532562,0.150669,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,NKG7,0.281349,0.56697,0.463589,6.27814,0.338321,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,GNLY,0.203916,0.533428,0.363206,14.3648,0.10848,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,CX3CR1,0.169819,0.573766,0.504549,4.26681,0.521764,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,CSF3R,0.644157,0.371174,0.348515,1.23602,-0.121637,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,PPBP,0.0393707,0.78258,0.37527,10.7724,0.25715,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,PF4,0.00734215,1.08528,0.520209,null,0.138532,80
+loco,Monocyte,locoL_scratchsat_s100000_K1000,NRGN,0.31861,0.311975,0.269284,1.18409,0.153387,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,C1QA,0.0415282,0.732068,0.463363,11.6248,0.0534585,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,C1QB,0.00922087,1.14651,0.605251,null,0.0896255,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,C1QC,0.00338126,1.81325,1.29542,null,0.232203,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,HLA-DRA,4.21729,0.402113,0.378773,1.66363,0.411636,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,HLA-DRB1,3.9862,0.336111,0.314961,1.3259,0.29266,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,JCHAIN,0.0170492,1.49635,1.19135,5.79321,0.10605,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,RETN,0.146835,0.586181,0.537326,3.06048,0.196132,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,ALOX5AP,0.259322,0.501338,0.437511,6.80157,0.356046,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,CYP1B1,0.057694,0.686058,0.575301,3.09012,0.232414,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,MCEMP1,0.0763123,0.842551,0.787069,3.06471,0.482595,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,PLAC8,0.824856,0.657009,0.639803,2.31126,0.494456,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,CLU,0.0490538,1.25123,1.18064,4.17359,0.519401,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,CD163,0.144392,0.780477,0.743904,2.46234,0.412973,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,IL1R2,0.0322342,2.03047,1.9866,4.35952,0.578692,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,ISG15,0.785164,1.13856,1.12582,3.15607,0.422504,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,IFI6,1.10997,0.961013,0.947417,1.66301,0.365462,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,IFI27,0.377054,2.28931,2.23558,8.86823,0.27089,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,IFI44L,0.207867,1.39669,1.36904,6.15227,0.297328,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,MX1,0.485416,0.903484,0.886242,3.49214,0.193115,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,OAS1,0.360413,0.589894,0.560401,2.2709,0.457019,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,IFIT3,0.0725025,2.03842,1.98176,7.0325,0.506568,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,ITGAX,0.219654,0.542937,0.491594,2.4667,0.222475,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,FGR,1.27464,0.230222,0.208347,0.643753,0.153074,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,TFEC,0.0420452,0.596611,0.416202,3.33928,-0.0119919,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,ZEB2,1.47049,0.236842,0.218147,0.520097,0.138094,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,NKG7,0.28341,0.533894,0.435046,5.45685,0.373801,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,GNLY,0.220506,0.576168,0.341687,16.3875,0.0970291,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,CX3CR1,0.135192,0.641903,0.565454,4.24961,0.517553,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,CSF3R,0.70346,0.337164,0.311987,1.14565,-0.140228,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,PPBP,0.0297151,0.916209,0.645559,24.7524,0.270985,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,PF4,0.00555502,1.44359,0.767032,22.2718,0.279707,80
+loco,Monocyte,locoL_scratchsat_s150000_K1000,NRGN,0.287965,0.286095,0.228982,1.65228,0.196814,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,C1QA,0.0415823,0.745413,0.447235,11.868,0.13683,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,C1QB,0.0071212,1.08736,0.282832,null,0.182525,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,C1QC,0.00291445,1.71406,1.11136,null,0.262126,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,HLA-DRA,3.89563,0.4241,0.398475,1.63004,0.409559,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,HLA-DRB1,3.6805,0.348595,0.325005,1.31268,0.335704,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,JCHAIN,0.0149863,1.46303,1.15885,19.7157,0.135515,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,RETN,0.147891,0.594578,0.53195,2.75951,0.147257,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,ALOX5AP,0.244162,0.539863,0.46288,6.92962,0.321455,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,CYP1B1,0.0532178,0.702433,0.586683,3.4378,0.178676,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,MCEMP1,0.0759035,0.806419,0.734796,2.84417,0.466278,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,PLAC8,0.798373,0.653037,0.633867,2.28746,0.480256,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,CLU,0.0431676,1.34073,1.26711,5.75992,0.401599,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,CD163,0.140765,0.835182,0.791789,2.80156,0.419568,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,IL1R2,0.0324906,2.24942,2.14976,5.49662,0.594852,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,ISG15,0.778729,1.06623,1.05112,3.06698,0.3501,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,IFI6,1.09226,0.936803,0.924967,1.99825,0.375593,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,IFI27,0.378499,2.1726,2.14112,8.43237,0.37741,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,IFI44L,0.205871,1.45914,1.42606,7.29909,0.311102,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,MX1,0.488157,0.955467,0.935042,3.72371,0.267824,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,OAS1,0.34752,0.587164,0.546566,2.26043,0.472738,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,IFIT3,0.0673047,1.68535,1.61097,6.25216,0.511398,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,ITGAX,0.216285,0.514853,0.440195,3.02175,0.314369,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,FGR,1.25818,0.218752,0.191474,0.641043,0.238777,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,TFEC,0.0443851,0.606004,0.389487,2.76892,0.114454,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,ZEB2,1.46616,0.22745,0.205934,0.545501,0.0307541,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,NKG7,0.275253,0.552261,0.462438,5.38251,0.276588,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,GNLY,0.192833,0.656343,0.372901,14.4291,-0.0555911,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,CX3CR1,0.127454,0.575901,0.491476,4.07841,0.462083,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,CSF3R,0.682161,0.365791,0.340629,1.01177,-0.15525,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,PPBP,0.0307609,0.898096,0.486033,18.7906,0.268468,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,PF4,0.00516366,1.29834,0.525496,null,0.263574,80
+loco,Monocyte,locoL_scratchsat_s162000_K1000,NRGN,0.275435,0.285344,0.212945,1.46055,0.232534,80
+loco,Monocyte,lora_n5__raw,C1QA,0.0880778,1.34709,1.29869,9.30072,0.00567371,68
+loco,Monocyte,lora_n5__raw,C1QB,0.0511681,1.46462,1.34837,12.4124,0.294766,68
+loco,Monocyte,lora_n5__raw,C1QC,0.0204229,1.63183,1.56384,7.4438,0.207568,68
+loco,Monocyte,lora_n5__raw,HLA-DRA,4.17914,0.449381,0.425507,1.90863,0.18106,68
+loco,Monocyte,lora_n5__raw,HLA-DRB1,2.87623,0.43826,0.410379,1.76971,0.137122,68
+loco,Monocyte,lora_n5__raw,JCHAIN,0.0321349,1.82465,1.40188,25.1371,-0.0329936,68
+loco,Monocyte,lora_n5__raw,RETN,1.43829,1.22529,1.22227,1.25,0.221885,68
+loco,Monocyte,lora_n5__raw,ALOX5AP,0.598704,0.421028,0.380043,2.30193,0.255709,68
+loco,Monocyte,lora_n5__raw,CYP1B1,0.244465,0.642622,0.604893,2.68114,0.305717,68
+loco,Monocyte,lora_n5__raw,MCEMP1,0.28808,0.88692,0.867447,1.90311,0.309764,68
+loco,Monocyte,lora_n5__raw,PLAC8,2.25551,0.495132,0.482968,0.905252,0.221287,68
+loco,Monocyte,lora_n5__raw,CLU,0.388178,1.15651,1.14583,2.33504,0.202533,68
+loco,Monocyte,lora_n5__raw,CD163,0.368028,1.44489,1.43518,2.62319,0.323875,68
+loco,Monocyte,lora_n5__raw,IL1R2,0.235393,3.92827,3.92364,2.73602,0.473275,68
+loco,Monocyte,lora_n5__raw,ISG15,0.956648,0.814535,0.794514,2.3549,0.485434,68
+loco,Monocyte,lora_n5__raw,IFI6,0.796342,0.7757,0.758825,2.46599,0.320816,68
+loco,Monocyte,lora_n5__raw,IFI27,0.0401401,2.90797,2.61647,8.11594,0.379238,68
+loco,Monocyte,lora_n5__raw,IFI44L,0.103631,2.21209,2.17572,8.31719,0.330838,68
+loco,Monocyte,lora_n5__raw,MX1,0.348049,1.40456,1.38561,5.58853,0.325415,68
+loco,Monocyte,lora_n5__raw,OAS1,0.314553,0.743827,0.712104,3.41233,0.24667,68
+loco,Monocyte,lora_n5__raw,IFIT3,0.0679567,2.21082,2.17596,8.25416,0.37861,68
+loco,Monocyte,lora_n5__raw,ITGAX,0.244316,0.510522,0.454428,2.17769,0.16023,68
+loco,Monocyte,lora_n5__raw,FGR,1.45333,0.36022,0.344553,0.80381,0.0520792,68
+loco,Monocyte,lora_n5__raw,TFEC,0.0534316,0.666514,0.546855,4.50683,0.231803,68
+loco,Monocyte,lora_n5__raw,ZEB2,1.42617,0.313666,0.290708,0.827363,-0.0343603,68
+loco,Monocyte,lora_n5__raw,NKG7,1.03658,1.44704,1.43303,9.29756,0.428127,68
+loco,Monocyte,lora_n5__raw,GNLY,0.18163,0.690072,0.494874,21.6155,0.299557,68
+loco,Monocyte,lora_n5__raw,CX3CR1,0.178312,0.944267,0.910785,5.49829,0.0619824,68
+loco,Monocyte,lora_n5__raw,CSF3R,0.616535,0.442804,0.410231,1.52254,0.292721,68
+loco,Monocyte,lora_n5__raw,PPBP,0.243163,1.21713,1.16741,18.3764,0.196377,68
+loco,Monocyte,lora_n5__raw,PF4,0.0811585,1.16331,1.09041,20.6549,0.219834,68
+loco,Monocyte,lora_n5__raw,NRGN,0.723015,0.840652,0.824896,3.55321,0.078897,68
+loco,Monocyte,real_lora__raw,C1QA,0.13197,0.973897,0.892918,10.0732,0.35165,78
+loco,Monocyte,real_lora__raw,C1QB,0.0613875,1.28365,1.18243,10.5083,0.332948,78
+loco,Monocyte,real_lora__raw,C1QC,0.0300459,1.22686,1.07177,6.12224,0.232274,78
+loco,Monocyte,real_lora__raw,HLA-DRA,4.1142,0.437907,0.416548,1.68519,0.0755128,78
+loco,Monocyte,real_lora__raw,HLA-DRB1,2.73784,0.399735,0.38058,1.52439,0.145205,78
+loco,Monocyte,real_lora__raw,JCHAIN,0.0270651,1.40536,1.05086,34.3175,-0.141604,78
+loco,Monocyte,real_lora__raw,RETN,0.902169,0.622764,0.607008,1.48149,0.232612,78
+loco,Monocyte,real_lora__raw,ALOX5AP,0.754427,0.443258,0.414358,1.95104,0.369193,78
+loco,Monocyte,real_lora__raw,CYP1B1,0.226901,0.441253,0.379626,2.81909,0.180546,78
+loco,Monocyte,real_lora__raw,MCEMP1,0.439253,0.664487,0.639419,2.05118,0.489408,78
+loco,Monocyte,real_lora__raw,PLAC8,2.39654,0.50477,0.494833,0.958055,0.415742,78
+loco,Monocyte,real_lora__raw,CLU,0.354006,0.793027,0.765414,3.56268,0.377653,78
+loco,Monocyte,real_lora__raw,CD163,0.370776,0.649685,0.621559,2.26564,0.329789,78
+loco,Monocyte,real_lora__raw,IL1R2,0.200616,1.30577,1.27051,4.0961,0.643041,78
+loco,Monocyte,real_lora__raw,ISG15,1.01306,1.24474,1.23667,2.54638,0.642952,78
+loco,Monocyte,real_lora__raw,IFI6,0.838996,1.22552,1.21556,2.69826,0.514787,78
+loco,Monocyte,real_lora__raw,IFI27,0.0483832,3.58594,3.53211,7.76543,0.343615,78
+loco,Monocyte,real_lora__raw,IFI44L,0.0945209,2.41327,2.38328,8.78286,0.685205,78
+loco,Monocyte,real_lora__raw,MX1,0.384097,1.56604,1.55273,5.59079,0.684122,78
+loco,Monocyte,real_lora__raw,OAS1,0.380597,0.824714,0.797467,3.31002,0.50829,78
+loco,Monocyte,real_lora__raw,IFIT3,0.066862,2.41669,2.37373,5.98413,0.576719,78
+loco,Monocyte,real_lora__raw,ITGAX,0.251714,0.46102,0.408082,2.18305,0.0444431,78
+loco,Monocyte,real_lora__raw,FGR,1.76711,0.360405,0.345476,0.823204,-0.00487227,78
+loco,Monocyte,real_lora__raw,TFEC,0.0606216,0.726436,0.588603,4.22924,0.0900481,78
+loco,Monocyte,real_lora__raw,ZEB2,1.41451,0.245065,0.218794,0.798736,-0.112062,78
+loco,Monocyte,real_lora__raw,NKG7,1.23647,0.497075,0.433002,8.16067,0.271114,78
+loco,Monocyte,real_lora__raw,GNLY,0.290005,0.780492,0.671076,22.4462,0.479119,78
+loco,Monocyte,real_lora__raw,CX3CR1,0.260747,0.67909,0.628254,5.17553,0.161571,78
+loco,Monocyte,real_lora__raw,CSF3R,0.68905,0.36742,0.340579,1.14775,0.0636653,78
+loco,Monocyte,real_lora__raw,PPBP,0.277748,0.67653,0.554022,15.7713,0.369419,78
+loco,Monocyte,real_lora__raw,PF4,0.0851747,0.756619,0.598011,21.8281,0.195329,78
+loco,Monocyte,real_lora__raw,NRGN,0.818909,0.400254,0.342704,3.79049,0.254765,78
+loco,T cell,OBSERVED,HLA-DRA,0.423768,0.606028,0.595658,24.5577,null,82
+loco,T cell,OBSERVED,HLA-DRB1,0.643794,0.646979,0.643602,6.03511,null,82
+loco,T cell,OBSERVED,PRDM1,0.378849,0.690909,0.688699,1.82896,null,82
+loco,T cell,OBSERVED,ALOX5AP,0.69867,0.50938,0.507618,1.32039,null,82
+loco,T cell,OBSERVED,PLAC8,0.654951,0.421143,0.418817,1.30646,null,82
+loco,T cell,OBSERVED,ISG15,0.566486,1.0904,1.08843,1.67597,null,82
+loco,T cell,OBSERVED,IFI6,0.331553,1.03732,1.03484,1.63813,null,82
+loco,T cell,OBSERVED,MX1,0.303325,1.66913,1.66759,1.97154,null,82
+loco,T cell,OBSERVED,TBX21,0.281629,0.653953,0.651101,3.1874,null,82
+loco,T cell,OBSERVED,ZEB2,0.278072,0.753151,0.750512,4.08376,null,82
+loco,T cell,OBSERVED,GZMH,1.48041,0.748494,0.746737,4.9006,null,82
+loco,T cell,OBSERVED,GZMB,1.21031,0.987307,0.975825,9.37023,null,82
+loco,T cell,OBSERVED,GZMA,1.70579,0.633999,0.631942,4.08676,null,82
+loco,T cell,OBSERVED,PRF1,1.44185,0.719496,0.717258,4.15351,null,82
+loco,T cell,OBSERVED,NKG7,6.24325,0.63989,0.638379,4.09178,null,82
+loco,T cell,OBSERVED,GNLY,3.35979,0.852508,0.847771,10.1528,null,82
+loco,T cell,OBSERVED,FGFBP2,0.734315,0.807661,0.805401,6.29278,null,82
+loco,T cell,OBSERVED,CX3CR1,0.252732,0.82851,0.825002,5.57683,null,82
+loco,T cell,OBSERVED,CCR7,1.46291,0.650216,0.64918,1.5981,null,82
+loco,T cell,OBSERVED,PPBP,0.244227,0.98727,0.945828,79.6629,null,82
+loco,T cell,OBSERVED,NRGN,0.214836,0.944614,0.921145,66.6804,null,82
+loco,T cell,zs__raw,HLA-DRA,0.203306,0.654373,0.613788,11.6129,0.15051,82
+loco,T cell,zs__raw,HLA-DRB1,0.282864,0.574447,0.54574,6.25469,0.358366,82
+loco,T cell,zs__raw,PRDM1,0.293781,0.501296,0.485204,2.67313,0.374408,82
+loco,T cell,zs__raw,ALOX5AP,0.212034,0.301988,0.253592,5.28741,0.444238,82
+loco,T cell,zs__raw,PLAC8,0.724359,0.23647,0.219215,1.78588,0.0399756,82
+loco,T cell,zs__raw,ISG15,0.189755,0.679683,0.657912,6.60024,0.493323,82
+loco,T cell,zs__raw,IFI6,0.225808,0.724245,0.70809,5.00085,0.524605,82
+loco,T cell,zs__raw,MX1,0.224557,1.00957,0.997927,6.77776,0.463371,82
+loco,T cell,zs__raw,TBX21,0.318856,0.873952,0.865502,3.20992,0.589513,82
+loco,T cell,zs__raw,ZEB2,0.808131,0.649892,0.642994,2.20149,0.732567,82
+loco,T cell,zs__raw,GZMH,1.25317,0.618341,0.612228,2.28245,0.800655,82
+loco,T cell,zs__raw,GZMB,0.718953,0.718465,0.709372,4.04374,0.666199,82
+loco,T cell,zs__raw,GZMA,1.55811,0.547432,0.542292,1.66931,0.717482,82
+loco,T cell,zs__raw,PRF1,1.89352,0.791234,0.786458,2.74731,0.612259,82
+loco,T cell,zs__raw,NKG7,8.41831,0.797426,0.793337,2.31151,0.705402,82
+loco,T cell,zs__raw,GNLY,4.21917,0.780099,0.774198,3.07175,0.731152,82
+loco,T cell,zs__raw,FGFBP2,0.922579,0.737308,0.730213,3.58718,0.755379,82
+loco,T cell,zs__raw,CX3CR1,0.309826,0.669078,0.657381,3.2512,0.702789,82
+loco,T cell,zs__raw,CCR7,0.679677,0.680508,0.674623,2.86956,0.447307,82
+loco,T cell,zs__raw,PPBP,0.011512,1.57517,1.1908,46.4083,0.250888,82
+loco,T cell,zs__raw,NRGN,0.0079891,1.80299,1.3054,76.2487,0.196636,82
+loco,T cell,xcalL_K1000,HLA-DRA,0.303866,0.402067,0.377945,5.71413,0.292846,82
+loco,T cell,xcalL_K1000,HLA-DRB1,0.71643,0.371818,0.364231,1.88587,0.60718,82
+loco,T cell,xcalL_K1000,PRDM1,0.197098,0.400858,0.380409,3.86586,0.686399,82
+loco,T cell,xcalL_K1000,ALOX5AP,0.502824,0.231357,0.215431,2.01517,0.362632,82
+loco,T cell,xcalL_K1000,PLAC8,0.893282,0.143336,0.125586,1.58292,-0.0341202,82
+loco,T cell,xcalL_K1000,ISG15,0.431712,0.75358,0.748058,3.59325,0.565656,82
+loco,T cell,xcalL_K1000,IFI6,0.460147,0.690398,0.684753,3.25652,0.584397,82
+loco,T cell,xcalL_K1000,MX1,0.283122,1.48078,1.47704,6.64954,0.49981,82
+loco,T cell,xcalL_K1000,TBX21,0.0798142,1.01545,1.00206,5.7023,0.519291,82
+loco,T cell,xcalL_K1000,ZEB2,0.435437,0.519191,0.511765,2.23179,0.772097,82
+loco,T cell,xcalL_K1000,GZMH,2.30842,0.552109,0.549769,1.28639,0.773751,82
+loco,T cell,xcalL_K1000,GZMB,1.36169,0.591493,0.587882,2.07647,0.681784,82
+loco,T cell,xcalL_K1000,GZMA,2.85214,0.498278,0.496231,0.996613,0.725253,82
+loco,T cell,xcalL_K1000,PRF1,1.45185,0.576464,0.573398,1.55998,0.686333,82
+loco,T cell,xcalL_K1000,NKG7,14.5274,0.614754,0.612874,1.35778,0.747913,82
+loco,T cell,xcalL_K1000,GNLY,7.62845,0.625801,0.622647,2.07582,0.785483,82
+loco,T cell,xcalL_K1000,FGFBP2,1.09608,0.598219,0.594154,2.22038,0.744496,82
+loco,T cell,xcalL_K1000,CX3CR1,0.175361,0.732417,0.722957,3.58374,0.687404,82
+loco,T cell,xcalL_K1000,CCR7,0.4543,0.912888,0.907966,4.6114,0.527976,82
+loco,T cell,xcalL_K1000,PPBP,0.0294522,1.13046,0.975595,44.6207,0.483294,82
+loco,T cell,xcalL_K1000,NRGN,0.0171644,1.13974,0.894708,46.8607,0.408528,82
+loco,T cell,locoL_lora16sat_s26750_K1000,HLA-DRA,0.157177,0.577399,0.527937,14.0019,0.136666,82
+loco,T cell,locoL_lora16sat_s26750_K1000,HLA-DRB1,0.38412,0.428914,0.413227,3.82812,0.538795,82
+loco,T cell,locoL_lora16sat_s26750_K1000,PRDM1,0.14716,0.530528,0.509308,4.98183,0.637052,82
+loco,T cell,locoL_lora16sat_s26750_K1000,ALOX5AP,0.430889,0.218684,0.196336,2.64967,0.315615,82
+loco,T cell,locoL_lora16sat_s26750_K1000,PLAC8,0.589263,0.141968,0.107171,2.85084,0.258976,82
+loco,T cell,locoL_lora16sat_s26750_K1000,ISG15,0.464344,0.805211,0.799424,4.17176,0.558821,82
+loco,T cell,locoL_lora16sat_s26750_K1000,IFI6,0.42749,0.948992,0.943931,4.356,0.3748,82
+loco,T cell,locoL_lora16sat_s26750_K1000,MX1,0.302584,0.998149,0.991968,5.59577,0.486118,82
+loco,T cell,locoL_lora16sat_s26750_K1000,TBX21,0.049231,0.600901,0.559066,3.84663,0.62812,82
+loco,T cell,locoL_lora16sat_s26750_K1000,ZEB2,0.241896,0.550085,0.535311,3.79033,0.662912,82
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+loco,T cell,locoL_scratchsat_s162000_K1000,GZMB,0.822524,0.622511,0.616783,3.87726,0.695519,82
+loco,T cell,locoL_scratchsat_s162000_K1000,GZMA,1.62164,0.535691,0.53278,1.51874,0.622599,82
+loco,T cell,locoL_scratchsat_s162000_K1000,PRF1,1.05732,0.594124,0.590107,2.40386,0.708101,82
+loco,T cell,locoL_scratchsat_s162000_K1000,NKG7,8.04929,0.565803,0.563512,1.89256,0.683417,82
+loco,T cell,locoL_scratchsat_s162000_K1000,GNLY,5.57054,0.56536,0.561547,2.84113,0.641819,82
+loco,T cell,locoL_scratchsat_s162000_K1000,FGFBP2,0.753319,0.547484,0.540984,3.73614,0.609669,82
+loco,T cell,locoL_scratchsat_s162000_K1000,CX3CR1,0.157865,0.812195,0.800709,4.95108,0.593866,82
+loco,T cell,locoL_scratchsat_s162000_K1000,CCR7,0.27381,0.643824,0.633974,5.09384,0.312132,82
+loco,T cell,locoL_scratchsat_s162000_K1000,PPBP,0.00864896,0.893335,0.50363,null,0.188553,82
+loco,T cell,locoL_scratchsat_s162000_K1000,NRGN,0.00800631,0.975493,0.72463,null,0.249262,82
+loco,T cell,lora_n5__raw,HLA-DRA,0.286698,0.404129,0.360361,14.1623,0.386402,82
+loco,T cell,lora_n5__raw,HLA-DRB1,0.53192,0.504714,0.494486,5.09368,0.378283,82
+loco,T cell,lora_n5__raw,PRDM1,0.165645,0.56922,0.5545,4.61291,0.520205,82
+loco,T cell,lora_n5__raw,ALOX5AP,0.524124,0.434155,0.427134,2.30982,0.190105,82
+loco,T cell,lora_n5__raw,PLAC8,0.760106,0.200248,0.187162,1.95932,0.159957,82
+loco,T cell,lora_n5__raw,ISG15,0.444131,0.577127,0.570563,3.34061,0.484289,82
+loco,T cell,lora_n5__raw,IFI6,0.285513,0.684405,0.676216,5.23353,0.446197,82
+loco,T cell,lora_n5__raw,MX1,0.187156,1.08538,1.07707,8.08016,0.421251,82
+loco,T cell,lora_n5__raw,TBX21,0.0974266,0.818395,0.803986,5.02182,0.646782,82
+loco,T cell,lora_n5__raw,ZEB2,0.217069,0.571805,0.558136,6.71032,0.776537,82
+loco,T cell,lora_n5__raw,GZMH,1.11183,0.835644,0.83136,4.80645,0.668092,82
+loco,T cell,lora_n5__raw,GZMB,0.671645,0.883709,0.877315,7.57903,0.533462,82
+loco,T cell,lora_n5__raw,GZMA,1.14511,0.712958,0.708927,4.06452,0.601158,82
+loco,T cell,lora_n5__raw,PRF1,0.835774,0.836723,0.831691,5.22264,0.540971,82
+loco,T cell,lora_n5__raw,NKG7,5.69708,0.789959,0.785745,4.95981,0.664218,82
+loco,T cell,lora_n5__raw,GNLY,1.80535,0.827088,0.820204,8.1533,0.706947,82
+loco,T cell,lora_n5__raw,FGFBP2,0.459399,0.765918,0.758603,6.81555,0.693604,82
+loco,T cell,lora_n5__raw,CX3CR1,0.117715,0.931796,0.919627,6.03775,0.609734,82
+loco,T cell,lora_n5__raw,CCR7,0.974471,0.486148,0.482367,1.74244,0.371557,82
+loco,T cell,lora_n5__raw,PPBP,0.0601906,1.57146,1.50711,33.1963,0.446219,82
+loco,T cell,lora_n5__raw,NRGN,0.0637408,1.54013,1.48283,30.0261,0.339534,82
+loco,T cell,real_lora__raw,HLA-DRA,0.307803,0.364033,0.323696,13.9906,0.432657,82
+loco,T cell,real_lora__raw,HLA-DRB1,0.565773,0.447395,0.437601,4.54501,0.715284,82
+loco,T cell,real_lora__raw,PRDM1,0.172975,0.427229,0.411052,3.69239,0.602703,82
+loco,T cell,real_lora__raw,ALOX5AP,0.614796,0.254445,0.244709,1.75107,0.403663,82
+loco,T cell,real_lora__raw,PLAC8,0.827306,0.240046,0.230611,1.95996,0.205124,82
+loco,T cell,real_lora__raw,ISG15,0.533989,0.774177,0.769952,3.19394,0.551616,82
+loco,T cell,real_lora__raw,IFI6,0.32237,0.897548,0.891976,5.19873,0.516549,82
+loco,T cell,real_lora__raw,MX1,0.218797,1.41174,1.40661,7.74615,0.573231,82
+loco,T cell,real_lora__raw,TBX21,0.110396,0.666262,0.651563,5.10292,0.739903,82
+loco,T cell,real_lora__raw,ZEB2,0.211169,0.627328,0.61582,6.35857,0.782828,82
+loco,T cell,real_lora__raw,GZMH,1.17938,0.713376,0.709209,4.22651,0.80897,82
+loco,T cell,real_lora__raw,GZMB,0.793332,0.700217,0.693865,6.03578,0.695715,82
+loco,T cell,real_lora__raw,GZMA,1.32152,0.585149,0.581177,2.82214,0.720813,82
+loco,T cell,real_lora__raw,PRF1,0.996361,0.622691,0.61738,4.35175,0.715327,82
+loco,T cell,real_lora__raw,NKG7,6.40898,0.642544,0.638278,4.15757,0.7746,82
+loco,T cell,real_lora__raw,GNLY,2.1906,0.726609,0.720693,7.09955,0.795975,82
+loco,T cell,real_lora__raw,FGFBP2,0.514514,0.7505,0.744065,6.11923,0.784526,82
+loco,T cell,real_lora__raw,CX3CR1,0.123087,0.790723,0.776948,6.7276,0.697544,82
+loco,T cell,real_lora__raw,CCR7,1.04896,0.444201,0.440457,1.61677,0.570662,82
+loco,T cell,real_lora__raw,PPBP,0.0899585,0.887063,0.808056,52.2234,0.486379,82
+loco,T cell,real_lora__raw,NRGN,0.0912537,0.872069,0.799035,47.0195,0.442932,82
+loco,B cell,OBSERVED,CD38,0.886833,1.30721,1.29086,13.2134,null,82
+loco,B cell,OBSERVED,HLA-DRA,19.8492,0.382094,0.380349,0.400394,null,82
+loco,B cell,OBSERVED,HLA-DRB1,8.93641,0.462062,0.460256,0.383608,null,82
+loco,B cell,OBSERVED,JCHAIN,27.1938,1.49343,1.47762,24.4686,null,82
+loco,B cell,OBSERVED,MZB1,7.29688,1.58702,1.57526,17.7937,null,82
+loco,B cell,OBSERVED,TNFRSF17,0.823806,1.30853,1.28944,21.7972,null,82
+loco,B cell,OBSERVED,TXNDC5,5.11359,1.37138,1.35401,19.9658,null,82
+loco,B cell,OBSERVED,PRDM1,0.404015,1.40706,1.38751,19.8609,null,82
+loco,B cell,OBSERVED,IRF4,0.557255,1.00484,0.968676,12.353,null,82
+loco,B cell,OBSERVED,IGLL5,2.44419,1.57139,1.53561,20.5881,null,82
+loco,B cell,OBSERVED,ALOX5AP,0.581717,0.429993,0.421499,0.724292,null,82
+loco,B cell,OBSERVED,PLAC8,1.08162,0.447441,0.437776,1.43875,null,82
+loco,B cell,OBSERVED,ISG15,0.582119,1.81115,1.80188,2.82048,null,82
+loco,B cell,OBSERVED,IFI6,0.334929,1.97595,1.958,5.29619,null,82
+loco,B cell,OBSERVED,MX1,0.570605,1.47177,1.46665,1.96629,null,82
+loco,B cell,OBSERVED,OAS1,0.418036,0.909392,0.901186,3.47385,null,82
+loco,B cell,OBSERVED,FCRL5,0.518711,0.952845,0.942535,4.56312,null,82
+loco,B cell,OBSERVED,FGR,0.441049,0.822626,0.802932,3.6793,null,82
+loco,B cell,OBSERVED,ZEB2,0.469137,0.523285,0.511408,1.56467,null,82
+loco,B cell,OBSERVED,CCR7,0.772041,0.398542,0.39116,1.31827,null,82
+loco,B cell,OBSERVED,PPBP,0.240956,1.08866,1.01674,48.6108,null,82
+loco,B cell,zs__raw,CD38,0.179503,1.32601,1.27102,6.60371,0.211732,82
+loco,B cell,zs__raw,HLA-DRA,24.2075,0.400057,0.394338,0.502025,0.26161,82
+loco,B cell,zs__raw,HLA-DRB1,12.9373,0.391975,0.386333,0.441127,-0.0347732,82
+loco,B cell,zs__raw,JCHAIN,3.00863,1.69406,1.58216,26.998,0.0613946,82
+loco,B cell,zs__raw,MZB1,0.675217,1.62376,1.55341,17.8366,0.240648,82
+loco,B cell,zs__raw,TNFRSF17,0.0906557,1.87265,1.7734,10.7799,0.151158,82
+loco,B cell,zs__raw,TXNDC5,0.115241,1.33448,1.20029,13.2313,0.165574,82
+loco,B cell,zs__raw,PRDM1,0.090962,1.38861,1.26539,9.74834,0.24795,82
+loco,B cell,zs__raw,IRF4,0.113286,0.862996,0.730694,4.65065,0.0929592,82
+loco,B cell,zs__raw,IGLL5,0.0661722,1.2113,0.971388,14.4678,0.175913,82
+loco,B cell,zs__raw,ALOX5AP,0.132301,0.358473,0,6.58044,-0.00627993,82
+loco,B cell,zs__raw,PLAC8,0.875344,0.213692,0.158664,1.27998,0.302883,82
+loco,B cell,zs__raw,ISG15,0.146701,1.0515,0.976865,8.52147,0.176632,82
+loco,B cell,zs__raw,IFI6,0.153444,1.39924,1.33776,8.43674,0.469292,82
+loco,B cell,zs__raw,MX1,0.304717,0.872449,0.840047,3.89481,0.346047,82
+loco,B cell,zs__raw,OAS1,0.144947,0.599794,0.514374,3.2976,0.32757,82
+loco,B cell,zs__raw,FCRL5,0.16928,0.340766,0.190982,2.9177,-0.0572047,82
+loco,B cell,zs__raw,FGR,0.217418,0.451277,0.370904,2.49218,0.0971376,82
+loco,B cell,zs__raw,ZEB2,0.453184,0.363843,0.305577,2.10752,0.130844,82
+loco,B cell,zs__raw,CCR7,0.532912,0.302419,0.249853,1.77801,0.0823348,82
+loco,B cell,zs__raw,PPBP,0.00655736,1.65403,0.278751,null,0.189904,82
+loco,B cell,xcalL_K1000,CD38,0.396339,1.13406,1.0561,9.07826,0.198571,80
+loco,B cell,xcalL_K1000,HLA-DRA,20.09,0.355615,0.346018,0.501543,0.212494,80
+loco,B cell,xcalL_K1000,HLA-DRB1,9.91888,0.32473,0.314431,0.371483,0.0111814,80
+loco,B cell,xcalL_K1000,JCHAIN,13.5738,1.11856,0.987262,15.1345,0.213737,80
+loco,B cell,xcalL_K1000,MZB1,2.30948,1.10729,1.01887,11.7941,0.285423,80
+loco,B cell,xcalL_K1000,TNFRSF17,0.32061,1.14975,1.04117,10.5563,0.152925,80
+loco,B cell,xcalL_K1000,TXNDC5,0.275738,1.20103,1.09335,14.174,0.22266,80
+loco,B cell,xcalL_K1000,PRDM1,0.190525,1.26416,1.1701,10.419,0.296701,80
+loco,B cell,xcalL_K1000,IRF4,0.141718,1.06512,0.910824,7.47849,0.203615,80
+loco,B cell,xcalL_K1000,IGLL5,0.296572,1.05436,0.952951,8.1516,0.180768,80
+loco,B cell,xcalL_K1000,ALOX5AP,0.440342,0.311036,0.184053,2.23876,0.038737,80
+loco,B cell,xcalL_K1000,PLAC8,1.14431,0.275846,0.222936,1.14724,0.415113,80
+loco,B cell,xcalL_K1000,ISG15,0.41756,0.973571,0.931319,4.73442,0.457337,80
+loco,B cell,xcalL_K1000,IFI6,0.4287,1.04528,1.00088,5.04689,0.366804,80
+loco,B cell,xcalL_K1000,MX1,0.480692,1.16678,1.14272,3.31771,0.349031,80
+loco,B cell,xcalL_K1000,OAS1,0.148736,1.18669,1.12374,4.94875,0.256785,80
+loco,B cell,xcalL_K1000,FCRL5,0.152423,0.622506,0.506411,2.87778,0.0813901,80
+loco,B cell,xcalL_K1000,FGR,0.138121,0.550222,0.341257,4.56683,0.00952906,80
+loco,B cell,xcalL_K1000,ZEB2,0.272618,0.391727,0.21264,3.25163,0.0477262,80
+loco,B cell,xcalL_K1000,CCR7,0.440447,0.383398,0.290286,2.21686,0.0140297,80
+loco,B cell,xcalL_K1000,PPBP,0.0254557,1.66501,0.746074,25.3801,0.162967,80
+loco,B cell,locoL_lora16sat_s26750_K1000,CD38,0.271463,0.991078,0.958045,12.6232,0.22204,82
+loco,B cell,locoL_lora16sat_s26750_K1000,HLA-DRA,10.025,0.233646,0.228079,0.362425,0.151206,82
+loco,B cell,locoL_lora16sat_s26750_K1000,HLA-DRB1,5.92665,0.260397,0.255299,0.338347,-0.0453304,82
+loco,B cell,locoL_lora16sat_s26750_K1000,JCHAIN,7.31686,1.11145,1.07425,23.6513,0.276455,82
+loco,B cell,locoL_lora16sat_s26750_K1000,MZB1,1.47539,1.04713,1.01678,18.3192,0.324561,82
+loco,B cell,locoL_lora16sat_s26750_K1000,TNFRSF17,0.190975,1.09636,1.05365,15.413,0.24141,82
+loco,B cell,locoL_lora16sat_s26750_K1000,TXNDC5,0.244246,1.02066,0.984936,16.7143,0.251675,82
+loco,B cell,locoL_lora16sat_s26750_K1000,PRDM1,0.156747,1.07331,1.02692,15.5776,0.332492,82
+loco,B cell,locoL_lora16sat_s26750_K1000,IRF4,0.104155,0.808474,0.753484,9.58065,0.0449279,82
+loco,B cell,locoL_lora16sat_s26750_K1000,IGLL5,0.231625,0.81952,0.778458,7.80625,0.376803,82
+loco,B cell,locoL_lora16sat_s26750_K1000,ALOX5AP,0.312453,0.335085,0.276508,4.1837,0.142478,82
+loco,B cell,locoL_lora16sat_s26750_K1000,PLAC8,0.760662,0.180014,0.123472,1.77035,0.248312,82
+loco,B cell,locoL_lora16sat_s26750_K1000,ISG15,0.413659,0.998945,0.983537,5.72881,0.56925,82
+loco,B cell,locoL_lora16sat_s26750_K1000,IFI6,0.34711,1.20901,1.19441,7.75928,0.369706,82
+loco,B cell,locoL_lora16sat_s26750_K1000,MX1,0.502982,0.85512,0.844532,2.91012,0.509257,82
+loco,B cell,locoL_lora16sat_s26750_K1000,OAS1,0.116014,1.0099,0.974436,6.36535,0.380211,82
+loco,B cell,locoL_lora16sat_s26750_K1000,FCRL5,0.0617055,0.556081,0.458515,4.31328,0.188102,82
+loco,B cell,locoL_lora16sat_s26750_K1000,FGR,0.0403775,0.535161,0.314367,7.91903,-0.0121898,82
+loco,B cell,locoL_lora16sat_s26750_K1000,ZEB2,0.165096,0.314921,0.204916,4.87189,0.147159,82
+loco,B cell,locoL_lora16sat_s26750_K1000,CCR7,0.299833,0.393751,0.346108,4.27321,0.103928,82
+loco,B cell,locoL_lora16sat_s26750_K1000,PPBP,0.00996,1.31066,0.870888,31.4456,0.194722,82
+loco,B cell,locoL_lora64sat_s59000_K1000,CD38,0.200381,1.67828,1.65263,21.663,0.227285,82
+loco,B cell,locoL_lora64sat_s59000_K1000,HLA-DRA,9.55635,0.248638,0.244243,0.304215,0.197092,82
+loco,B cell,locoL_lora64sat_s59000_K1000,HLA-DRB1,5.56284,0.227304,0.222266,0.291977,0.0511858,82
+loco,B cell,locoL_lora64sat_s59000_K1000,JCHAIN,6.22967,1.94645,1.91676,50.2831,0.236621,82
+loco,B cell,locoL_lora64sat_s59000_K1000,MZB1,1.454,1.81906,1.79503,36.0815,0.32416,82
+loco,B cell,locoL_lora64sat_s59000_K1000,TNFRSF17,0.158679,1.83069,1.80405,24.8796,0.195919,82
+loco,B cell,locoL_lora64sat_s59000_K1000,TXNDC5,0.433396,1.77141,1.74844,36.8835,0.238711,82
+loco,B cell,locoL_lora64sat_s59000_K1000,PRDM1,0.121635,1.75618,1.72618,16.4626,0.260876,82
+loco,B cell,locoL_lora64sat_s59000_K1000,IRF4,0.0651597,1.36839,1.3196,11.9581,0.0758179,82
+loco,B cell,locoL_lora64sat_s59000_K1000,IGLL5,0.288381,1.3967,1.37493,10.3445,0.253198,82
+loco,B cell,locoL_lora64sat_s59000_K1000,ALOX5AP,0.298927,0.393242,0.347679,4.51026,0.231158,82
+loco,B cell,locoL_lora64sat_s59000_K1000,PLAC8,0.77874,0.154506,0.0998508,1.90577,0.161546,82
+loco,B cell,locoL_lora64sat_s59000_K1000,ISG15,0.369153,1.09483,1.08363,5.86845,0.484507,82
+loco,B cell,locoL_lora64sat_s59000_K1000,IFI6,0.309397,1.3499,1.33585,8.10297,0.430583,82
+loco,B cell,locoL_lora64sat_s59000_K1000,MX1,0.493026,0.864736,0.855418,3.03686,0.441212,82
+loco,B cell,locoL_lora64sat_s59000_K1000,OAS1,0.106698,1.096,1.06529,6.63034,0.353679,82
+loco,B cell,locoL_lora64sat_s59000_K1000,FCRL5,0.0496315,0.742938,0.640104,5.79829,0.240213,82
+loco,B cell,locoL_lora64sat_s59000_K1000,FGR,0.0463902,0.506009,0.315213,8.54573,0.116988,82
+loco,B cell,locoL_lora64sat_s59000_K1000,ZEB2,0.242169,0.2413,0.149741,4.14512,0.237809,82
+loco,B cell,locoL_lora64sat_s59000_K1000,CCR7,0.25122,0.33609,0.27519,5.06445,-0.049815,82
+loco,B cell,locoL_lora64sat_s59000_K1000,PPBP,0.00880079,1.39831,0.881836,39.3733,0.283144,82
+loco,B cell,locoL_fullsat_s20000_K1000,CD38,0.398699,1.37143,1.34614,14.9803,0.228138,82
+loco,B cell,locoL_fullsat_s20000_K1000,HLA-DRA,10.0476,0.327456,0.321857,0.408303,0.166727,82
+loco,B cell,locoL_fullsat_s20000_K1000,HLA-DRB1,6.1803,0.293474,0.287658,0.351229,-0.0294622,82
+loco,B cell,locoL_fullsat_s20000_K1000,JCHAIN,16.3789,1.48885,1.45736,30.1294,0.254492,82
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+loco,B cell,real_lora__raw,TXNDC5,1.80872,1.35758,1.30518,28.6101,-0.0239984,82
+loco,B cell,real_lora__raw,PRDM1,0.162012,1.15823,1.08883,19.1597,0.0637567,82
+loco,B cell,real_lora__raw,IRF4,0.0961412,0.967601,0.864781,11.3629,0.0237811,82
+loco,B cell,real_lora__raw,IGLL5,0.384937,1.11916,1.06256,13.9117,0.0881031,82
+loco,B cell,real_lora__raw,ALOX5AP,0.539211,0.206233,0.114442,1.85803,0.0253374,82
+loco,B cell,real_lora__raw,PLAC8,1.04263,0.228283,0.181709,1.47098,0.1416,82
+loco,B cell,real_lora__raw,ISG15,0.40728,1.20946,1.18828,4.91361,0.347214,82
+loco,B cell,real_lora__raw,IFI6,0.194829,1.4992,1.45784,10.9783,0.329832,82
+loco,B cell,real_lora__raw,MX1,0.339185,1.31089,1.2911,4.79737,0.525476,82
+loco,B cell,real_lora__raw,OAS1,0.135684,1.13128,1.08235,5.92446,0.368509,82
+loco,B cell,real_lora__raw,FCRL5,0.111458,0.736755,0.631228,7.26977,0.140554,82
+loco,B cell,real_lora__raw,FGR,0.151253,0.449765,0.322541,4.2883,0.1218,82
+loco,B cell,real_lora__raw,ZEB2,0.282433,0.387706,0.295423,3.74243,0.22167,82
+loco,B cell,real_lora__raw,CCR7,0.598501,0.263087,0.197727,1.8325,0.0582278,82
+loco,B cell,real_lora__raw,PPBP,0.0755976,1.09784,0.544865,27.7197,0.391241,82
+loco,NK cell,OBSERVED,CD38,0.451215,0.717073,0.706107,1.16209,null,82
+loco,NK cell,OBSERVED,HLA-DRA,0.864986,0.606778,0.541371,15.2652,null,82
+loco,NK cell,OBSERVED,HLA-DRB1,1.13355,0.626313,0.610751,2.81557,null,82
+loco,NK cell,OBSERVED,JCHAIN,0.257084,2.92069,2.83079,26.9458,null,82
+loco,NK cell,OBSERVED,PRDM1,0.492075,0.621628,0.612471,0.720766,null,82
+loco,NK cell,OBSERVED,ALOX5AP,1.39604,0.562002,0.557145,0.688183,null,82
+loco,NK cell,OBSERVED,PLAC8,1.56304,0.396729,0.39004,0.579668,null,82
+loco,NK cell,OBSERVED,ISG15,0.756395,1.32811,1.32392,0.595077,null,82
+loco,NK cell,OBSERVED,IFI6,0.428972,1.4927,1.48705,1.05581,null,82
+loco,NK cell,OBSERVED,MX1,0.252103,2.13496,2.12827,2.11296,null,82
+loco,NK cell,OBSERVED,ITGAX,0.337501,0.491466,0.467896,1.62149,null,82
+loco,NK cell,OBSERVED,TBX21,1.2596,0.364144,0.357955,0.361539,null,82
+loco,NK cell,OBSERVED,FGR,1.01858,0.427449,0.420688,0.348261,null,82
+loco,NK cell,OBSERVED,ZEB2,1.07746,0.39888,0.39139,0.51654,null,82
+loco,NK cell,OBSERVED,GZMH,4.26434,0.49555,0.491583,0.683616,null,82
+loco,NK cell,OBSERVED,GZMB,9.14075,0.559094,0.554711,0.551622,null,82
+loco,NK cell,OBSERVED,GZMA,5.65275,0.455642,0.452619,0.385898,null,82
+loco,NK cell,OBSERVED,PRF1,9.52172,0.510601,0.50844,0.380801,null,82
+loco,NK cell,OBSERVED,NKG7,29.3239,0.362769,0.361043,0.250918,null,82
+loco,NK cell,OBSERVED,GNLY,28.6493,0.461449,0.456577,0.655949,null,82
+loco,NK cell,OBSERVED,FGFBP2,4.34005,0.544527,0.541587,0.581842,null,82
+loco,NK cell,OBSERVED,CX3CR1,1.54299,0.590286,0.585825,0.684981,null,82
+loco,NK cell,OBSERVED,CXCR2,0.190229,0.60377,0.584658,0.702551,null,82
+loco,NK cell,OBSERVED,PPBP,0.29328,1.30572,0.980581,33.0437,null,82
+loco,NK cell,OBSERVED,NRGN,0.248359,1.04081,0.942071,33.8391,null,82
+loco,NK cell,zs__raw,CD38,0.291782,0.38424,0.30098,2.96096,0.284794,82
+loco,NK cell,zs__raw,HLA-DRA,0.112373,0.853745,0.565566,16.9698,-0.00825092,82
+loco,NK cell,zs__raw,HLA-DRB1,0.109593,0.825075,0.59666,15.7977,0.217832,82
+loco,NK cell,zs__raw,JCHAIN,0.109922,2.5727,2.36263,50.9521,0.183499,82
+loco,NK cell,zs__raw,PRDM1,0.350962,0.416449,0.363304,1.84756,-0.00780361,82
+loco,NK cell,zs__raw,ALOX5AP,0.452401,0.327455,0.251179,2.51785,0.000217674,82
+loco,NK cell,zs__raw,PLAC8,1.80979,0.254515,0.233283,0.612777,0.281092,82
+loco,NK cell,zs__raw,ISG15,0.272869,0.729539,0.68302,4.35333,0.401434,82
+loco,NK cell,zs__raw,IFI6,0.333163,0.728155,0.68985,3.97095,0.425605,82
+loco,NK cell,zs__raw,MX1,0.185139,1.27298,1.23527,7.33009,0.465735,82
+loco,NK cell,zs__raw,ITGAX,0.441449,0.505851,0.470313,1.46877,0.193718,82
+loco,NK cell,zs__raw,TBX21,1.00203,0.548857,0.534229,0.776423,0.330168,82
+loco,NK cell,zs__raw,FGR,0.847686,0.539179,0.52116,0.950544,0.378979,82
+loco,NK cell,zs__raw,ZEB2,1.79285,0.437674,0.423949,0.764966,0.282158,82
+loco,NK cell,zs__raw,GZMH,1.18441,0.489065,0.468582,1.5263,0.277396,82
+loco,NK cell,zs__raw,GZMB,3.48701,0.342617,0.330693,0.627091,0.0830748,82
+loco,NK cell,zs__raw,GZMA,3.18464,0.30312,0.291165,0.440901,0.275563,82
+loco,NK cell,zs__raw,PRF1,8.01567,0.496175,0.488249,0.717772,0.177784,82
+loco,NK cell,zs__raw,NKG7,18.9744,0.54649,0.538939,0.729265,0.304601,82
+loco,NK cell,zs__raw,GNLY,20.8032,0.450099,0.441767,0.728913,0.192455,82
+loco,NK cell,zs__raw,FGFBP2,2.88009,0.452705,0.439671,0.971994,0.24533,82
+loco,NK cell,zs__raw,CX3CR1,1.04533,0.421189,0.401583,0.779416,0.471643,82
+loco,NK cell,zs__raw,CXCR2,0.010533,1.06603,0.472138,-0.894376,0.0976707,82
+loco,NK cell,zs__raw,PPBP,0.0138234,1.74886,0.119517,53.6773,0.269341,82
+loco,NK cell,zs__raw,NRGN,0.0103565,1.80696,0.52438,57.023,0.0892441,82
+loco,NK cell,xcalL_K1000,CD38,0.180618,0.598866,0.483573,3.85002,0.420222,79
+loco,NK cell,xcalL_K1000,HLA-DRA,0.188937,0.832934,0.672197,8.17402,-0.0757686,79
+loco,NK cell,xcalL_K1000,HLA-DRB1,0.363601,0.455998,0.340213,3.88379,0.111368,79
+loco,NK cell,xcalL_K1000,JCHAIN,0.137693,2.77478,2.21188,15.5925,0.0282695,79
+loco,NK cell,xcalL_K1000,PRDM1,0.216576,0.35404,0.192496,3.39942,0.212826,79
+loco,NK cell,xcalL_K1000,ALOX5AP,0.968325,0.233779,0.186642,0.790651,0.0164557,79
+loco,NK cell,xcalL_K1000,PLAC8,2.02378,0.173027,0.136912,0.519651,0.260346,79
+loco,NK cell,xcalL_K1000,ISG15,0.57282,0.695856,0.666018,2.63936,0.538526,79
+loco,NK cell,xcalL_K1000,IFI6,0.557115,0.658954,0.626047,2.22753,0.389973,79
+loco,NK cell,xcalL_K1000,MX1,0.27849,1.39569,1.36653,5.37276,0.531266,79
+loco,NK cell,xcalL_K1000,ITGAX,0.0937633,0.698435,0.546306,3.97661,0.241159,79
+loco,NK cell,xcalL_K1000,TBX21,0.279242,0.715544,0.675812,2.24525,0.365083,79
+loco,NK cell,xcalL_K1000,FGR,0.401266,0.425546,0.368848,1.24891,0.362746,79
+loco,NK cell,xcalL_K1000,ZEB2,0.648697,0.355586,0.309795,1.32508,0.246692,79
+loco,NK cell,xcalL_K1000,GZMH,2.3763,0.417871,0.404367,0.665766,0.309031,79
+loco,NK cell,xcalL_K1000,GZMB,5.58757,0.275111,0.263771,0.350836,0.125682,79
+loco,NK cell,xcalL_K1000,GZMA,5.59583,0.284388,0.274108,0.301219,0.290239,79
+loco,NK cell,xcalL_K1000,PRF1,5.51446,0.326926,0.317133,0.375992,0.215203,79
+loco,NK cell,xcalL_K1000,NKG7,34.7438,0.405375,0.397117,0.520558,0.321616,79
+loco,NK cell,xcalL_K1000,GNLY,35.1912,0.357753,0.349649,0.49945,0.2213,79
+loco,NK cell,xcalL_K1000,FGFBP2,3.34006,0.344724,0.331125,0.572411,0.372785,79
+loco,NK cell,xcalL_K1000,CX3CR1,0.590282,0.498333,0.469225,1.08216,0.505529,79
+loco,NK cell,xcalL_K1000,CXCR2,0.0084899,1.25984,0.670065,null,0.261301,79
+loco,NK cell,xcalL_K1000,PPBP,0.0335569,1.31541,0.752988,23.3541,0.331222,79
+loco,NK cell,xcalL_K1000,NRGN,0.0188595,1.43832,0.651714,29.3675,0.230138,79
+loco,NK cell,locoL_lora16sat_s26750_K1000,CD38,0.248597,0.311862,0.211878,2.92437,0.353389,82
+loco,NK cell,locoL_lora16sat_s26750_K1000,HLA-DRA,0.103244,0.528705,0.177953,14.0476,0.193437,82
+loco,NK cell,locoL_lora16sat_s26750_K1000,HLA-DRB1,0.235581,0.450906,0.356128,6.24246,0.0347419,82
+loco,NK cell,locoL_lora16sat_s26750_K1000,JCHAIN,0.0492644,2.11776,1.64361,40.8645,-0.186291,82
+loco,NK cell,locoL_lora16sat_s26750_K1000,PRDM1,0.14462,0.433524,0.334233,4.41149,0.294567,82
+loco,NK cell,locoL_lora16sat_s26750_K1000,ALOX5AP,0.895047,0.236895,0.199436,1.13552,0.0874401,82
+loco,NK cell,locoL_lora16sat_s26750_K1000,PLAC8,1.52311,0.136066,0.0941211,0.667273,0.0776774,82
+loco,NK cell,locoL_lora16sat_s26750_K1000,ISG15,0.649057,0.743125,0.725882,2.48111,0.518943,82
+loco,NK cell,locoL_lora16sat_s26750_K1000,IFI6,0.565358,0.938526,0.922212,3.14737,0.316964,82
+loco,NK cell,locoL_lora16sat_s26750_K1000,MX1,0.298381,1.05345,1.02796,4.87008,0.374608,82
+loco,NK cell,locoL_lora16sat_s26750_K1000,ITGAX,0.101626,0.378169,0.170081,3.69091,0.102254,82
+loco,NK cell,locoL_lora16sat_s26750_K1000,TBX21,0.202273,0.251803,0.126714,1.53337,0.0783417,82
+loco,NK cell,locoL_lora16sat_s26750_K1000,FGR,0.260841,0.266309,0.170135,1.59897,0.254935,82
+loco,NK cell,locoL_lora16sat_s26750_K1000,ZEB2,0.476811,0.288312,0.230354,1.92436,0.104646,82
+loco,NK cell,locoL_lora16sat_s26750_K1000,GZMH,1.50667,0.271481,0.251234,0.853705,0.142413,82
+loco,NK cell,locoL_lora16sat_s26750_K1000,GZMB,4.06637,0.216696,0.204074,0.442636,0.403272,82
+loco,NK cell,locoL_lora16sat_s26750_K1000,GZMA,3.57229,0.19941,0.187557,0.317018,0.107911,82
+loco,NK cell,locoL_lora16sat_s26750_K1000,PRF1,4.002,0.197228,0.184237,0.357114,0.314418,82
+loco,NK cell,locoL_lora16sat_s26750_K1000,NKG7,22.5312,0.26867,0.259585,0.471195,0.147637,82
+loco,NK cell,locoL_lora16sat_s26750_K1000,GNLY,24.2026,0.225091,0.214373,0.49334,0.132172,82
+loco,NK cell,locoL_lora16sat_s26750_K1000,FGFBP2,1.84637,0.238021,0.216085,0.826295,0.218446,82
+loco,NK cell,locoL_lora16sat_s26750_K1000,CX3CR1,0.387883,0.328073,0.287259,1.00694,0.369338,82
+loco,NK cell,locoL_lora16sat_s26750_K1000,CXCR2,0.00573748,1.12606,0,null,0.0234437,82
+loco,NK cell,locoL_lora16sat_s26750_K1000,PPBP,0.00948211,1.22189,0,null,0.287083,82
+loco,NK cell,locoL_lora16sat_s26750_K1000,NRGN,0.0093124,1.26615,0.54132,null,0.0530452,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,CD38,0.160286,0.44513,0.367765,2.86516,0.128047,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,HLA-DRA,0.0849064,0.65955,0.433406,18.2755,0.0326839,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,HLA-DRB1,0.170898,0.5371,0.447871,6.12551,0.242946,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,JCHAIN,0.0256187,1.38317,0.636181,77.2967,-0.0134438,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,PRDM1,0.13986,0.567032,0.496728,4.23758,0.284576,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,ALOX5AP,0.76547,0.241138,0.203833,1.28015,0.122224,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,PLAC8,1.4247,0.132023,0.0884216,0.704893,0.0134195,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,ISG15,0.539106,0.702992,0.685853,2.44987,0.522883,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,IFI6,0.454037,0.890614,0.875248,3.01298,0.362057,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,MX1,0.2999,1.02403,1.00258,4.25677,0.368479,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,ITGAX,0.0870485,0.570427,0.437833,4.40048,0.0349804,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,TBX21,0.186066,0.285787,0.189484,1.5118,0.229756,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,FGR,0.247731,0.302128,0.229268,1.95513,0.0821824,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,ZEB2,0.468458,0.288234,0.240608,1.56686,-0.0102307,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,GZMH,1.18818,0.374821,0.358444,1.03271,0.354208,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,GZMB,3.61834,0.260569,0.249794,0.520801,0.452313,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,GZMA,2.91088,0.227805,0.216224,0.386931,0.317095,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,PRF1,3.90023,0.229398,0.219476,0.386251,0.378348,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,NKG7,17.5274,0.273515,0.266087,0.468401,0.342062,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,GNLY,23.7006,0.202378,0.191377,0.504298,0.178546,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,FGFBP2,1.73333,0.304378,0.288751,0.845339,0.48664,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,CX3CR1,0.351545,0.392852,0.361091,1.03378,0.281005,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,CXCR2,0.00561999,1.01806,0,null,0.232691,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,PPBP,0.0103935,1.7804,1.23029,43.6161,0.26265,82
+loco,NK cell,locoL_lora64sat_s59000_K1000,NRGN,0.0101877,1.24184,0.510486,55.511,0.152823,82
+loco,NK cell,locoL_fullsat_s20000_K1000,CD38,0.148288,0.475225,0.389012,2.59095,0.265781,82
+loco,NK cell,locoL_fullsat_s20000_K1000,HLA-DRA,0.15149,0.511974,0.224912,13.1574,0.127339,82
+loco,NK cell,locoL_fullsat_s20000_K1000,HLA-DRB1,0.301923,0.403989,0.302412,5.0449,0.12896,82
+loco,NK cell,locoL_fullsat_s20000_K1000,JCHAIN,0.0700958,0.78161,0,8.98946,-0.178502,82
+loco,NK cell,locoL_fullsat_s20000_K1000,PRDM1,0.151952,0.497933,0.389784,4.67146,0.264062,82
+loco,NK cell,locoL_fullsat_s20000_K1000,ALOX5AP,0.828007,0.262621,0.222729,1.22739,0.200283,82
+loco,NK cell,locoL_fullsat_s20000_K1000,PLAC8,1.314,0.16668,0.128469,0.702209,0.133597,82
+loco,NK cell,locoL_fullsat_s20000_K1000,ISG15,0.545337,0.811342,0.791731,2.9464,0.579176,82
+loco,NK cell,locoL_fullsat_s20000_K1000,IFI6,0.502495,0.985576,0.968281,3.67525,0.309054,82
+loco,NK cell,locoL_fullsat_s20000_K1000,MX1,0.284246,1.20991,1.18994,4.73415,0.397883,82
+loco,NK cell,locoL_fullsat_s20000_K1000,ITGAX,0.121434,0.35256,0.18868,3.10026,-0.0627235,82
+loco,NK cell,locoL_fullsat_s20000_K1000,TBX21,0.173511,0.333203,0.226874,1.81441,0.355515,82
+loco,NK cell,locoL_fullsat_s20000_K1000,FGR,0.334614,0.276612,0.202883,1.53214,0.244849,82
+loco,NK cell,locoL_fullsat_s20000_K1000,ZEB2,0.550398,0.282541,0.227884,1.67027,0.102612,82
+loco,NK cell,locoL_fullsat_s20000_K1000,GZMH,1.56524,0.342219,0.325007,0.997475,0.281376,82
+loco,NK cell,locoL_fullsat_s20000_K1000,GZMB,4.30799,0.275417,0.2634,0.541424,0.379371,82
+loco,NK cell,locoL_fullsat_s20000_K1000,GZMA,3.69775,0.244643,0.2321,0.413012,0.264135,82
+loco,NK cell,locoL_fullsat_s20000_K1000,PRF1,4.36227,0.25035,0.238182,0.512921,0.373431,82
+loco,NK cell,locoL_fullsat_s20000_K1000,NKG7,21.9955,0.27616,0.267123,0.492051,0.348636,82
+loco,NK cell,locoL_fullsat_s20000_K1000,GNLY,29.3653,0.223903,0.209052,0.636255,0.135708,82
+loco,NK cell,locoL_fullsat_s20000_K1000,FGFBP2,1.86992,0.323283,0.303835,1.00955,0.256908,82
+loco,NK cell,locoL_fullsat_s20000_K1000,CX3CR1,0.406833,0.356109,0.314607,0.98796,0.372275,82
+loco,NK cell,locoL_fullsat_s20000_K1000,CXCR2,0.00631155,1.06872,0,null,0.117846,82
+loco,NK cell,locoL_fullsat_s20000_K1000,PPBP,0.0178402,1.20788,0.651398,21.9082,0.170851,82
+loco,NK cell,locoL_fullsat_s20000_K1000,NRGN,0.0130682,0.97386,0.463514,17.9932,0.243614,82
+loco,NK cell,locoL_fullsat_s108500_K1000,CD38,0.178821,0.473006,0.411867,2.12573,0.214092,81
+loco,NK cell,locoL_fullsat_s108500_K1000,HLA-DRA,0.164376,0.698736,0.520309,12.4828,-0.0140132,81
+loco,NK cell,locoL_fullsat_s108500_K1000,HLA-DRB1,0.292655,0.390077,0.291462,4.62671,0.10621,81
+loco,NK cell,locoL_fullsat_s108500_K1000,JCHAIN,0.0968987,0.771357,0.431239,8.35988,0.00508196,81
+loco,NK cell,locoL_fullsat_s108500_K1000,PRDM1,0.192868,0.547456,0.474638,4.48221,0.263292,81
+loco,NK cell,locoL_fullsat_s108500_K1000,ALOX5AP,0.911846,0.31312,0.290531,1.02547,0.226378,81
+loco,NK cell,locoL_fullsat_s108500_K1000,PLAC8,1.32243,0.158575,0.124123,0.611579,0.139512,81
+loco,NK cell,locoL_fullsat_s108500_K1000,ISG15,0.598902,0.718823,0.70172,2.19725,0.482385,81
+loco,NK cell,locoL_fullsat_s108500_K1000,IFI6,0.602713,0.922166,0.910011,2.55013,0.429246,81
+loco,NK cell,locoL_fullsat_s108500_K1000,MX1,0.335159,0.943367,0.921013,4.48728,0.356642,81
+loco,NK cell,locoL_fullsat_s108500_K1000,ITGAX,0.146813,0.422416,0.31857,2.70078,0.104057,81
+loco,NK cell,locoL_fullsat_s108500_K1000,TBX21,0.229449,0.402862,0.348657,1.28702,0.179779,81
+loco,NK cell,locoL_fullsat_s108500_K1000,FGR,0.470722,0.24593,0.191991,1.15096,0.210876,81
+loco,NK cell,locoL_fullsat_s108500_K1000,ZEB2,0.760666,0.291079,0.258845,1.25073,0.161586,81
+loco,NK cell,locoL_fullsat_s108500_K1000,GZMH,1.63869,0.440915,0.428837,0.714792,0.300519,81
+loco,NK cell,locoL_fullsat_s108500_K1000,GZMB,4.4277,0.390037,0.383785,0.432264,0.378636,81
+loco,NK cell,locoL_fullsat_s108500_K1000,GZMA,3.46665,0.328199,0.320992,0.366049,0.302213,81
+loco,NK cell,locoL_fullsat_s108500_K1000,PRF1,4.70423,0.364193,0.358154,0.368675,0.372606,81
+loco,NK cell,locoL_fullsat_s108500_K1000,NKG7,21.9818,0.359289,0.354766,0.345624,0.343586,81
+loco,NK cell,locoL_fullsat_s108500_K1000,GNLY,28.1823,0.309059,0.300969,0.502222,0.109124,81
+loco,NK cell,locoL_fullsat_s108500_K1000,FGFBP2,2.1074,0.43723,0.427606,0.720414,0.400023,81
+loco,NK cell,locoL_fullsat_s108500_K1000,CX3CR1,0.425693,0.443955,0.417736,1.15221,0.425648,81
+loco,NK cell,locoL_fullsat_s108500_K1000,CXCR2,0.00674709,1.16215,0.727803,null,0.141722,81
+loco,NK cell,locoL_fullsat_s108500_K1000,PPBP,0.0188873,1.36426,0.820867,18.4982,0.206654,81
+loco,NK cell,locoL_fullsat_s108500_K1000,NRGN,0.0183647,1.23896,0.925487,12.7844,0.0243564,81
+loco,NK cell,locoL_scratchsat_s50000_K1000,CD38,0.233618,0.410672,0.37015,2.12596,0.257815,82
+loco,NK cell,locoL_scratchsat_s50000_K1000,HLA-DRA,0.126444,0.408209,0.222132,9.3984,-0.0566929,82
+loco,NK cell,locoL_scratchsat_s50000_K1000,HLA-DRB1,0.270766,0.45304,0.401694,5.08698,0.0838802,82
+loco,NK cell,locoL_scratchsat_s50000_K1000,JCHAIN,0.0147616,1.55959,1.37443,12.0721,0.0897187,82
+loco,NK cell,locoL_scratchsat_s50000_K1000,PRDM1,0.277527,0.486097,0.449187,3.78214,0.232324,82
+loco,NK cell,locoL_scratchsat_s50000_K1000,ALOX5AP,1.0888,0.20811,0.185757,0.902214,0.146269,82
+loco,NK cell,locoL_scratchsat_s50000_K1000,PLAC8,1.31558,0.160714,0.138809,0.591885,0.149966,82
+loco,NK cell,locoL_scratchsat_s50000_K1000,ISG15,0.457152,0.866326,0.853031,3.28786,0.456114,82
+loco,NK cell,locoL_scratchsat_s50000_K1000,IFI6,0.470698,1.03276,1.02176,3.98724,0.426861,82
+loco,NK cell,locoL_scratchsat_s50000_K1000,MX1,0.219619,1.29163,1.27468,6.44375,0.241063,82
+loco,NK cell,locoL_scratchsat_s50000_K1000,ITGAX,0.14634,0.264393,0.126979,3.35147,0.0944498,82
+loco,NK cell,locoL_scratchsat_s50000_K1000,TBX21,0.453388,0.275526,0.244836,0.981946,0.276933,82
+loco,NK cell,locoL_scratchsat_s50000_K1000,FGR,0.724697,0.201043,0.170349,0.94817,0.208977,82
+loco,NK cell,locoL_scratchsat_s50000_K1000,ZEB2,0.846827,0.296692,0.277024,1.04445,0.239538,82
+loco,NK cell,locoL_scratchsat_s50000_K1000,GZMH,1.86676,0.358866,0.349045,0.871075,0.367347,82
+loco,NK cell,locoL_scratchsat_s50000_K1000,GZMB,6.43845,0.292191,0.286443,0.466003,0.460215,82
+loco,NK cell,locoL_scratchsat_s50000_K1000,GZMA,4.68645,0.221087,0.213964,0.363553,0.327739,82
+loco,NK cell,locoL_scratchsat_s50000_K1000,PRF1,7.27487,0.26427,0.258878,0.403147,0.331244,82
+loco,NK cell,locoL_scratchsat_s50000_K1000,NKG7,27.7134,0.235318,0.230375,0.389738,0.36753,82
+loco,NK cell,locoL_scratchsat_s50000_K1000,GNLY,38.6634,0.157993,0.15112,0.367232,0.217161,82
+loco,NK cell,locoL_scratchsat_s50000_K1000,FGFBP2,3.04894,0.241254,0.2308,0.643002,0.277304,82
+loco,NK cell,locoL_scratchsat_s50000_K1000,CX3CR1,0.730289,0.389209,0.37532,0.830928,0.359933,82
+loco,NK cell,locoL_scratchsat_s50000_K1000,CXCR2,0.0287869,0.521993,0.270403,5.51046,0.206614,82
+loco,NK cell,locoL_scratchsat_s50000_K1000,PPBP,0.00590773,1.48906,0.622022,null,0.207417,82
+loco,NK cell,locoL_scratchsat_s50000_K1000,NRGN,0.00515475,1.63614,1.04908,null,-0.0392511,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,CD38,0.194305,0.478302,0.432704,2.47903,0.30928,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,HLA-DRA,0.128854,0.468943,0.307234,10.2024,0.0276121,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,HLA-DRB1,0.264513,0.52619,0.473883,5.28571,0.145406,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,JCHAIN,0.0229247,1.39273,1.11549,8.18933,0.00478425,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,PRDM1,0.270168,0.453277,0.411085,3.51957,0.234945,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,ALOX5AP,1.05764,0.207224,0.183041,0.901227,0.0560399,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,PLAC8,1.25104,0.164972,0.141073,0.610124,0.0463972,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,ISG15,0.420256,0.843022,0.827777,3.53563,0.348222,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,IFI6,0.465032,0.947262,0.934964,3.79633,0.276572,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,MX1,0.210862,1.23129,1.21119,6.99918,0.3802,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,ITGAX,0.129713,0.318928,0.191842,4.31666,0.20323,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,TBX21,0.378367,0.259491,0.217829,1.11017,0.199455,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,FGR,0.61382,0.198383,0.158875,1.07907,0.147398,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,ZEB2,0.772015,0.24205,0.215092,1.05568,0.174946,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,GZMH,1.78704,0.331792,0.32002,0.863743,0.37948,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,GZMB,5.54451,0.286883,0.280025,0.50518,0.478216,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,GZMA,4.15172,0.242729,0.235283,0.385671,0.320599,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,PRF1,6.17771,0.255834,0.249544,0.363144,0.375388,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,NKG7,28.1006,0.215823,0.210156,0.36587,0.361174,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,GNLY,36.851,0.161035,0.153532,0.374909,0.229264,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,FGFBP2,2.61153,0.23961,0.227301,0.684378,0.359739,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,CX3CR1,0.605096,0.380949,0.363647,0.826329,0.318749,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,CXCR2,0.0184893,0.617964,0.280391,null,0.175132,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,PPBP,0.00923223,1.35718,0.54728,39.6068,0.0884114,82
+loco,NK cell,locoL_scratchsat_s100000_K1000,NRGN,0.00867118,1.28132,0.637829,null,0.234333,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,CD38,0.216026,0.416918,0.366937,2.35212,0.307278,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,HLA-DRA,0.136535,0.442291,0.267707,10.3973,0.0777749,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,HLA-DRB1,0.266128,0.52928,0.478801,4.95939,0.107139,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,JCHAIN,0.0196832,1.30497,0.951292,14.233,0.0677669,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,PRDM1,0.272498,0.463786,0.419533,3.71949,0.292541,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,ALOX5AP,1.07079,0.194393,0.166044,0.906083,0.103722,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,PLAC8,1.2372,0.135668,0.101266,0.674228,0.0593492,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,ISG15,0.472689,0.818062,0.802874,3.34066,0.420385,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,IFI6,0.496053,0.906752,0.893688,3.42351,0.295066,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,MX1,0.235639,1.13963,1.11819,6.95585,0.272114,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,ITGAX,0.146904,0.299019,0.163755,3.87667,0.041576,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,TBX21,0.413838,0.246177,0.201798,1.0758,0.143916,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,FGR,0.659749,0.191554,0.150856,0.934735,0.343078,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,ZEB2,0.855737,0.205352,0.173183,0.98261,0.194176,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,GZMH,1.98219,0.315739,0.304377,0.73319,0.415679,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,GZMB,6.22247,0.265246,0.258468,0.431587,0.461695,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,GZMA,4.35363,0.23252,0.224965,0.358372,0.390777,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,PRF1,6.75098,0.258279,0.252111,0.36925,0.384552,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,NKG7,26.9237,0.214098,0.209168,0.314171,0.376803,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,GNLY,38.0008,0.161088,0.154665,0.311853,0.238232,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,FGFBP2,2.95266,0.237541,0.226093,0.605048,0.312437,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,CX3CR1,0.655686,0.359546,0.340155,0.869365,0.387068,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,CXCR2,0.0198722,0.68727,0.420303,1.55775,0.181813,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,PPBP,0.00938889,1.39096,0.639299,26.2446,0.198601,82
+loco,NK cell,locoL_scratchsat_s150000_K1000,NRGN,0.00691508,1.16391,0.376959,null,0.0797073,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,CD38,0.213118,0.355001,0.295184,2.39987,0.36796,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,HLA-DRA,0.124584,0.457229,0.28822,10.0203,-0.0236505,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,HLA-DRB1,0.264656,0.562797,0.519334,5.19486,0.149661,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,JCHAIN,0.0222097,1.46453,1.26923,22.316,0.166045,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,PRDM1,0.286095,0.45831,0.416385,3.48843,0.315769,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,ALOX5AP,1.05149,0.200397,0.17329,0.931706,0.106279,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,PLAC8,1.30071,0.155873,0.129722,0.61623,0.0165758,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,ISG15,0.468506,0.787771,0.771536,3.51766,0.41237,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,IFI6,0.4949,0.893741,0.880173,3.72637,0.34756,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,MX1,0.2372,1.12042,1.09937,6.48794,0.340243,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,ITGAX,0.136502,0.342878,0.229584,3.64463,0.068067,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,TBX21,0.411463,0.259495,0.219125,1.03721,0.253808,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,FGR,0.664621,0.188169,0.148759,0.977337,0.281095,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,ZEB2,0.868481,0.202645,0.171485,1.024,0.0745856,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,GZMH,2.04133,0.313791,0.303048,0.691268,0.388165,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,GZMB,6.24962,0.263268,0.256801,0.414396,0.454569,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,GZMA,4.35402,0.221621,0.214034,0.343171,0.405122,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,PRF1,6.69592,0.249202,0.24323,0.356719,0.37702,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,NKG7,26.9819,0.199185,0.194134,0.301928,0.38046,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,GNLY,37.7386,0.149137,0.142547,0.302026,0.231963,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,FGFBP2,2.9054,0.223673,0.211467,0.612222,0.305907,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,CX3CR1,0.646046,0.362419,0.343446,0.94507,0.359304,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,CXCR2,0.0196266,0.658062,0.365291,3.93506,0.267342,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,PPBP,0.0103174,1.49376,0.819683,61.8998,0.157873,82
+loco,NK cell,locoL_scratchsat_s162000_K1000,NRGN,0.00760341,1.31654,0.713528,null,0.142679,82
+loco,NK cell,lora_n5__raw,CD38,0.219797,0.539536,0.379156,2.82539,0.421404,74
+loco,NK cell,lora_n5__raw,HLA-DRA,0.370711,0.838755,0.434181,9.03188,0.115457,74
+loco,NK cell,lora_n5__raw,HLA-DRB1,0.636051,0.662788,0.553663,3.57652,-0.0753077,74
+loco,NK cell,lora_n5__raw,JCHAIN,0.0393267,2.56438,1.6216,27.3333,0.0171075,74
+loco,NK cell,lora_n5__raw,PRDM1,0.20282,0.508025,0.326017,2.19141,0.203026,74
+loco,NK cell,lora_n5__raw,ALOX5AP,0.994848,0.39852,0.343742,1.00815,0.0107814,74
+loco,NK cell,lora_n5__raw,PLAC8,1.80439,0.302949,0.261215,0.517454,0.346724,74
+loco,NK cell,lora_n5__raw,ISG15,0.62108,0.640153,0.572853,2.19895,0.360415,74
+loco,NK cell,lora_n5__raw,IFI6,0.36744,0.680065,0.580964,3.98471,0.443954,74
+loco,NK cell,lora_n5__raw,MX1,0.140414,1.5419,1.4426,6.51309,0.339817,74
+loco,NK cell,lora_n5__raw,ITGAX,0.126051,0.625749,0.350478,3.13859,0.226534,74
+loco,NK cell,lora_n5__raw,TBX21,0.528154,0.509941,0.444804,0.905931,0.391182,74
+loco,NK cell,lora_n5__raw,FGR,0.508257,0.491597,0.416359,1.17107,0.322288,74
+loco,NK cell,lora_n5__raw,ZEB2,0.700911,0.36421,0.273742,1.22477,0.429006,74
+loco,NK cell,lora_n5__raw,GZMH,2.43729,0.539259,0.514828,0.817397,0.185414,74
+loco,NK cell,lora_n5__raw,GZMB,5.63873,0.399498,0.381831,0.431269,-0.0598153,74
+loco,NK cell,lora_n5__raw,GZMA,4.46503,0.414009,0.395592,0.447195,0.187015,74
+loco,NK cell,lora_n5__raw,PRF1,6.22359,0.464311,0.443068,0.485947,0.0940837,74
+loco,NK cell,lora_n5__raw,NKG7,30.1441,0.441506,0.419983,0.581771,0.227042,74
+loco,NK cell,lora_n5__raw,GNLY,18.258,0.344174,0.32623,0.491102,0.11144,74
+loco,NK cell,lora_n5__raw,FGFBP2,2.66582,0.390724,0.360455,0.739447,0.322772,74
+loco,NK cell,lora_n5__raw,CX3CR1,0.715761,0.567511,0.519872,0.964688,0.512692,74
+loco,NK cell,lora_n5__raw,CXCR2,0.0140044,1.53634,0.742268,2.53325,0.188377,74
+loco,NK cell,lora_n5__raw,PPBP,0.0905457,1.69705,1.19309,17.3785,0.159016,74
+loco,NK cell,lora_n5__raw,NRGN,0.0977294,1.57324,1.05121,11.0036,0.14084,74
+loco,NK cell,real_lora__raw,CD38,0.248265,0.535632,0.422565,2.99511,0.290235,79
+loco,NK cell,real_lora__raw,HLA-DRA,0.413522,0.502693,0.185122,9.41362,0.124831,79
+loco,NK cell,real_lora__raw,HLA-DRB1,0.717496,0.31752,0.185997,2.70946,-0.0335084,79
+loco,NK cell,real_lora__raw,JCHAIN,0.0527514,1.89306,1.00301,19.6332,0.284631,79
+loco,NK cell,real_lora__raw,PRDM1,0.22767,0.423448,0.288033,2.12837,0.0599931,79
+loco,NK cell,real_lora__raw,ALOX5AP,1.06951,0.218774,0.151308,0.833149,0.112745,79
+loco,NK cell,real_lora__raw,PLAC8,1.83869,0.223792,0.181152,0.595175,0.343687,79
+loco,NK cell,real_lora__raw,ISG15,0.719834,0.731944,0.699547,2.04266,0.376436,79
+loco,NK cell,real_lora__raw,IFI6,0.407875,0.873956,0.820566,4.30558,0.399408,79
+loco,NK cell,real_lora__raw,MX1,0.165864,2.04972,2.00513,8.24107,0.524345,79
+loco,NK cell,real_lora__raw,ITGAX,0.161199,0.559081,0.377074,3.57404,0.26489,79
+loco,NK cell,real_lora__raw,TBX21,0.617464,0.317687,0.262426,0.672289,0.296798,79
+loco,NK cell,real_lora__raw,FGR,0.61114,0.300458,0.231463,0.876394,0.209588,79
+loco,NK cell,real_lora__raw,ZEB2,0.683306,0.304244,0.239977,1.19266,0.139207,79
+loco,NK cell,real_lora__raw,GZMH,2.81297,0.320207,0.298164,0.665387,0.261222,79
+loco,NK cell,real_lora__raw,GZMB,6.75958,0.226987,0.209562,0.375433,0.155198,79
+loco,NK cell,real_lora__raw,GZMA,4.86911,0.240953,0.222938,0.361243,0.340886,79
+loco,NK cell,real_lora__raw,PRF1,7.29437,0.265095,0.246967,0.482267,0.192722,79
+loco,NK cell,real_lora__raw,NKG7,33.7523,0.266163,0.248803,0.556567,0.233082,79
+loco,NK cell,real_lora__raw,GNLY,20.7839,0.234782,0.218728,0.461471,0.22186,79
+loco,NK cell,real_lora__raw,FGFBP2,3.14996,0.307344,0.287511,0.583331,0.337553,79
+loco,NK cell,real_lora__raw,CX3CR1,0.828074,0.421082,0.383739,0.859534,0.396714,79
+loco,NK cell,real_lora__raw,CXCR2,0.0213471,0.896313,0.401497,-0.808602,0.303893,79
+loco,NK cell,real_lora__raw,PPBP,0.110706,1.00235,0.357352,26.7403,0.229602,79
+loco,NK cell,real_lora__raw,NRGN,0.122521,0.925471,0.313161,21.9652,0.223098,79