diff --git a/.gitattributes b/.gitattributes index 110520fabcd8d39b15402b45be1f6150b9086f30..e8353deb8cd8575dfaa27e0873d417df49f72f4a 100644 --- a/.gitattributes +++ b/.gitattributes @@ -108,3 +108,4 @@ paper-releases/pbisc-diffusion/updates/20261008T121550Z-deck-fig4-rules-no-broad paper-releases/pbisc-diffusion/updates/20261008T121550Z-deck-fig4-rules-no-broadcast/diffusion/dataset/server_1/model8/presentations/2026-09-30--paper-summary--r00/PBISC-Diffusion_paper_summary_20260930.pptx filter=lfs diff=lfs merge=lfs -text paper-releases/pbisc-diffusion/updates/20261008T125804Z-deck-fig2-3-healthy-fig5-rare/diffusion/dataset/server_1/model8/presentations/2026-09-30--paper-summary--r00/PBISC-Diffusion_paper_summary_20260930.pdf filter=lfs diff=lfs merge=lfs -text paper-releases/pbisc-diffusion/updates/20261008T125804Z-deck-fig2-3-healthy-fig5-rare/diffusion/dataset/server_1/model8/presentations/2026-09-30--paper-summary--r00/PBISC-Diffusion_paper_summary_20260930.pptx filter=lfs diff=lfs merge=lfs -text +paper-releases/pbisc-diffusion/updates/20261008T125804Z-deck-fig2-3-healthy-fig5-rare/diffusion/dataset/server_1/model8/plans/rare_states_paired_20261008/out/per_donor.csv filter=lfs diff=lfs merge=lfs -text diff --git a/paper-releases/pbisc-diffusion/updates/20261008T125804Z-deck-fig2-3-healthy-fig5-rare/diffusion/dataset/server_1/model8/plans/rare_states_paired_20261008/README.md b/paper-releases/pbisc-diffusion/updates/20261008T125804Z-deck-fig2-3-healthy-fig5-rare/diffusion/dataset/server_1/model8/plans/rare_states_paired_20261008/README.md new file mode 100644 index 0000000000000000000000000000000000000000..50b258ca2ecd6fa1c0d20d22d18ab7d6e3a33c28 --- /dev/null +++ b/paper-releases/pbisc-diffusion/updates/20261008T125804Z-deck-fig2-3-healthy-fig5-rare/diffusion/dataset/server_1/model8/plans/rare_states_paired_20261008/README.md @@ -0,0 +1,58 @@ +# Rare cell states in the four paired disease cohorts (2026-10-08) + +**User request (2026-10-08, Fig. 5):** show rare-cell fractions and how well rare states are found, on the paired +disease cohorts. +- Main comparison: 5 donors (LoRA-5 vs scSemiProfiler with the same 5 donors as representatives), with zero-shot + shown for reference. +- 5-fold CV is reported separately. +- No new generation. CPU only. + +## Method (`tools/rare_paired.py`) + +- **Cohorts:** Ye 2026 sepsis, Imperial ESKD COVID, Giroux 2022, Ji 2025 ChILI + (`plans/paired_finetune_intradataset_20260927`). +- **5-donor draws** j = 0..4, arms: + - `zs_raw` (`fewshot_n5/zs__raw_all.npz`); + - `zs_cal`, `lora5` (`draw/lora__raw.npz`); + - `scsemi5` (`draw/scsemi5__raw.npz`). +- **5-fold, pooled:** `zs__raw`, `zs__cal`, `real_lora__raw` (`pooled/`), `scsemi__raw` (`pooled_scsemi_cv_20261002/`). +- **NPZ handling:** + - NPZs are read on server_1, or streamed from spark-0110 (`ssh -n`). + - Each sha256 must equal the receipt. + - The benchmark's Poisson read-out (whole NPZ, seed 20260916) is reproduced cell by cell against the recorded + `umi_scoring_genes`, so the benchmark's own frozen scANVI labels apply. +- **States:** the 15 literature marker rules of `plans/rare_states_screen_20261004/tools/states.json`. + - A marker rule is ≥ k marker genes detected in a parent type; a label rule uses AIFI L2. + - The negative control (platelet signal in monocytes) is left out of the figures. +- **Depth:** for marker states, observed parent cells are binomially thinned (seed 20261004) to the generated parent + median library on the measured panel genes. There is one constant per unit, arm and state. +- **Metrics** per unit, arm and state: + - pooled generated % and observed % within the parent; + - generated / observed ratio; + - Spearman over donors; + - detection AUROC (top vs bottom half of observed %); + - case-vs-control difference of donor means, observed vs generated, with its sign. +- **Runner:** `tools/run_all.sh` runs 96 extractions and the analysis in one bounded user scope (MemoryMax 24G, 4 + threads). Finished extractions are skipped. + - Fix of 2026-10-08: a remote `ssh` inside the job loop read the job list from stdin. The loop now reads on fd 3 and + `ssh -n` is used, and the run was resumed. All 97 jobs finished, 0 failures. + +**Outputs:** `out/summary.csv`, `out/contrasts.csv`, `out/per_donor.csv` (1,440 unit × arm × state rows). +`work///.npz` holds marker counts per labelled cell, with a receipt (NPZ sha, host, reproduction). + +## Results + +Deck: `tools/fig5_rare_states.py`, Fig. 5a–c. There are 56 state × cohort pairs with ≥ 30 observed state cells in +≥ 3 donors. A state a method never generates counts as that method's miss. + +| | 5 donors (main) | 5-fold (separate) | +|---|---|---| +| LoRA closer to the observed fraction than scSemiProfiler | 51/56 | — | +| within 2-fold of observed: LoRA / scSemiProfiler | 19 / 5 | 25 / 9 | +| better donor ranking (Spearman) than scSemiProfiler | 43/56 | 38/56 | +| median Spearman: LoRA / scSemiProfiler | 0.24 / 0.18 | 0.32 / 0.24 | +| disease direction kept (states × draws): LoRA / scSemiProfiler / zero-shot | 73% / 61% / 66% | — | + +**Caveat, stated on the slides:** +- Zero-shot, real bulk, is closer than LoRA-5 on some fractions; the counts are in the 5a notes. +- Most states are generated below their observed fraction (log2 ratio < 0). diff --git a/paper-releases/pbisc-diffusion/updates/20261008T125804Z-deck-fig2-3-healthy-fig5-rare/diffusion/dataset/server_1/model8/plans/rare_states_paired_20261008/out/contrasts.csv b/paper-releases/pbisc-diffusion/updates/20261008T125804Z-deck-fig2-3-healthy-fig5-rare/diffusion/dataset/server_1/model8/plans/rare_states_paired_20261008/out/contrasts.csv new file mode 100644 index 0000000000000000000000000000000000000000..b51f3134f68daf64c3d21fdc0c2a346dac07de54 --- /dev/null +++ b/paper-releases/pbisc-diffusion/updates/20261008T125804Z-deck-fig2-3-healthy-fig5-rare/diffusion/dataset/server_1/model8/plans/rare_states_paired_20261008/out/contrasts.csv @@ -0,0 +1,1441 @@ +dataset,design,unit,arm,state,n_case,n_ctrl,obs_diff,gen_diff,same_direction +ye2026_sepsis,fewpair,draw0,zs_raw,C1Q-high monocyte (reference),57,20,5.840227273463339,-0.07754095405344288,False +ye2026_sepsis,fewpair,draw0,zs_raw,Cycling T/NK,57,20,-0.2192300347842795,0.2945082931870015,False +ye2026_sepsis,fewpair,draw0,zs_raw,Cycling activated T (CD38/HLA-DR),57,20,-0.46314431924008104,0.27388167550054343,False +ye2026_sepsis,fewpair,draw0,zs_raw,Proliferating T (label),57,20,-0.8068493104743564,2.042858349899359,False +ye2026_sepsis,fewpair,draw0,zs_raw,Plasmablast (label),57,20,0.20048218615412527,0.573216374269006,True +ye2026_sepsis,fewpair,draw0,zs_raw,Plasmablast (markers),57,20,-0.1699791593326747,0.5955555555555556,False +ye2026_sepsis,fewpair,draw0,zs_raw,MS1 monocyte (IL1R2+),57,20,6.619113634537037,0.5575147233960698,True +ye2026_sepsis,fewpair,draw0,zs_raw,Cycling monocyte (Ye 2026),57,20,1.9929668500011253,0.16543984892943692,True +ye2026_sepsis,fewpair,draw0,zs_raw,ISG-high monocyte (positive control),57,20,1.5195560205501017,6.850853050273395,True +ye2026_sepsis,fewpair,draw0,zs_raw,ISG-high T,57,20,-2.341217487625328,-0.8909213770423341,True +ye2026_sepsis,fewpair,draw0,zs_raw,DN2 / ABC B,57,20,0.4838076405963134,0.7172851703226235,True +ye2026_sepsis,fewpair,draw0,zs_raw,HSPC,57,20,0.030882650270616985,0.004970760233918126,True +ye2026_sepsis,fewpair,draw0,zs_raw,Cytotoxic CD4 T,57,20,-0.8708292047418147,0.23893342333830914,False +ye2026_sepsis,fewpair,draw0,zs_raw,Granulocyte-like (LDG),57,20,0.5768252969445471,0.12502923976608185,True +ye2026_sepsis,fewpair,draw0,zs_raw,Platelet signal in monocytes (negative control),57,20,2.5072629789625633,0.8264784086886461,True +ye2026_sepsis,fewpair,draw0,zs_cal,C1Q-high monocyte (reference),57,20,6.3418393323118,0.17486861748989022,True +ye2026_sepsis,fewpair,draw0,zs_cal,Cycling T/NK,57,20,-0.5409387235123124,0.623023140752386,False +ye2026_sepsis,fewpair,draw0,zs_cal,Cycling activated T (CD38/HLA-DR),57,20,-1.089201166179631,0.5907930462523278,False +ye2026_sepsis,fewpair,draw0,zs_cal,Proliferating T (label),57,20,-0.8068493104743564,0.8601707413564259,False +ye2026_sepsis,fewpair,draw0,zs_cal,Plasmablast (label),57,20,0.20048218615412527,0.9432748538011697,True +ye2026_sepsis,fewpair,draw0,zs_cal,Plasmablast (markers),57,20,-0.07365506197791927,1.0809941520467836,False +ye2026_sepsis,fewpair,draw0,zs_cal,MS1 monocyte (IL1R2+),57,20,8.767825045664338,3.874220226899426,True +ye2026_sepsis,fewpair,draw0,zs_cal,Cycling monocyte (Ye 2026),57,20,2.8675939929924175,0.43787498182778617,True +ye2026_sepsis,fewpair,draw0,zs_cal,ISG-high monocyte (positive control),57,20,1.588241737662461,4.8010776472700005,True +ye2026_sepsis,fewpair,draw0,zs_cal,ISG-high T,57,20,-2.620094897707833,0.016593878572967125,False +ye2026_sepsis,fewpair,draw0,zs_cal,DN2 / ABC B,57,20,0.11703934225630519,0.7810703901657979,True +ye2026_sepsis,fewpair,draw0,zs_cal,HSPC,57,20,0.0316926765998017,0.5128070175438595,True +ye2026_sepsis,fewpair,draw0,zs_cal,Cytotoxic CD4 T,57,20,-1.0351900116613837,0.7112772019599691,False +ye2026_sepsis,fewpair,draw0,zs_cal,Granulocyte-like (LDG),57,20,0.7533296978373851,0.030292397660818714,True +ye2026_sepsis,fewpair,draw0,zs_cal,Platelet signal in monocytes (negative control),57,20,2.0985773300646233,3.295343414657528,True +ye2026_sepsis,fewpair,draw0,scsemi5,C1Q-high monocyte (reference),57,20,6.398555462965438,0.9015296477921528,True +ye2026_sepsis,fewpair,draw0,scsemi5,Cycling T/NK,57,20,-0.5409387235123124,0.01203549389979424,False +ye2026_sepsis,fewpair,draw0,scsemi5,Cycling activated T (CD38/HLA-DR),57,20,-1.089201166179631,0.013420749761557622,False +ye2026_sepsis,fewpair,draw0,scsemi5,Proliferating T (label),57,20,-0.8068493104743564,0.1507865021922055,False +ye2026_sepsis,fewpair,draw0,scsemi5,Plasmablast (label),57,20,0.20048218615412527,0.17561403508771928,True +ye2026_sepsis,fewpair,draw0,scsemi5,Plasmablast (markers),57,20,-0.07365506197791927,0.20140350877192975,False +ye2026_sepsis,fewpair,draw0,scsemi5,MS1 monocyte (IL1R2+),57,20,8.841632024375292,0.3449855720243894,True +ye2026_sepsis,fewpair,draw0,scsemi5,Cycling monocyte (Ye 2026),57,20,2.749738182770197,0.0,False +ye2026_sepsis,fewpair,draw0,scsemi5,ISG-high monocyte (positive control),57,20,1.4199764374457278,-0.2765964738702764,False +ye2026_sepsis,fewpair,draw0,scsemi5,ISG-high T,57,20,-2.620094897707833,0.00945503391438221,False +ye2026_sepsis,fewpair,draw0,scsemi5,DN2 / ABC B,57,20,0.11703934225630519,0.0,False +ye2026_sepsis,fewpair,draw0,scsemi5,HSPC,57,20,0.0316926765998017,0.0,False +ye2026_sepsis,fewpair,draw0,scsemi5,Cytotoxic CD4 T,57,20,-0.9509259701884114,-2.92743957585332,True +ye2026_sepsis,fewpair,draw0,scsemi5,Granulocyte-like (LDG),57,20,0.7533296978373851,0.0011695906432748538,True +ye2026_sepsis,fewpair,draw0,scsemi5,Platelet signal in monocytes (negative control),57,20,2.1448501573697687,0.8207390758669755,True +ye2026_sepsis,fewpair,draw0,lora5,C1Q-high monocyte (reference),57,20,6.2979884650079505,0.3578104991600652,True +ye2026_sepsis,fewpair,draw0,lora5,Cycling T/NK,57,20,-0.5409387235123124,0.18555201765614482,False +ye2026_sepsis,fewpair,draw0,lora5,Cycling activated T (CD38/HLA-DR),57,20,-1.089201166179631,0.18327516929922794,False +ye2026_sepsis,fewpair,draw0,lora5,Proliferating T (label),57,20,-0.8068493104743564,0.18751790703559812,False +ye2026_sepsis,fewpair,draw0,lora5,Plasmablast (label),57,20,0.20048218615412527,0.6134502923976609,True +ye2026_sepsis,fewpair,draw0,lora5,Plasmablast (markers),57,20,-0.11077521966348503,0.6730409356725147,False +ye2026_sepsis,fewpair,draw0,lora5,MS1 monocyte (IL1R2+),57,20,8.450889740210194,15.457240113259989,True +ye2026_sepsis,fewpair,draw0,lora5,Cycling monocyte (Ye 2026),57,20,2.6737874073832177,0.23379196181788967,True +ye2026_sepsis,fewpair,draw0,lora5,ISG-high monocyte (positive control),57,20,1.6020838244728353,1.7995323651303003,True +ye2026_sepsis,fewpair,draw0,lora5,ISG-high T,57,20,-2.620094897707833,-1.2510393029819262,True +ye2026_sepsis,fewpair,draw0,lora5,DN2 / ABC B,57,20,0.11820409017358013,-0.20889479876286698,False +ye2026_sepsis,fewpair,draw0,lora5,HSPC,57,20,0.029636465626571948,0.024385964912280705,True +ye2026_sepsis,fewpair,draw0,lora5,Cytotoxic CD4 T,57,20,-1.016038716364354,-0.3764943387272819,True +ye2026_sepsis,fewpair,draw0,lora5,Granulocyte-like (LDG),57,20,0.7573435719259884,0.0037426900584795336,True +ye2026_sepsis,fewpair,draw0,lora5,Platelet signal in monocytes (negative control),57,20,2.427963292248398,1.8345995696746944,True +ye2026_sepsis,fewpair,draw1,zs_raw,C1Q-high monocyte (reference),57,20,6.572786711786877,-0.03464031976568879,False +ye2026_sepsis,fewpair,draw1,zs_raw,Cycling T/NK,57,20,-0.12536088518426847,0.2961110379467361,False +ye2026_sepsis,fewpair,draw1,zs_raw,Cycling activated T (CD38/HLA-DR),57,20,-0.48032561297747667,0.2596677445194042,False +ye2026_sepsis,fewpair,draw1,zs_raw,Proliferating T (label),57,20,-0.7151467320655656,2.1925649937120975,False +ye2026_sepsis,fewpair,draw1,zs_raw,Plasmablast (label),57,20,0.29423320537984,0.6585964912280702,True +ye2026_sepsis,fewpair,draw1,zs_raw,Plasmablast (markers),57,20,-0.025366819461928092,0.6660818713450294,False +ye2026_sepsis,fewpair,draw1,zs_raw,MS1 monocyte (IL1R2+),57,20,8.049065865515823,0.6427586774169811,True +ye2026_sepsis,fewpair,draw1,zs_raw,Cycling monocyte (Ye 2026),57,20,2.2729854855501217,0.18915377114891163,True +ye2026_sepsis,fewpair,draw1,zs_raw,ISG-high monocyte (positive control),57,20,2.5738196166542266,6.926247737350302,True +ye2026_sepsis,fewpair,draw1,zs_raw,ISG-high T,57,20,-1.9266982791595881,-0.7449754561789317,True +ye2026_sepsis,fewpair,draw1,zs_raw,DN2 / ABC B,57,20,0.3428800862616499,0.6310027729862746,True +ye2026_sepsis,fewpair,draw1,zs_raw,HSPC,57,20,0.029166015170447757,0.010818713450292394,True +ye2026_sepsis,fewpair,draw1,zs_raw,Cytotoxic CD4 T,57,20,-1.0040670539252872,0.24814259108412617,False +ye2026_sepsis,fewpair,draw1,zs_raw,Granulocyte-like (LDG),57,20,0.5400136382675961,0.11853801169590641,True +ye2026_sepsis,fewpair,draw1,zs_raw,Platelet signal in monocytes (negative control),57,20,2.023450053955017,0.8600002234880126,True +ye2026_sepsis,fewpair,draw1,zs_cal,C1Q-high monocyte (reference),57,20,7.045715335057385,0.11490922971597972,True +ye2026_sepsis,fewpair,draw1,zs_cal,Cycling T/NK,57,20,-0.3990589294152176,1.1888959315657477,False +ye2026_sepsis,fewpair,draw1,zs_cal,Cycling activated T (CD38/HLA-DR),57,20,-0.979924354798746,1.414078941898743,False +ye2026_sepsis,fewpair,draw1,zs_cal,Proliferating T (label),57,20,-0.7151467320655656,2.493873657449614,False +ye2026_sepsis,fewpair,draw1,zs_cal,Plasmablast (label),57,20,0.29423320537984,1.3878947368421053,True +ye2026_sepsis,fewpair,draw1,zs_cal,Plasmablast (markers),57,20,0.06685995824267454,1.7154970760233916,True +ye2026_sepsis,fewpair,draw1,zs_cal,MS1 monocyte (IL1R2+),57,20,10.689409180885747,6.561988186215716,True +ye2026_sepsis,fewpair,draw1,zs_cal,Cycling monocyte (Ye 2026),57,20,3.146527857207513,1.070649915213711,True +ye2026_sepsis,fewpair,draw1,zs_cal,ISG-high monocyte (positive control),57,20,1.3481349804713236,7.074710344322193,True +ye2026_sepsis,fewpair,draw1,zs_cal,ISG-high T,57,20,-2.1428027895690795,-0.43100682889302533,True +ye2026_sepsis,fewpair,draw1,zs_cal,DN2 / ABC B,57,20,-0.10443706902123218,0.5786346645406073,False +ye2026_sepsis,fewpair,draw1,zs_cal,HSPC,57,20,0.02467089497234147,1.1092397660818714,True +ye2026_sepsis,fewpair,draw1,zs_cal,Cytotoxic CD4 T,57,20,-1.2648609338109613,2.282285087375927,False +ye2026_sepsis,fewpair,draw1,zs_cal,Granulocyte-like (LDG),57,20,0.637314827512995,0.11157894736842104,True +ye2026_sepsis,fewpair,draw1,zs_cal,Platelet signal in monocytes (negative control),57,20,1.899820961445501,2.0539124243219016,True +ye2026_sepsis,fewpair,draw1,scsemi5,C1Q-high monocyte (reference),57,20,7.199136413278517,1.468053900260047,True +ye2026_sepsis,fewpair,draw1,scsemi5,Cycling T/NK,57,20,-0.44215163303472904,0.03269018584378361,False +ye2026_sepsis,fewpair,draw1,scsemi5,Cycling activated T (CD38/HLA-DR),57,20,-1.0543992692948243,-0.023325206424530356,True +ye2026_sepsis,fewpair,draw1,scsemi5,Proliferating T (label),57,20,-0.7151467320655656,0.16751784124576807,False +ye2026_sepsis,fewpair,draw1,scsemi5,Plasmablast (label),57,20,0.29423320537984,0.09058479532163743,True +ye2026_sepsis,fewpair,draw1,scsemi5,Plasmablast (markers),57,20,0.08538838454410946,0.2583625730994151,True +ye2026_sepsis,fewpair,draw1,scsemi5,MS1 monocyte (IL1R2+),57,20,11.162624274558194,0.005362984463325055,True +ye2026_sepsis,fewpair,draw1,scsemi5,Cycling monocyte (Ye 2026),57,20,2.999237656041297,0.025442020541490966,True +ye2026_sepsis,fewpair,draw1,scsemi5,ISG-high monocyte (positive control),57,20,1.6397809555900658,-1.4893870613468687,False +ye2026_sepsis,fewpair,draw1,scsemi5,ISG-high T,57,20,-2.072365588584206,-0.05238638213056028,True +ye2026_sepsis,fewpair,draw1,scsemi5,DN2 / ABC B,57,20,-0.10443706902123218,0.0,False +ye2026_sepsis,fewpair,draw1,scsemi5,HSPC,57,20,0.023480323078011317,0.0011695906432748538,True +ye2026_sepsis,fewpair,draw1,scsemi5,Cytotoxic CD4 T,57,20,-1.249829486239344,1.9215515967001524,False +ye2026_sepsis,fewpair,draw1,scsemi5,Granulocyte-like (LDG),57,20,0.6540443436560124,0.03614035087719299,True +ye2026_sepsis,fewpair,draw1,scsemi5,Platelet signal in monocytes (negative control),57,20,1.8884228047223868,20.012875039992693,True +ye2026_sepsis,fewpair,draw1,lora5,C1Q-high monocyte (reference),57,20,7.233655467227903,0.7496697214172743,True +ye2026_sepsis,fewpair,draw1,lora5,Cycling T/NK,57,20,-0.43856477497402513,0.3540132935713332,False +ye2026_sepsis,fewpair,draw1,lora5,Cycling activated T (CD38/HLA-DR),57,20,-1.0240309751717833,0.4913394993114799,False +ye2026_sepsis,fewpair,draw1,lora5,Proliferating T (label),57,20,-0.7151467320655656,1.9568289387751454,False +ye2026_sepsis,fewpair,draw1,lora5,Plasmablast (label),57,20,0.29423320537984,0.3011695906432749,True +ye2026_sepsis,fewpair,draw1,lora5,Plasmablast (markers),57,20,0.042118987319032186,0.32005847953216365,True +ye2026_sepsis,fewpair,draw1,lora5,MS1 monocyte (IL1R2+),57,20,11.50099987265974,0.4790902793912868,True +ye2026_sepsis,fewpair,draw1,lora5,Cycling monocyte (Ye 2026),57,20,3.367120243450125,0.40769858311255186,True +ye2026_sepsis,fewpair,draw1,lora5,ISG-high monocyte (positive control),57,20,0.9290597973202566,1.7078475162159554,True +ye2026_sepsis,fewpair,draw1,lora5,ISG-high T,57,20,-2.1083886000198904,-1.4954887553540142,True +ye2026_sepsis,fewpair,draw1,lora5,DN2 / ABC B,57,20,-0.09329488921000983,1.6137752286835585,False +ye2026_sepsis,fewpair,draw1,lora5,HSPC,57,20,0.023013328529781885,0.17263157894736847,True +ye2026_sepsis,fewpair,draw1,lora5,Cytotoxic CD4 T,57,20,-1.2648609338109613,0.839508051685641,False +ye2026_sepsis,fewpair,draw1,lora5,Granulocyte-like (LDG),57,20,0.6519860164940465,0.11801169590643273,True +ye2026_sepsis,fewpair,draw1,lora5,Platelet signal in monocytes (negative control),57,20,1.5748027898692953,9.851631766141386,True +ye2026_sepsis,fewpair,draw2,zs_raw,C1Q-high monocyte (reference),57,20,5.925731086550485,-0.053243100940087454,False +ye2026_sepsis,fewpair,draw2,zs_raw,Cycling T/NK,57,20,-0.013251749362955811,0.2934023670042121,False +ye2026_sepsis,fewpair,draw2,zs_raw,Cycling activated T (CD38/HLA-DR),57,20,-0.24872074198350558,0.25753953314870087,False +ye2026_sepsis,fewpair,draw2,zs_raw,Proliferating T (label),57,20,-0.7104887786576093,2.1200693353024547,False +ye2026_sepsis,fewpair,draw2,zs_raw,Plasmablast (label),57,20,0.3210754892940664,0.6585964912280704,True +ye2026_sepsis,fewpair,draw2,zs_raw,Plasmablast (markers),57,20,-0.007274622155492683,0.6809356725146198,False +ye2026_sepsis,fewpair,draw2,zs_raw,MS1 monocyte (IL1R2+),57,20,8.446044003069506,0.6782016665583757,True +ye2026_sepsis,fewpair,draw2,zs_raw,Cycling monocyte (Ye 2026),57,20,2.21245712130159,0.1888783356871184,True +ye2026_sepsis,fewpair,draw2,zs_raw,ISG-high monocyte (positive control),57,20,3.453647642146903,8.616081447313597,True +ye2026_sepsis,fewpair,draw2,zs_raw,ISG-high T,57,20,-1.7077626689043073,-0.5434212255314472,True +ye2026_sepsis,fewpair,draw2,zs_raw,DN2 / ABC B,57,20,-0.053129012466615055,0.6121370291609223,False +ye2026_sepsis,fewpair,draw2,zs_raw,HSPC,57,20,0.026871214059528983,0.013976608187134504,True +ye2026_sepsis,fewpair,draw2,zs_raw,Cytotoxic CD4 T,57,20,-1.057343758571824,0.2485647859679463,False +ye2026_sepsis,fewpair,draw2,zs_raw,Granulocyte-like (LDG),57,20,0.5336267556072838,0.11935672514619877,True +ye2026_sepsis,fewpair,draw2,zs_raw,Platelet signal in monocytes (negative control),57,20,2.2820541863349533,0.9094899656538966,True +ye2026_sepsis,fewpair,draw2,zs_cal,C1Q-high monocyte (reference),57,20,6.466966090158774,0.07831350226252987,True +ye2026_sepsis,fewpair,draw2,zs_cal,Cycling T/NK,57,20,-0.26256656283433544,0.6282241773132189,False +ye2026_sepsis,fewpair,draw2,zs_cal,Cycling activated T (CD38/HLA-DR),57,20,-0.8515405431034639,0.6832152380626371,False +ye2026_sepsis,fewpair,draw2,zs_cal,Proliferating T (label),57,20,-0.7104887786576093,1.1707142869581262,False +ye2026_sepsis,fewpair,draw2,zs_cal,Plasmablast (label),57,20,0.3210754892940664,1.2647368421052634,True +ye2026_sepsis,fewpair,draw2,zs_cal,Plasmablast (markers),57,20,0.1040484212731565,1.5214619883040936,True +ye2026_sepsis,fewpair,draw2,zs_cal,MS1 monocyte (IL1R2+),57,20,10.929834564743558,4.710720259655024,True +ye2026_sepsis,fewpair,draw2,zs_cal,Cycling monocyte (Ye 2026),57,20,2.8730752215598243,0.5499889376434709,True +ye2026_sepsis,fewpair,draw2,zs_cal,ISG-high monocyte (positive control),57,20,4.3497174376997485,7.262227118008946,True +ye2026_sepsis,fewpair,draw2,zs_cal,ISG-high T,57,20,-1.1604621556004568,-0.10199663421993588,True +ye2026_sepsis,fewpair,draw2,zs_cal,DN2 / ABC B,57,20,-0.16780121817839522,0.5361976392672481,False +ye2026_sepsis,fewpair,draw2,zs_cal,HSPC,57,20,0.025926405022007895,0.7161403508771931,True +ye2026_sepsis,fewpair,draw2,zs_cal,Cytotoxic CD4 T,57,20,-1.3399752396621054,1.0169116635957134,False +ye2026_sepsis,fewpair,draw2,zs_cal,Granulocyte-like (LDG),57,20,0.6728895906368724,0.05005847953216375,True +ye2026_sepsis,fewpair,draw2,zs_cal,Platelet signal in monocytes (negative control),57,20,2.254339038134349,2.263164144863963,True +ye2026_sepsis,fewpair,draw2,scsemi5,C1Q-high monocyte (reference),57,20,6.43915963039996,0.44031734380258425,True +ye2026_sepsis,fewpair,draw2,scsemi5,Cycling T/NK,57,20,-0.26256656283433544,-0.006049651306587467,True +ye2026_sepsis,fewpair,draw2,scsemi5,Cycling activated T (CD38/HLA-DR),57,20,-0.8515405431034639,-0.04882311196017834,True +ye2026_sepsis,fewpair,draw2,scsemi5,Proliferating T (label),57,20,-0.7104887786576093,0.18993291372425525,False +ye2026_sepsis,fewpair,draw2,scsemi5,Plasmablast (label),57,20,0.3210754892940664,0.11789473684210525,True +ye2026_sepsis,fewpair,draw2,scsemi5,Plasmablast (markers),57,20,0.11527396473653706,0.14672514619883037,True +ye2026_sepsis,fewpair,draw2,scsemi5,MS1 monocyte (IL1R2+),57,20,11.156708542746989,0.053315691158156917,True +ye2026_sepsis,fewpair,draw2,scsemi5,Cycling monocyte (Ye 2026),57,20,2.9739713677067026,0.0,False +ye2026_sepsis,fewpair,draw2,scsemi5,ISG-high monocyte (positive control),57,20,4.415545919021612,-0.703125,False +ye2026_sepsis,fewpair,draw2,scsemi5,ISG-high T,57,20,-1.1604621556004568,-1.2461059190031152,True +ye2026_sepsis,fewpair,draw2,scsemi5,DN2 / ABC B,57,20,-0.16780121817839522,0.0,False +ye2026_sepsis,fewpair,draw2,scsemi5,HSPC,57,20,0.025926405022007895,0.0011695906432748538,True +ye2026_sepsis,fewpair,draw2,scsemi5,Cytotoxic CD4 T,57,20,-1.3057259280075093,0.3599056681721655,False +ye2026_sepsis,fewpair,draw2,scsemi5,Granulocyte-like (LDG),57,20,0.6668082648090898,0.0035087719298245615,True +ye2026_sepsis,fewpair,draw2,scsemi5,Platelet signal in monocytes (negative control),57,20,2.092076170857924,-0.6955457087661276,False +ye2026_sepsis,fewpair,draw2,lora5,C1Q-high monocyte (reference),57,20,6.565114429605302,-0.07173479492599844,False +ye2026_sepsis,fewpair,draw2,lora5,Cycling T/NK,57,20,-0.26256656283433544,0.3530843826562571,False +ye2026_sepsis,fewpair,draw2,lora5,Cycling activated T (CD38/HLA-DR),57,20,-0.8441082561858035,0.38359100201599305,False +ye2026_sepsis,fewpair,draw2,lora5,Proliferating T (label),57,20,-0.7104887786576093,0.37568301060071163,False +ye2026_sepsis,fewpair,draw2,lora5,Plasmablast (label),57,20,0.3210754892940664,0.1053216374269006,True +ye2026_sepsis,fewpair,draw2,lora5,Plasmablast (markers),57,20,0.06092444592216495,0.09719298245614039,True +ye2026_sepsis,fewpair,draw2,lora5,MS1 monocyte (IL1R2+),57,20,11.33053024950009,0.8215042500623301,True +ye2026_sepsis,fewpair,draw2,lora5,Cycling monocyte (Ye 2026),57,20,3.366743109359656,0.25565856516942653,True +ye2026_sepsis,fewpair,draw2,lora5,ISG-high monocyte (positive control),57,20,4.58686498233422,1.1989158458440636,True +ye2026_sepsis,fewpair,draw2,lora5,ISG-high T,57,20,-1.1417541975020606,-0.6012298787997874,True +ye2026_sepsis,fewpair,draw2,lora5,DN2 / ABC B,57,20,0.002201404403892937,0.002421807051883107,True +ye2026_sepsis,fewpair,draw2,lora5,HSPC,57,20,0.02693589322122185,0.029707602339181294,True +ye2026_sepsis,fewpair,draw2,lora5,Cytotoxic CD4 T,57,20,-1.296047245795925,-0.8020697902559075,True +ye2026_sepsis,fewpair,draw2,lora5,Granulocyte-like (LDG),57,20,0.6829339187644909,-0.008888888888888877,False +ye2026_sepsis,fewpair,draw2,lora5,Platelet signal in monocytes (negative control),57,20,2.0079189596748765,0.15810129628875647,True +ye2026_sepsis,fewpair,draw3,zs_raw,C1Q-high monocyte (reference),57,20,6.560346207650852,-0.08417971973600583,False +ye2026_sepsis,fewpair,draw3,zs_raw,Cycling T/NK,57,20,-0.09867694874482236,0.27021228880371784,False +ye2026_sepsis,fewpair,draw3,zs_raw,Cycling activated T (CD38/HLA-DR),57,20,-0.3509349023733741,0.2435267507551463,False +ye2026_sepsis,fewpair,draw3,zs_raw,Proliferating T (label),57,20,-0.6357565029751211,1.9600067056458153,False +ye2026_sepsis,fewpair,draw3,zs_raw,Plasmablast (label),57,20,0.31883539882528145,0.6609356725146199,True +ye2026_sepsis,fewpair,draw3,zs_raw,Plasmablast (markers),57,20,0.02092139055589337,0.7126315789473684,True +ye2026_sepsis,fewpair,draw3,zs_raw,MS1 monocyte (IL1R2+),57,20,8.110602599024993,0.6583284689555442,True +ye2026_sepsis,fewpair,draw3,zs_raw,Cycling monocyte (Ye 2026),57,20,2.2923731257729267,0.18274963744860764,True +ye2026_sepsis,fewpair,draw3,zs_raw,ISG-high monocyte (positive control),57,20,0.9998034055015523,7.195248834073013,True +ye2026_sepsis,fewpair,draw3,zs_raw,ISG-high T,57,20,-1.819339947907672,-0.7036193073371155,True +ye2026_sepsis,fewpair,draw3,zs_raw,DN2 / ABC B,57,20,0.2705388024206248,0.5109997087900506,True +ye2026_sepsis,fewpair,draw3,zs_raw,HSPC,57,20,0.02621972160944852,0.011988304093567256,True +ye2026_sepsis,fewpair,draw3,zs_raw,Cytotoxic CD4 T,57,20,-1.1767795379278447,0.31905197106245897,False +ye2026_sepsis,fewpair,draw3,zs_raw,Granulocyte-like (LDG),57,20,0.5691360283249106,0.1135087719298245,True +ye2026_sepsis,fewpair,draw3,zs_raw,Platelet signal in monocytes (negative control),57,20,1.8616503564263098,0.8772971883201741,True +ye2026_sepsis,fewpair,draw3,zs_cal,C1Q-high monocyte (reference),57,20,6.9451682765182134,0.35328780895483236,True +ye2026_sepsis,fewpair,draw3,zs_cal,Cycling T/NK,57,20,-0.3515489369032594,0.905325653468458,False +ye2026_sepsis,fewpair,draw3,zs_cal,Cycling activated T (CD38/HLA-DR),57,20,-0.9296781808157584,1.0040114131628384,False +ye2026_sepsis,fewpair,draw3,zs_cal,Proliferating T (label),57,20,-0.6357565029751211,1.681661739822085,False +ye2026_sepsis,fewpair,draw3,zs_cal,Plasmablast (label),57,20,0.31883539882528145,1.3733333333333335,True +ye2026_sepsis,fewpair,draw3,zs_cal,Plasmablast (markers),57,20,0.16342270282168414,1.717719298245614,True +ye2026_sepsis,fewpair,draw3,zs_cal,MS1 monocyte (IL1R2+),57,20,10.464036707948301,4.600472189996381,True +ye2026_sepsis,fewpair,draw3,zs_cal,Cycling monocyte (Ye 2026),57,20,2.8900961992708303,0.796082806887435,True +ye2026_sepsis,fewpair,draw3,zs_cal,ISG-high monocyte (positive control),57,20,0.4620148792501322,6.260140095285507,True +ye2026_sepsis,fewpair,draw3,zs_cal,ISG-high T,57,20,-2.0423390369755023,-0.6494106188729707,True +ye2026_sepsis,fewpair,draw3,zs_cal,DN2 / ABC B,57,20,-0.10715951498755327,0.3491647575882193,False +ye2026_sepsis,fewpair,draw3,zs_cal,HSPC,57,20,0.02651348650417129,0.7171929824561403,True +ye2026_sepsis,fewpair,draw3,zs_cal,Cytotoxic CD4 T,57,20,-1.311169838653135,1.335194922110567,False +ye2026_sepsis,fewpair,draw3,zs_cal,Granulocyte-like (LDG),57,20,0.5764435655707159,0.037192982456140354,True +ye2026_sepsis,fewpair,draw3,zs_cal,Platelet signal in monocytes (negative control),57,20,1.5344302283132834,1.7536103330507506,True +ye2026_sepsis,fewpair,draw3,scsemi5,C1Q-high monocyte (reference),57,20,6.417589943359667,1.372766728575192,True +ye2026_sepsis,fewpair,draw3,scsemi5,Cycling T/NK,57,20,-0.2606423705807219,-0.131326034719299,True +ye2026_sepsis,fewpair,draw3,scsemi5,Cycling activated T (CD38/HLA-DR),57,20,-0.6290754091590895,-0.19226396269154414,True +ye2026_sepsis,fewpair,draw3,scsemi5,Proliferating T (label),57,20,-0.6357565029751211,0.08959330324951376,False +ye2026_sepsis,fewpair,draw3,scsemi5,Plasmablast (label),57,20,0.31883539882528145,0.09964912280701754,True +ye2026_sepsis,fewpair,draw3,scsemi5,Plasmablast (markers),57,20,-0.01988330255245563,0.19456140350877216,False +ye2026_sepsis,fewpair,draw3,scsemi5,MS1 monocyte (IL1R2+),57,20,8.941526498648933,0.3720238095238095,True +ye2026_sepsis,fewpair,draw3,scsemi5,Cycling monocyte (Ye 2026),57,20,2.460231899600312,0.005942090687551939,True +ye2026_sepsis,fewpair,draw3,scsemi5,ISG-high monocyte (positive control),57,20,1.7949549426333657,-1.5395032102506943,False +ye2026_sepsis,fewpair,draw3,scsemi5,ISG-high T,57,20,-2.092491964198899,-0.15496465334464102,True +ye2026_sepsis,fewpair,draw3,scsemi5,DN2 / ABC B,57,20,-0.06728452154068698,-0.7311574509524147,True +ye2026_sepsis,fewpair,draw3,scsemi5,HSPC,57,20,0.02746386480650373,-0.006666666666666666,False +ye2026_sepsis,fewpair,draw3,scsemi5,Cytotoxic CD4 T,57,20,-1.1226037255714054,0.4178253060866892,False +ye2026_sepsis,fewpair,draw3,scsemi5,Granulocyte-like (LDG),57,20,0.5655960795052741,0.00017543859649122836,True +ye2026_sepsis,fewpair,draw3,scsemi5,Platelet signal in monocytes (negative control),57,20,2.2436162733810665,15.864897921733782,True +ye2026_sepsis,fewpair,draw3,lora5,C1Q-high monocyte (reference),57,20,6.835081161971147,-0.023921740572896644,False +ye2026_sepsis,fewpair,draw3,lora5,Cycling T/NK,57,20,-0.2475096962114407,0.13453495564300244,False +ye2026_sepsis,fewpair,draw3,lora5,Cycling activated T (CD38/HLA-DR),57,20,-0.6561848521230156,0.1327186485298229,False +ye2026_sepsis,fewpair,draw3,lora5,Proliferating T (label),57,20,-0.6357565029751211,0.1406206214360599,False +ye2026_sepsis,fewpair,draw3,lora5,Plasmablast (label),57,20,0.31883539882528145,0.22807017543859642,True +ye2026_sepsis,fewpair,draw3,lora5,Plasmablast (markers),57,20,-0.0518103560196681,0.18350877192982462,False +ye2026_sepsis,fewpair,draw3,lora5,MS1 monocyte (IL1R2+),57,20,9.966200335053959,2.3036846463879037,True +ye2026_sepsis,fewpair,draw3,lora5,Cycling monocyte (Ye 2026),57,20,2.730280428920161,0.2034648020110634,True +ye2026_sepsis,fewpair,draw3,lora5,ISG-high monocyte (positive control),57,20,1.9874150241688273,3.9248273784610177,True +ye2026_sepsis,fewpair,draw3,lora5,ISG-high T,57,20,-2.1392619243562496,-1.2345400742646746,True +ye2026_sepsis,fewpair,draw3,lora5,DN2 / ABC B,57,20,-0.06350297535712901,-0.622510943129674,True +ye2026_sepsis,fewpair,draw3,lora5,HSPC,57,20,0.02664102844444552,0.04999999999999996,True +ye2026_sepsis,fewpair,draw3,lora5,Cytotoxic CD4 T,57,20,-1.1755638965459085,0.26939848091879326,False +ye2026_sepsis,fewpair,draw3,lora5,Granulocyte-like (LDG),57,20,0.5655821959927714,0.01345029239766081,True +ye2026_sepsis,fewpair,draw3,lora5,Platelet signal in monocytes (negative control),57,20,1.8705958990740985,0.4589957353402063,True +ye2026_sepsis,fewpair,draw4,zs_raw,C1Q-high monocyte (reference),57,20,6.272027395749024,-0.059185115514599956,False +ye2026_sepsis,fewpair,draw4,zs_raw,Cycling T/NK,57,20,-0.14463597262794747,0.3110968013885253,False +ye2026_sepsis,fewpair,draw4,zs_raw,Cycling activated T (CD38/HLA-DR),57,20,-0.39575123407097657,0.2765582270607971,False +ye2026_sepsis,fewpair,draw4,zs_raw,Proliferating T (label),57,20,-0.7029062259393808,1.9622414110056043,False +ye2026_sepsis,fewpair,draw4,zs_raw,Plasmablast (label),57,20,0.2577771215051672,0.6430409356725146,True +ye2026_sepsis,fewpair,draw4,zs_raw,Plasmablast (markers),57,20,-0.10405058833871106,0.6823976608187134,False +ye2026_sepsis,fewpair,draw4,zs_raw,MS1 monocyte (IL1R2+),57,20,7.77732567111924,0.6163725870758315,True +ye2026_sepsis,fewpair,draw4,zs_raw,Cycling monocyte (Ye 2026),57,20,2.2442372656262792,0.18198939861176813,True +ye2026_sepsis,fewpair,draw4,zs_raw,ISG-high monocyte (positive control),57,20,2.25768482392669,6.573644718055299,True +ye2026_sepsis,fewpair,draw4,zs_raw,ISG-high T,57,20,-2.191279951748553,-1.1860766359187147,True +ye2026_sepsis,fewpair,draw4,zs_raw,DN2 / ABC B,57,20,-0.08957099491100928,0.6561013933706934,False +ye2026_sepsis,fewpair,draw4,zs_raw,HSPC,57,20,0.025334005578399876,0.010818713450292394,True +ye2026_sepsis,fewpair,draw4,zs_raw,Cytotoxic CD4 T,57,20,-1.1499637468397523,0.24292179600074448,False +ye2026_sepsis,fewpair,draw4,zs_raw,Granulocyte-like (LDG),57,20,0.6031899761841446,0.10029239766081866,True +ye2026_sepsis,fewpair,draw4,zs_raw,Platelet signal in monocytes (negative control),57,20,2.025730290899391,0.9134211276220439,True +ye2026_sepsis,fewpair,draw4,zs_cal,C1Q-high monocyte (reference),57,20,6.707614812132829,-0.04586937668877378,False +ye2026_sepsis,fewpair,draw4,zs_cal,Cycling T/NK,57,20,-0.4299871382119802,0.632558305929352,False +ye2026_sepsis,fewpair,draw4,zs_cal,Cycling activated T (CD38/HLA-DR),57,20,-1.015181449320027,0.6459964049147855,False +ye2026_sepsis,fewpair,draw4,zs_cal,Proliferating T (label),57,20,-0.7029062259393808,1.063815236135432,False +ye2026_sepsis,fewpair,draw4,zs_cal,Plasmablast (label),57,20,0.2577771215051672,0.7438596491228071,True +ye2026_sepsis,fewpair,draw4,zs_cal,Plasmablast (markers),57,20,-0.0065287616531444215,0.8614619883040934,False +ye2026_sepsis,fewpair,draw4,zs_cal,MS1 monocyte (IL1R2+),57,20,10.035216455334222,3.2068964761889247,True +ye2026_sepsis,fewpair,draw4,zs_cal,Cycling monocyte (Ye 2026),57,20,3.1194601302454106,0.33514027881824665,True +ye2026_sepsis,fewpair,draw4,zs_cal,ISG-high monocyte (positive control),57,20,1.5862327190271817,4.226246733441159,True +ye2026_sepsis,fewpair,draw4,zs_cal,ISG-high T,57,20,-2.489019576219443,-0.821361579706875,True +ye2026_sepsis,fewpair,draw4,zs_cal,DN2 / ABC B,57,20,-0.7056897683437189,0.14889814892984332,False +ye2026_sepsis,fewpair,draw4,zs_cal,HSPC,57,20,0.020513690815268493,0.44321637426900584,True +ye2026_sepsis,fewpair,draw4,zs_cal,Cytotoxic CD4 T,57,20,-1.303637884184533,0.2615681679095445,False +ye2026_sepsis,fewpair,draw4,zs_cal,Granulocyte-like (LDG),57,20,0.7256931638408535,0.0384795321637427,True +ye2026_sepsis,fewpair,draw4,zs_cal,Platelet signal in monocytes (negative control),57,20,1.724636381766409,1.102603243635695,True +ye2026_sepsis,fewpair,draw4,scsemi5,C1Q-high monocyte (reference),57,20,6.627588300081575,2.1452253447288996,True +ye2026_sepsis,fewpair,draw4,scsemi5,Cycling T/NK,57,20,-0.40780402159635765,0.00531094889137225,False +ye2026_sepsis,fewpair,draw4,scsemi5,Cycling activated T (CD38/HLA-DR),57,20,-0.8868670743664935,0.032136216781937656,False +ye2026_sepsis,fewpair,draw4,scsemi5,Proliferating T (label),57,20,-0.7029062259393808,0.3089666158185125,False +ye2026_sepsis,fewpair,draw4,scsemi5,Plasmablast (label),57,20,0.2577771215051672,0.31824561403508766,True +ye2026_sepsis,fewpair,draw4,scsemi5,Plasmablast (markers),57,20,-0.07063873542586663,0.4184210526315789,False +ye2026_sepsis,fewpair,draw4,scsemi5,MS1 monocyte (IL1R2+),57,20,9.297677609031032,0.3352969973746376,True +ye2026_sepsis,fewpair,draw4,scsemi5,Cycling monocyte (Ye 2026),57,20,2.756153702999059,0.031342326224478315,True +ye2026_sepsis,fewpair,draw4,scsemi5,ISG-high monocyte (positive control),57,20,1.1324852068320261,-0.8053312369007541,False +ye2026_sepsis,fewpair,draw4,scsemi5,ISG-high T,57,20,-2.5008711096418828,-0.2347230455222865,True +ye2026_sepsis,fewpair,draw4,scsemi5,DN2 / ABC B,57,20,-0.39492554556173687,-0.22222222222222224,True +ye2026_sepsis,fewpair,draw4,scsemi5,HSPC,57,20,0.021550580602588923,0.0011695906432748538,True +ye2026_sepsis,fewpair,draw4,scsemi5,Cytotoxic CD4 T,57,20,-1.141108227192942,1.3352546445905034,False +ye2026_sepsis,fewpair,draw4,scsemi5,Granulocyte-like (LDG),57,20,0.71067226323754,0.0,False +ye2026_sepsis,fewpair,draw4,scsemi5,Platelet signal in monocytes (negative control),57,20,1.5525237783606656,10.483131490918822,True +ye2026_sepsis,fewpair,draw4,lora5,C1Q-high monocyte (reference),57,20,6.582681498485374,2.839516047474201,True +ye2026_sepsis,fewpair,draw4,lora5,Cycling T/NK,57,20,-0.3342454730790536,0.17163057569449405,False +ye2026_sepsis,fewpair,draw4,lora5,Cycling activated T (CD38/HLA-DR),57,20,-0.8510106191304636,0.17233310648927846,False +ye2026_sepsis,fewpair,draw4,lora5,Proliferating T (label),57,20,-0.7029062259393808,0.13302521452832272,False +ye2026_sepsis,fewpair,draw4,lora5,Plasmablast (label),57,20,0.2577771215051672,0.6400584795321638,True +ye2026_sepsis,fewpair,draw4,lora5,Plasmablast (markers),57,20,-0.13682380523635906,0.7360233918128654,False +ye2026_sepsis,fewpair,draw4,lora5,MS1 monocyte (IL1R2+),57,20,9.874901127553324,0.8043196074637666,True +ye2026_sepsis,fewpair,draw4,lora5,Cycling monocyte (Ye 2026),57,20,2.7902835083591233,0.13530376135576624,True +ye2026_sepsis,fewpair,draw4,lora5,ISG-high monocyte (positive control),57,20,1.5678282417961995,-1.0373428194695045,False +ye2026_sepsis,fewpair,draw4,lora5,ISG-high T,57,20,-2.4804719060007288,-1.7515367059059095,True +ye2026_sepsis,fewpair,draw4,lora5,DN2 / ABC B,57,20,-0.10044310345037566,-0.07677503309963862,True +ye2026_sepsis,fewpair,draw4,lora5,HSPC,57,20,0.0222910475873552,0.012690058479532085,True +ye2026_sepsis,fewpair,draw4,lora5,Cytotoxic CD4 T,57,20,-1.1925922040424242,0.08434586964947188,False +ye2026_sepsis,fewpair,draw4,lora5,Granulocyte-like (LDG),57,20,0.6848399968931782,-0.02818713450292401,False +ye2026_sepsis,fewpair,draw4,lora5,Platelet signal in monocytes (negative control),57,20,2.0468668391921074,5.077767498105431,True +ye2026_sepsis,fivefold,fivefold,zs__raw,C1Q-high monocyte (reference),61,21,6.310170648854031,0.008135428419190932,True +ye2026_sepsis,fivefold,fivefold,zs__raw,Cycling T/NK,61,21,-0.11542733215290646,0.29992236643301473,False +ye2026_sepsis,fivefold,fivefold,zs__raw,Cycling activated T (CD38/HLA-DR),61,21,-0.3429087691271677,0.376300861034089,False +ye2026_sepsis,fivefold,fivefold,zs__raw,Proliferating T (label),61,21,-0.6231075450308581,2.5207346383512412,False +ye2026_sepsis,fivefold,fivefold,zs__raw,Plasmablast (label),61,21,0.2860250987194062,0.5830861306271143,True +ye2026_sepsis,fivefold,fivefold,zs__raw,Plasmablast (markers),61,21,-0.032737258067329744,0.6566744730679157,False +ye2026_sepsis,fivefold,fivefold,zs__raw,MS1 monocyte (IL1R2+),61,21,7.650416099514203,0.7218397726243367,True +ye2026_sepsis,fivefold,fivefold,zs__raw,Cycling monocyte (Ye 2026),61,21,2.060181717093977,0.13636151965258375,True +ye2026_sepsis,fivefold,fivefold,zs__raw,ISG-high monocyte (positive control),61,21,3.1191126831067386,7.386232006248433,True +ye2026_sepsis,fivefold,fivefold,zs__raw,ISG-high T,61,21,-1.7725507931420594,-0.39201205414083695,True +ye2026_sepsis,fivefold,fivefold,zs__raw,DN2 / ABC B,61,21,0.24755290208141956,0.7665568386142994,True +ye2026_sepsis,fivefold,fivefold,zs__raw,HSPC,61,21,0.027413505509119057,0.018943533697632076,True +ye2026_sepsis,fivefold,fivefold,zs__raw,Cytotoxic CD4 T,61,21,-0.9069710237335016,0.14850974918981996,False +ye2026_sepsis,fivefold,fivefold,zs__raw,Granulocyte-like (LDG),61,21,0.5528549054116588,0.06062971636742123,True +ye2026_sepsis,fivefold,fivefold,zs__raw,Platelet signal in monocytes (negative control),61,21,2.356010051811901,1.004294795048811,True +ye2026_sepsis,fivefold,fivefold,zs__cal,C1Q-high monocyte (reference),61,21,6.737576994765302,0.30763427778615127,True +ye2026_sepsis,fivefold,fivefold,zs__cal,Cycling T/NK,61,21,-0.3599271049988968,0.5033717702121011,False +ye2026_sepsis,fivefold,fivefold,zs__cal,Cycling activated T (CD38/HLA-DR),61,21,-0.8989484281540294,0.541205015532037,False +ye2026_sepsis,fivefold,fivefold,zs__cal,Proliferating T (label),61,21,-0.6231075450308581,1.0170379193890127,False +ye2026_sepsis,fivefold,fivefold,zs__cal,Plasmablast (label),61,21,0.2860250987194062,1.0838927920895134,True +ye2026_sepsis,fivefold,fivefold,zs__cal,Plasmablast (markers),61,21,0.10610796342674522,1.22367941712204,True +ye2026_sepsis,fivefold,fivefold,zs__cal,MS1 monocyte (IL1R2+),61,21,10.293138297922383,4.743490959021749,True +ye2026_sepsis,fivefold,fivefold,zs__cal,Cycling monocyte (Ye 2026),61,21,2.8014592357825254,0.4008728514550748,True +ye2026_sepsis,fivefold,fivefold,zs__cal,ISG-high monocyte (positive control),61,21,2.502159486042876,5.3676382659028405,True +ye2026_sepsis,fivefold,fivefold,zs__cal,ISG-high T,61,21,-1.6601374199111767,-0.5629536996110791,True +ye2026_sepsis,fivefold,fivefold,zs__cal,DN2 / ABC B,61,21,-0.13427856315908215,0.29425672164560746,False +ye2026_sepsis,fivefold,fivefold,zs__cal,HSPC,61,21,0.02867455561657281,0.5537861046057768,True +ye2026_sepsis,fivefold,fivefold,zs__cal,Cytotoxic CD4 T,61,21,-1.2151816660409027,1.2603332159942506,False +ye2026_sepsis,fivefold,fivefold,zs__cal,Granulocyte-like (LDG),61,21,0.70810009598067,0.04902419984387197,True +ye2026_sepsis,fivefold,fivefold,zs__cal,Platelet signal in monocytes (negative control),61,21,2.3495338976765545,1.9265079567032832,True +ye2026_sepsis,fivefold,fivefold,scsemi__raw,C1Q-high monocyte (reference),61,21,6.702655318002553,3.5735335884905326,True +ye2026_sepsis,fivefold,fivefold,scsemi__raw,Cycling T/NK,61,21,-0.36677933802225593,-0.40609571934644734,True +ye2026_sepsis,fivefold,fivefold,scsemi__raw,Cycling activated T (CD38/HLA-DR),61,21,-0.8890375716018799,-0.4429367843044225,True +ye2026_sepsis,fivefold,fivefold,scsemi__raw,Proliferating T (label),61,21,-0.6231075450308581,-0.24625223892498516,True +ye2026_sepsis,fivefold,fivefold,scsemi__raw,Plasmablast (label),61,21,0.2860250987194062,0.07478532396565174,True +ye2026_sepsis,fivefold,fivefold,scsemi__raw,Plasmablast (markers),61,21,0.10163153190395846,0.9706479313036698,True +ye2026_sepsis,fivefold,fivefold,scsemi__raw,MS1 monocyte (IL1R2+),61,21,10.060541196202093,0.9036232163309948,True +ye2026_sepsis,fivefold,fivefold,scsemi__raw,Cycling monocyte (Ye 2026),61,21,2.7598750072577736,0.04657875661952417,True +ye2026_sepsis,fivefold,fivefold,scsemi__raw,ISG-high monocyte (positive control),61,21,2.704556412164269,-1.3277104548109586,False +ye2026_sepsis,fivefold,fivefold,scsemi__raw,ISG-high T,61,21,-1.6534126797504305,0.03621887902527676,False +ye2026_sepsis,fivefold,fivefold,scsemi__raw,DN2 / ABC B,61,21,-0.13427856315908215,-0.013482144026365914,True +ye2026_sepsis,fivefold,fivefold,scsemi__raw,HSPC,61,21,0.028261733357196575,0.003278688524590164,True +ye2026_sepsis,fivefold,fivefold,scsemi__raw,Cytotoxic CD4 T,61,21,-1.1056813502879177,-1.751219355165237,True +ye2026_sepsis,fivefold,fivefold,scsemi__raw,Granulocyte-like (LDG),61,21,0.7012300784341825,0.200104085349987,True +ye2026_sepsis,fivefold,fivefold,scsemi__raw,Platelet signal in monocytes (negative control),61,21,2.1059850893923695,6.256303252230933,True +ye2026_sepsis,fivefold,fivefold,real_lora__raw,C1Q-high monocyte (reference),61,21,6.797538768240396,2.045950686918774,True +ye2026_sepsis,fivefold,fivefold,real_lora__raw,Cycling T/NK,61,21,-0.36677933802225593,0.2169322745927053,False +ye2026_sepsis,fivefold,fivefold,real_lora__raw,Cycling activated T (CD38/HLA-DR),61,21,-0.8985311127393665,0.3414133319354045,False +ye2026_sepsis,fivefold,fivefold,real_lora__raw,Proliferating T (label),61,21,-0.6231075450308581,0.4086819299135487,False +ye2026_sepsis,fivefold,fivefold,real_lora__raw,Plasmablast (label),61,21,0.2860250987194062,1.0278948737965128,True +ye2026_sepsis,fivefold,fivefold,real_lora__raw,Plasmablast (markers),61,21,0.06083165588260009,1.1340619307832427,True +ye2026_sepsis,fivefold,fivefold,real_lora__raw,MS1 monocyte (IL1R2+),61,21,10.851803550919266,8.690131973256314,True +ye2026_sepsis,fivefold,fivefold,real_lora__raw,Cycling monocyte (Ye 2026),61,21,3.045538248681292,0.4800436563812076,True +ye2026_sepsis,fivefold,fivefold,real_lora__raw,ISG-high monocyte (positive control),61,21,2.082673823126573,0.730004518504094,True +ye2026_sepsis,fivefold,fivefold,real_lora__raw,ISG-high T,61,21,-1.6460848935113064,-0.9245094868619215,True +ye2026_sepsis,fivefold,fivefold,real_lora__raw,DN2 / ABC B,61,21,-0.007785930010587805,-0.7289263004658109,True +ye2026_sepsis,fivefold,fivefold,real_lora__raw,HSPC,61,21,0.02820153104553702,-0.031485818371064254,False +ye2026_sepsis,fivefold,fivefold,real_lora__raw,Cytotoxic CD4 T,61,21,-1.2151816660409027,-1.1935770471374652,True +ye2026_sepsis,fivefold,fivefold,real_lora__raw,Granulocyte-like (LDG),61,21,0.7070084947391413,0.12459016393442622,True +ye2026_sepsis,fivefold,fivefold,real_lora__raw,Platelet signal in monocytes (negative control),61,21,1.691174964143098,2.21148919810517,True +imperial_eskd,fewpair,draw0,zs_raw,C1Q-high monocyte (reference),102,31,3.5783181820317878,-0.027329410229167905,False +imperial_eskd,fewpair,draw0,zs_raw,Cycling T/NK,102,31,0.14325874095887323,0.48761330083381166,True +imperial_eskd,fewpair,draw0,zs_raw,Cycling activated T (CD38/HLA-DR),102,31,0.17122101317222638,0.49346999422680743,True +imperial_eskd,fewpair,draw0,zs_raw,Proliferating T (label),102,31,1.0001101429007746,3.2155089181970284,True +imperial_eskd,fewpair,draw0,zs_raw,Plasmablast (label),102,31,1.1802397620479108,0.18985873919460255,True +imperial_eskd,fewpair,draw0,zs_raw,Plasmablast (markers),102,31,1.5546764973614886,0.16295593506219708,True +imperial_eskd,fewpair,draw0,zs_raw,MS1 monocyte (IL1R2+),102,31,4.424990985359018,0.5196350287268336,True +imperial_eskd,fewpair,draw0,zs_raw,Cycling monocyte (Ye 2026),102,31,1.1590352290112331,0.1163204396867008,True +imperial_eskd,fewpair,draw0,zs_raw,ISG-high monocyte (positive control),102,31,42.7537335481527,28.03766660519105,True +imperial_eskd,fewpair,draw0,zs_raw,ISG-high T,102,31,16.498604327630552,7.400706504953582,True +imperial_eskd,fewpair,draw0,zs_raw,DN2 / ABC B,102,31,0.5864740701655728,0.8986637756839144,True +imperial_eskd,fewpair,draw0,zs_raw,HSPC,102,31,0.09114093485517336,0.04522454142947499,True +imperial_eskd,fewpair,draw0,zs_raw,Cytotoxic CD4 T,102,31,0.7332900341137436,-0.7028030879427911,False +imperial_eskd,fewpair,draw0,zs_raw,Granulocyte-like (LDG),102,31,-0.05842109418667718,0.06306135357368764,False +imperial_eskd,fewpair,draw0,zs_raw,Platelet signal in monocytes (negative control),102,31,0.9775354558768621,0.40751922749769065,True +imperial_eskd,fewpair,draw0,zs_cal,C1Q-high monocyte (reference),102,31,3.5664094237047212,0.337715032510981,True +imperial_eskd,fewpair,draw0,zs_cal,Cycling T/NK,102,31,0.1755007255071528,0.8551877389210264,True +imperial_eskd,fewpair,draw0,zs_cal,Cycling activated T (CD38/HLA-DR),102,31,0.23816750306076062,0.8759628948869121,True +imperial_eskd,fewpair,draw0,zs_cal,Proliferating T (label),102,31,1.0001101429007746,1.5486602395623827,True +imperial_eskd,fewpair,draw0,zs_cal,Plasmablast (label),102,31,1.1802397620479108,0.4045751633986929,True +imperial_eskd,fewpair,draw0,zs_cal,Plasmablast (markers),102,31,1.575863349943852,0.5115327851570738,True +imperial_eskd,fewpair,draw0,zs_cal,MS1 monocyte (IL1R2+),102,31,4.691952136778592,4.096022026168728,True +imperial_eskd,fewpair,draw0,zs_cal,Cycling monocyte (Ye 2026),102,31,1.3251531950647195,0.22993799110055985,True +imperial_eskd,fewpair,draw0,zs_cal,ISG-high monocyte (positive control),102,31,43.15192439889921,34.06305918330564,True +imperial_eskd,fewpair,draw0,zs_cal,ISG-high T,102,31,19.02914770785292,12.90865118039997,True +imperial_eskd,fewpair,draw0,zs_cal,DN2 / ABC B,102,31,0.5864740701655728,0.10723997174913125,True +imperial_eskd,fewpair,draw0,zs_cal,HSPC,102,31,0.08911432168528273,0.1533628505165507,True +imperial_eskd,fewpair,draw0,zs_cal,Cytotoxic CD4 T,102,31,0.870830833939686,-1.9431762240333148,False +imperial_eskd,fewpair,draw0,zs_cal,Granulocyte-like (LDG),102,31,-0.056526674150846445,0.04364326375711573,False +imperial_eskd,fewpair,draw0,zs_cal,Platelet signal in monocytes (negative control),102,31,1.1617145039207588,1.5638716354811082,True +imperial_eskd,fewpair,draw0,scsemi5,C1Q-high monocyte (reference),102,31,3.5622615896563903,0.7427725280016351,True +imperial_eskd,fewpair,draw0,scsemi5,Cycling T/NK,102,31,0.17449242277320387,0.03304929230049284,True +imperial_eskd,fewpair,draw0,scsemi5,Cycling activated T (CD38/HLA-DR),102,31,0.20063415148204056,0.017186566111731184,True +imperial_eskd,fewpair,draw0,scsemi5,Proliferating T (label),102,31,1.0001101429007746,0.15657198282775092,True +imperial_eskd,fewpair,draw0,scsemi5,Plasmablast (label),102,31,1.1802397620479108,0.05306767868437695,True +imperial_eskd,fewpair,draw0,scsemi5,Plasmablast (markers),102,31,1.5588614103899499,0.09200927682901117,True +imperial_eskd,fewpair,draw0,scsemi5,MS1 monocyte (IL1R2+),102,31,3.961936586470657,0.0,False +imperial_eskd,fewpair,draw0,scsemi5,Cycling monocyte (Ye 2026),102,31,1.3058363634544576,0.0035842293906810036,True +imperial_eskd,fewpair,draw0,scsemi5,ISG-high monocyte (positive control),102,31,41.504441358616795,28.053259217765795,True +imperial_eskd,fewpair,draw0,scsemi5,ISG-high T,102,31,17.27879577040253,3.211044482914066,True +imperial_eskd,fewpair,draw0,scsemi5,DN2 / ABC B,102,31,0.5822102903616262,0.058268921603729214,True +imperial_eskd,fewpair,draw0,scsemi5,HSPC,102,31,0.08695366860043033,0.0058823529411764705,True +imperial_eskd,fewpair,draw0,scsemi5,Cytotoxic CD4 T,102,31,0.45731620803625805,2.7809680077835868,True +imperial_eskd,fewpair,draw0,scsemi5,Granulocyte-like (LDG),102,31,-0.05039327489915424,0.001581277672359267,False +imperial_eskd,fewpair,draw0,scsemi5,Platelet signal in monocytes (negative control),102,31,0.8451437617405402,1.7511882677868562,True +imperial_eskd,fewpair,draw0,lora5,C1Q-high monocyte (reference),102,31,3.476841510853876,-0.40081247101233153,False +imperial_eskd,fewpair,draw0,lora5,Cycling T/NK,102,31,0.1605238389523955,0.05204048902603506,True +imperial_eskd,fewpair,draw0,lora5,Cycling activated T (CD38/HLA-DR),102,31,0.19923161870233752,0.03924313196645152,True +imperial_eskd,fewpair,draw0,lora5,Proliferating T (label),102,31,1.0001101429007746,1.3444663018254206,True +imperial_eskd,fewpair,draw0,lora5,Plasmablast (label),102,31,1.1802397620479108,0.2077166350411133,True +imperial_eskd,fewpair,draw0,lora5,Plasmablast (markers),102,31,1.5389181240968608,0.22074636306135353,True +imperial_eskd,fewpair,draw0,lora5,MS1 monocyte (IL1R2+),102,31,3.762690658700513,0.16994474207395652,True +imperial_eskd,fewpair,draw0,lora5,Cycling monocyte (Ye 2026),102,31,0.7279477698362282,0.08413843589583837,True +imperial_eskd,fewpair,draw0,lora5,ISG-high monocyte (positive control),102,31,40.527240155225456,33.74034737382419,True +imperial_eskd,fewpair,draw0,lora5,ISG-high T,102,31,16.23219485865762,11.28391928687287,True +imperial_eskd,fewpair,draw0,lora5,DN2 / ABC B,102,31,0.5864740701655728,0.30860546223478547,True +imperial_eskd,fewpair,draw0,lora5,HSPC,102,31,0.08058528292717583,-0.06164874551971328,False +imperial_eskd,fewpair,draw0,lora5,Cytotoxic CD4 T,102,31,0.23814100219822887,1.9198202252919812,True +imperial_eskd,fewpair,draw0,lora5,Granulocyte-like (LDG),102,31,-0.06268674282992592,0.006240775880244574,False +imperial_eskd,fewpair,draw0,lora5,Platelet signal in monocytes (negative control),102,31,0.7025566050604302,1.420452277574353,True +imperial_eskd,fewpair,draw1,zs_raw,C1Q-high monocyte (reference),102,32,3.647055202218837,-0.0021170730440410734,False +imperial_eskd,fewpair,draw1,zs_raw,Cycling T/NK,102,32,0.17286342600182153,0.4914830774833603,True +imperial_eskd,fewpair,draw1,zs_raw,Cycling activated T (CD38/HLA-DR),102,32,0.27441535142431583,0.47688419796053483,True +imperial_eskd,fewpair,draw1,zs_raw,Proliferating T (label),102,32,0.8467931336058396,2.851904526734175,True +imperial_eskd,fewpair,draw1,zs_raw,Plasmablast (label),102,32,0.930213945393652,0.1727124183006536,True +imperial_eskd,fewpair,draw1,zs_raw,Plasmablast (markers),102,32,1.3421242717075699,0.15808823529411775,True +imperial_eskd,fewpair,draw1,zs_raw,MS1 monocyte (IL1R2+),102,32,3.653044450926398,0.5161073398776858,True +imperial_eskd,fewpair,draw1,zs_raw,Cycling monocyte (Ye 2026),102,32,0.8869655907368923,0.09143592568570519,True +imperial_eskd,fewpair,draw1,zs_raw,ISG-high monocyte (positive control),102,32,37.520485873323764,25.13090904260086,True +imperial_eskd,fewpair,draw1,zs_raw,ISG-high T,102,32,14.99635693338158,6.642881356690057,True +imperial_eskd,fewpair,draw1,zs_raw,DN2 / ABC B,102,32,0.8114545499561823,0.8965373687144096,True +imperial_eskd,fewpair,draw1,zs_raw,HSPC,102,32,0.051425269159468545,0.04162581699346405,True +imperial_eskd,fewpair,draw1,zs_raw,Cytotoxic CD4 T,102,32,1.5155260007610956,-0.7438163660974622,False +imperial_eskd,fewpair,draw1,zs_raw,Granulocyte-like (LDG),102,32,-0.01311939308684873,0.07977941176470604,False +imperial_eskd,fewpair,draw1,zs_raw,Platelet signal in monocytes (negative control),102,32,1.197837209120793,0.4425882721076482,True +imperial_eskd,fewpair,draw1,zs_cal,C1Q-high monocyte (reference),102,32,3.6752961077657442,0.4391229127096503,True +imperial_eskd,fewpair,draw1,zs_cal,Cycling T/NK,102,32,0.1883858300957681,0.9018987792980426,True +imperial_eskd,fewpair,draw1,zs_cal,Cycling activated T (CD38/HLA-DR),102,32,0.283195707355997,0.8823113014061974,True +imperial_eskd,fewpair,draw1,zs_cal,Proliferating T (label),102,32,0.8467931336058396,1.6211579732533021,True +imperial_eskd,fewpair,draw1,zs_cal,Plasmablast (label),102,32,0.930213945393652,0.4324754901960786,True +imperial_eskd,fewpair,draw1,zs_cal,Plasmablast (markers),102,32,1.3517596569193455,0.5245915032679738,True +imperial_eskd,fewpair,draw1,zs_cal,MS1 monocyte (IL1R2+),102,32,3.847179004707506,2.8418675013767443,True +imperial_eskd,fewpair,draw1,zs_cal,Cycling monocyte (Ye 2026),102,32,0.8875827317858689,0.3204036397295894,True +imperial_eskd,fewpair,draw1,zs_cal,ISG-high monocyte (positive control),102,32,37.87145487627872,28.713000508736265,True +imperial_eskd,fewpair,draw1,zs_cal,ISG-high T,102,32,16.932805635256898,10.1932246673521,True +imperial_eskd,fewpair,draw1,zs_cal,DN2 / ABC B,102,32,0.8114545499561823,-0.027236990077367462,False +imperial_eskd,fewpair,draw1,zs_cal,HSPC,102,32,0.05385589442509171,0.17573529411764705,True +imperial_eskd,fewpair,draw1,zs_cal,Cytotoxic CD4 T,102,32,1.4786987392799351,-0.7818906109385901,False +imperial_eskd,fewpair,draw1,zs_cal,Granulocyte-like (LDG),102,32,-0.010211119725381357,0.02193627450980392,False +imperial_eskd,fewpair,draw1,zs_cal,Platelet signal in monocytes (negative control),102,32,1.3056068958726441,1.3758777287176154,True +imperial_eskd,fewpair,draw1,scsemi5,C1Q-high monocyte (reference),102,32,3.6339772711051705,0.1769815430996874,True +imperial_eskd,fewpair,draw1,scsemi5,Cycling T/NK,102,32,0.1883858300957681,0.008554193125953471,True +imperial_eskd,fewpair,draw1,scsemi5,Cycling activated T (CD38/HLA-DR),102,32,0.283195707355997,0.008596958415594505,True +imperial_eskd,fewpair,draw1,scsemi5,Proliferating T (label),102,32,0.8467931336058396,0.335085055483372,True +imperial_eskd,fewpair,draw1,scsemi5,Plasmablast (label),102,32,0.930213945393652,0.3715686274509804,True +imperial_eskd,fewpair,draw1,scsemi5,Plasmablast (markers),102,32,1.3517596569193455,0.6901960784313728,True +imperial_eskd,fewpair,draw1,scsemi5,MS1 monocyte (IL1R2+),102,32,3.622709949763777,0.04236408392009487,True +imperial_eskd,fewpair,draw1,scsemi5,Cycling monocyte (Ye 2026),102,32,0.7812472966755148,0.009108384827422815,True +imperial_eskd,fewpair,draw1,scsemi5,ISG-high monocyte (positive control),102,32,37.38049358047523,24.01768025300285,True +imperial_eskd,fewpair,draw1,scsemi5,ISG-high T,102,32,16.932805635256898,10.409226141430066,True +imperial_eskd,fewpair,draw1,scsemi5,DN2 / ABC B,102,32,0.8114545499561823,0.7805980667169656,True +imperial_eskd,fewpair,draw1,scsemi5,HSPC,102,32,0.05385589442509171,0.016339869281045753,True +imperial_eskd,fewpair,draw1,scsemi5,Cytotoxic CD4 T,102,32,1.0238707451985527,9.20903225909954,True +imperial_eskd,fewpair,draw1,scsemi5,Granulocyte-like (LDG),102,32,-0.010211119725381357,0.0,False +imperial_eskd,fewpair,draw1,scsemi5,Platelet signal in monocytes (negative control),102,32,1.165529320655271,0.04985062399169084,True +imperial_eskd,fewpair,draw1,lora5,C1Q-high monocyte (reference),102,32,3.524876653340793,0.3726156291787235,True +imperial_eskd,fewpair,draw1,lora5,Cycling T/NK,102,32,0.18687280011555582,0.07165906201793157,True +imperial_eskd,fewpair,draw1,lora5,Cycling activated T (CD38/HLA-DR),102,32,0.2514575573974138,0.12428203553282813,True +imperial_eskd,fewpair,draw1,lora5,Proliferating T (label),102,32,0.8467931336058396,1.1872145672369374,True +imperial_eskd,fewpair,draw1,lora5,Plasmablast (label),102,32,0.930213945393652,0.830596405228758,True +imperial_eskd,fewpair,draw1,lora5,Plasmablast (markers),102,32,1.3173069289987507,1.0514297385620914,True +imperial_eskd,fewpair,draw1,lora5,MS1 monocyte (IL1R2+),102,32,2.7867268512362866,0.4087841386291559,True +imperial_eskd,fewpair,draw1,lora5,Cycling monocyte (Ye 2026),102,32,0.5573871347001849,0.18835516040023662,True +imperial_eskd,fewpair,draw1,lora5,ISG-high monocyte (positive control),102,32,34.90883350714228,28.263377163774535,True +imperial_eskd,fewpair,draw1,lora5,ISG-high T,102,32,15.78180685882857,9.872791359088888,True +imperial_eskd,fewpair,draw1,lora5,DN2 / ABC B,102,32,0.8114545499561823,0.05799432570366503,True +imperial_eskd,fewpair,draw1,lora5,HSPC,102,32,0.05418406435732728,0.06944444444444442,True +imperial_eskd,fewpair,draw1,lora5,Cytotoxic CD4 T,102,32,1.4786987392799351,-0.06401425969747221,False +imperial_eskd,fewpair,draw1,lora5,Granulocyte-like (LDG),102,32,-0.009581749963080477,-0.0016748366013071897,True +imperial_eskd,fewpair,draw1,lora5,Platelet signal in monocytes (negative control),102,32,0.7554733937135276,0.488846397379619,True +imperial_eskd,fewpair,draw2,zs_raw,C1Q-high monocyte (reference),103,31,3.3467186328592313,-0.0022405460145673017,False +imperial_eskd,fewpair,draw2,zs_raw,Cycling T/NK,103,31,0.1793908016385467,0.5012798453368033,True +imperial_eskd,fewpair,draw2,zs_raw,Cycling activated T (CD38/HLA-DR),103,31,0.24988642089117008,0.47435969262163163,True +imperial_eskd,fewpair,draw2,zs_raw,Proliferating T (label),103,31,0.8050344046452315,2.845969924735977,True +imperial_eskd,fewpair,draw2,zs_raw,Plasmablast (label),103,31,1.0334176892348095,0.1789957198037373,True +imperial_eskd,fewpair,draw2,zs_raw,Plasmablast (markers),103,31,1.412172408763085,0.16540348679402866,True +imperial_eskd,fewpair,draw2,zs_raw,MS1 monocyte (IL1R2+),103,31,3.990995715488445,0.5498877909956672,True +imperial_eskd,fewpair,draw2,zs_raw,Cycling monocyte (Ye 2026),103,31,1.1473142915608496,0.10094404638978849,True +imperial_eskd,fewpair,draw2,zs_raw,ISG-high monocyte (positive control),103,31,34.761735318879715,23.894870749962614,True +imperial_eskd,fewpair,draw2,zs_raw,ISG-high T,103,31,14.34844168481714,6.464381435311001,True +imperial_eskd,fewpair,draw2,zs_raw,DN2 / ABC B,103,31,1.0164264833055885,1.099789194593236,True +imperial_eskd,fewpair,draw2,zs_raw,HSPC,103,31,0.039483049725430444,0.042655809583463794,True +imperial_eskd,fewpair,draw2,zs_raw,Cytotoxic CD4 T,103,31,0.9492544286274938,-0.8508920695458548,False +imperial_eskd,fewpair,draw2,zs_raw,Granulocyte-like (LDG),103,31,-0.040700121626629504,0.10188955005741729,False +imperial_eskd,fewpair,draw2,zs_raw,Platelet signal in monocytes (negative control),103,31,1.0362604084459748,0.5218509766388835,True +imperial_eskd,fewpair,draw2,zs_cal,C1Q-high monocyte (reference),103,31,3.3382048484111255,0.10471197528018805,True +imperial_eskd,fewpair,draw2,zs_cal,Cycling T/NK,103,31,0.19436794208669006,0.7041219151934931,True +imperial_eskd,fewpair,draw2,zs_cal,Cycling activated T (CD38/HLA-DR),103,31,0.24508250774306561,0.7730902335550541,True +imperial_eskd,fewpair,draw2,zs_cal,Proliferating T (label),103,31,0.8050344046452315,1.4175779815430756,True +imperial_eskd,fewpair,draw2,zs_cal,Plasmablast (label),103,31,1.0334176892348095,0.49752583777012216,True +imperial_eskd,fewpair,draw2,zs_cal,Plasmablast (markers),103,31,1.4192287562075383,0.5994989038521767,True +imperial_eskd,fewpair,draw2,zs_cal,MS1 monocyte (IL1R2+),103,31,4.255440052854209,3.190557106560306,True +imperial_eskd,fewpair,draw2,zs_cal,Cycling monocyte (Ye 2026),103,31,1.092918588001716,0.3457357048179212,True +imperial_eskd,fewpair,draw2,zs_cal,ISG-high monocyte (positive control),103,31,35.233880217317434,27.232714587726278,True +imperial_eskd,fewpair,draw2,zs_cal,ISG-high T,103,31,16.287588906056346,9.417343131671194,True +imperial_eskd,fewpair,draw2,zs_cal,DN2 / ABC B,103,31,1.0164264833055885,-0.5619496635761414,False +imperial_eskd,fewpair,draw2,zs_cal,HSPC,103,31,0.03989412676207926,0.1694331349827748,True +imperial_eskd,fewpair,draw2,zs_cal,Cytotoxic CD4 T,103,31,1.2854148584573708,-0.999819098499291,False +imperial_eskd,fewpair,draw2,zs_cal,Granulocyte-like (LDG),103,31,-0.04698279724626819,0.028792149493684107,False +imperial_eskd,fewpair,draw2,zs_cal,Platelet signal in monocytes (negative control),103,31,1.1901667016051718,1.5353551291488288,True +imperial_eskd,fewpair,draw2,scsemi5,C1Q-high monocyte (reference),103,31,3.3959449031479205,0.9837788887682868,True +imperial_eskd,fewpair,draw2,scsemi5,Cycling T/NK,103,31,0.16080565382525686,0.002173943617764627,True +imperial_eskd,fewpair,draw2,scsemi5,Cycling activated T (CD38/HLA-DR),103,31,0.2597845930195659,0.005994437697416898,True +imperial_eskd,fewpair,draw2,scsemi5,Proliferating T (label),103,31,0.8050344046452315,0.32052944497799574,True +imperial_eskd,fewpair,draw2,scsemi5,Plasmablast (label),103,31,1.0334176892348095,0.7360893621463618,True +imperial_eskd,fewpair,draw2,scsemi5,Plasmablast (markers),103,31,1.302376701073737,0.8651842572293557,True +imperial_eskd,fewpair,draw2,scsemi5,MS1 monocyte (IL1R2+),103,31,2.9436259275724472,0.07176251464619195,True +imperial_eskd,fewpair,draw2,scsemi5,Cycling monocyte (Ye 2026),103,31,0.8559621514520536,0.07858484745609906,True +imperial_eskd,fewpair,draw2,scsemi5,ISG-high monocyte (positive control),103,31,30.565249661080703,18.21781828544203,True +imperial_eskd,fewpair,draw2,scsemi5,ISG-high T,103,31,11.7611251651347,6.784832764183699,True +imperial_eskd,fewpair,draw2,scsemi5,DN2 / ABC B,103,31,0.6210590970656131,0.13619710354491005,True +imperial_eskd,fewpair,draw2,scsemi5,HSPC,103,31,0.03231657929831207,0.008414239482200648,True +imperial_eskd,fewpair,draw2,scsemi5,Cytotoxic CD4 T,103,31,0.4825441171324476,1.9468351207329828,True +imperial_eskd,fewpair,draw2,scsemi5,Granulocyte-like (LDG),103,31,-0.006550689346687066,-0.002150537634408602,True +imperial_eskd,fewpair,draw2,scsemi5,Platelet signal in monocytes (negative control),103,31,0.6509349938362397,0.2073309638019189,True +imperial_eskd,fewpair,draw2,lora5,C1Q-high monocyte (reference),103,31,3.3576351665547928,0.20387165214128666,True +imperial_eskd,fewpair,draw2,lora5,Cycling T/NK,103,31,0.17236250142776116,0.1313320183236765,True +imperial_eskd,fewpair,draw2,lora5,Cycling activated T (CD38/HLA-DR),103,31,0.21492522622711518,0.20706413784037925,True +imperial_eskd,fewpair,draw2,lora5,Proliferating T (label),103,31,0.8050344046452315,1.9826493858699723,True +imperial_eskd,fewpair,draw2,lora5,Plasmablast (label),103,31,1.0334176892348095,1.3130598183526465,True +imperial_eskd,fewpair,draw2,lora5,Plasmablast (markers),103,31,1.3466665826678945,1.5277795176949573,True +imperial_eskd,fewpair,draw2,lora5,MS1 monocyte (IL1R2+),103,31,2.767850273219661,0.3808180385937291,True +imperial_eskd,fewpair,draw2,lora5,Cycling monocyte (Ye 2026),103,31,0.5137206885681762,0.2159947428412452,True +imperial_eskd,fewpair,draw2,lora5,ISG-high monocyte (positive control),103,31,32.88470496200697,27.93249554893563,True +imperial_eskd,fewpair,draw2,lora5,ISG-high T,103,31,14.39576208352685,10.541171145126025,True +imperial_eskd,fewpair,draw2,lora5,DN2 / ABC B,103,31,0.41495478217151005,-0.43675389171985923,False +imperial_eskd,fewpair,draw2,lora5,HSPC,103,31,0.03570495531024667,0.16926610293350036,True +imperial_eskd,fewpair,draw2,lora5,Cytotoxic CD4 T,103,31,1.0290900469572528,1.4641905224675291,True +imperial_eskd,fewpair,draw2,lora5,Granulocyte-like (LDG),103,31,-0.028439629784626108,0.0008769182586908864,False +imperial_eskd,fewpair,draw2,lora5,Platelet signal in monocytes (negative control),103,31,0.6310554091056777,0.7858554221699425,True +imperial_eskd,fewpair,draw3,zs_raw,C1Q-high monocyte (reference),104,31,2.9816593321086495,0.03709881798953543,True +imperial_eskd,fewpair,draw3,zs_raw,Cycling T/NK,104,31,0.14938506704953633,0.45479843742583526,True +imperial_eskd,fewpair,draw3,zs_raw,Cycling activated T (CD38/HLA-DR),104,31,0.24521551540890385,0.4697977530978676,True +imperial_eskd,fewpair,draw3,zs_raw,Proliferating T (label),104,31,0.833040265622843,3.0611182540061734,True +imperial_eskd,fewpair,draw3,zs_raw,Plasmablast (label),104,31,1.092637392403755,0.192328370554177,True +imperial_eskd,fewpair,draw3,zs_raw,Plasmablast (markers),104,31,1.4629067993991043,0.1932795698924732,True +imperial_eskd,fewpair,draw3,zs_raw,MS1 monocyte (IL1R2+),104,31,4.177041422935516,0.578804340421594,True +imperial_eskd,fewpair,draw3,zs_raw,Cycling monocyte (Ye 2026),104,31,1.35198552664681,0.09991475234693203,True +imperial_eskd,fewpair,draw3,zs_raw,ISG-high monocyte (positive control),104,31,36.75109273525605,25.454241736004015,True +imperial_eskd,fewpair,draw3,zs_raw,ISG-high T,104,31,15.737272355791042,7.173093524819268,True +imperial_eskd,fewpair,draw3,zs_raw,DN2 / ABC B,104,31,0.610077517723215,0.6389447241644763,True +imperial_eskd,fewpair,draw3,zs_raw,HSPC,104,31,0.09220095418694813,0.04220430107526879,True +imperial_eskd,fewpair,draw3,zs_raw,Cytotoxic CD4 T,104,31,1.2203892924869582,-0.8452511473869275,False +imperial_eskd,fewpair,draw3,zs_raw,Granulocyte-like (LDG),104,31,-0.05813926306992667,0.07892886683209277,False +imperial_eskd,fewpair,draw3,zs_raw,Platelet signal in monocytes (negative control),104,31,1.4234291630434277,0.41975628163086975,True +imperial_eskd,fewpair,draw3,zs_cal,C1Q-high monocyte (reference),104,31,2.981836008233118,0.0633333899630113,True +imperial_eskd,fewpair,draw3,zs_cal,Cycling T/NK,104,31,0.17680334518409166,0.9170195752524439,True +imperial_eskd,fewpair,draw3,zs_cal,Cycling activated T (CD38/HLA-DR),104,31,0.2189570657539739,0.9818598193817845,True +imperial_eskd,fewpair,draw3,zs_cal,Proliferating T (label),104,31,0.833040265622843,1.7174680696160156,True +imperial_eskd,fewpair,draw3,zs_cal,Plasmablast (label),104,31,1.092637392403755,0.467535153019024,True +imperial_eskd,fewpair,draw3,zs_cal,Plasmablast (markers),104,31,1.4796987169248041,0.6023366418527709,True +imperial_eskd,fewpair,draw3,zs_cal,MS1 monocyte (IL1R2+),104,31,4.523656339748721,3.7064020069190624,True +imperial_eskd,fewpair,draw3,zs_cal,Cycling monocyte (Ye 2026),104,31,1.3927406314480046,0.32204110952193193,True +imperial_eskd,fewpair,draw3,zs_cal,ISG-high monocyte (positive control),104,31,37.009183110345155,29.448704414014397,True +imperial_eskd,fewpair,draw3,zs_cal,ISG-high T,104,31,17.54976074696103,11.940289876141911,True +imperial_eskd,fewpair,draw3,zs_cal,DN2 / ABC B,104,31,0.610077517723215,-0.2796774664420978,False +imperial_eskd,fewpair,draw3,zs_cal,HSPC,104,31,0.0913290409065444,0.15295698924731177,True +imperial_eskd,fewpair,draw3,zs_cal,Cytotoxic CD4 T,104,31,1.5814857610170394,-0.45923403090314086,False +imperial_eskd,fewpair,draw3,zs_cal,Granulocyte-like (LDG),104,31,-0.05125146730863084,0.03279569892473118,False +imperial_eskd,fewpair,draw3,zs_cal,Platelet signal in monocytes (negative control),104,31,1.5109441360589995,1.4185243596587862,True +imperial_eskd,fewpair,draw3,scsemi5,C1Q-high monocyte (reference),104,31,2.981836008233118,3.6921362311480017,True +imperial_eskd,fewpair,draw3,scsemi5,Cycling T/NK,104,31,0.17680334518409166,0.01844596294788172,True +imperial_eskd,fewpair,draw3,scsemi5,Cycling activated T (CD38/HLA-DR),104,31,0.2189570657539739,0.009413413121684547,True +imperial_eskd,fewpair,draw3,scsemi5,Proliferating T (label),104,31,0.833040265622843,0.5018299676250045,True +imperial_eskd,fewpair,draw3,scsemi5,Plasmablast (label),104,31,1.092637392403755,0.47278742762613757,True +imperial_eskd,fewpair,draw3,scsemi5,Plasmablast (markers),104,31,1.4796987169248041,0.9357940446650124,True +imperial_eskd,fewpair,draw3,scsemi5,MS1 monocyte (IL1R2+),104,31,4.523656339748721,0.0262105546692083,True +imperial_eskd,fewpair,draw3,scsemi5,Cycling monocyte (Ye 2026),104,31,1.3927406314480046,0.006356683068351342,True +imperial_eskd,fewpair,draw3,scsemi5,ISG-high monocyte (positive control),104,31,37.009183110345155,23.639712767609524,True +imperial_eskd,fewpair,draw3,scsemi5,ISG-high T,104,31,17.54976074696103,7.420327212536372,True +imperial_eskd,fewpair,draw3,scsemi5,DN2 / ABC B,104,31,0.610077517723215,0.006144770800049159,True +imperial_eskd,fewpair,draw3,scsemi5,HSPC,104,31,0.0913290409065444,0.000641025641025641,True +imperial_eskd,fewpair,draw3,scsemi5,Cytotoxic CD4 T,104,31,1.1835124908327677,9.729682711977377,True +imperial_eskd,fewpair,draw3,scsemi5,Granulocyte-like (LDG),104,31,-0.05125146730863084,0.003846153846153846,False +imperial_eskd,fewpair,draw3,scsemi5,Platelet signal in monocytes (negative control),104,31,1.5109441360589995,0.13106184400162613,True +imperial_eskd,fewpair,draw3,lora5,C1Q-high monocyte (reference),104,31,2.981836008233118,1.537788525171269,True +imperial_eskd,fewpair,draw3,lora5,Cycling T/NK,104,31,0.17680334518409166,0.09943755874296986,True +imperial_eskd,fewpair,draw3,lora5,Cycling activated T (CD38/HLA-DR),104,31,0.2189570657539739,0.14026067458567393,True +imperial_eskd,fewpair,draw3,lora5,Proliferating T (label),104,31,0.833040265622843,0.8757123409100342,True +imperial_eskd,fewpair,draw3,lora5,Plasmablast (label),104,31,1.092637392403755,0.9492969396195202,True +imperial_eskd,fewpair,draw3,lora5,Plasmablast (markers),104,31,1.4796987169248041,1.0488006617038874,True +imperial_eskd,fewpair,draw3,lora5,MS1 monocyte (IL1R2+),104,31,4.523656339748721,0.6395317386365288,True +imperial_eskd,fewpair,draw3,lora5,Cycling monocyte (Ye 2026),104,31,1.3927406314480046,0.10152134637832554,True +imperial_eskd,fewpair,draw3,lora5,ISG-high monocyte (positive control),104,31,37.009183110345155,26.80358406912451,True +imperial_eskd,fewpair,draw3,lora5,ISG-high T,104,31,17.54976074696103,5.910546653871008,True +imperial_eskd,fewpair,draw3,lora5,DN2 / ABC B,104,31,0.610077517723215,-0.06050677107937297,False +imperial_eskd,fewpair,draw3,lora5,HSPC,104,31,0.0913290409065444,0.17051282051282046,True +imperial_eskd,fewpair,draw3,lora5,Cytotoxic CD4 T,104,31,1.5814857610170394,-1.4316070682550892,False +imperial_eskd,fewpair,draw3,lora5,Granulocyte-like (LDG),104,31,-0.05125146730863084,0.009760132340777503,False +imperial_eskd,fewpair,draw3,lora5,Platelet signal in monocytes (negative control),104,31,1.5109441360589995,0.27818183611892505,True +imperial_eskd,fewpair,draw4,zs_raw,C1Q-high monocyte (reference),104,31,3.7606681483818836,0.008467034338246249,True +imperial_eskd,fewpair,draw4,zs_raw,Cycling T/NK,104,31,0.1610119298958001,0.5298562869442257,True +imperial_eskd,fewpair,draw4,zs_raw,Cycling activated T (CD38/HLA-DR),104,31,0.20093579039662468,0.5444508712301508,True +imperial_eskd,fewpair,draw4,zs_raw,Proliferating T (label),104,31,0.8092332833527718,3.0413919504257336,True +imperial_eskd,fewpair,draw4,zs_raw,Plasmablast (label),104,31,1.1333870579720584,0.19993796526054589,True +imperial_eskd,fewpair,draw4,zs_raw,Plasmablast (markers),104,31,1.4267234829122435,0.18107940446650123,True +imperial_eskd,fewpair,draw4,zs_raw,MS1 monocyte (IL1R2+),104,31,3.754853726398367,0.5028858526077704,True +imperial_eskd,fewpair,draw4,zs_raw,Cycling monocyte (Ye 2026),104,31,1.2298519768306482,0.10945788341007577,True +imperial_eskd,fewpair,draw4,zs_raw,ISG-high monocyte (positive control),104,31,37.06031692400262,25.489981880113696,True +imperial_eskd,fewpair,draw4,zs_raw,ISG-high T,104,31,14.687376053868814,6.981903748534668,True +imperial_eskd,fewpair,draw4,zs_raw,DN2 / ABC B,104,31,0.8033741418440004,0.8707794825568866,True +imperial_eskd,fewpair,draw4,zs_raw,HSPC,104,31,0.09568395220793881,0.04586435070306036,True +imperial_eskd,fewpair,draw4,zs_raw,Cytotoxic CD4 T,104,31,1.4357255804947404,-0.79288575668668,False +imperial_eskd,fewpair,draw4,zs_raw,Granulocyte-like (LDG),104,31,-0.016973980803367983,0.08877171215880908,False +imperial_eskd,fewpair,draw4,zs_raw,Platelet signal in monocytes (negative control),104,31,1.5970458117613822,0.44606264737987544,True +imperial_eskd,fewpair,draw4,zs_cal,C1Q-high monocyte (reference),104,31,3.662566144552506,0.28807435361873845,True +imperial_eskd,fewpair,draw4,zs_cal,Cycling T/NK,104,31,0.19403047783678096,0.989099728565195,True +imperial_eskd,fewpair,draw4,zs_cal,Cycling activated T (CD38/HLA-DR),104,31,0.25282411722385567,1.079812853936257,True +imperial_eskd,fewpair,draw4,zs_cal,Proliferating T (label),104,31,0.8092332833527718,1.9580904427486407,True +imperial_eskd,fewpair,draw4,zs_cal,Plasmablast (label),104,31,1.1333870579720584,0.4769644334160464,True +imperial_eskd,fewpair,draw4,zs_cal,Plasmablast (markers),104,31,1.4652778236175974,0.6088709677419357,True +imperial_eskd,fewpair,draw4,zs_cal,MS1 monocyte (IL1R2+),104,31,3.8784185918975753,2.860770194360884,True +imperial_eskd,fewpair,draw4,zs_cal,Cycling monocyte (Ye 2026),104,31,1.3037240732964286,0.33975911859936947,True +imperial_eskd,fewpair,draw4,zs_cal,ISG-high monocyte (positive control),104,31,37.418554765659216,30.233323977247917,True +imperial_eskd,fewpair,draw4,zs_cal,ISG-high T,104,31,17.02661216769847,12.400669968021933,True +imperial_eskd,fewpair,draw4,zs_cal,DN2 / ABC B,104,31,0.8033741418440004,-0.2968380264623969,False +imperial_eskd,fewpair,draw4,zs_cal,HSPC,104,31,0.09727365800240201,0.15291563275434245,True +imperial_eskd,fewpair,draw4,zs_cal,Cytotoxic CD4 T,104,31,1.6091992594626605,-0.6121826644013479,False +imperial_eskd,fewpair,draw4,zs_cal,Granulocyte-like (LDG),104,31,-0.0232897115366002,0.05605872622001655,False +imperial_eskd,fewpair,draw4,zs_cal,Platelet signal in monocytes (negative control),104,31,1.7963285396901392,0.9744948285683694,True +imperial_eskd,fewpair,draw4,scsemi5,C1Q-high monocyte (reference),104,31,3.6579040317093288,0.8298048116255928,True +imperial_eskd,fewpair,draw4,scsemi5,Cycling T/NK,104,31,0.16087547171052713,0.004850130953535745,True +imperial_eskd,fewpair,draw4,scsemi5,Cycling activated T (CD38/HLA-DR),104,31,0.2082905181925604,0.00711361086608004,True +imperial_eskd,fewpair,draw4,scsemi5,Proliferating T (label),104,31,0.8092332833527718,0.6244703750741785,True +imperial_eskd,fewpair,draw4,scsemi5,Plasmablast (label),104,31,1.1333870579720584,0.18492555831265511,True +imperial_eskd,fewpair,draw4,scsemi5,Plasmablast (markers),104,31,1.4149731816722646,0.12549627791563278,True +imperial_eskd,fewpair,draw4,scsemi5,MS1 monocyte (IL1R2+),104,31,2.854124710001745,0.13508307823712792,True +imperial_eskd,fewpair,draw4,scsemi5,Cycling monocyte (Ye 2026),104,31,1.0075248361538014,0.0,False +imperial_eskd,fewpair,draw4,scsemi5,ISG-high monocyte (positive control),104,31,34.64612853988976,22.84584735475279,True +imperial_eskd,fewpair,draw4,scsemi5,ISG-high T,104,31,13.221510287388488,10.938914829113239,True +imperial_eskd,fewpair,draw4,scsemi5,DN2 / ABC B,104,31,0.6204357773913642,0.2983204119620405,True +imperial_eskd,fewpair,draw4,scsemi5,HSPC,104,31,0.08638214037847458,0.00041356492969396195,True +imperial_eskd,fewpair,draw4,scsemi5,Cytotoxic CD4 T,104,31,0.48346789250708744,12.749315637448229,True +imperial_eskd,fewpair,draw4,scsemi5,Granulocyte-like (LDG),104,31,-0.0006659112265063882,0.000641025641025641,False +imperial_eskd,fewpair,draw4,scsemi5,Platelet signal in monocytes (negative control),104,31,1.0852813843339877,0.6151927206492387,True +imperial_eskd,fewpair,draw4,lora5,C1Q-high monocyte (reference),104,31,3.6159431486718816,0.1898875360792917,True +imperial_eskd,fewpair,draw4,lora5,Cycling T/NK,104,31,0.16394102411780168,0.07576355203293748,True +imperial_eskd,fewpair,draw4,lora5,Cycling activated T (CD38/HLA-DR),104,31,0.21572893735488796,0.12316464438895827,True +imperial_eskd,fewpair,draw4,lora5,Proliferating T (label),104,31,0.8092332833527718,2.343076399556808,True +imperial_eskd,fewpair,draw4,lora5,Plasmablast (label),104,31,1.1333870579720584,0.8809760132340778,True +imperial_eskd,fewpair,draw4,lora5,Plasmablast (markers),104,31,1.4006248537922317,1.009574028122415,True +imperial_eskd,fewpair,draw4,lora5,MS1 monocyte (IL1R2+),104,31,3.0060317488262083,1.0719212421114952,True +imperial_eskd,fewpair,draw4,lora5,Cycling monocyte (Ye 2026),104,31,0.7970783397766499,0.1693496476930003,True +imperial_eskd,fewpair,draw4,lora5,ISG-high monocyte (positive control),104,31,37.49338615371323,23.741104575997493,True +imperial_eskd,fewpair,draw4,lora5,ISG-high T,104,31,12.337713432388238,6.237244985702938,True +imperial_eskd,fewpair,draw4,lora5,DN2 / ABC B,104,31,0.742688303029301,0.657450740997999,True +imperial_eskd,fewpair,draw4,lora5,HSPC,104,31,0.08331837711796969,0.2647435897435898,True +imperial_eskd,fewpair,draw4,lora5,Cytotoxic CD4 T,104,31,1.2782854100040417,6.198243681211577,True +imperial_eskd,fewpair,draw4,lora5,Granulocyte-like (LDG),104,31,-0.022096439198240114,0.013234077750206782,False +imperial_eskd,fewpair,draw4,lora5,Platelet signal in monocytes (negative control),104,31,1.0589500384399566,1.0621933150565102,True +imperial_eskd,fivefold,fivefold,zs__raw,C1Q-high monocyte (reference),113,34,3.504139483715254,-0.07207528883642644,False +imperial_eskd,fivefold,fivefold,zs__raw,Cycling T/NK,113,34,0.162844159766781,0.5008187760811191,True +imperial_eskd,fivefold,fivefold,zs__raw,Cycling activated T (CD38/HLA-DR),113,34,0.198850639371422,0.3475247841710811,True +imperial_eskd,fivefold,fivefold,zs__raw,Proliferating T (label),113,34,0.8690646315023242,2.9419647582629644,True +imperial_eskd,fivefold,fivefold,zs__raw,Plasmablast (label),113,34,1.083163535334085,0.16965122332118693,True +imperial_eskd,fivefold,fivefold,zs__raw,Plasmablast (markers),113,34,1.4478222679112231,0.13935450286309214,True +imperial_eskd,fivefold,fivefold,zs__raw,MS1 monocyte (IL1R2+),113,34,4.04090699197268,0.6216665054566961,True +imperial_eskd,fivefold,fivefold,zs__raw,Cycling monocyte (Ye 2026),113,34,1.3110670102631852,0.0996056212345767,True +imperial_eskd,fivefold,fivefold,zs__raw,ISG-high monocyte (positive control),113,34,37.7566630588817,25.615715315447027,True +imperial_eskd,fivefold,fivefold,zs__raw,ISG-high T,113,34,15.425995863498597,7.118679970622227,True +imperial_eskd,fivefold,fivefold,zs__raw,DN2 / ABC B,113,34,0.9192431257342211,0.4049664173605718,True +imperial_eskd,fivefold,fivefold,zs__raw,HSPC,113,34,0.09779673024870988,0.035762623633524206,True +imperial_eskd,fivefold,fivefold,zs__raw,Cytotoxic CD4 T,113,34,1.33996941201418,-0.010203578611967856,False +imperial_eskd,fivefold,fivefold,zs__raw,Granulocyte-like (LDG),113,34,-0.024553464000646508,0.1330904043033143,False +imperial_eskd,fivefold,fivefold,zs__raw,Platelet signal in monocytes (negative control),113,34,1.1462156224331226,0.605743938913829,True +imperial_eskd,fivefold,fivefold,zs__cal,C1Q-high monocyte (reference),113,34,3.4875958202066615,0.129533241440684,True +imperial_eskd,fivefold,fivefold,zs__cal,Cycling T/NK,113,34,0.18469853566543704,0.917794918910942,True +imperial_eskd,fivefold,fivefold,zs__cal,Cycling activated T (CD38/HLA-DR),113,34,0.22413627804759084,0.9465620354027683,True +imperial_eskd,fivefold,fivefold,zs__cal,Proliferating T (label),113,34,0.8690646315023242,1.7060678455259506,True +imperial_eskd,fivefold,fivefold,zs__cal,Plasmablast (label),113,34,1.083163535334085,0.464549713690786,True +imperial_eskd,fivefold,fivefold,zs__cal,Plasmablast (markers),113,34,1.4676223125174708,0.5969807391983342,True +imperial_eskd,fivefold,fivefold,zs__cal,MS1 monocyte (IL1R2+),113,34,4.231567680170262,3.357857569760467,True +imperial_eskd,fivefold,fivefold,zs__cal,Cycling monocyte (Ye 2026),113,34,1.2879085219904953,0.35566072957836187,True +imperial_eskd,fivefold,fivefold,zs__cal,ISG-high monocyte (positive control),113,34,38.18553620983384,30.676952906533373,True +imperial_eskd,fivefold,fivefold,zs__cal,ISG-high T,113,34,17.55961153395311,11.813683417487818,True +imperial_eskd,fivefold,fivefold,zs__cal,DN2 / ABC B,113,34,0.9192431257342211,-0.2629294649714444,False +imperial_eskd,fivefold,fivefold,zs__cal,HSPC,113,34,0.09887264941356365,0.16158250910983862,True +imperial_eskd,fivefold,fivefold,zs__cal,Cytotoxic CD4 T,113,34,1.4621952088226937,-0.13175371739386765,False +imperial_eskd,fivefold,fivefold,zs__cal,Granulocyte-like (LDG),113,34,-0.007699822443784421,0.040222106541731736,False +imperial_eskd,fivefold,fivefold,zs__cal,Platelet signal in monocytes (negative control),113,34,1.3839932210748374,1.0723672629846928,True +imperial_eskd,fivefold,fivefold,scsemi__raw,C1Q-high monocyte (reference),113,34,3.4918979503796366,1.6617835931503147,True +imperial_eskd,fivefold,fivefold,scsemi__raw,Cycling T/NK,113,34,0.18469853566543704,0.014115271291942896,True +imperial_eskd,fivefold,fivefold,scsemi__raw,Cycling activated T (CD38/HLA-DR),113,34,0.21850196411176537,-0.006948229959268649,False +imperial_eskd,fivefold,fivefold,scsemi__raw,Proliferating T (label),113,34,0.8690646315023242,0.26289466993057575,True +imperial_eskd,fivefold,fivefold,scsemi__raw,Plasmablast (label),113,34,1.083163535334085,0.6968766267568973,True +imperial_eskd,fivefold,fivefold,scsemi__raw,Plasmablast (markers),113,34,1.4676223125174708,1.0213430504945342,True +imperial_eskd,fivefold,fivefold,scsemi__raw,MS1 monocyte (IL1R2+),113,34,3.7735980859753586,0.11027217489764202,True +imperial_eskd,fivefold,fivefold,scsemi__raw,Cycling monocyte (Ye 2026),113,34,1.3279449804865135,0.0,False +imperial_eskd,fivefold,fivefold,scsemi__raw,ISG-high monocyte (positive control),113,34,37.35994059462825,29.063421120138745,True +imperial_eskd,fivefold,fivefold,scsemi__raw,ISG-high T,113,34,16.920324389616646,10.034085820783151,True +imperial_eskd,fivefold,fivefold,scsemi__raw,DN2 / ABC B,113,34,0.9556030209532667,0.08946788314403822,True +imperial_eskd,fivefold,fivefold,scsemi__raw,HSPC,113,34,0.09887264941356365,-0.001370813812250564,False +imperial_eskd,fivefold,fivefold,scsemi__raw,Cytotoxic CD4 T,113,34,1.3993426755042715,-2.440045125323662,False +imperial_eskd,fivefold,fivefold,scsemi__raw,Granulocyte-like (LDG),113,34,-0.007699822443784421,0.0011799410029498525,False +imperial_eskd,fivefold,fivefold,scsemi__raw,Platelet signal in monocytes (negative control),113,34,1.2838479313127125,0.09908732667293413,True +imperial_eskd,fivefold,fivefold,real_lora__raw,C1Q-high monocyte (reference),113,34,3.503854190448526,0.07980130149079034,True +imperial_eskd,fivefold,fivefold,real_lora__raw,Cycling T/NK,113,34,0.1600717528222143,0.08044653003761927,True +imperial_eskd,fivefold,fivefold,real_lora__raw,Cycling activated T (CD38/HLA-DR),113,34,0.25488067151035954,0.061595446250540906,True +imperial_eskd,fivefold,fivefold,real_lora__raw,Proliferating T (label),113,34,0.8690646315023242,1.2490204344416909,True +imperial_eskd,fivefold,fivefold,real_lora__raw,Plasmablast (label),113,34,1.083163535334085,0.9698420961304874,True +imperial_eskd,fivefold,fivefold,real_lora__raw,Plasmablast (markers),113,34,1.4348117242617882,1.0944646885302793,True +imperial_eskd,fivefold,fivefold,real_lora__raw,MS1 monocyte (IL1R2+),113,34,3.3275856412906335,0.8142021172784569,True +imperial_eskd,fivefold,fivefold,real_lora__raw,Cycling monocyte (Ye 2026),113,34,1.0304709657711844,0.1257366198670882,True +imperial_eskd,fivefold,fivefold,real_lora__raw,ISG-high monocyte (positive control),113,34,36.61415432711155,29.754535041962534,True +imperial_eskd,fivefold,fivefold,real_lora__raw,ISG-high T,113,34,15.549534720898876,9.667322441416307,True +imperial_eskd,fivefold,fivefold,real_lora__raw,DN2 / ABC B,113,34,0.8908609090530333,0.2063184313145937,True +imperial_eskd,fivefold,fivefold,real_lora__raw,HSPC,113,34,0.09498858819547443,0.049956619816068,True +imperial_eskd,fivefold,fivefold,real_lora__raw,Cytotoxic CD4 T,113,34,1.207908173605663,-0.7752913710169036,False +imperial_eskd,fivefold,fivefold,real_lora__raw,Granulocyte-like (LDG),113,34,-0.0031885822232278205,0.010827693909422174,False +imperial_eskd,fivefold,fivefold,real_lora__raw,Platelet signal in monocytes (negative control),113,34,1.1706400904080012,0.4864887570412809,True +giroux2022,fewpair,draw0,zs_raw,C1Q-high monocyte (reference),6,5,-0.6850349226120682,0.48336868773902153,False +giroux2022,fewpair,draw0,zs_raw,Cycling T/NK,6,5,-0.45683562911507847,-0.41309393722203547,True +giroux2022,fewpair,draw0,zs_raw,Cycling activated T (CD38/HLA-DR),6,5,-0.7905775481324722,-0.31882095575337077,True +giroux2022,fewpair,draw0,zs_raw,Proliferating T (label),6,5,-0.9750918022651858,-0.7134602192158503,True +giroux2022,fewpair,draw0,zs_raw,Plasmablast (label),6,5,0.009418315800349575,-0.09333333333333332,False +giroux2022,fewpair,draw0,zs_raw,Plasmablast (markers),6,5,0.7270991821991752,-0.3066666666666665,False +giroux2022,fewpair,draw0,zs_raw,MS1 monocyte (IL1R2+),6,5,-0.049570541634218535,0.3804464178895324,False +giroux2022,fewpair,draw0,zs_raw,Cycling monocyte (Ye 2026),6,5,0.6645606309714451,-0.14869014633951166,False +giroux2022,fewpair,draw0,zs_raw,ISG-high monocyte (positive control),6,5,-14.041446450350342,-10.087489964715271,True +giroux2022,fewpair,draw0,zs_raw,ISG-high T,6,5,-7.128762278426322,-5.94621201007271,True +giroux2022,fewpair,draw0,zs_raw,DN2 / ABC B,6,5,3.338542240570791,0.34102984416801174,True +giroux2022,fewpair,draw0,zs_raw,HSPC,6,5,-0.004796837071120039,-0.08,True +giroux2022,fewpair,draw0,zs_raw,Cytotoxic CD4 T,6,5,-0.4605364542032826,-0.018145804073045224,True +giroux2022,fewpair,draw0,zs_raw,Granulocyte-like (LDG),6,5,-0.2581312327470451,-0.006666666666666654,True +giroux2022,fewpair,draw0,zs_raw,Platelet signal in monocytes (negative control),6,5,1.9534738236221791,-0.047628257397791085,False +giroux2022,fewpair,draw0,zs_cal,C1Q-high monocyte (reference),6,5,-0.6929033974927719,-0.009267070155235965,True +giroux2022,fewpair,draw0,zs_cal,Cycling T/NK,6,5,-0.3943307410450332,-0.08839877461152884,True +giroux2022,fewpair,draw0,zs_cal,Cycling activated T (CD38/HLA-DR),6,5,-0.6838859624665219,-0.09789998517254783,True +giroux2022,fewpair,draw0,zs_cal,Proliferating T (label),6,5,-0.9750918022651858,-2.4658976991474457,True +giroux2022,fewpair,draw0,zs_cal,Plasmablast (label),6,5,0.009418315800349575,-0.42000000000000004,False +giroux2022,fewpair,draw0,zs_cal,Plasmablast (markers),6,5,0.420057590118589,-0.23999999999999994,False +giroux2022,fewpair,draw0,zs_cal,MS1 monocyte (IL1R2+),6,5,-0.03985473873974876,0.6606557400918593,False +giroux2022,fewpair,draw0,zs_cal,Cycling monocyte (Ye 2026),6,5,0.4967886914183859,-0.0926426624385972,False +giroux2022,fewpair,draw0,zs_cal,ISG-high monocyte (positive control),6,5,-13.765065342948844,-9.054445513556793,True +giroux2022,fewpair,draw0,zs_cal,ISG-high T,6,5,-6.11094153513608,-6.5745326690167065,True +giroux2022,fewpair,draw0,zs_cal,DN2 / ABC B,6,5,2.774991119048489,-0.9464102234594585,False +giroux2022,fewpair,draw0,zs_cal,HSPC,6,5,-0.01331628750413602,0.06222222222222223,False +giroux2022,fewpair,draw0,zs_cal,Cytotoxic CD4 T,6,5,-0.49758200761552296,0.4974509449367255,False +giroux2022,fewpair,draw0,zs_cal,Granulocyte-like (LDG),6,5,-0.16025167540891072,0.07777777777777775,False +giroux2022,fewpair,draw0,zs_cal,Platelet signal in monocytes (negative control),6,5,2.2753035626993405,-0.19879649793553722,False +giroux2022,fewpair,draw0,scsemi5,C1Q-high monocyte (reference),6,5,-0.6574794014440161,0.08870860820265085,False +giroux2022,fewpair,draw0,scsemi5,Cycling T/NK,6,5,-0.2922029775806428,-0.24727871282988234,True +giroux2022,fewpair,draw0,scsemi5,Cycling activated T (CD38/HLA-DR),6,5,-0.3687581943569477,-0.33519305044530123,True +giroux2022,fewpair,draw0,scsemi5,Proliferating T (label),6,5,-0.9750918022651858,-9.656795071354622,True +giroux2022,fewpair,draw0,scsemi5,Plasmablast (label),6,5,0.009418315800349575,0.02,True +giroux2022,fewpair,draw0,scsemi5,Plasmablast (markers),6,5,0.033062842365975675,0.188888888888889,True +giroux2022,fewpair,draw0,scsemi5,MS1 monocyte (IL1R2+),6,5,-0.04420414900922172,0.0,False +giroux2022,fewpair,draw0,scsemi5,Cycling monocyte (Ye 2026),6,5,0.24655405444634482,-0.1457821072695946,False +giroux2022,fewpair,draw0,scsemi5,ISG-high monocyte (positive control),6,5,-6.7338820277666755,-6.99462897170857,True +giroux2022,fewpair,draw0,scsemi5,ISG-high T,6,5,-2.3388470225103086,-6.588989796507553,True +giroux2022,fewpair,draw0,scsemi5,DN2 / ABC B,6,5,0.5876348423050672,0.0,False +giroux2022,fewpair,draw0,scsemi5,HSPC,6,5,-0.007061250254548915,0.0,False +giroux2022,fewpair,draw0,scsemi5,Cytotoxic CD4 T,6,5,-0.16529993577580102,-3.991405329328579,True +giroux2022,fewpair,draw0,scsemi5,Granulocyte-like (LDG),6,5,0.016745853049120185,0.0,False +giroux2022,fewpair,draw0,scsemi5,Platelet signal in monocytes (negative control),6,5,0.776678489502963,5.517319767268502,True +giroux2022,fewpair,draw0,lora5,C1Q-high monocyte (reference),6,5,-0.762264362253122,-0.24038840615802531,True +giroux2022,fewpair,draw0,lora5,Cycling T/NK,6,5,-0.4388635081263109,-0.35374763513524116,True +giroux2022,fewpair,draw0,lora5,Cycling activated T (CD38/HLA-DR),6,5,-0.7633493456361158,-0.1747186065131437,True +giroux2022,fewpair,draw0,lora5,Proliferating T (label),6,5,-0.9750918022651858,-0.2936356083330929,True +giroux2022,fewpair,draw0,lora5,Plasmablast (label),6,5,0.009418315800349575,-0.05555555555555558,False +giroux2022,fewpair,draw0,lora5,Plasmablast (markers),6,5,0.6166027749118808,-0.08222222222222225,False +giroux2022,fewpair,draw0,lora5,MS1 monocyte (IL1R2+),6,5,-0.1446704015955957,-0.02915451895043732,True +giroux2022,fewpair,draw0,lora5,Cycling monocyte (Ye 2026),6,5,0.43835015387628573,0.4237445158408439,True +giroux2022,fewpair,draw0,lora5,ISG-high monocyte (positive control),6,5,-13.133153283215005,-12.368129576925142,True +giroux2022,fewpair,draw0,lora5,ISG-high T,6,5,-6.926418956663989,-5.22977756463642,True +giroux2022,fewpair,draw0,lora5,DN2 / ABC B,6,5,2.6984830770402577,0.9532289685606333,True +giroux2022,fewpair,draw0,lora5,HSPC,6,5,-0.002197071050061908,-0.004444444444444442,True +giroux2022,fewpair,draw0,lora5,Cytotoxic CD4 T,6,5,-0.4605364542032826,-0.9621649215748133,True +giroux2022,fewpair,draw0,lora5,Granulocyte-like (LDG),6,5,-0.17366974305498695,-0.031111111111111107,True +giroux2022,fewpair,draw0,lora5,Platelet signal in monocytes (negative control),6,5,1.8384720274061461,0.6215045825450631,True +giroux2022,fewpair,draw1,zs_raw,C1Q-high monocyte (reference),6,4,-0.07375297443438722,0.148989199596413,False +giroux2022,fewpair,draw1,zs_raw,Cycling T/NK,6,4,-0.6061915345787413,-0.4907389848009185,True +giroux2022,fewpair,draw1,zs_raw,Cycling activated T (CD38/HLA-DR),6,4,-1.471794016338183,-0.6875597047476971,True +giroux2022,fewpair,draw1,zs_raw,Proliferating T (label),6,4,-1.3059849582862344,-1.2873170333602597,True +giroux2022,fewpair,draw1,zs_raw,Plasmablast (label),6,4,0.13332100296847335,0.0,False +giroux2022,fewpair,draw1,zs_raw,Plasmablast (markers),6,4,0.5430114766164174,-0.2444444444444444,False +giroux2022,fewpair,draw1,zs_raw,MS1 monocyte (IL1R2+),6,4,-0.2901274431601049,0.23895255193356119,False +giroux2022,fewpair,draw1,zs_raw,Cycling monocyte (Ye 2026),6,4,-0.5541300935038533,-0.071992156136125,True +giroux2022,fewpair,draw1,zs_raw,ISG-high monocyte (positive control),6,4,-11.647723385118589,-10.682949621846632,True +giroux2022,fewpair,draw1,zs_raw,ISG-high T,6,4,-10.96046690473558,-8.299272550168617,True +giroux2022,fewpair,draw1,zs_raw,DN2 / ABC B,6,4,2.520504458459115,-1.845836417284374,False +giroux2022,fewpair,draw1,zs_raw,HSPC,6,4,0.014183164973410739,0.016666666666666663,True +giroux2022,fewpair,draw1,zs_raw,Cytotoxic CD4 T,6,4,-2.831225531428197,-1.0645898995796097,True +giroux2022,fewpair,draw1,zs_raw,Granulocyte-like (LDG),6,4,-0.7686628957502439,-0.1611111111111111,True +giroux2022,fewpair,draw1,zs_raw,Platelet signal in monocytes (negative control),6,4,-4.154435971790905,-1.0688665038771437,True +giroux2022,fewpair,draw1,zs_cal,C1Q-high monocyte (reference),6,4,-0.09261549053594131,0.15909063115308247,False +giroux2022,fewpair,draw1,zs_cal,Cycling T/NK,6,4,-0.5844799706113623,0.03812147088654849,False +giroux2022,fewpair,draw1,zs_cal,Cycling activated T (CD38/HLA-DR),6,4,-1.4219119714907549,-0.02409051173711671,True +giroux2022,fewpair,draw1,zs_cal,Proliferating T (label),6,4,-1.3059849582862344,-0.9864792149787306,True +giroux2022,fewpair,draw1,zs_cal,Plasmablast (label),6,4,0.13332100296847335,0.07777777777777779,True +giroux2022,fewpair,draw1,zs_cal,Plasmablast (markers),6,4,0.48230453729499545,0.24999999999999997,True +giroux2022,fewpair,draw1,zs_cal,MS1 monocyte (IL1R2+),6,4,-0.29842446463698763,-1.5152809370762947,True +giroux2022,fewpair,draw1,zs_cal,Cycling monocyte (Ye 2026),6,4,-0.5567752007703479,0.02758657380921059,False +giroux2022,fewpair,draw1,zs_cal,ISG-high monocyte (positive control),6,4,-11.369062897840802,-17.727452122046643,True +giroux2022,fewpair,draw1,zs_cal,ISG-high T,6,4,-10.698691735667127,-11.312607279265775,True +giroux2022,fewpair,draw1,zs_cal,DN2 / ABC B,6,4,1.4748290227321919,-2.595238095238095,False +giroux2022,fewpair,draw1,zs_cal,HSPC,6,4,0.010679482957191441,0.03888888888888889,True +giroux2022,fewpair,draw1,zs_cal,Cytotoxic CD4 T,6,4,-2.831225531428197,-2.9157529539807516,True +giroux2022,fewpair,draw1,zs_cal,Granulocyte-like (LDG),6,4,-0.6466392094474946,-0.10000000000000002,True +giroux2022,fewpair,draw1,zs_cal,Platelet signal in monocytes (negative control),6,4,-4.0835918840104934,-1.1861900403948415,True +giroux2022,fewpair,draw1,scsemi5,C1Q-high monocyte (reference),6,4,0.02639385104980474,-0.17103762827822122,False +giroux2022,fewpair,draw1,scsemi5,Cycling T/NK,6,4,-0.3262608235595159,-0.3048780487804878,True +giroux2022,fewpair,draw1,scsemi5,Cycling activated T (CD38/HLA-DR),6,4,-0.6137907240664343,-0.466435536126151,True +giroux2022,fewpair,draw1,scsemi5,Proliferating T (label),6,4,-1.3059849582862344,-5.710679702775614,True +giroux2022,fewpair,draw1,scsemi5,Plasmablast (label),6,4,0.13332100296847335,0.011111111111111112,True +giroux2022,fewpair,draw1,scsemi5,Plasmablast (markers),6,4,0.13392193935298202,0.3055555555555558,True +giroux2022,fewpair,draw1,scsemi5,MS1 monocyte (IL1R2+),6,4,-0.03522031173759058,0.0,False +giroux2022,fewpair,draw1,scsemi5,Cycling monocyte (Ye 2026),6,4,-0.19635991217072013,-0.18262996534883016,True +giroux2022,fewpair,draw1,scsemi5,ISG-high monocyte (positive control),6,4,-9.3900510644882,-12.06907326570319,True +giroux2022,fewpair,draw1,scsemi5,ISG-high T,6,4,-3.40356525177403,-13.534290040374742,True +giroux2022,fewpair,draw1,scsemi5,DN2 / ABC B,6,4,0.0565357170817814,0.0,False +giroux2022,fewpair,draw1,scsemi5,HSPC,6,4,0.023635850222803456,-0.016666666666666666,False +giroux2022,fewpair,draw1,scsemi5,Cytotoxic CD4 T,6,4,-0.33664328244426,-5.19360840115233,True +giroux2022,fewpair,draw1,scsemi5,Granulocyte-like (LDG),6,4,-0.11496674143491975,0.0,False +giroux2022,fewpair,draw1,scsemi5,Platelet signal in monocytes (negative control),6,4,-0.4161050390129417,3.720949434854494,False +giroux2022,fewpair,draw1,lora5,C1Q-high monocyte (reference),6,4,-0.08343013827549073,-0.0775567621714523,True +giroux2022,fewpair,draw1,lora5,Cycling T/NK,6,4,-0.6090219671168129,-0.32374556219154177,True +giroux2022,fewpair,draw1,lora5,Cycling activated T (CD38/HLA-DR),6,4,-1.4133081382410841,-0.6708599841139886,True +giroux2022,fewpair,draw1,lora5,Proliferating T (label),6,4,-1.3059849582862344,-1.2072893874962713,True +giroux2022,fewpair,draw1,lora5,Plasmablast (label),6,4,0.13332100296847335,0.011111111111111127,True +giroux2022,fewpair,draw1,lora5,Plasmablast (markers),6,4,0.49254480585770577,-0.005555555555555536,False +giroux2022,fewpair,draw1,lora5,MS1 monocyte (IL1R2+),6,4,-0.2514801363891709,-0.0319693094629156,True +giroux2022,fewpair,draw1,lora5,Cycling monocyte (Ye 2026),6,4,-0.5622120279531662,0.23882807042524207,False +giroux2022,fewpair,draw1,lora5,ISG-high monocyte (positive control),6,4,-11.336236363456624,-14.028583086806375,True +giroux2022,fewpair,draw1,lora5,ISG-high T,6,4,-10.685091150085327,-7.622764813044293,True +giroux2022,fewpair,draw1,lora5,DN2 / ABC B,6,4,2.251473808068,0.7508567434509609,True +giroux2022,fewpair,draw1,lora5,HSPC,6,4,0.011149946089034815,-0.07777777777777777,False +giroux2022,fewpair,draw1,lora5,Cytotoxic CD4 T,6,4,-2.831225531428197,-2.2369189193675916,True +giroux2022,fewpair,draw1,lora5,Granulocyte-like (LDG),6,4,-0.7727810319349049,-0.03888888888888889,True +giroux2022,fewpair,draw1,lora5,Platelet signal in monocytes (negative control),6,4,-3.220469906192667,-2.106696573728893,True +giroux2022,fewpair,draw2,zs_raw,C1Q-high monocyte (reference),6,6,-0.9704973974427773,0.3946058285259675,False +giroux2022,fewpair,draw2,zs_raw,Cycling T/NK,6,6,-0.5782394705838804,-0.33910470771303625,True +giroux2022,fewpair,draw2,zs_raw,Cycling activated T (CD38/HLA-DR),6,6,-0.4192716109257051,-0.09474695076956921,True +giroux2022,fewpair,draw2,zs_raw,Proliferating T (label),6,6,-0.9039749279096683,-0.5402500125694931,True +giroux2022,fewpair,draw2,zs_raw,Plasmablast (label),6,6,0.006967096814787022,-0.07777777777777778,False +giroux2022,fewpair,draw2,zs_raw,Plasmablast (markers),6,6,0.7457375799465875,-0.14444444444444432,False +giroux2022,fewpair,draw2,zs_raw,MS1 monocyte (IL1R2+),6,6,0.14439248962628537,0.342528498034279,True +giroux2022,fewpair,draw2,zs_raw,Cycling monocyte (Ye 2026),6,6,0.2499923293416666,-0.0874877585995838,False +giroux2022,fewpair,draw2,zs_raw,ISG-high monocyte (positive control),6,6,-7.160548849426998,-3.5030256295465776,True +giroux2022,fewpair,draw2,zs_raw,ISG-high T,6,6,-4.063031014182192,-3.224410059775738,True +giroux2022,fewpair,draw2,zs_raw,DN2 / ABC B,6,6,4.308714649428427,0.6712675000563775,True +giroux2022,fewpair,draw2,zs_raw,HSPC,6,6,0.011042794252044505,-0.14444444444444443,False +giroux2022,fewpair,draw2,zs_raw,Cytotoxic CD4 T,6,6,-1.805097761336203,0.380568308080231,False +giroux2022,fewpair,draw2,zs_raw,Granulocyte-like (LDG),6,6,-0.1862551621926396,0.05555555555555555,False +giroux2022,fewpair,draw2,zs_raw,Platelet signal in monocytes (negative control),6,6,5.0536948207785635,0.6488799575041123,True +giroux2022,fewpair,draw2,zs_cal,C1Q-high monocyte (reference),6,6,-0.9351293547591308,-0.13646834645547556,True +giroux2022,fewpair,draw2,zs_cal,Cycling T/NK,6,6,-0.5309214617538568,-0.07114009427331114,True +giroux2022,fewpair,draw2,zs_cal,Cycling activated T (CD38/HLA-DR),6,6,-0.4381180702345757,-0.02369177957101995,True +giroux2022,fewpair,draw2,zs_cal,Proliferating T (label),6,6,-0.9039749279096683,-1.6431257944796038,True +giroux2022,fewpair,draw2,zs_cal,Plasmablast (label),6,6,0.006967096814787022,-0.3444444444444444,False +giroux2022,fewpair,draw2,zs_cal,Plasmablast (markers),6,6,0.46165624272665284,-0.1777777777777778,False +giroux2022,fewpair,draw2,zs_cal,MS1 monocyte (IL1R2+),6,6,0.17381514057614836,1.442593671874191,True +giroux2022,fewpair,draw2,zs_cal,Cycling monocyte (Ye 2026),6,6,0.25541048053972104,0.18656536140969301,True +giroux2022,fewpair,draw2,zs_cal,ISG-high monocyte (positive control),6,6,-6.9988458173622945,-1.8747734315270108,True +giroux2022,fewpair,draw2,zs_cal,ISG-high T,6,6,-3.6423432429914975,-2.2111367618539113,True +giroux2022,fewpair,draw2,zs_cal,DN2 / ABC B,6,6,3.1032341801416625,-0.2213619523651602,False +giroux2022,fewpair,draw2,zs_cal,HSPC,6,6,0.009850232007644552,0.044444444444444446,True +giroux2022,fewpair,draw2,zs_cal,Cytotoxic CD4 T,6,6,-1.6104784673537464,-0.20485116482948484,True +giroux2022,fewpair,draw2,zs_cal,Granulocyte-like (LDG),6,6,-0.14726716173396825,0.03333333333333333,False +giroux2022,fewpair,draw2,zs_cal,Platelet signal in monocytes (negative control),6,6,4.075412248025465,0.29101191033630636,True +giroux2022,fewpair,draw2,scsemi5,C1Q-high monocyte (reference),6,6,-0.647798706108081,0.08635578583765112,False +giroux2022,fewpair,draw2,scsemi5,Cycling T/NK,6,6,-0.26721644865990346,-0.028073286052009455,True +giroux2022,fewpair,draw2,scsemi5,Cycling activated T (CD38/HLA-DR),6,6,-0.19658040527927056,-0.1125124982820032,True +giroux2022,fewpair,draw2,scsemi5,Proliferating T (label),6,6,-0.9039749279096683,-9.600279404435112,True +giroux2022,fewpair,draw2,scsemi5,Plasmablast (label),6,6,0.006967096814787022,0.022222222222222223,True +giroux2022,fewpair,draw2,scsemi5,Plasmablast (markers),6,6,-0.030162705957139213,-0.14444444444444438,True +giroux2022,fewpair,draw2,scsemi5,MS1 monocyte (IL1R2+),6,6,0.04362318281342278,0.0,False +giroux2022,fewpair,draw2,scsemi5,Cycling monocyte (Ye 2026),6,6,-0.057847340819202286,0.08016310923963021,False +giroux2022,fewpair,draw2,scsemi5,ISG-high monocyte (positive control),6,6,-2.727241487680174,-1.3580710498168003,True +giroux2022,fewpair,draw2,scsemi5,ISG-high T,6,6,-0.7386206547156735,-1.536549556312611,True +giroux2022,fewpair,draw2,scsemi5,DN2 / ABC B,6,6,0.451501185994023,0.0,False +giroux2022,fewpair,draw2,scsemi5,HSPC,6,6,0.007242530982030093,0.0,False +giroux2022,fewpair,draw2,scsemi5,Cytotoxic CD4 T,6,6,-0.26325046530520585,-3.9855019389195077,True +giroux2022,fewpair,draw2,scsemi5,Granulocyte-like (LDG),6,6,-0.03617663553988085,0.0,False +giroux2022,fewpair,draw2,scsemi5,Platelet signal in monocytes (negative control),6,6,0.9030464041279829,6.324797920451752,True +giroux2022,fewpair,draw2,lora5,C1Q-high monocyte (reference),6,6,-0.9252844167068934,0.00518573961098201,False +giroux2022,fewpair,draw2,lora5,Cycling T/NK,6,6,-0.5760499214534412,-0.037697840329853904,True +giroux2022,fewpair,draw2,lora5,Cycling activated T (CD38/HLA-DR),6,6,-0.4177553325850558,-0.15648541672990263,True +giroux2022,fewpair,draw2,lora5,Proliferating T (label),6,6,-0.9039749279096683,-0.32423324944318754,True +giroux2022,fewpair,draw2,lora5,Plasmablast (label),6,6,0.006967096814787022,-0.04444444444444445,False +giroux2022,fewpair,draw2,lora5,Plasmablast (markers),6,6,0.5289187799677499,-0.0777777777777778,False +giroux2022,fewpair,draw2,lora5,MS1 monocyte (IL1R2+),6,6,0.15682395238274002,0.11185682326621925,True +giroux2022,fewpair,draw2,lora5,Cycling monocyte (Ye 2026),6,6,0.17186617605754084,0.12918568574085598,True +giroux2022,fewpair,draw2,lora5,ISG-high monocyte (positive control),6,6,-7.1388692127471245,-8.606179639438137,True +giroux2022,fewpair,draw2,lora5,ISG-high T,6,6,-3.75857995462553,-3.2650750369779296,True +giroux2022,fewpair,draw2,lora5,DN2 / ABC B,6,6,3.158809494014256,0.7030981975764428,True +giroux2022,fewpair,draw2,lora5,HSPC,6,6,0.011127138711669246,0.01111111111111111,True +giroux2022,fewpair,draw2,lora5,Cytotoxic CD4 T,6,6,-1.8176814140055895,-0.48225145399672054,True +giroux2022,fewpair,draw2,lora5,Granulocyte-like (LDG),6,6,-0.14571971654966487,0.0,False +giroux2022,fewpair,draw2,lora5,Platelet signal in monocytes (negative control),6,6,4.255196784599555,0.4074316701341574,True +giroux2022,fewpair,draw3,zs_raw,C1Q-high monocyte (reference),6,5,-1.394710454487868,0.4023898625214364,False +giroux2022,fewpair,draw3,zs_raw,Cycling T/NK,6,5,-0.21105207801998316,-0.24517724084749928,True +giroux2022,fewpair,draw3,zs_raw,Cycling activated T (CD38/HLA-DR),6,5,-0.2831071580154312,-0.2825631471062783,True +giroux2022,fewpair,draw3,zs_raw,Proliferating T (label),6,5,-0.8299413499999124,-0.8886802703862582,True +giroux2022,fewpair,draw3,zs_raw,Plasmablast (label),6,5,-0.05690653235241894,-0.06666666666666668,True +giroux2022,fewpair,draw3,zs_raw,Plasmablast (markers),6,5,0.41759878111868476,-0.14666666666666667,False +giroux2022,fewpair,draw3,zs_raw,MS1 monocyte (IL1R2+),6,5,0.11629924065165853,0.3779651338947606,True +giroux2022,fewpair,draw3,zs_raw,Cycling monocyte (Ye 2026),6,5,0.3086307632363785,-0.051413881748071974,False +giroux2022,fewpair,draw3,zs_raw,ISG-high monocyte (positive control),6,5,-8.930860494279163,2.2681921639388882,False +giroux2022,fewpair,draw3,zs_raw,ISG-high T,6,5,5.232503476304027,1.2208810532084522,True +giroux2022,fewpair,draw3,zs_raw,DN2 / ABC B,6,5,4.274197629785265,0.5996382892707852,True +giroux2022,fewpair,draw3,zs_raw,HSPC,6,5,-0.010957945274781902,-0.0666666666666667,True +giroux2022,fewpair,draw3,zs_raw,Cytotoxic CD4 T,6,5,-0.45572598663969077,0.03389033658362939,False +giroux2022,fewpair,draw3,zs_raw,Granulocyte-like (LDG),6,5,0.4149283813038316,0.11333333333333331,True +giroux2022,fewpair,draw3,zs_raw,Platelet signal in monocytes (negative control),6,5,2.9860009797858105,0.4973456854561833,True +giroux2022,fewpair,draw3,zs_cal,C1Q-high monocyte (reference),6,5,-1.3812501840283387,0.3625720433155682,False +giroux2022,fewpair,draw3,zs_cal,Cycling T/NK,6,5,-0.1966764084108309,-0.00448259110853963,True +giroux2022,fewpair,draw3,zs_cal,Cycling activated T (CD38/HLA-DR),6,5,-0.26156235956909124,-0.0023138972561276006,True +giroux2022,fewpair,draw3,zs_cal,Proliferating T (label),6,5,-0.8299413499999124,-2.3440533621360893,True +giroux2022,fewpair,draw3,zs_cal,Plasmablast (label),6,5,-0.05690653235241894,-0.4266666666666667,True +giroux2022,fewpair,draw3,zs_cal,Plasmablast (markers),6,5,0.13574889901237164,-0.19777777777777766,False +giroux2022,fewpair,draw3,zs_cal,MS1 monocyte (IL1R2+),6,5,0.1860270781951579,0.5140935900633676,True +giroux2022,fewpair,draw3,zs_cal,Cycling monocyte (Ye 2026),6,5,0.48230318694733953,-0.04568468336584278,False +giroux2022,fewpair,draw3,zs_cal,ISG-high monocyte (positive control),6,5,-8.734271533670473,-7.450479866111394,True +giroux2022,fewpair,draw3,zs_cal,ISG-high T,6,5,4.740584885619264,4.246390324361349,True +giroux2022,fewpair,draw3,zs_cal,DN2 / ABC B,6,5,2.713146265391402,-0.3751691547544781,False +giroux2022,fewpair,draw3,zs_cal,HSPC,6,5,-0.00793067381762902,0.028888888888888888,False +giroux2022,fewpair,draw3,zs_cal,Cytotoxic CD4 T,6,5,-0.3404079978305814,0.6438721155616522,False +giroux2022,fewpair,draw3,zs_cal,Granulocyte-like (LDG),6,5,0.28533740039079414,0.1711111111111111,True +giroux2022,fewpair,draw3,zs_cal,Platelet signal in monocytes (negative control),6,5,2.797999423014822,0.07393642416639001,True +giroux2022,fewpair,draw3,scsemi5,C1Q-high monocyte (reference),6,5,-1.0644091127000845,0.1622750009846784,False +giroux2022,fewpair,draw3,scsemi5,Cycling T/NK,6,5,-0.17515457073435786,-0.0796360316018711,True +giroux2022,fewpair,draw3,scsemi5,Cycling activated T (CD38/HLA-DR),6,5,-0.14644659457848125,-0.009656047188312394,True +giroux2022,fewpair,draw3,scsemi5,Proliferating T (label),6,5,-0.8299413499999124,-11.82738522085869,True +giroux2022,fewpair,draw3,scsemi5,Plasmablast (label),6,5,-0.05690653235241894,-0.04,True +giroux2022,fewpair,draw3,scsemi5,Plasmablast (markers),6,5,-0.09159152283619953,-0.22444444444444456,True +giroux2022,fewpair,draw3,scsemi5,MS1 monocyte (IL1R2+),6,5,-0.010955642168191296,0.0,False +giroux2022,fewpair,draw3,scsemi5,Cycling monocyte (Ye 2026),6,5,0.4532378943359271,0.021958717610891524,True +giroux2022,fewpair,draw3,scsemi5,ISG-high monocyte (positive control),6,5,-0.6601181285649886,12.648221343873518,False +giroux2022,fewpair,draw3,scsemi5,ISG-high T,6,5,1.677406618298554,9.389424057647716,True +giroux2022,fewpair,draw3,scsemi5,DN2 / ABC B,6,5,0.39266981577763604,0.0,False +giroux2022,fewpair,draw3,scsemi5,HSPC,6,5,0.001847061768128086,0.0,False +giroux2022,fewpair,draw3,scsemi5,Cytotoxic CD4 T,6,5,-0.3581955836599226,-2.7867746243772915,True +giroux2022,fewpair,draw3,scsemi5,Granulocyte-like (LDG),6,5,0.07131527645716179,0.0,False +giroux2022,fewpair,draw3,scsemi5,Platelet signal in monocytes (negative control),6,5,0.005332083894246331,5.200831130796464,True +giroux2022,fewpair,draw3,lora5,C1Q-high monocyte (reference),6,5,-1.3497077560690718,0.19538634714794736,False +giroux2022,fewpair,draw3,lora5,Cycling T/NK,6,5,-0.21297563338102554,-0.007441703561288343,True +giroux2022,fewpair,draw3,lora5,Cycling activated T (CD38/HLA-DR),6,5,-0.26281403939151793,0.07177555459493565,False +giroux2022,fewpair,draw3,lora5,Proliferating T (label),6,5,-0.8299413499999124,0.01597099898980414,False +giroux2022,fewpair,draw3,lora5,Plasmablast (label),6,5,-0.05690653235241894,-0.02444444444444445,True +giroux2022,fewpair,draw3,lora5,Plasmablast (markers),6,5,0.3373488449888722,0.046666666666666634,True +giroux2022,fewpair,draw3,lora5,MS1 monocyte (IL1R2+),6,5,0.07829179212909687,0.1594896331738437,True +giroux2022,fewpair,draw3,lora5,Cycling monocyte (Ye 2026),6,5,0.12180619784158275,0.20361373337548302,True +giroux2022,fewpair,draw3,lora5,ISG-high monocyte (positive control),6,5,-8.231720286055854,-0.47068930880179316,True +giroux2022,fewpair,draw3,lora5,ISG-high T,6,5,5.1736806769843176,1.6861149896131191,True +giroux2022,fewpair,draw3,lora5,DN2 / ABC B,6,5,4.02394708360465,0.02056045806045792,True +giroux2022,fewpair,draw3,lora5,HSPC,6,5,-0.010957945274781902,-0.05555555555555555,True +giroux2022,fewpair,draw3,lora5,Cytotoxic CD4 T,6,5,-0.45572598663969077,-0.6819731096418706,True +giroux2022,fewpair,draw3,lora5,Granulocyte-like (LDG),6,5,0.3929328579878192,-0.026666666666666665,False +giroux2022,fewpair,draw3,lora5,Platelet signal in monocytes (negative control),6,5,3.0174400206918754,0.08641695107331149,True +giroux2022,fewpair,draw4,zs_raw,C1Q-high monocyte (reference),5,5,0.46574367252270643,-0.11796405018201156,False +giroux2022,fewpair,draw4,zs_raw,Cycling T/NK,5,5,-0.9298364566132528,-0.5062901361928994,True +giroux2022,fewpair,draw4,zs_raw,Cycling activated T (CD38/HLA-DR),5,5,-1.0814260278179868,-0.358556363244831,True +giroux2022,fewpair,draw4,zs_raw,Proliferating T (label),5,5,-1.0756866766495334,-0.6853795337036275,True +giroux2022,fewpair,draw4,zs_raw,Plasmablast (label),5,5,0.07891362380045927,0.0,False +giroux2022,fewpair,draw4,zs_raw,Plasmablast (markers),5,5,1.1942315633767902,-0.17333333333333334,False +giroux2022,fewpair,draw4,zs_raw,MS1 monocyte (IL1R2+),5,5,-0.16494244465840585,-0.23022124302075153,True +giroux2022,fewpair,draw4,zs_raw,Cycling monocyte (Ye 2026),5,5,-0.00061676490726148,-0.09132388363905873,True +giroux2022,fewpair,draw4,zs_raw,ISG-high monocyte (positive control),5,5,-15.122398035599097,-25.385241949256475,True +giroux2022,fewpair,draw4,zs_raw,ISG-high T,5,5,-27.81213512442652,-14.412897187809765,True +giroux2022,fewpair,draw4,zs_raw,DN2 / ABC B,5,5,0.34400223468058844,-2.159027211745031,False +giroux2022,fewpair,draw4,zs_raw,HSPC,5,5,-0.01917137747893262,-0.053333333333333344,True +giroux2022,fewpair,draw4,zs_raw,Cytotoxic CD4 T,5,5,-3.6003254558130777,-0.6690979225743545,True +giroux2022,fewpair,draw4,zs_raw,Granulocyte-like (LDG),5,5,-1.7290121007468475,-0.3466666666666667,True +giroux2022,fewpair,draw4,zs_raw,Platelet signal in monocytes (negative control),5,5,-6.855644412871506,-0.5335566411205701,True +giroux2022,fewpair,draw4,zs_cal,C1Q-high monocyte (reference),5,5,0.4932927315880318,-0.08272718871243662,False +giroux2022,fewpair,draw4,zs_cal,Cycling T/NK,5,5,-0.9298364566132528,-0.16969280524134808,True +giroux2022,fewpair,draw4,zs_cal,Cycling activated T (CD38/HLA-DR),5,5,-1.0814260278179868,-0.07118308729147399,True +giroux2022,fewpair,draw4,zs_cal,Proliferating T (label),5,5,-1.0756866766495334,-1.2377616266559701,True +giroux2022,fewpair,draw4,zs_cal,Plasmablast (label),5,5,0.07891362380045927,-0.013333333333333329,False +giroux2022,fewpair,draw4,zs_cal,Plasmablast (markers),5,5,1.1942315633767902,0.08,True +giroux2022,fewpair,draw4,zs_cal,MS1 monocyte (IL1R2+),5,5,-0.10289321859673944,-0.9232130760462318,True +giroux2022,fewpair,draw4,zs_cal,Cycling monocyte (Ye 2026),5,5,-0.047911569910377594,-0.2933383210199819,True +giroux2022,fewpair,draw4,zs_cal,ISG-high monocyte (positive control),5,5,-16.35615584731617,-24.78822291202669,True +giroux2022,fewpair,draw4,zs_cal,ISG-high T,5,5,-27.81213512442652,-22.3808877252865,True +giroux2022,fewpair,draw4,zs_cal,DN2 / ABC B,5,5,0.4140923646052297,-1.2752369429320425,False +giroux2022,fewpair,draw4,zs_cal,HSPC,5,5,-0.01917137747893262,0.0,False +giroux2022,fewpair,draw4,zs_cal,Cytotoxic CD4 T,5,5,-3.6003254558130777,-2.7952233911658206,True +giroux2022,fewpair,draw4,zs_cal,Granulocyte-like (LDG),5,5,-1.7290121007468475,-0.13333333333333333,True +giroux2022,fewpair,draw4,zs_cal,Platelet signal in monocytes (negative control),5,5,-6.007110464553541,-1.069488066833665,True +giroux2022,fewpair,draw4,scsemi5,C1Q-high monocyte (reference),5,5,0.2951590455104316,-0.028604118993135016,False +giroux2022,fewpair,draw4,scsemi5,Cycling T/NK,5,5,-0.6837260661382154,0.11518926442666118,False +giroux2022,fewpair,draw4,scsemi5,Cycling activated T (CD38/HLA-DR),5,5,-0.6170127672188486,-0.08449572899365651,True +giroux2022,fewpair,draw4,scsemi5,Proliferating T (label),5,5,-1.0756866766495334,-13.070739799801672,True +giroux2022,fewpair,draw4,scsemi5,Plasmablast (label),5,5,0.07891362380045927,0.07999999999999999,True +giroux2022,fewpair,draw4,scsemi5,Plasmablast (markers),5,5,0.08368855557841343,0.6133333333333333,True +giroux2022,fewpair,draw4,scsemi5,MS1 monocyte (IL1R2+),5,5,-0.05997924352172719,0.0,False +giroux2022,fewpair,draw4,scsemi5,Cycling monocyte (Ye 2026),5,5,-0.22359476249912102,0.0796812749003984,False +giroux2022,fewpair,draw4,scsemi5,ISG-high monocyte (positive control),5,5,-15.200498853152055,-28.344263362542094,True +giroux2022,fewpair,draw4,scsemi5,ISG-high T,5,5,-9.709962770198599,-22.734271787162317,True +giroux2022,fewpair,draw4,scsemi5,DN2 / ABC B,5,5,-0.5522663740747932,0.0,False +giroux2022,fewpair,draw4,scsemi5,HSPC,5,5,-0.020515139974053652,0.0,False +giroux2022,fewpair,draw4,scsemi5,Cytotoxic CD4 T,5,5,-0.5347450514506968,-4.05390539139036,True +giroux2022,fewpair,draw4,scsemi5,Granulocyte-like (LDG),5,5,-0.38893429955770503,0.0,False +giroux2022,fewpair,draw4,scsemi5,Platelet signal in monocytes (negative control),5,5,-1.3248127376167602,-0.6064473957626969,True +giroux2022,fewpair,draw4,lora5,C1Q-high monocyte (reference),5,5,0.4531469917082711,0.13867838912255834,True +giroux2022,fewpair,draw4,lora5,Cycling T/NK,5,5,-0.9298364566132528,-0.27264212350291833,True +giroux2022,fewpair,draw4,lora5,Cycling activated T (CD38/HLA-DR),5,5,-1.0814260278179868,-0.18486695292014232,True +giroux2022,fewpair,draw4,lora5,Proliferating T (label),5,5,-1.0756866766495334,-1.2441146899588345,True +giroux2022,fewpair,draw4,lora5,Plasmablast (label),5,5,0.07891362380045927,0.05333333333333329,True +giroux2022,fewpair,draw4,lora5,Plasmablast (markers),5,5,1.1942315633767902,0.05333333333333329,True +giroux2022,fewpair,draw4,lora5,MS1 monocyte (IL1R2+),5,5,-0.1561093473604409,0.0,False +giroux2022,fewpair,draw4,lora5,Cycling monocyte (Ye 2026),5,5,-0.10071534119957759,0.5176956015046332,False +giroux2022,fewpair,draw4,lora5,ISG-high monocyte (positive control),5,5,-15.964849982305477,-29.855369590240684,True +giroux2022,fewpair,draw4,lora5,ISG-high T,5,5,-27.81213512442652,-15.973722445297614,True +giroux2022,fewpair,draw4,lora5,DN2 / ABC B,5,5,0.8340273999095995,0.6611812886049181,True +giroux2022,fewpair,draw4,lora5,HSPC,5,5,-0.01917137747893262,0.013333333333333336,False +giroux2022,fewpair,draw4,lora5,Cytotoxic CD4 T,5,5,-3.6003254558130777,-0.620932369132765,True +giroux2022,fewpair,draw4,lora5,Granulocyte-like (LDG),5,5,-1.7290121007468475,-0.02666666666666667,True +giroux2022,fewpair,draw4,lora5,Platelet signal in monocytes (negative control),5,5,-5.645946184251711,1.9765937766615234,False +giroux2022,fivefold,fivefold,zs__raw,C1Q-high monocyte (reference),11,13,-0.46413336171406816,0.04439660443973553,False +giroux2022,fivefold,fivefold,zs__raw,Cycling T/NK,11,13,-0.40838179074796244,-0.2200760434302313,True +giroux2022,fivefold,fivefold,zs__raw,Cycling activated T (CD38/HLA-DR),11,13,-0.5254864381711659,-0.14810418994535385,True +giroux2022,fivefold,fivefold,zs__raw,Proliferating T (label),11,13,-0.8343505588710431,-0.46469076511330687,True +giroux2022,fivefold,fivefold,zs__raw,Plasmablast (label),11,13,0.019733559046413773,-0.05128205128205132,False +giroux2022,fivefold,fivefold,zs__raw,Plasmablast (markers),11,13,0.8989655280938913,-0.12447552447552446,False +giroux2022,fivefold,fivefold,zs__raw,MS1 monocyte (IL1R2+),11,13,-0.13665221279516127,0.3640410059013872,False +giroux2022,fivefold,fivefold,zs__raw,Cycling monocyte (Ye 2026),11,13,0.32566424451202636,0.04774017376941944,True +giroux2022,fivefold,fivefold,zs__raw,ISG-high monocyte (positive control),11,13,-6.164825286600852,-5.38227945535229,True +giroux2022,fivefold,fivefold,zs__raw,ISG-high T,11,13,-7.229671221843458,-4.460034843548021,True +giroux2022,fivefold,fivefold,zs__raw,DN2 / ABC B,11,13,2.349628831599869,-1.133367628398049,False +giroux2022,fivefold,fivefold,zs__raw,HSPC,11,13,-0.003656484108939012,-0.05687645687645687,True +giroux2022,fivefold,fivefold,zs__raw,Cytotoxic CD4 T,11,13,-1.7932686019575002,-0.3761387205897695,True +giroux2022,fivefold,fivefold,zs__raw,Granulocyte-like (LDG),11,13,-0.5089419717750427,-0.04755244755244753,True +giroux2022,fivefold,fivefold,zs__raw,Platelet signal in monocytes (negative control),11,13,0.2714782745542159,-0.20020189780498177,False +giroux2022,fivefold,fivefold,zs__cal,C1Q-high monocyte (reference),11,13,-0.4696291011675173,0.10649378666702927,False +giroux2022,fivefold,fivefold,zs__cal,Cycling T/NK,11,13,-0.3968336659338191,-0.12503703469722058,True +giroux2022,fivefold,fivefold,zs__cal,Cycling activated T (CD38/HLA-DR),11,13,-0.5235056052697906,0.07884550325078778,False +giroux2022,fivefold,fivefold,zs__cal,Proliferating T (label),11,13,-0.8343505588710431,-1.0851819141285461,True +giroux2022,fivefold,fivefold,zs__cal,Plasmablast (label),11,13,0.019733559046413773,-0.07832167832167833,False +giroux2022,fivefold,fivefold,zs__cal,Plasmablast (markers),11,13,0.7510398313345339,-0.06573426573426563,False +giroux2022,fivefold,fivefold,zs__cal,MS1 monocyte (IL1R2+),11,13,-0.0629649501306982,0.3040490995403238,False +giroux2022,fivefold,fivefold,zs__cal,Cycling monocyte (Ye 2026),11,13,0.1898726032948459,0.06103161611636142,True +giroux2022,fivefold,fivefold,zs__cal,ISG-high monocyte (positive control),11,13,-6.680230682356722,-8.69512483117991,True +giroux2022,fivefold,fivefold,zs__cal,ISG-high T,11,13,-6.8729072176613,-5.574410800379234,True +giroux2022,fivefold,fivefold,zs__cal,DN2 / ABC B,11,13,1.7876626069163386,-1.0333822016350953,False +giroux2022,fivefold,fivefold,zs__cal,HSPC,11,13,-0.004239619226359584,-0.013519813519813519,True +giroux2022,fivefold,fivefold,zs__cal,Cytotoxic CD4 T,11,13,-1.7932686019575002,-1.3490371962281378,True +giroux2022,fivefold,fivefold,zs__cal,Granulocyte-like (LDG),11,13,-0.4399199355405079,-0.025641025641025633,True +giroux2022,fivefold,fivefold,zs__cal,Platelet signal in monocytes (negative control),11,13,0.5427958055096571,-0.4764248807366689,False +giroux2022,fivefold,fivefold,scsemi__raw,C1Q-high monocyte (reference),11,13,-0.36149500724343686,-0.03951037314910381,True +giroux2022,fivefold,fivefold,scsemi__raw,Cycling T/NK,11,13,-0.27015181564712565,-0.1097709704308096,True +giroux2022,fivefold,fivefold,scsemi__raw,Cycling activated T (CD38/HLA-DR),11,13,-0.285533705580858,-0.20310109785677966,True +giroux2022,fivefold,fivefold,scsemi__raw,Proliferating T (label),11,13,-0.8343505588710431,-6.091134127992661,True +giroux2022,fivefold,fivefold,scsemi__raw,Plasmablast (label),11,13,0.019733559046413773,-0.047086247086247084,False +giroux2022,fivefold,fivefold,scsemi__raw,Plasmablast (markers),11,13,0.02071337086312186,0.23589743589743584,True +giroux2022,fivefold,fivefold,scsemi__raw,MS1 monocyte (IL1R2+),11,13,-0.024311217046551384,0.0,False +giroux2022,fivefold,fivefold,scsemi__raw,Cycling monocyte (Ye 2026),11,13,0.14061615662788818,-0.09255547904492309,False +giroux2022,fivefold,fivefold,scsemi__raw,ISG-high monocyte (positive control),11,13,-4.867871708039927,-6.95643261097302,True +giroux2022,fivefold,fivefold,scsemi__raw,ISG-high T,11,13,-1.6845693052767847,-8.459699449379222,True +giroux2022,fivefold,fivefold,scsemi__raw,DN2 / ABC B,11,13,0.6520678692135335,-0.0407000407000407,False +giroux2022,fivefold,fivefold,scsemi__raw,HSPC,11,13,-0.0026885064655328417,-0.015384615384615385,True +giroux2022,fivefold,fivefold,scsemi__raw,Cytotoxic CD4 T,11,13,-0.29938630997066645,-4.586498752270343,True +giroux2022,fivefold,fivefold,scsemi__raw,Granulocyte-like (LDG),11,13,-0.0739734158869785,0.0,False +giroux2022,fivefold,fivefold,scsemi__raw,Platelet signal in monocytes (negative control),11,13,-0.08214531348597953,1.3900603303284664,False +giroux2022,fivefold,fivefold,real_lora__raw,C1Q-high monocyte (reference),11,13,-0.4836471305147012,-0.21929738660992049,True +giroux2022,fivefold,fivefold,real_lora__raw,Cycling T/NK,11,13,-0.40838179074796244,-0.13942091340752505,True +giroux2022,fivefold,fivefold,real_lora__raw,Cycling activated T (CD38/HLA-DR),11,13,-0.5283450252282618,-0.1253269900297631,True +giroux2022,fivefold,fivefold,real_lora__raw,Proliferating T (label),11,13,-0.8343505588710431,-0.5240248842470702,True +giroux2022,fivefold,fivefold,real_lora__raw,Plasmablast (label),11,13,0.019733559046413773,-0.009324009324009341,False +giroux2022,fivefold,fivefold,real_lora__raw,Plasmablast (markers),11,13,0.829233289237638,-0.0261072261072261,False +giroux2022,fivefold,fivefold,real_lora__raw,MS1 monocyte (IL1R2+),11,13,-0.07681000070673294,-0.002139567356958659,True +giroux2022,fivefold,fivefold,real_lora__raw,Cycling monocyte (Ye 2026),11,13,0.3878321090215997,-0.04313639197355611,False +giroux2022,fivefold,fivefold,real_lora__raw,ISG-high monocyte (positive control),11,13,-6.542359871402596,-9.447877228160104,True +giroux2022,fivefold,fivefold,real_lora__raw,ISG-high T,11,13,-7.189487349328954,-4.003433939811362,True +giroux2022,fivefold,fivefold,real_lora__raw,DN2 / ABC B,11,13,1.9771535026918583,-0.7403327408548247,False +giroux2022,fivefold,fivefold,real_lora__raw,HSPC,11,13,-0.0045543516734732475,-0.010256410256410256,True +giroux2022,fivefold,fivefold,real_lora__raw,Cytotoxic CD4 T,11,13,-1.7932686019575002,-0.644309722297507,True +giroux2022,fivefold,fivefold,real_lora__raw,Granulocyte-like (LDG),11,13,-0.4692396267172456,-0.023776223776223772,True +giroux2022,fivefold,fivefold,real_lora__raw,Platelet signal in monocytes (negative control),11,13,0.17670460761872775,-0.546858701593973,False +ji2025_chili,fewpair,draw0,zs_raw,C1Q-high monocyte (reference),14,11,2.5488370587015137,-0.01167154349871466,False +ji2025_chili,fewpair,draw0,zs_raw,Cycling T/NK,14,11,0.6113296851368264,0.32712288302744047,True +ji2025_chili,fewpair,draw0,zs_raw,Cycling activated T (CD38/HLA-DR),14,11,1.659943001589685,0.37509097903093225,True +ji2025_chili,fewpair,draw0,zs_raw,Proliferating T (label),14,11,1.852448858068243,1.7316075449187278,True +ji2025_chili,fewpair,draw0,zs_raw,Plasmablast (label),14,11,-0.2513212945877528,0.2987012987012988,False +ji2025_chili,fewpair,draw0,zs_raw,Plasmablast (markers),14,11,-0.2790119491086509,0.2891774891774894,False +ji2025_chili,fewpair,draw0,zs_raw,MS1 monocyte (IL1R2+),14,11,6.145606390435751,0.25600713014904125,True +ji2025_chili,fewpair,draw0,zs_raw,Cycling monocyte (Ye 2026),14,11,0.4631349807693745,0.032526120836454814,True +ji2025_chili,fewpair,draw0,zs_raw,ISG-high monocyte (positive control),14,11,1.526677058894697,11.586951311721602,True +ji2025_chili,fewpair,draw0,zs_raw,ISG-high T,14,11,0.13456756707647666,1.4386246577624588,True +ji2025_chili,fewpair,draw0,zs_raw,DN2 / ABC B,14,11,0.7463295296572191,0.4802360003905073,True +ji2025_chili,fewpair,draw0,zs_raw,HSPC,14,11,0.1122179624793779,-0.02207792207792207,False +ji2025_chili,fewpair,draw0,zs_raw,Cytotoxic CD4 T,14,11,0.15940313342619228,-0.06250943979738274,False +ji2025_chili,fewpair,draw0,zs_raw,Granulocyte-like (LDG),14,11,0.17786082851058302,-0.004761904761904773,False +ji2025_chili,fewpair,draw0,zs_raw,Platelet signal in monocytes (negative control),14,11,6.399602991869707,0.11494003935798319,True +ji2025_chili,fewpair,draw0,zs_cal,C1Q-high monocyte (reference),14,11,2.4825941120749055,0.15526923189072392,True +ji2025_chili,fewpair,draw0,zs_cal,Cycling T/NK,14,11,0.7372704944754669,0.031383859723290164,True +ji2025_chili,fewpair,draw0,zs_cal,Cycling activated T (CD38/HLA-DR),14,11,1.9659115598180326,0.07616555777581592,True +ji2025_chili,fewpair,draw0,zs_cal,Proliferating T (label),14,11,1.852448858068243,0.38812855999947726,True +ji2025_chili,fewpair,draw0,zs_cal,Plasmablast (label),14,11,-0.2513212945877528,0.1688311688311688,False +ji2025_chili,fewpair,draw0,zs_cal,Plasmablast (markers),14,11,-0.28286608685728043,0.07792207792207803,False +ji2025_chili,fewpair,draw0,zs_cal,MS1 monocyte (IL1R2+),14,11,9.009476601850087,0.0907525857301642,True +ji2025_chili,fewpair,draw0,zs_cal,Cycling monocyte (Ye 2026),14,11,0.9505651769115386,-0.03064722526286602,False +ji2025_chili,fewpair,draw0,zs_cal,ISG-high monocyte (positive control),14,11,2.5366967380229712,3.1854341677202687,True +ji2025_chili,fewpair,draw0,zs_cal,ISG-high T,14,11,0.259960587057324,0.12297805194476115,True +ji2025_chili,fewpair,draw0,zs_cal,DN2 / ABC B,14,11,-0.8849789617172079,0.07735389238587534,False +ji2025_chili,fewpair,draw0,zs_cal,HSPC,14,11,0.11404743945544693,-0.01818181818181816,False +ji2025_chili,fewpair,draw0,zs_cal,Cytotoxic CD4 T,14,11,0.1652518706770506,0.5700830632462017,True +ji2025_chili,fewpair,draw0,zs_cal,Granulocyte-like (LDG),14,11,0.3036911620285051,0.012987012987012984,True +ji2025_chili,fewpair,draw0,zs_cal,Platelet signal in monocytes (negative control),14,11,7.605361094887051,-0.03112538134113585,False +ji2025_chili,fewpair,draw0,scsemi5,C1Q-high monocyte (reference),14,11,3.007275868380914,-0.029783392022346367,False +ji2025_chili,fewpair,draw0,scsemi5,Cycling T/NK,14,11,1.0662206605440274,-0.021962984805418237,False +ji2025_chili,fewpair,draw0,scsemi5,Cycling activated T (CD38/HLA-DR),14,11,3.2500877398701777,0.029830434664271523,True +ji2025_chili,fewpair,draw0,scsemi5,Proliferating T (label),14,11,1.852448858068243,0.30449750091580496,True +ji2025_chili,fewpair,draw0,scsemi5,Plasmablast (label),14,11,-0.2513212945877528,0.11861471861471867,False +ji2025_chili,fewpair,draw0,scsemi5,Plasmablast (markers),14,11,-0.06275181277178454,0.23593073593073588,False +ji2025_chili,fewpair,draw0,scsemi5,MS1 monocyte (IL1R2+),14,11,17.768952620488292,-0.07923930269413629,False +ji2025_chili,fewpair,draw0,scsemi5,Cycling monocyte (Ye 2026),14,11,1.351787778711512,0.0,False +ji2025_chili,fewpair,draw0,scsemi5,ISG-high monocyte (positive control),14,11,5.713778791002363,0.0,False +ji2025_chili,fewpair,draw0,scsemi5,ISG-high T,14,11,0.9140659832032455,0.008315316813570598,True +ji2025_chili,fewpair,draw0,scsemi5,DN2 / ABC B,14,11,-1.3194990730826355,0.0,False +ji2025_chili,fewpair,draw0,scsemi5,HSPC,14,11,0.07733035412021716,-0.012121212121212121,False +ji2025_chili,fewpair,draw0,scsemi5,Cytotoxic CD4 T,14,11,0.3719954370150401,0.5161852808934786,True +ji2025_chili,fewpair,draw0,scsemi5,Granulocyte-like (LDG),14,11,0.7900553857651286,0.0,False +ji2025_chili,fewpair,draw0,scsemi5,Platelet signal in monocytes (negative control),14,11,10.722795776908189,0.14321926293542875,True +ji2025_chili,fewpair,draw0,lora5,C1Q-high monocyte (reference),14,11,2.9038838129113222,0.6857288108289419,True +ji2025_chili,fewpair,draw0,lora5,Cycling T/NK,14,11,1.0622916962190239,0.009532464404312907,True +ji2025_chili,fewpair,draw0,lora5,Cycling activated T (CD38/HLA-DR),14,11,3.2500877398701777,-0.08277523332310618,False +ji2025_chili,fewpair,draw0,lora5,Proliferating T (label),14,11,1.852448858068243,0.5950555256668734,True +ji2025_chili,fewpair,draw0,lora5,Plasmablast (label),14,11,-0.2513212945877528,0.07619047619047614,False +ji2025_chili,fewpair,draw0,lora5,Plasmablast (markers),14,11,-0.10008507663381627,-0.015584415584415479,True +ji2025_chili,fewpair,draw0,lora5,MS1 monocyte (IL1R2+),14,11,16.86977948100263,2.723715546464118,True +ji2025_chili,fewpair,draw0,lora5,Cycling monocyte (Ye 2026),14,11,1.1825476203822105,-0.0037456587551712352,False +ji2025_chili,fewpair,draw0,lora5,ISG-high monocyte (positive control),14,11,4.434460452507,0.756136512638282,True +ji2025_chili,fewpair,draw0,lora5,ISG-high T,14,11,0.9140659832032455,0.12503817322072622,True +ji2025_chili,fewpair,draw0,lora5,DN2 / ABC B,14,11,-1.4091890734150967,0.13339387442587686,False +ji2025_chili,fewpair,draw0,lora5,HSPC,14,11,0.07158354392779148,0.06406926406926411,True +ji2025_chili,fewpair,draw0,lora5,Cytotoxic CD4 T,14,11,0.3697696280384286,-0.07917868513018714,False +ji2025_chili,fewpair,draw0,lora5,Granulocyte-like (LDG),14,11,0.7040116032775602,-0.00735930735930736,False +ji2025_chili,fewpair,draw0,lora5,Platelet signal in monocytes (negative control),14,11,10.197830034238066,0.8927003199036845,True +ji2025_chili,fewpair,draw1,zs_raw,C1Q-high monocyte (reference),15,11,3.0286742196692265,-0.05466992846022661,False +ji2025_chili,fewpair,draw1,zs_raw,Cycling T/NK,15,11,0.56100898082641,0.36405632079739825,True +ji2025_chili,fewpair,draw1,zs_raw,Cycling activated T (CD38/HLA-DR),15,11,1.512789302385039,0.3928524692228852,True +ji2025_chili,fewpair,draw1,zs_raw,Proliferating T (label),15,11,1.4289834887002462,1.6194499745148732,True +ji2025_chili,fewpair,draw1,zs_raw,Plasmablast (label),15,11,-0.5338831915007753,0.2654545454545455,False +ji2025_chili,fewpair,draw1,zs_raw,Plasmablast (markers),15,11,-0.6592049329118972,0.25737373737373725,False +ji2025_chili,fewpair,draw1,zs_raw,MS1 monocyte (IL1R2+),15,11,7.6669991909941375,0.2679295571907229,True +ji2025_chili,fewpair,draw1,zs_raw,Cycling monocyte (Ye 2026),15,11,0.8772392501421792,0.10465550555305891,True +ji2025_chili,fewpair,draw1,zs_raw,ISG-high monocyte (positive control),15,11,1.0545274559479094,9.648640389438015,True +ji2025_chili,fewpair,draw1,zs_raw,ISG-high T,15,11,0.07728550803904648,1.2992164501796464,True +ji2025_chili,fewpair,draw1,zs_raw,DN2 / ABC B,15,11,-0.043615843354150474,0.7518431799905898,False +ji2025_chili,fewpair,draw1,zs_raw,HSPC,15,11,0.11817088533351133,0.034343434343434336,True +ji2025_chili,fewpair,draw1,zs_raw,Cytotoxic CD4 T,15,11,-0.012251192106855241,0.08077153553394617,False +ji2025_chili,fewpair,draw1,zs_raw,Granulocyte-like (LDG),15,11,0.21439879184733324,-0.03717171717171716,False +ji2025_chili,fewpair,draw1,zs_raw,Platelet signal in monocytes (negative control),15,11,5.995703173756987,-0.07601616903679231,False +ji2025_chili,fewpair,draw1,zs_cal,C1Q-high monocyte (reference),15,11,3.037325484902248,0.09848963448468454,True +ji2025_chili,fewpair,draw1,zs_cal,Cycling T/NK,15,11,0.6302529915330088,0.2849144675636397,True +ji2025_chili,fewpair,draw1,zs_cal,Cycling activated T (CD38/HLA-DR),15,11,1.7819183344210467,0.17386978454732804,True +ji2025_chili,fewpair,draw1,zs_cal,Proliferating T (label),15,11,1.4289834887002462,0.7283120051029386,True +ji2025_chili,fewpair,draw1,zs_cal,Plasmablast (label),15,11,-0.5338831915007753,0.15515151515151504,False +ji2025_chili,fewpair,draw1,zs_cal,Plasmablast (markers),15,11,-0.6315914539343322,0.20121212121212106,False +ji2025_chili,fewpair,draw1,zs_cal,MS1 monocyte (IL1R2+),15,11,9.739593803502782,0.04276613085602726,True +ji2025_chili,fewpair,draw1,zs_cal,Cycling monocyte (Ye 2026),15,11,0.7253179765801991,0.05349729325304708,True +ji2025_chili,fewpair,draw1,zs_cal,ISG-high monocyte (positive control),15,11,1.6417829001854092,4.414872343152768,True +ji2025_chili,fewpair,draw1,zs_cal,ISG-high T,15,11,0.191235219618195,0.20331022977822236,True +ji2025_chili,fewpair,draw1,zs_cal,DN2 / ABC B,15,11,-0.7969199633081026,0.2071907629362822,False +ji2025_chili,fewpair,draw1,zs_cal,HSPC,15,11,0.11581890068569378,0.019797979797979794,True +ji2025_chili,fewpair,draw1,zs_cal,Cytotoxic CD4 T,15,11,0.03333979120920047,0.03969108065676469,True +ji2025_chili,fewpair,draw1,zs_cal,Granulocyte-like (LDG),15,11,0.31381728922270524,0.002424242424242426,True +ji2025_chili,fewpair,draw1,zs_cal,Platelet signal in monocytes (negative control),15,11,7.24470178237852,-0.05483690905885619,False +ji2025_chili,fewpair,draw1,scsemi5,C1Q-high monocyte (reference),15,11,3.354345097806567,-0.08102485470277149,False +ji2025_chili,fewpair,draw1,scsemi5,Cycling T/NK,15,11,0.9420765434643715,0.0070028011204481795,True +ji2025_chili,fewpair,draw1,scsemi5,Cycling activated T (CD38/HLA-DR),15,11,2.7098048407883497,0.03541972842915403,True +ji2025_chili,fewpair,draw1,scsemi5,Proliferating T (label),15,11,1.4289834887002462,0.6608249243973016,True +ji2025_chili,fewpair,draw1,scsemi5,Plasmablast (label),15,11,-0.5338831915007753,-0.06626262626262626,True +ji2025_chili,fewpair,draw1,scsemi5,Plasmablast (markers),15,11,-0.553850590851221,-0.03595959595959594,True +ji2025_chili,fewpair,draw1,scsemi5,MS1 monocyte (IL1R2+),15,11,26.72694619173436,0.1539288630565657,True +ji2025_chili,fewpair,draw1,scsemi5,Cycling monocyte (Ye 2026),15,11,1.45292282325406,0.0,False +ji2025_chili,fewpair,draw1,scsemi5,ISG-high monocyte (positive control),15,11,5.572616921715764,0.0,False +ji2025_chili,fewpair,draw1,scsemi5,ISG-high T,15,11,0.5724139626876275,0.0,False +ji2025_chili,fewpair,draw1,scsemi5,DN2 / ABC B,15,11,-1.9298601669626447,0.0,False +ji2025_chili,fewpair,draw1,scsemi5,HSPC,15,11,0.09866948292376487,0.0044444444444444444,True +ji2025_chili,fewpair,draw1,scsemi5,Cytotoxic CD4 T,15,11,-0.036292888327954076,-0.2813384857112782,True +ji2025_chili,fewpair,draw1,scsemi5,Granulocyte-like (LDG),15,11,0.8424441707916963,-0.013737373737373739,False +ji2025_chili,fewpair,draw1,scsemi5,Platelet signal in monocytes (negative control),15,11,10.474449429188423,8.318483631421397,True +ji2025_chili,fewpair,draw1,lora5,C1Q-high monocyte (reference),15,11,3.3420623371064577,0.4752833589056329,True +ji2025_chili,fewpair,draw1,lora5,Cycling T/NK,15,11,0.9420765434643715,0.4041310808634445,True +ji2025_chili,fewpair,draw1,lora5,Cycling activated T (CD38/HLA-DR),15,11,2.7098048407883497,0.42207500663456865,True +ji2025_chili,fewpair,draw1,lora5,Proliferating T (label),15,11,1.4289834887002462,1.4953279276395302,True +ji2025_chili,fewpair,draw1,lora5,Plasmablast (label),15,11,-0.5338831915007753,0.06787878787878787,False +ji2025_chili,fewpair,draw1,lora5,Plasmablast (markers),15,11,-0.553850590851221,0.08727272727272728,False +ji2025_chili,fewpair,draw1,lora5,MS1 monocyte (IL1R2+),15,11,27.271859097622396,3.623011082573723,True +ji2025_chili,fewpair,draw1,lora5,Cycling monocyte (Ye 2026),15,11,1.4586310140726413,0.0,False +ji2025_chili,fewpair,draw1,lora5,ISG-high monocyte (positive control),15,11,5.6642750443740875,4.048089637383709,True +ji2025_chili,fewpair,draw1,lora5,ISG-high T,15,11,0.5724139626876275,0.5044932658448379,True +ji2025_chili,fewpair,draw1,lora5,DN2 / ABC B,15,11,-1.9298601669626447,0.5204947002722952,False +ji2025_chili,fewpair,draw1,lora5,HSPC,15,11,0.09866948292376487,0.3337373737373738,True +ji2025_chili,fewpair,draw1,lora5,Cytotoxic CD4 T,15,11,-0.036292888327954076,0.2297212977038079,False +ji2025_chili,fewpair,draw1,lora5,Granulocyte-like (LDG),15,11,0.8424441707916963,0.005252525252525248,True +ji2025_chili,fewpair,draw1,lora5,Platelet signal in monocytes (negative control),15,11,10.726937387699348,1.0926833191825933,True +ji2025_chili,fewpair,draw2,zs_raw,C1Q-high monocyte (reference),16,10,1.7672265189178795,0.04764644714688451,True +ji2025_chili,fewpair,draw2,zs_raw,Cycling T/NK,16,10,0.48776384063954564,0.2939502228256463,True +ji2025_chili,fewpair,draw2,zs_raw,Cycling activated T (CD38/HLA-DR),16,10,1.3919635450151795,0.38214024636709454,True +ji2025_chili,fewpair,draw2,zs_raw,Proliferating T (label),16,10,1.614765614382904,2.2562336209520035,True +ji2025_chili,fewpair,draw2,zs_raw,Plasmablast (label),16,10,-0.2730204804643467,0.3341666666666666,False +ji2025_chili,fewpair,draw2,zs_raw,Plasmablast (markers),16,10,-0.32129522469205807,0.2991666666666666,False +ji2025_chili,fewpair,draw2,zs_raw,MS1 monocyte (IL1R2+),16,10,8.112548204157248,0.22460905845389037,True +ji2025_chili,fewpair,draw2,zs_raw,Cycling monocyte (Ye 2026),16,10,0.6168732752466335,0.04305065751949677,True +ji2025_chili,fewpair,draw2,zs_raw,ISG-high monocyte (positive control),16,10,1.3604550313699693,10.4618379760762,True +ji2025_chili,fewpair,draw2,zs_raw,ISG-high T,16,10,0.13385595346043203,1.3550145397737332,True +ji2025_chili,fewpair,draw2,zs_raw,DN2 / ABC B,16,10,0.1431244110506502,0.48161992943682175,True +ji2025_chili,fewpair,draw2,zs_raw,HSPC,16,10,0.2295023130574453,-0.013333333333333322,False +ji2025_chili,fewpair,draw2,zs_raw,Cytotoxic CD4 T,16,10,0.17064702483552158,-0.19281620895636084,False +ji2025_chili,fewpair,draw2,zs_raw,Granulocyte-like (LDG),16,10,0.1990500575396763,-0.02833333333333332,False +ji2025_chili,fewpair,draw2,zs_raw,Platelet signal in monocytes (negative control),16,10,5.279158623559818,-0.10192677687775731,False +ji2025_chili,fewpair,draw2,zs_cal,C1Q-high monocyte (reference),16,10,1.850497814949645,-0.050702520201424794,False +ji2025_chili,fewpair,draw2,zs_cal,Cycling T/NK,16,10,0.6155733342541599,0.06309338448823257,True +ji2025_chili,fewpair,draw2,zs_cal,Cycling activated T (CD38/HLA-DR),16,10,1.6720011026352586,0.057953875253195286,True +ji2025_chili,fewpair,draw2,zs_cal,Proliferating T (label),16,10,1.614765614382904,0.4729269506549981,True +ji2025_chili,fewpair,draw2,zs_cal,Plasmablast (label),16,10,-0.2730204804643467,0.23749999999999996,False +ji2025_chili,fewpair,draw2,zs_cal,Plasmablast (markers),16,10,-0.3427129511809468,0.15916666666666668,False +ji2025_chili,fewpair,draw2,zs_cal,MS1 monocyte (IL1R2+),16,10,10.10033650560526,0.05036483433864207,True +ji2025_chili,fewpair,draw2,zs_cal,Cycling monocyte (Ye 2026),16,10,0.7812245196003889,0.013349372678269869,True +ji2025_chili,fewpair,draw2,zs_cal,ISG-high monocyte (positive control),16,10,1.8837483579391028,4.309866976198966,True +ji2025_chili,fewpair,draw2,zs_cal,ISG-high T,16,10,0.18933899339305563,0.14043830665756496,True +ji2025_chili,fewpair,draw2,zs_cal,DN2 / ABC B,16,10,-0.984411183886166,-0.1921585792216992,True +ji2025_chili,fewpair,draw2,zs_cal,HSPC,16,10,0.17071285383081247,-0.07083333333333333,False +ji2025_chili,fewpair,draw2,zs_cal,Cytotoxic CD4 T,16,10,0.20373927712647164,-0.007167523779242069,False +ji2025_chili,fewpair,draw2,zs_cal,Granulocyte-like (LDG),16,10,0.18338267299007285,0.0075,True +ji2025_chili,fewpair,draw2,zs_cal,Platelet signal in monocytes (negative control),16,10,5.272101957082649,-0.031155321794235524,False +ji2025_chili,fewpair,draw2,scsemi5,C1Q-high monocyte (reference),16,10,1.8884640728904194,-0.26030370942188097,False +ji2025_chili,fewpair,draw2,scsemi5,Cycling T/NK,16,10,0.8221664640672288,0.006565126050420168,True +ji2025_chili,fewpair,draw2,scsemi5,Cycling activated T (CD38/HLA-DR),16,10,2.448284546653257,0.025201612903225805,True +ji2025_chili,fewpair,draw2,scsemi5,Proliferating T (label),16,10,1.614765614382904,0.28876975038392155,True +ji2025_chili,fewpair,draw2,scsemi5,Plasmablast (label),16,10,-0.2730204804643467,-0.020000000000000004,True +ji2025_chili,fewpair,draw2,scsemi5,Plasmablast (markers),16,10,-0.21297533974328853,0.024999999999999994,False +ji2025_chili,fewpair,draw2,scsemi5,MS1 monocyte (IL1R2+),16,10,20.714605471368657,-0.002223178427997685,False +ji2025_chili,fewpair,draw2,scsemi5,Cycling monocyte (Ye 2026),16,10,1.090067685220969,0.0,False +ji2025_chili,fewpair,draw2,scsemi5,ISG-high monocyte (positive control),16,10,4.45087986568749,0.0,False +ji2025_chili,fewpair,draw2,scsemi5,ISG-high T,16,10,0.45158304507974245,0.0,False +ji2025_chili,fewpair,draw2,scsemi5,DN2 / ABC B,16,10,0.14646435748194087,0.0,False +ji2025_chili,fewpair,draw2,scsemi5,HSPC,16,10,0.20638409067511865,0.0,False +ji2025_chili,fewpair,draw2,scsemi5,Cytotoxic CD4 T,16,10,0.20498624208979035,0.6312945044008451,True +ji2025_chili,fewpair,draw2,scsemi5,Granulocyte-like (LDG),16,10,0.4604073727497385,0.004166666666666667,True +ji2025_chili,fewpair,draw2,scsemi5,Platelet signal in monocytes (negative control),16,10,7.198885425367612,-0.757218283310743,False +ji2025_chili,fewpair,draw2,lora5,C1Q-high monocyte (reference),16,10,1.8166675925274545,0.12561636067108362,True +ji2025_chili,fewpair,draw2,lora5,Cycling T/NK,16,10,0.7958015281454857,0.08105743067443341,True +ji2025_chili,fewpair,draw2,lora5,Cycling activated T (CD38/HLA-DR),16,10,2.4382746736562453,0.036067318073096766,True +ji2025_chili,fewpair,draw2,lora5,Proliferating T (label),16,10,1.614765614382904,0.29951691651855256,True +ji2025_chili,fewpair,draw2,lora5,Plasmablast (label),16,10,-0.2730204804643467,-0.09833333333333327,True +ji2025_chili,fewpair,draw2,lora5,Plasmablast (markers),16,10,-0.24998142643207166,-0.2183333333333335,True +ji2025_chili,fewpair,draw2,lora5,MS1 monocyte (IL1R2+),16,10,16.443470934044264,0.23397752225165286,True +ji2025_chili,fewpair,draw2,lora5,Cycling monocyte (Ye 2026),16,10,0.8438118504618998,0.0508130081300813,True +ji2025_chili,fewpair,draw2,lora5,ISG-high monocyte (positive control),16,10,3.404326826196166,3.0289324839581973,True +ji2025_chili,fewpair,draw2,lora5,ISG-high T,16,10,0.4849307332044387,0.13330710419004002,True +ji2025_chili,fewpair,draw2,lora5,DN2 / ABC B,16,10,0.47096520868432323,1.0165396754530978,True +ji2025_chili,fewpair,draw2,lora5,HSPC,16,10,0.19881505073095374,-0.12083333333333333,False +ji2025_chili,fewpair,draw2,lora5,Cytotoxic CD4 T,16,10,0.18188083203172803,-0.029355701088210312,False +ji2025_chili,fewpair,draw2,lora5,Granulocyte-like (LDG),16,10,0.3817674636644441,-0.006666666666666666,False +ji2025_chili,fewpair,draw2,lora5,Platelet signal in monocytes (negative control),16,10,6.0199572413377656,0.3317582586698884,True +ji2025_chili,fewpair,draw3,zs_raw,C1Q-high monocyte (reference),15,10,1.9216129668497492,-0.08071501346102922,False +ji2025_chili,fewpair,draw3,zs_raw,Cycling T/NK,15,10,0.6111955374208399,0.45861458177715103,True +ji2025_chili,fewpair,draw3,zs_raw,Cycling activated T (CD38/HLA-DR),15,10,1.4245994661980417,0.4252189069133298,True +ji2025_chili,fewpair,draw3,zs_raw,Proliferating T (label),15,10,1.5451663856911348,1.6539451072846867,True +ji2025_chili,fewpair,draw3,zs_raw,Plasmablast (label),15,10,-0.5782749937847003,0.311111111111111,False +ji2025_chili,fewpair,draw3,zs_raw,Plasmablast (markers),15,10,-0.5771183745951631,0.288888888888889,False +ji2025_chili,fewpair,draw3,zs_raw,MS1 monocyte (IL1R2+),15,10,8.298790653370972,0.2475445547904455,True +ji2025_chili,fewpair,draw3,zs_raw,Cycling monocyte (Ye 2026),15,10,0.6519360206354978,0.04285935635348029,True +ji2025_chili,fewpair,draw3,zs_raw,ISG-high monocyte (positive control),15,10,1.4962204734161773,9.578503842263375,True +ji2025_chili,fewpair,draw3,zs_raw,ISG-high T,15,10,0.15300001750124492,1.1794316298965266,True +ji2025_chili,fewpair,draw3,zs_raw,DN2 / ABC B,15,10,-0.4972090884855519,0.20416036711871932,False +ji2025_chili,fewpair,draw3,zs_raw,HSPC,15,10,0.2917523582048346,-0.013333333333333336,False +ji2025_chili,fewpair,draw3,zs_raw,Cytotoxic CD4 T,15,10,0.17892831882301602,0.0817231730394327,True +ji2025_chili,fewpair,draw3,zs_raw,Granulocyte-like (LDG),15,10,0.20694890558805623,0.024444444444444477,True +ji2025_chili,fewpair,draw3,zs_raw,Platelet signal in monocytes (negative control),15,10,6.369085552872215,0.14710308808228284,True +ji2025_chili,fewpair,draw3,zs_cal,C1Q-high monocyte (reference),15,10,1.8959958339198457,-0.16062690947438257,False +ji2025_chili,fewpair,draw3,zs_cal,Cycling T/NK,15,10,0.6168878246361775,0.09202270015966732,True +ji2025_chili,fewpair,draw3,zs_cal,Cycling activated T (CD38/HLA-DR),15,10,1.6414596822661638,0.07898190112295297,True +ji2025_chili,fewpair,draw3,zs_cal,Proliferating T (label),15,10,1.5451663856911348,0.30354206135320116,True +ji2025_chili,fewpair,draw3,zs_cal,Plasmablast (label),15,10,-0.5782749937847003,0.16222222222222227,False +ji2025_chili,fewpair,draw3,zs_cal,Plasmablast (markers),15,10,-0.5760531548625126,0.17555555555555544,False +ji2025_chili,fewpair,draw3,zs_cal,MS1 monocyte (IL1R2+),15,10,8.82320590049645,0.0585096423919855,True +ji2025_chili,fewpair,draw3,zs_cal,Cycling monocyte (Ye 2026),15,10,0.6762598833769096,0.004970447410094496,True +ji2025_chili,fewpair,draw3,zs_cal,ISG-high monocyte (positive control),15,10,2.031646353879615,4.554470004630085,True +ji2025_chili,fewpair,draw3,zs_cal,ISG-high T,15,10,0.2808259257961376,0.13258549087202492,True +ji2025_chili,fewpair,draw3,zs_cal,DN2 / ABC B,15,10,-0.17927518335484172,-0.08848402182192486,True +ji2025_chili,fewpair,draw3,zs_cal,HSPC,15,10,0.33561513722586245,-0.0711111111111111,False +ji2025_chili,fewpair,draw3,zs_cal,Cytotoxic CD4 T,15,10,0.17471816013796554,-0.1673691595649369,False +ji2025_chili,fewpair,draw3,zs_cal,Granulocyte-like (LDG),15,10,0.2325777889706298,-0.006666666666666666,False +ji2025_chili,fewpair,draw3,zs_cal,Platelet signal in monocytes (negative control),15,10,6.813528697265876,-0.13769601229556377,False +ji2025_chili,fewpair,draw3,scsemi5,C1Q-high monocyte (reference),15,10,1.9489757510130614,0.5687970888826646,True +ji2025_chili,fewpair,draw3,scsemi5,Cycling T/NK,15,10,0.9870034683763218,0.0,False +ji2025_chili,fewpair,draw3,scsemi5,Cycling activated T (CD38/HLA-DR),15,10,3.0620874504837743,0.0,False +ji2025_chili,fewpair,draw3,scsemi5,Proliferating T (label),15,10,1.5451663856911348,-0.1084672066109466,False +ji2025_chili,fewpair,draw3,scsemi5,Plasmablast (label),15,10,-0.5782749937847003,0.02666666666666667,False +ji2025_chili,fewpair,draw3,scsemi5,Plasmablast (markers),15,10,-0.33810170321620614,0.03333333333333333,False +ji2025_chili,fewpair,draw3,scsemi5,MS1 monocyte (IL1R2+),15,10,23.07010230743087,0.21058332376356992,True +ji2025_chili,fewpair,draw3,scsemi5,Cycling monocyte (Ye 2026),15,10,1.216158571195053,0.0,False +ji2025_chili,fewpair,draw3,scsemi5,ISG-high monocyte (positive control),15,10,4.972986637023526,0.0,False +ji2025_chili,fewpair,draw3,scsemi5,ISG-high T,15,10,0.8933105922539092,0.0,False +ji2025_chili,fewpair,draw3,scsemi5,DN2 / ABC B,15,10,-0.9488711673546963,0.0,False +ji2025_chili,fewpair,draw3,scsemi5,HSPC,15,10,0.3369486456420232,0.0,False +ji2025_chili,fewpair,draw3,scsemi5,Cytotoxic CD4 T,15,10,0.3063123720064083,0.6578943838142335,True +ji2025_chili,fewpair,draw3,scsemi5,Granulocyte-like (LDG),15,10,0.7483974553035282,0.013333333333333334,True +ji2025_chili,fewpair,draw3,scsemi5,Platelet signal in monocytes (negative control),15,10,9.955095068019013,-0.07710625754383615,False +ji2025_chili,fewpair,draw3,lora5,C1Q-high monocyte (reference),15,10,1.9699316853628255,0.47540748328892857,True +ji2025_chili,fewpair,draw3,lora5,Cycling T/NK,15,10,0.9471682382310483,0.047521645776446034,True +ji2025_chili,fewpair,draw3,lora5,Cycling activated T (CD38/HLA-DR),15,10,3.0620874504837743,0.1868461247865274,True +ji2025_chili,fewpair,draw3,lora5,Proliferating T (label),15,10,1.5451663856911348,0.29516386991945176,True +ji2025_chili,fewpair,draw3,lora5,Plasmablast (label),15,10,-0.5782749937847003,-0.028888888888888895,True +ji2025_chili,fewpair,draw3,lora5,Plasmablast (markers),15,10,-0.3978677096225036,-0.08222222222222217,True +ji2025_chili,fewpair,draw3,lora5,MS1 monocyte (IL1R2+),15,10,24.60524245576172,14.320954428398398,True +ji2025_chili,fewpair,draw3,lora5,Cycling monocyte (Ye 2026),15,10,1.2522831670744154,0.022354137428584768,True +ji2025_chili,fewpair,draw3,lora5,ISG-high monocyte (positive control),15,10,4.626382400432117,3.4878896814635794,True +ji2025_chili,fewpair,draw3,lora5,ISG-high T,15,10,0.8933105922539092,0.16669231417853017,True +ji2025_chili,fewpair,draw3,lora5,DN2 / ABC B,15,10,-0.7745816175705418,0.7627972987027127,False +ji2025_chili,fewpair,draw3,lora5,HSPC,15,10,0.3372988291129623,-0.07333333333333333,False +ji2025_chili,fewpair,draw3,lora5,Cytotoxic CD4 T,15,10,0.3063123720064083,-0.01264536613674977,False +ji2025_chili,fewpair,draw3,lora5,Granulocyte-like (LDG),15,10,0.7036706834242501,0.024444444444444442,True +ji2025_chili,fewpair,draw3,lora5,Platelet signal in monocytes (negative control),15,10,10.746630078021832,8.31842515407402,True +ji2025_chili,fewpair,draw4,zs_raw,C1Q-high monocyte (reference),14,10,1.8988209285178759,0.0313761123657591,True +ji2025_chili,fewpair,draw4,zs_raw,Cycling T/NK,14,10,0.3179438620775187,0.4110887992896316,True +ji2025_chili,fewpair,draw4,zs_raw,Cycling activated T (CD38/HLA-DR),14,10,1.1930844115679566,0.4643454468344949,True +ji2025_chili,fewpair,draw4,zs_raw,Proliferating T (label),14,10,0.8772865836561714,1.8521977566147725,True +ji2025_chili,fewpair,draw4,zs_raw,Plasmablast (label),14,10,-0.7114536671571201,0.1657142857142857,False +ji2025_chili,fewpair,draw4,zs_raw,Plasmablast (markers),14,10,-0.8209603640917463,0.10190476190476183,False +ji2025_chili,fewpair,draw4,zs_raw,MS1 monocyte (IL1R2+),14,10,9.701413353426682,0.18620136405081272,True +ji2025_chili,fewpair,draw4,zs_raw,Cycling monocyte (Ye 2026),14,10,0.5183424324429633,0.057717327973208415,True +ji2025_chili,fewpair,draw4,zs_raw,ISG-high monocyte (positive control),14,10,0.8224606659225867,8.153181641227123,True +ji2025_chili,fewpair,draw4,zs_raw,ISG-high T,14,10,0.1398737067141848,1.0844900959375643,True +ji2025_chili,fewpair,draw4,zs_raw,DN2 / ABC B,14,10,0.6471367018190677,0.4070202562665236,True +ji2025_chili,fewpair,draw4,zs_raw,HSPC,14,10,0.3046193297492825,0.03904761904761904,True +ji2025_chili,fewpair,draw4,zs_raw,Cytotoxic CD4 T,14,10,0.21208942704181244,-0.15819289637780898,False +ji2025_chili,fewpair,draw4,zs_raw,Granulocyte-like (LDG),14,10,0.14492179710810715,0.004761904761904773,True +ji2025_chili,fewpair,draw4,zs_raw,Platelet signal in monocytes (negative control),14,10,4.450743724312479,0.11412298966149526,True +ji2025_chili,fewpair,draw4,zs_cal,C1Q-high monocyte (reference),14,10,1.9213624924812662,0.17180607550803378,True +ji2025_chili,fewpair,draw4,zs_cal,Cycling T/NK,14,10,0.3083087229504877,0.0700559196411345,True +ji2025_chili,fewpair,draw4,zs_cal,Cycling activated T (CD38/HLA-DR),14,10,1.4751940535275783,0.06952789180672905,True +ji2025_chili,fewpair,draw4,zs_cal,Proliferating T (label),14,10,0.8772865836561714,0.20668628443402304,True +ji2025_chili,fewpair,draw4,zs_cal,Plasmablast (label),14,10,-0.7114536671571201,-0.042857142857142816,True +ji2025_chili,fewpair,draw4,zs_cal,Plasmablast (markers),14,10,-0.8788852169526409,0.033333333333333326,False +ji2025_chili,fewpair,draw4,zs_cal,MS1 monocyte (IL1R2+),14,10,9.412922759990089,0.010317088538799958,True +ji2025_chili,fewpair,draw4,zs_cal,Cycling monocyte (Ye 2026),14,10,0.5282106992559102,-0.009646902618148621,False +ji2025_chili,fewpair,draw4,zs_cal,ISG-high monocyte (positive control),14,10,1.3331186416995884,1.5671291810962888,True +ji2025_chili,fewpair,draw4,zs_cal,ISG-high T,14,10,0.17501459384010182,-0.017085292913271165,False +ji2025_chili,fewpair,draw4,zs_cal,DN2 / ABC B,14,10,0.21552959387647563,0.06365308275211701,True +ji2025_chili,fewpair,draw4,zs_cal,HSPC,14,10,0.35048562025395436,-0.052380952380952375,False +ji2025_chili,fewpair,draw4,zs_cal,Cytotoxic CD4 T,14,10,0.26208055933982877,0.01622387754972738,True +ji2025_chili,fewpair,draw4,zs_cal,Granulocyte-like (LDG),14,10,0.23950359704492488,0.007619047619047621,True +ji2025_chili,fewpair,draw4,zs_cal,Platelet signal in monocytes (negative control),14,10,5.430474887849403,0.045562595624164065,True +ji2025_chili,fewpair,draw4,scsemi5,C1Q-high monocyte (reference),14,10,1.8668781330761868,0.14198119443724283,True +ji2025_chili,fewpair,draw4,scsemi5,Cycling T/NK,14,10,0.5564474660732589,0.06833518969675925,True +ji2025_chili,fewpair,draw4,scsemi5,Cycling activated T (CD38/HLA-DR),14,10,2.4630088480733376,0.025745170744954003,True +ji2025_chili,fewpair,draw4,scsemi5,Proliferating T (label),14,10,0.8772865836561714,-0.0017169948156602471,False +ji2025_chili,fewpair,draw4,scsemi5,Plasmablast (label),14,10,-0.7114536671571201,0.10666666666666666,False +ji2025_chili,fewpair,draw4,scsemi5,Plasmablast (markers),14,10,-0.9465457043859369,0.06761904761904769,False +ji2025_chili,fewpair,draw4,scsemi5,MS1 monocyte (IL1R2+),14,10,24.737911611073354,0.07030485757465191,True +ji2025_chili,fewpair,draw4,scsemi5,Cycling monocyte (Ye 2026),14,10,1.0221200220111155,0.0,False +ji2025_chili,fewpair,draw4,scsemi5,ISG-high monocyte (positive control),14,10,3.849564656856396,0.0,False +ji2025_chili,fewpair,draw4,scsemi5,ISG-high T,14,10,0.43987040870839456,0.0,False +ji2025_chili,fewpair,draw4,scsemi5,DN2 / ABC B,14,10,-2.0853839155674216,0.0,False +ji2025_chili,fewpair,draw4,scsemi5,HSPC,14,10,0.31943553548694537,0.0,False +ji2025_chili,fewpair,draw4,scsemi5,Cytotoxic CD4 T,14,10,0.3204213891337858,0.09427643386060355,True +ji2025_chili,fewpair,draw4,scsemi5,Granulocyte-like (LDG),14,10,0.5623733507682976,0.0,False +ji2025_chili,fewpair,draw4,scsemi5,Platelet signal in monocytes (negative control),14,10,7.080964593431274,-0.0039012157940492287,False +ji2025_chili,fewpair,draw4,lora5,C1Q-high monocyte (reference),14,10,1.961603856017549,0.18891264109176054,True +ji2025_chili,fewpair,draw4,lora5,Cycling T/NK,14,10,0.5878040402668406,0.23836049797681025,True +ji2025_chili,fewpair,draw4,lora5,Cycling activated T (CD38/HLA-DR),14,10,2.9339286907192266,0.3079236408943775,True +ji2025_chili,fewpair,draw4,lora5,Proliferating T (label),14,10,0.8772865836561714,0.4435065996135794,True +ji2025_chili,fewpair,draw4,lora5,Plasmablast (label),14,10,-0.7114536671571201,0.07809523809523816,False +ji2025_chili,fewpair,draw4,lora5,Plasmablast (markers),14,10,-0.7890866705529548,0.16952380952380958,False +ji2025_chili,fewpair,draw4,lora5,MS1 monocyte (IL1R2+),14,10,27.535370581417265,1.133287917843252,True +ji2025_chili,fewpair,draw4,lora5,Cycling monocyte (Ye 2026),14,10,1.115711667591242,0.1235560708071852,True +ji2025_chili,fewpair,draw4,lora5,ISG-high monocyte (positive control),14,10,4.1303299505726825,1.020857825742883,True +ji2025_chili,fewpair,draw4,lora5,ISG-high T,14,10,0.6765451621682759,0.06480645969194092,True +ji2025_chili,fewpair,draw4,lora5,DN2 / ABC B,14,10,-1.8972151342277779,0.01450053136233076,False +ji2025_chili,fewpair,draw4,lora5,HSPC,14,10,0.3293752935153146,-0.008571428571428577,False +ji2025_chili,fewpair,draw4,lora5,Cytotoxic CD4 T,14,10,0.3169476040081348,0.2948603223871648,True +ji2025_chili,fewpair,draw4,lora5,Granulocyte-like (LDG),14,10,0.7978256828899298,0.014285714285714287,True +ji2025_chili,fewpair,draw4,lora5,Platelet signal in monocytes (negative control),14,10,7.091537620345704,2.4760326880565464,True +ji2025_chili,fivefold,fivefold,zs__raw,C1Q-high monocyte (reference),18,15,2.368940162958684,-0.02872711699303343,False +ji2025_chili,fivefold,fivefold,zs__raw,Cycling T/NK,18,15,0.4603920849211884,0.11454377601681459,True +ji2025_chili,fivefold,fivefold,zs__raw,Cycling activated T (CD38/HLA-DR),18,15,1.3009181726888723,0.09100966981284658,True +ji2025_chili,fivefold,fivefold,zs__raw,Proliferating T (label),18,15,1.4229663142560818,1.7267152369307563,True +ji2025_chili,fivefold,fivefold,zs__raw,Plasmablast (label),18,15,-0.4274276879128468,0.16222222222222238,False +ji2025_chili,fivefold,fivefold,zs__raw,Plasmablast (markers),18,15,-0.5061103458418892,0.10888888888888903,False +ji2025_chili,fivefold,fivefold,zs__raw,MS1 monocyte (IL1R2+),18,15,8.291752222498301,0.08346502392017824,True +ji2025_chili,fivefold,fivefold,zs__raw,Cycling monocyte (Ye 2026),18,15,0.6008220946795592,0.20563636852851616,True +ji2025_chili,fivefold,fivefold,zs__raw,ISG-high monocyte (positive control),18,15,1.5363007272326712,8.874596154158517,True +ji2025_chili,fivefold,fivefold,zs__raw,ISG-high T,18,15,0.08246022604230169,0.7872764994442745,True +ji2025_chili,fivefold,fivefold,zs__raw,DN2 / ABC B,18,15,-0.7483945778922437,0.30304886448418633,False +ji2025_chili,fivefold,fivefold,zs__raw,HSPC,18,15,0.2429517299903661,-0.008148148148148154,False +ji2025_chili,fivefold,fivefold,zs__raw,Cytotoxic CD4 T,18,15,0.17159086055116482,-0.14602677219106822,False +ji2025_chili,fivefold,fivefold,zs__raw,Granulocyte-like (LDG),18,15,0.21673282249040812,0.03259259259259259,True +ji2025_chili,fivefold,fivefold,zs__raw,Platelet signal in monocytes (negative control),18,15,5.538501844163095,0.14028034760234387,True +ji2025_chili,fivefold,fivefold,zs__cal,C1Q-high monocyte (reference),18,15,2.4957818487116183,-0.009122817852762893,False +ji2025_chili,fivefold,fivefold,zs__cal,Cycling T/NK,18,15,0.5386356158819572,0.06628228504183971,True +ji2025_chili,fivefold,fivefold,zs__cal,Cycling activated T (CD38/HLA-DR),18,15,1.7420899721683762,0.037075644846536526,True +ji2025_chili,fivefold,fivefold,zs__cal,Proliferating T (label),18,15,1.4229663142560818,0.30729914461607766,True +ji2025_chili,fivefold,fivefold,zs__cal,Plasmablast (label),18,15,-0.4274276879128468,0.13703703703703712,False +ji2025_chili,fivefold,fivefold,zs__cal,Plasmablast (markers),18,15,-0.5109301152990636,0.1244444444444443,False +ji2025_chili,fivefold,fivefold,zs__cal,MS1 monocyte (IL1R2+),18,15,9.613226118938114,0.09907431270521223,True +ji2025_chili,fivefold,fivefold,zs__cal,Cycling monocyte (Ye 2026),18,15,0.6176852300198463,-0.03644523763922279,False +ji2025_chili,fivefold,fivefold,zs__cal,ISG-high monocyte (positive control),18,15,1.7176051157266519,3.3873757772500688,True +ji2025_chili,fivefold,fivefold,zs__cal,ISG-high T,18,15,0.19019728346885906,0.09401455855151584,True +ji2025_chili,fivefold,fivefold,zs__cal,DN2 / ABC B,18,15,-0.2613228631790532,-0.2799337215882931,True +ji2025_chili,fivefold,fivefold,zs__cal,HSPC,18,15,0.18636635209099822,-0.01777777777777778,False +ji2025_chili,fivefold,fivefold,zs__cal,Cytotoxic CD4 T,18,15,0.1857176902920854,-0.03670255063811706,False +ji2025_chili,fivefold,fivefold,zs__cal,Granulocyte-like (LDG),18,15,0.2377028199056224,0.008888888888888889,True +ji2025_chili,fivefold,fivefold,zs__cal,Platelet signal in monocytes (negative control),18,15,6.039437313603362,-0.061279629492911214,False +ji2025_chili,fivefold,fivefold,scsemi__raw,C1Q-high monocyte (reference),18,15,2.541516562502576,0.13815158935524086,True +ji2025_chili,fivefold,fivefold,scsemi__raw,Cycling T/NK,18,15,0.855581053944234,0.058603318765920384,True +ji2025_chili,fivefold,fivefold,scsemi__raw,Cycling activated T (CD38/HLA-DR),18,15,2.7786646583121066,0.057038558065252105,True +ji2025_chili,fivefold,fivefold,scsemi__raw,Proliferating T (label),18,15,1.4229663142560818,0.2556903668109085,True +ji2025_chili,fivefold,fivefold,scsemi__raw,Plasmablast (label),18,15,-0.4274276879128468,0.10370370370370371,False +ji2025_chili,fivefold,fivefold,scsemi__raw,Plasmablast (markers),18,15,-0.40240435444830003,0.1362962962962964,False +ji2025_chili,fivefold,fivefold,scsemi__raw,MS1 monocyte (IL1R2+),18,15,23.277480870268114,0.4900840024803045,True +ji2025_chili,fivefold,fivefold,scsemi__raw,Cycling monocyte (Ye 2026),18,15,1.0675311383452883,0.0,False +ji2025_chili,fivefold,fivefold,scsemi__raw,ISG-high monocyte (positive control),18,15,4.592838368916775,0.025176233635448138,True +ji2025_chili,fivefold,fivefold,scsemi__raw,ISG-high T,18,15,0.6837366109895273,0.011407711613050422,True +ji2025_chili,fivefold,fivefold,scsemi__raw,DN2 / ABC B,18,15,-1.2364632537272895,0.0,False +ji2025_chili,fivefold,fivefold,scsemi__raw,HSPC,18,15,0.20998563609339743,-0.008888888888888889,False +ji2025_chili,fivefold,fivefold,scsemi__raw,Cytotoxic CD4 T,18,15,0.21725473806939377,0.287202983071709,True +ji2025_chili,fivefold,fivefold,scsemi__raw,Granulocyte-like (LDG),18,15,0.843397178712817,-0.0007407407407407406,False +ji2025_chili,fivefold,fivefold,scsemi__raw,Platelet signal in monocytes (negative control),18,15,9.02466939295194,0.2417243705906662,True +ji2025_chili,fivefold,fivefold,real_lora__raw,C1Q-high monocyte (reference),18,15,2.5592095910378196,2.100641031726835,True +ji2025_chili,fivefold,fivefold,real_lora__raw,Cycling T/NK,18,15,0.855581053944234,0.23935372026930096,True +ji2025_chili,fivefold,fivefold,real_lora__raw,Cycling activated T (CD38/HLA-DR),18,15,2.7786646583121066,0.3905325406159422,True +ji2025_chili,fivefold,fivefold,real_lora__raw,Proliferating T (label),18,15,1.4229663142560818,0.5973158689831947,True +ji2025_chili,fivefold,fivefold,real_lora__raw,Plasmablast (label),18,15,-0.4274276879128468,-0.006666666666666599,True +ji2025_chili,fivefold,fivefold,real_lora__raw,Plasmablast (markers),18,15,-0.3989779887862539,-0.10296296296296309,True +ji2025_chili,fivefold,fivefold,real_lora__raw,MS1 monocyte (IL1R2+),18,15,23.9448161523847,10.687661114974636,True +ji2025_chili,fivefold,fivefold,real_lora__raw,Cycling monocyte (Ye 2026),18,15,1.1569885892178744,0.06441730941174767,True +ji2025_chili,fivefold,fivefold,real_lora__raw,ISG-high monocyte (positive control),18,15,4.620564574660996,1.9244082686401038,True +ji2025_chili,fivefold,fivefold,real_lora__raw,ISG-high T,18,15,0.6837366109895273,0.09382816538817484,True +ji2025_chili,fivefold,fivefold,real_lora__raw,DN2 / ABC B,18,15,-1.687139451663362,1.122736930100709,False +ji2025_chili,fivefold,fivefold,real_lora__raw,HSPC,18,15,0.20998563609339743,0.09629629629629631,True +ji2025_chili,fivefold,fivefold,real_lora__raw,Cytotoxic CD4 T,18,15,0.22952317139045864,0.33213281888449003,True +ji2025_chili,fivefold,fivefold,real_lora__raw,Granulocyte-like (LDG),18,15,0.8415032393188778,0.008888888888888889,True +ji2025_chili,fivefold,fivefold,real_lora__raw,Platelet signal in monocytes (negative control),18,15,9.08439217685048,5.640596501789514,True diff --git a/paper-releases/pbisc-diffusion/updates/20261008T125804Z-deck-fig2-3-healthy-fig5-rare/diffusion/dataset/server_1/model8/plans/rare_states_paired_20261008/out/per_donor.csv b/paper-releases/pbisc-diffusion/updates/20261008T125804Z-deck-fig2-3-healthy-fig5-rare/diffusion/dataset/server_1/model8/plans/rare_states_paired_20261008/out/per_donor.csv new file mode 100644 index 0000000000000000000000000000000000000000..a75ec4f30a69204c7d2b63cc1a8a8f9393b3e0c9 --- /dev/null +++ b/paper-releases/pbisc-diffusion/updates/20261008T125804Z-deck-fig2-3-healthy-fig5-rare/diffusion/dataset/server_1/model8/plans/rare_states_paired_20261008/out/per_donor.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4db7f868ec59f7f3bfdd7cf84e18248bc26fbee7876063a35be3d952cc33d004 +size 12021378 diff --git a/paper-releases/pbisc-diffusion/updates/20261008T125804Z-deck-fig2-3-healthy-fig5-rare/diffusion/dataset/server_1/model8/plans/rare_states_paired_20261008/tools/run_all.sh b/paper-releases/pbisc-diffusion/updates/20261008T125804Z-deck-fig2-3-healthy-fig5-rare/diffusion/dataset/server_1/model8/plans/rare_states_paired_20261008/tools/run_all.sh new file mode 100644 index 0000000000000000000000000000000000000000..6f87df7a1fecbdaa721e89332336bf9168978b5f --- /dev/null +++ b/paper-releases/pbisc-diffusion/updates/20261008T125804Z-deck-fig2-3-healthy-fig5-rare/diffusion/dataset/server_1/model8/plans/rare_states_paired_20261008/tools/run_all.sh @@ -0,0 +1,23 @@ +#!/usr/bin/env bash +# Every extraction (4 cohorts x (5 draws x 4 arms + 4 five-fold arms) = 96) and the analysis, one after another, in one +# bounded transient user unit (CPU only: MemoryMax 24G, no swap, 4 threads, Nice 10). Finished extractions are skipped, +# so a rerun resumes. Remote NPZs are streamed from spark-0110 and sha-checked by rare_paired.py. +# usage: run_all.sh (log: logs/run_all_.log) +set -uo pipefail +P=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/rare_states_paired_20261008 +PY=/home/sj_server_1/miniforge3/envs/cxg_corpus/bin/python +LOG=$P/logs/run_all_$(date +%Y%m%dT%H%M%S).log +avail=$(awk '/MemAvailable/ {print int($2/1048576)}' /proc/meminfo) +(( avail - 32 > 24 )) || { echo "MemAvailable ${avail} GiB - 32 <= 24 GiB; not starting" >&2; exit 3; } +JOBS=$P/logs/jobs_$(date +%Y%m%dT%H%M%S).txt +: > "$JOBS" +for ds in ye2026_sepsis imperial_eskd giroux2022 ji2025_chili; do + for j in 0 1 2 3 4; do for a in zs_raw zs_cal scsemi5 lora5; do echo "extract $ds fewpair $j $a" >> "$JOBS"; done; done + for a in zs__raw zs__cal scsemi__raw real_lora__raw; do echo "extract $ds fivefold - $a" >> "$JOBS"; done +done +echo "analyze" >> "$JOBS" +systemd-run --user --scope --quiet -p MemoryMax=24G -p MemorySwapMax=0 -p CPUQuota=400% nice -n 10 \ + env CUDA_VISIBLE_DEVICES= PYTHONDONTWRITEBYTECODE=1 OMP_NUM_THREADS=4 OPENBLAS_NUM_THREADS=4 \ + bash -c 'n_fail=0; while IFS= read -r line <&3; do echo "JOB $(date +%FT%T) $line"; '"$PY"' '"$P"'/tools/rare_paired.py $line > "$LOG" 2>&1 +echo "log: $LOG"; tail -2 "$LOG"