junidude14 commited on
Commit
35ce482
·
verified ·
1 Parent(s): 7c99ce7

Archive 4 checkpoints (1-4)

Browse files
paper-releases/pbisc-diffusion/updates/20261004T051658Z-behcet-c1q-lora3/diffusion/dataset/server_1/model8/plans/behcet_c1q_lora3_20261004/out/rules_groups/per_arm/obs_thin_lora3/rule_A/group.csv ADDED
@@ -0,0 +1,25 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ cohort,group,metric,mean_delta,median_delta,signed_fraction_positive,signed_cliffs_vs_zero,wilcoxon_p,n,statistic,module,is_primary,sd_delta,sem_delta,iqr_delta,min_delta,max_delta,ci95_lo,ci95_hi
2
+ obs_thin_lora3,BD,ifng_response_log2fc_bgcorr_high_vs_other,0.17632113886765188,0.18699516331497668,1.0,1.0,0.125,4,pseudobulk_log2fc_bgcorr_high_vs_other,ifng_response,True,0.05011999821453126,0.02505999910726563,0.05436754884792924,0.10870802498678865,0.2225862038538656,0.09656903729832136,0.25607324043698243
3
+ obs_thin_lora3,BD,ifng_response_log2fc_high_vs_other,-0.10209629312412723,-0.10965748275267763,0.0,-1.0,0.125,4,pseudobulk_log2fc_high_vs_other,ifng_response,False,0.05353765996944799,0.026768829984723994,0.0420662115898843,-0.15889051882344604,-0.030179688167707597,-0.18728665720577983,-0.01690592904247462
4
+ obs_thin_lora3,BD,ifng_response_c1q_high_minus_other,0.0848555563930423,0.0882929789361919,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,ifng_response,False,0.01903929041680534,0.00951964520840267,0.014400396513202449,0.05870259643333142,0.10413367126645401,0.054559796671949476,0.11515131611413514
5
+ obs_thin_lora3,BD,proinflammatory_log2fc_bgcorr_high_vs_other,-0.08104804614767275,-0.06276197772440255,0.0,-1.0,0.125,4,pseudobulk_log2fc_bgcorr_high_vs_other,proinflammatory,True,0.06981134621728194,0.03490567310864097,0.04228894454672883,-0.18082408957452406,-0.017844139567361847,-0.19213347656570806,0.03003738427036258
6
+ obs_thin_lora3,BD,proinflammatory_log2fc_high_vs_other,-0.32454958164776326,-0.3021245339674651,0.0,-1.0,0.125,4,pseudobulk_log2fc_high_vs_other,proinflammatory,False,0.10171887377282605,0.05085943688641303,0.06789268115630209,-0.4673403639507439,-0.22660889470537898,-0.4864070086557383,-0.1626921546397882
7
+ obs_thin_lora3,BD,proinflammatory_c1q_high_minus_other,0.012633338054613148,0.014612400579021648,0.75,0.5,0.25,4,mean_log1p_cp10k_high_minus_other,proinflammatory,False,0.0111414812519599,0.00557074062597995,0.009283955223875033,-0.0025823186739818704,0.023890869734391168,-0.005095244868230594,0.03036192097745689
8
+ obs_thin_lora3,BD,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,0.16938458973576537,0.17139316307421362,1.0,1.0,0.125,4,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen,True,0.0401529731029931,0.02007648655149655,0.029694743876283347,0.11840393140325453,0.21634810139137978,0.10549224928687712,0.23327693018465362
9
+ obs_thin_lora3,BD,phagocytosis_antigen_log2fc_high_vs_other,-0.08350977855341396,-0.08207336124757328,0.0,-1.0,0.125,4,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen,False,0.04307442357613244,0.02153721178806622,0.05830153440391786,-0.13234750601719214,-0.03754488570131712,-0.15205079863445803,-0.014968758472369906
10
+ obs_thin_lora3,BD,phagocytosis_antigen_c1q_high_minus_other,0.09026491359223233,0.09069527619093781,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen,False,0.010642895995735997,0.005321447997867998,0.008574025054593495,0.0768895287131619,0.10277957327389181,0.07332969107265794,0.10720013611180673
11
+ obs_thin_lora3,BD,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,0.9006095097581508,0.7826083938287701,1.0,1.0,0.125,4,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr,True,0.34416493368082457,0.17208246684041228,0.20954732327769376,0.631685909153915,1.405535342221148,0.35296629895777454,1.4482527205585272
12
+ obs_thin_lora3,BD,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,0.744576715183314,0.6512268647775601,1.0,1.0,0.125,4,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr,False,0.36106146228786384,0.18053073114393192,0.22144572669713136,0.41594183302325005,1.259911298154886,0.17004735686414152,1.3191060735024864
13
+ obs_thin_lora3,BD,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,0.5495479988811671,0.5194806491727021,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen_mhcii_fcgr,False,0.1039064103497568,0.0519532051748784,0.09734569404269233,0.46249057182765574,0.6967401253516088,0.38420971302472895,0.7148862847376053
14
+ obs_thin_lora3,HC,ifng_response_log2fc_bgcorr_high_vs_other,0.1541804804286107,0.07017895870777058,0.75,0.5,0.25,4,pseudobulk_log2fc_bgcorr_high_vs_other,ifng_response,True,0.22489000597822154,0.11244500298911077,0.16926943362478064,-0.008418010215829124,0.4847820145147308,-0.2036697038817003,0.5120306647389217
15
+ obs_thin_lora3,HC,ifng_response_log2fc_high_vs_other,-0.2977246276263882,-0.29753323876081655,0.0,-1.0,0.125,4,pseudobulk_log2fc_high_vs_other,ifng_response,False,0.15184495132288836,0.07592247566144418,0.19825762938186836,-0.46786160595013765,-0.12797042703378206,-0.5393438297831434,-0.05610542546963293
16
+ obs_thin_lora3,HC,ifng_response_c1q_high_minus_other,0.10220213443858538,0.10816737220117081,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,ifng_response,False,0.04064380017460742,0.02032190008730371,0.047724178573501294,0.0500027756745291,0.14247101767747078,0.03752877858940103,0.1668754902877697
17
+ obs_thin_lora3,HC,proinflammatory_log2fc_bgcorr_high_vs_other,-0.21112162189343886,-0.2363869834776423,0.25,-0.5,0.25,4,pseudobulk_log2fc_bgcorr_high_vs_other,proinflammatory,True,0.19109768374175437,0.09554884187087719,0.22670956324941682,-0.40338332827154394,0.03167080765307303,-0.5152006806795493,0.0929574368926715
18
+ obs_thin_lora3,HC,proinflammatory_log2fc_high_vs_other,-0.6270630364164843,-0.6377003127522258,0.0,-1.0,0.125,4,pseudobulk_log2fc_high_vs_other,proinflammatory,False,0.20412526553173646,0.10206263276586823,0.26565108128973747,-0.8446033000990921,-0.3882482200623937,-0.9518718849697496,-0.30225418786321906
19
+ obs_thin_lora3,HC,proinflammatory_c1q_high_minus_other,0.027136641814968762,0.02771386134251272,0.75,0.5,0.25,4,mean_log1p_cp10k_high_minus_other,proinflammatory,False,0.030225076319139836,0.015112538159569918,0.036557452387506364,-0.008167005845657244,0.061285850420506854,-0.02095819941441357,0.0752314830443511
20
+ obs_thin_lora3,HC,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,0.07925846403048017,0.10156380832550244,0.75,0.5,0.25,4,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen,True,0.09797267181781372,0.04898633590890686,0.0928374658790447,-0.05627087165518526,0.1701771111261011,-0.07663791969220707,0.23515484775316742
21
+ obs_thin_lora3,HC,phagocytosis_antigen_log2fc_high_vs_other,-0.32996080647042003,-0.3167819103074281,0.0,-1.0,0.125,4,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen,False,0.28576809601044995,0.14288404800522497,0.40022209288003574,-0.6518082360522474,-0.034471169214576554,-0.7846816171286282,0.1247600041877881
22
+ obs_thin_lora3,HC,phagocytosis_antigen_c1q_high_minus_other,0.11725172761039535,0.11789873785300703,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen,False,0.023191444774357396,0.011595722387178698,0.03746159699554527,0.09427592164802756,0.13893351308753976,0.08034896374222292,0.15415449147856777
23
+ obs_thin_lora3,HC,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,0.6513576973921814,0.6754868604744177,1.0,1.0,0.125,4,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr,True,0.21906392033171995,0.10953196016585998,0.20034220461294672,0.3651514398028701,0.88930562881702,0.30277811545185807,0.9999372793325048
24
+ obs_thin_lora3,HC,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,0.40721669794089144,0.36346636516781206,1.0,1.0,0.125,4,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr,False,0.31648543727996287,0.15824271863998143,0.353698392906511,0.0857145185076163,0.8162195429203253,-0.09638225733296679,0.9108156532147497
25
+ obs_thin_lora3,HC,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,0.5272217091959353,0.5224900404081334,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen_mhcii_fcgr,False,0.05943127665377537,0.029715638326887686,0.09190364257896833,0.47249536618060173,0.5914113897868725,0.4326532857933846,0.6217901325984859
paper-releases/pbisc-diffusion/updates/20261004T051658Z-behcet-c1q-lora3/diffusion/dataset/server_1/model8/plans/behcet_c1q_lora3_20261004/out/rules_groups/per_arm/obs_thin_lora3/rule_A/sample.csv ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ cohort,sample_id,group,source,n_monocytes,n_c1q_high,c1q_high_fraction,ifng_response_mean_c1q_high,ifng_response_mean_other,ifng_response_c1q_high_minus_other,proinflammatory_mean_c1q_high,proinflammatory_mean_other,proinflammatory_c1q_high_minus_other,phagocytosis_antigen_mean_c1q_high,phagocytosis_antigen_mean_other,phagocytosis_antigen_c1q_high_minus_other,ifng_response_log2fc_bgcorr_high_vs_other,proinflammatory_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,ifng_response_log2fc_high_vs_other,proinflammatory_log2fc_high_vs_other,phagocytosis_antigen_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr_mean_c1q_high,phagocytosis_antigen_mhcii_fcgr_mean_other,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,background_log2fc_all_genes
2
+ obs_thin_lora3,PBMC_BD_1,BD,real,489,51,0.10429447852760736,0.4069554015768773,0.3166340041040709,0.09032139747280643,0.25642607358339903,0.24359077841889856,0.012835295164500465,0.6392095969862379,0.5499153300715741,0.0892942669146638,0.2225862038538656,-0.18082408957452406,0.17486563066038166,0.631685909153915,-0.11624981870331076,-0.4673403639507439,-0.13234750601719214,0.41594183302325005,1.9776590648475683,1.5151684930199125,0.46249057182765574,-0.3100248777274517
3
+ obs_thin_lora3,PBMC_BD_2,BD,real,946,81,0.08562367864693446,0.4121959752688124,0.32593141486923505,0.08626456039957736,0.2305591028429662,0.21416959684942338,0.01638950599354283,0.6465185266402759,0.554422241173064,0.09209628546721182,0.10870802498678865,-0.06173267302777703,0.11840393140325453,0.7933317038360271,-0.15889051882344604,-0.30726440986410564,-0.10514061413087268,0.6442579578347452,1.9481090497198785,1.4027728634393737,0.5453361862805048,-0.260078571301379
4
+ obs_thin_lora3,PBMC_BD_3,BD,real,735,61,0.08299319727891157,0.404092619144574,0.3453900227112426,0.05870259643333142,0.24894119072370988,0.25152350939769175,-0.0025823186739818704,0.6140566642378006,0.5371671355246387,0.0768895287131619,0.16972982722753668,-0.06379128242102806,0.16792069548804558,0.7718850838215131,-0.030179688167707597,-0.22660889470537898,-0.03754488570131712,0.6581957717203751,1.8034342885518364,1.309809176486937,0.49362511206489934,-0.23782760605009107
5
+ obs_thin_lora3,PBMC_BD_4,BD,real,1402,64,0.0456490727532097,0.3970787450617742,0.2929450737953202,0.10413367126645401,0.23652714390493562,0.21263627417054445,0.023890869734391168,0.5915623698621386,0.4887827965882468,0.10277957327389181,0.2042604994024167,-0.017844139567361847,0.21634810139137978,1.405535342221148,-0.1030651468020445,-0.2969846580708245,-0.05900610836427388,1.259911298154886,1.9676726486405747,1.2709325232889659,0.6967401253516088,-0.33592752301774936
6
+ obs_thin_lora3,PBMC_HC_1,HC,real,272,29,0.10661764705882353,0.4655728983465834,0.3231018806691126,0.14247101767747078,0.2972046208181492,0.23591877039764234,0.061285850420506854,0.7158916733467359,0.580461469403284,0.13543020394345184,0.039532673746343464,-0.31501766965648403,0.07741349486968703,0.3651514398028701,-0.22201001565896356,-0.5366587718985172,-0.15285669286034936,0.2494182739655896,1.804925741632328,1.3324303754517264,0.47249536618060173,-0.24299964174797942
7
+ obs_thin_lora3,PBMC_HC_2,HC,real,743,29,0.039030955585464336,0.3803237293556538,0.3303209536811247,0.0500027756745291,0.24964363812517185,0.2578106439708291,-0.008167005845657244,0.6160327814356197,0.5217568597875921,0.09427592164802756,-0.008418010215829124,-0.40338332827154394,-0.05627087165518526,0.7216892987140239,-0.46786160595013765,-0.8446033000990921,-0.4807071277545068,0.47751445637003453,1.8872572770022922,1.4062169943790925,0.48104028262319964,-0.46553354479519865
8
+ obs_thin_lora3,PBMC_HC_3,HC,real,1306,102,0.0781010719754977,0.4149045966426203,0.3231419698232934,0.0917626268193269,0.22783672242783387,0.2129190199659647,0.014917702461869159,0.6452067586386405,0.5448394868760783,0.10036727176256222,0.10082524366919768,-0.15775629729880059,0.1701771111261011,0.88930562881702,-0.12797042703378206,-0.3882482200623937,-0.034471169214576554,0.8162195429203253,1.9895084818445108,1.4255686836514436,0.5639397981930672,-0.23926300721784252
9
+ obs_thin_lora3,PBMC_HC_4,HC,real,473,21,0.04439746300211417,0.3888749266794306,0.26430280909641585,0.12457211758301473,0.2398650467570703,0.19935502653391401,0.04051002022315628,0.6385215748022463,0.4995880617147065,0.13893351308753976,0.4847820145147308,0.03167080765307303,0.12571412178131786,0.6292844222348116,-0.37305646186266955,-0.7387418536059344,-0.6518082360522474,0.0857145185076163,1.8302803908607435,1.238869001073871,0.5914113897868725,-0.7933160443785955
paper-releases/pbisc-diffusion/updates/20261004T051658Z-behcet-c1q-lora3/diffusion/dataset/server_1/model8/plans/behcet_c1q_lora3_20261004/out/rules_groups/per_arm/obs_thin_lora3/rule_B/group.csv ADDED
@@ -0,0 +1,25 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ cohort,group,metric,mean_delta,median_delta,signed_fraction_positive,signed_cliffs_vs_zero,wilcoxon_p,n,statistic,module,is_primary,sd_delta,sem_delta,iqr_delta,min_delta,max_delta,ci95_lo,ci95_hi
2
+ obs_thin_lora3,BD,ifng_response_log2fc_bgcorr_high_vs_other,0.18074949669962698,0.18743253856007117,0.75,0.5,0.25,4,pseudobulk_log2fc_bgcorr_high_vs_other,ifng_response,True,0.17022006204763468,0.08511003102381734,0.24640100627326006,-0.006281806018560765,0.3544147156969263,-0.09010860707470225,0.4516076004739562
3
+ obs_thin_lora3,BD,ifng_response_log2fc_high_vs_other,-0.4755439200628097,-0.46111113438439094,0.0,-1.0,0.125,4,pseudobulk_log2fc_high_vs_other,ifng_response,False,0.1440475937557336,0.0720237968778668,0.15114764446852075,-0.6595358374176673,-0.3204175740647898,-0.7047557863292812,-0.2463320537963383
4
+ obs_thin_lora3,BD,ifng_response_c1q_high_minus_other,0.10815717443736202,0.10260053452958354,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,ifng_response,False,0.019631566566466713,0.009815783283233357,0.02003586708283471,0.09181268513137986,0.13561494355890114,0.07691897119417043,0.1393953776805536
5
+ obs_thin_lora3,BD,proinflammatory_log2fc_bgcorr_high_vs_other,-0.06532537931016257,-0.04118616898025332,0.25,-0.5,0.625,4,pseudobulk_log2fc_bgcorr_high_vs_other,proinflammatory,True,0.14266951986479653,0.07133475993239827,0.1085071517538088,-0.2601333576654261,0.08120417838528252,-0.2923444224953237,0.16169366387499856
6
+ obs_thin_lora3,BD,proinflammatory_log2fc_high_vs_other,-0.6472436150876171,-0.6707139747931563,0.0,-1.0,0.125,4,pseudobulk_log2fc_high_vs_other,proinflammatory,False,0.14818047368858564,0.07409023684429282,0.14467038277127464,-0.7980221287382198,-0.44952438202593586,-0.8830318155903316,-0.41145541458490253
7
+ obs_thin_lora3,BD,proinflammatory_c1q_high_minus_other,0.02272389323223923,0.021528498683590525,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,proinflammatory,False,0.010255264317943904,0.005127632158971952,0.015593270914657682,0.013598278110425355,0.034240297451350515,0.006405479213065019,0.039042307251413444
8
+ obs_thin_lora3,BD,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,0.20868411671970627,0.19434844616131963,1.0,1.0,0.125,4,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen,True,0.04306641565430553,0.021533207827152765,0.03245610258898651,0.17463915631533725,0.27140041824084854,0.14015583902927775,0.2772123944101348
9
+ obs_thin_lora3,BD,phagocytosis_antigen_log2fc_high_vs_other,-0.38335825411519175,-0.3710346064407457,0.0,-1.0,0.125,4,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen,False,0.053712229276577685,0.026856114638288842,0.035631921401077515,-0.4590605440060448,-0.33230325957323076,-0.46882639692008976,-0.29789011131029375
10
+ obs_thin_lora3,BD,phagocytosis_antigen_c1q_high_minus_other,0.12196934280335112,0.11636413037144244,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen,False,0.018207006328481823,0.009103503164240911,0.011051790252347954,0.10673642004103268,0.1484126904294869,0.09299793279317409,0.15094075281352815
11
+ obs_thin_lora3,BD,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,0.9431202120918158,0.9859245607123936,1.0,1.0,0.125,4,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr,True,0.37281074688780036,0.18640537344390018,0.3416827495035498,0.4547437598341181,1.345887967108358,0.3498951200902459,1.5363453040933859
12
+ obs_thin_lora3,BD,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,0.5867067865484733,0.6451736706309512,1.0,1.0,0.125,4,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr,False,0.37952317569817545,0.18976158784908773,0.3706981445823751,0.08150418358128224,0.9749756213507086,-0.01719927758662565,1.1906128506835723
13
+ obs_thin_lora3,BD,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,0.6533451865552571,0.6474210064403826,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen_mhcii_fcgr,False,0.10848386983955254,0.05424193491977627,0.12680915546830762,0.533729506074629,0.784809227265634,0.4807231411783758,0.8259672319321384
14
+ obs_thin_lora3,HC,ifng_response_log2fc_bgcorr_high_vs_other,0.22861482035184516,0.24244129964838873,0.75,0.5,0.25,4,pseudobulk_log2fc_bgcorr_high_vs_other,ifng_response,True,0.17932002531188795,0.08966001265594398,0.14667843694524182,-0.00248564671524459,0.43206232882584766,-0.05672335565675424,0.5139529963604446
15
+ obs_thin_lora3,HC,ifng_response_log2fc_high_vs_other,-0.768744715792838,-0.7057122262285502,0.0,-1.0,0.125,4,pseudobulk_log2fc_high_vs_other,ifng_response,False,0.5371663197676025,0.26858315988380127,0.6294635525773281,-1.4473095719397013,-0.21624483877455017,-1.6234962006264646,0.08600676904078874
16
+ obs_thin_lora3,HC,ifng_response_c1q_high_minus_other,0.14028279101159302,0.14992784211608445,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,ifng_response,False,0.04633732174760629,0.023168660873803145,0.05767589615482557,0.07994062617806363,0.1813348536361396,0.066549771815387,0.21401581020779903
17
+ obs_thin_lora3,HC,proinflammatory_log2fc_bgcorr_high_vs_other,-0.13387433879443134,-0.17286869671059946,0.25,-0.5,0.25,4,pseudobulk_log2fc_bgcorr_high_vs_other,proinflammatory,True,0.15529261339510445,0.07764630669755222,0.14691256899591587,-0.2727526537224065,0.08299269196588002,-0.380979540662982,0.11323086307411934
18
+ obs_thin_lora3,HC,proinflammatory_log2fc_high_vs_other,-0.9918201015774134,-0.9673074397489467,0.0,-1.0,0.125,4,pseudobulk_log2fc_high_vs_other,proinflammatory,False,0.34267250032654933,0.17133625016327467,0.4261822836534328,-1.4049734855683433,-0.6276920412434166,-1.537088517870692,-0.4465516852841349
19
+ obs_thin_lora3,HC,proinflammatory_c1q_high_minus_other,0.046910391905569816,0.051247463404310745,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,proinflammatory,False,0.0348924700044524,0.0174462350022262,0.05268315628837042,0.007327170736393718,0.07781947007726406,-0.00861131421837625,0.10243209802951589
20
+ obs_thin_lora3,HC,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,0.0295540970583703,-0.02521662029169541,0.25,-0.5,0.875,4,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen,True,0.12256205549317899,0.06128102774658949,0.06717626536156773,-0.044239569055517576,0.2128891978723896,-0.1654694832777518,0.22457767739449241
21
+ obs_thin_lora3,HC,phagocytosis_antigen_log2fc_high_vs_other,-0.8183908449838215,-0.7547110230012772,0.0,-1.0,0.125,4,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen,False,0.5439410648681489,0.27197053243407443,0.4931927586950642,-1.5325803542568937,-0.2315609796758379,-1.6839224610746846,0.0471407711070414
22
+ obs_thin_lora3,HC,phagocytosis_antigen_c1q_high_minus_other,0.14557604456194295,0.1507936605043147,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen,False,0.02371581643965833,0.011857908219829166,0.029625540328310274,0.11457559026161013,0.1661412669775323,0.10783888835935432,0.1833132007645316
23
+ obs_thin_lora3,HC,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,0.590589312355157,0.5691223644080096,1.0,1.0,0.125,4,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr,True,0.4521239171239743,0.22606195856198716,0.7098314419826618,0.16391630863494758,1.0601962119696609,-0.12884073243563765,1.3100193571459515
24
+ obs_thin_lora3,HC,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,0.10367747084693635,0.22031904267014607,0.5,0.0,1.0,4,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr,False,0.7465099632001672,0.3732549816000836,0.897768026437213,-0.8540909698689922,0.8281627679164455,-1.084186466274988,1.2915414079688607
25
+ obs_thin_lora3,HC,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,0.6496600637760206,0.6676782160259063,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen_mhcii_fcgr,False,0.07492366880923819,0.037461834404619095,0.053590158884740835,0.5437225967667518,0.7195612262855182,0.5304397872858905,0.7688803402661507
paper-releases/pbisc-diffusion/updates/20261004T051658Z-behcet-c1q-lora3/diffusion/dataset/server_1/model8/plans/behcet_c1q_lora3_20261004/out/rules_groups/per_arm/obs_thin_lora3/rule_B/sample.csv ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ cohort,sample_id,group,source,n_monocytes,n_c1q_high,c1q_high_fraction,ifng_response_mean_c1q_high,ifng_response_mean_other,ifng_response_c1q_high_minus_other,proinflammatory_mean_c1q_high,proinflammatory_mean_other,proinflammatory_c1q_high_minus_other,phagocytosis_antigen_mean_c1q_high,phagocytosis_antigen_mean_other,phagocytosis_antigen_c1q_high_minus_other,ifng_response_log2fc_bgcorr_high_vs_other,proinflammatory_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,ifng_response_log2fc_high_vs_other,proinflammatory_log2fc_high_vs_other,phagocytosis_antigen_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr_mean_c1q_high,phagocytosis_antigen_mhcii_fcgr_mean_other,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,background_log2fc_all_genes
2
+ obs_thin_lora3,PBMC_BD_1,BD,real,489,21,0.04294478527607362,0.4300451611663531,0.32138775831946664,0.10865740284688646,0.27218987955200885,0.24370620348213407,0.028483676069874786,0.6709988271981917,0.5542128817232597,0.11678594547493204,0.2915837891229967,0.08120417838528252,0.18883792142291386,0.4547437598341181,-0.3204175740647898,-0.44952438202593586,-0.3684062062454964,0.08150418358128224,2.074212313073362,1.540482806998733,0.533729506074629,-0.5787152757319611
3
+ obs_thin_lora3,PBMC_BD_2,BD,real,946,35,0.03699788583509514,0.42173351375618306,0.3299208286248032,0.09181268513137986,0.22866809721313847,0.2150698191027131,0.013598278110425355,0.6650952620823927,0.55835884204136,0.10673642004103268,0.08328128799714563,-0.2601333576654261,0.17463915631533725,0.906660095589067,-0.5053565201379252,-0.7980221287382198,-0.33230325957323076,0.5469534805376055,2.031821078945707,1.4270928892856956,0.6047281896600116,-0.5599741148690167
4
+ obs_thin_lora3,PBMC_BD_3,BD,real,735,15,0.02040816326530612,0.4448353261878075,0.3482916599755269,0.09654366621228061,0.26558510109149797,0.2510117797941917,0.014573321297306263,0.6571245889184195,0.5411822736504667,0.11594231526795284,-0.006281806018560765,-0.05663468080767441,0.27140041824084854,1.345887967108358,-0.6595358374176673,-0.6323500107310205,-0.37366300663599505,0.9749756213507086,2.026806570439184,1.3366927472184305,0.6901138232207535,-0.7113419746943778
5
+ obs_thin_lora3,PBMC_BD_4,BD,real,1402,21,0.014978601997146932,0.43128230062548817,0.29566735706658703,0.13561494355890114,0.24745429588474993,0.21321399843339942,0.034240297451350515,0.6396642646143883,0.4912515741849014,0.1484126904294869,0.3544147156969263,-0.025737657152832223,0.19985897089972543,1.0651890258357202,-0.4168657486308567,-0.709077938855292,-0.4590605440060448,0.7433938607242968,2.0757919461679557,1.2909827189023217,0.784809227265634,-0.7854051922242773
6
+ obs_thin_lora3,PBMC_HC_1,HC,real,272,12,0.04411764705882353,0.5022059392713739,0.3307265376284184,0.1714794016429555,0.31683918172956643,0.23901971165230237,0.07781947007726406,0.7283778173674929,0.588740237629398,0.13963757973809487,0.21708033760840958,-0.2115195184264956,-0.027146002711422704,0.24528138697535387,-0.49124731337119,-0.8127328247008127,-0.6427524129680771,-0.09781735199042296,1.9025415547847884,1.3588189580180365,0.5437225967667518,-0.6263059894445472
7
+ obs_thin_lora3,PBMC_HC_2,HC,real,743,10,0.013458950201884253,0.41113731906885276,0.3311966928907891,0.07994062617806363,0.2647204326387329,0.2573932619023392,0.007327170736393718,0.6852066068657813,0.5232568655952468,0.16194974127053452,-0.00248564671524459,-0.2727526537224065,-0.044239569055517576,0.8929633418406652,-0.9201771390859105,-1.1218820547970807,-0.8666696330344775,0.5384554373307151,2.1348691438587126,1.4153079175731944,0.7195612262855182,-0.8847892902556139
8
+ obs_thin_lora3,PBMC_HC_3,HC,real,1306,34,0.026033690658499236,0.45534290350556816,0.32696662091635476,0.1283762825892134,0.24123251922256525,0.21335844345368973,0.027874075768875517,0.6642710431797149,0.5496954529181047,0.11457559026161013,0.2678022616883679,-0.1342178749947033,0.2128891978723896,1.0601962119696609,-0.21624483877455017,-0.6276920412434166,-0.2315609796758379,0.8281627679164455,2.126162263649091,1.452063713286485,0.6740985503626058,-0.5006849017208257
9
+ obs_thin_lora3,PBMC_HC_4,HC,real,473,6,0.012684989429175475,0.44886811801252685,0.26753326437638725,0.1813348536361396,0.27482785499109724,0.20020700395135127,0.07462085103974597,0.6697901239839368,0.5036488570064045,0.1661412669775323,0.43206232882584766,0.08299269196588002,-0.023287237871968115,0.16391630863494758,-1.4473095719397013,-1.4049734855683433,-1.5325803542568937,-0.8540909698689922,1.9179959988209827,1.256738117131776,0.6612578816892067,-1.4269075478855557