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Archive 4 checkpoints (1-4)

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paper-releases/pbisc-diffusion/updates/20261004T065028Z-behcet-c1q-k4000-corpus/diffusion/dataset/server_1/model8/plans/behcet_c1q_lora3_20261004/out/rules_groups_k4000/per_arm/obs_thin_lora3k4/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_lora3k4,BD,ifng_response_log2fc_bgcorr_high_vs_other,0.15715328289718988,0.14370248630767413,1.0,1.0,0.125,4,pseudobulk_log2fc_bgcorr_high_vs_other,ifng_response,True,0.051780375935338484,0.025890187967669242,0.047227068156926205,0.1112485037819655,0.2299596551914457,0.0747591498563802,0.23954741593799955
3
+ obs_thin_lora3k4,BD,ifng_response_log2fc_high_vs_other,-0.13051198620933357,-0.13048804551718746,0.0,-1.0,0.125,4,pseudobulk_log2fc_high_vs_other,ifng_response,False,0.03678005352439473,0.018390026762197365,0.04576956552297555,-0.17243269414979562,-0.08863915965316378,-0.18903725893275708,-0.07198671348591007
4
+ obs_thin_lora3k4,BD,ifng_response_c1q_high_minus_other,0.08581950519738223,0.08703819725739281,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,ifng_response,False,0.017658191351498865,0.008829095675749432,0.015305436952896309,0.06326569658744735,0.10593592968729593,0.057721382285097086,0.11391762810966737
5
+ obs_thin_lora3k4,BD,proinflammatory_log2fc_bgcorr_high_vs_other,-0.10805799650724325,-0.11161454009125277,0.0,-1.0,0.125,4,pseudobulk_log2fc_bgcorr_high_vs_other,proinflammatory,True,0.07853200240520822,0.03926600120260411,0.051624770502817205,-0.20052128139622447,-0.008481624450243008,-0.23301993695773632,0.016903943943249816
6
+ obs_thin_lora3k4,BD,proinflammatory_log2fc_high_vs_other,-0.3654903309773711,-0.32944091258328334,0.0,-1.0,0.125,4,pseudobulk_log2fc_high_vs_other,proinflammatory,False,0.09007270355280157,0.045036351776400786,0.0762410029494523,-0.4975400179739412,-0.3055394807689764,-0.5088161022916351,-0.22216455966310708
7
+ obs_thin_lora3k4,BD,proinflammatory_c1q_high_minus_other,0.00914037639074753,0.008768151038142852,0.75,0.5,0.25,4,mean_log1p_cp10k_high_minus_other,proinflammatory,False,0.008974571605135323,0.004487285802567661,0.008390495508215835,-0.001283579419840808,0.020308782906545225,-0.005140169732385961,0.02342092251388102
8
+ obs_thin_lora3k4,BD,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,0.17695159553793266,0.17540634938443805,1.0,1.0,0.125,4,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen,True,0.05547604729577549,0.027738023647887744,0.08747258707342004,0.12364020855183724,0.23335347483101732,0.08867682466384019,0.2652263664120251
9
+ obs_thin_lora3k4,BD,phagocytosis_antigen_log2fc_high_vs_other,-0.08348895961683049,-0.07258582650621674,0.25,-0.5,0.25,4,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen,False,0.08200476856159376,0.04100238428079688,0.06507543409344532,-0.19308064372975703,0.004296458274868499,-0.2139768459790753,0.046998926745414324
10
+ obs_thin_lora3k4,BD,phagocytosis_antigen_c1q_high_minus_other,0.09600706251265204,0.09323055983181477,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen,False,0.013678282873756813,0.006839141436878407,0.01596460829109772,0.08346835245974338,0.11409877792723522,0.07424186211554565,0.11777226290975842
11
+ obs_thin_lora3k4,BD,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,0.8937834744592843,0.7544459445452056,1.0,1.0,0.125,4,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr,True,0.31629858876318595,0.15814929438159298,0.23590971688099294,0.7029578792395398,1.3632841295071858,0.3904818368713583,1.3970851120472103
12
+ obs_thin_lora3k4,BD,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,0.7332903510547912,0.6265629759002371,1.0,1.0,0.125,4,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr,False,0.31384319049830817,0.15692159524915408,0.2476158039832057,0.48983615407349534,1.1901992983451954,0.2338958000348954,1.232684902074687
13
+ obs_thin_lora3k4,BD,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,0.570860709544772,0.5352432019479597,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen_mhcii_fcgr,False,0.08362921901763089,0.041814609508815444,0.0512072252725968,0.517406477322649,0.6955499569605192,0.4377879600065613,0.7039334590829827
14
+ obs_thin_lora3k4,HC,ifng_response_log2fc_bgcorr_high_vs_other,0.1825138227673539,0.08207672400718174,1.0,1.0,0.125,4,pseudobulk_log2fc_bgcorr_high_vs_other,ifng_response,True,0.21742038726506557,0.10871019363253279,0.11809338290892232,0.05774252032308244,0.5081593227319696,-0.1634505313051765,0.5284781768398843
15
+ obs_thin_lora3k4,HC,ifng_response_log2fc_high_vs_other,-0.2724799058923688,-0.2833402274186602,0.0,-1.0,0.125,4,pseudobulk_log2fc_high_vs_other,ifng_response,False,0.12073649877588906,0.06036824938794453,0.1734243345258063,-0.3892544061063789,-0.13398476262577583,-0.46459861811347836,-0.0803611936712593
16
+ obs_thin_lora3k4,HC,ifng_response_c1q_high_minus_other,0.10320487891818333,0.10906692602893633,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,ifng_response,False,0.03754730484549531,0.018773652422747655,0.04221172534981732,0.0542606693209145,0.14042499429394617,0.04345873812872953,0.16295101970763715
17
+ obs_thin_lora3k4,HC,proinflammatory_log2fc_bgcorr_high_vs_other,-0.13903455943366008,-0.19678810941105931,0.25,-0.5,0.375,4,pseudobulk_log2fc_bgcorr_high_vs_other,proinflammatory,True,0.19319870393941604,0.09659935196970802,0.2307836952187702,-0.2862202926598195,0.12365827374729775,-0.44645681020245787,0.16838769133513767
18
+ obs_thin_lora3k4,HC,proinflammatory_log2fc_high_vs_other,-0.5548411726853553,-0.5767911870641476,0.0,-1.0,0.125,4,pseudobulk_log2fc_high_vs_other,proinflammatory,False,0.1812176010384976,0.0906088005192488,0.2075407888591666,-0.7416122505648908,-0.324170066048235,-0.8431988151240271,-0.2664835302466834
19
+ obs_thin_lora3k4,HC,proinflammatory_c1q_high_minus_other,0.028980679787566112,0.02899813139765471,0.75,0.5,0.25,4,mean_log1p_cp10k_high_minus_other,proinflammatory,False,0.027624577874777585,0.013812288937388792,0.03324031994148368,-0.0028331362978797348,0.06075959265283476,-0.014976188108737881,0.0729375476838701
20
+ obs_thin_lora3k4,HC,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,0.10645374542600766,0.13515330561242,0.75,0.5,0.25,4,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen,True,0.10676561156066848,0.05338280578033424,0.1284333758950471,-0.03719426928265279,0.1927026397618434,-0.0634341675952948,0.2763416584473101
21
+ obs_thin_lora3k4,HC,phagocytosis_antigen_log2fc_high_vs_other,-0.30093609164532564,-0.30675130868557743,0.0,-1.0,0.125,4,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen,False,0.2723819366930505,0.13619096834652525,0.39552305176202174,-0.5834630692482314,-0.006778679961916365,-0.7343565356727353,0.132484352382084
22
+ obs_thin_lora3k4,HC,phagocytosis_antigen_c1q_high_minus_other,0.11562659464443442,0.11673490125459679,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen,False,0.018057569456198387,0.009028784728099194,0.029698195980873365,0.09760242419590437,0.13143415187263974,0.08689297204529317,0.14436021724357567
23
+ obs_thin_lora3k4,HC,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,0.6717776610906977,0.6486903052999875,1.0,1.0,0.125,4,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr,True,0.12602940073367297,0.06301470036683648,0.11433083680342548,0.5463907207499076,0.8433393130129084,0.471236760729699,0.8723185614516964
24
+ obs_thin_lora3k4,HC,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,0.4287647580451886,0.4743760925246945,0.75,0.5,0.25,4,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr,False,0.3238300806631181,0.16191504033155904,0.24365236950874636,-0.006828208374359588,0.773135055505725,-0.08652116382784397,0.9440506799182211
25
+ obs_thin_lora3k4,HC,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,0.5059301792510312,0.5000581932007465,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen_mhcii_fcgr,False,0.04356217612047714,0.02178108806023857,0.06476107423207583,0.4673866053830449,0.556217725219587,0.4366130360286659,0.5752473224733965
paper-releases/pbisc-diffusion/updates/20261004T065028Z-behcet-c1q-k4000-corpus/diffusion/dataset/server_1/model8/plans/behcet_c1q_lora3_20261004/out/rules_groups_k4000/per_arm/obs_thin_lora3k4/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_lora3k4,PBMC_BD_1,BD,real,489,47,0.09611451942740286,0.40924168744665346,0.31911157107063787,0.09013011637601559,0.2551164342129083,0.24834321979251167,0.006773214420396634,0.6519377298998936,0.5531691687852623,0.09876856111463128,0.2299596551914457,-0.20052128139622447,0.12364020855183724,0.7072271750024848,-0.11394059091797573,-0.4975400179739412,-0.19308064372975703,0.48983615407349534,2.0363021316161904,1.5188956542935415,0.517406477322649,-0.3121783752289923
3
+ obs_thin_lora3k4,PBMC_BD_2,BD,real,946,82,0.08668076109936575,0.4130383323735123,0.32909205423474225,0.08394627813877004,0.2273325867510144,0.21656949909512532,0.01076308765588907,0.6456899373209753,0.5579973787719771,0.08769255854899827,0.1112485037819655,-0.10920463591370487,0.13537683571535472,0.8016647140879266,-0.14703550011639918,-0.34826815834875746,-0.0830732655677427,0.6749129878437575,1.9460782037485922,1.4063874315585463,0.5396907721900459,-0.25644421834078296
4
+ obs_thin_lora3k4,PBMC_BD_3,BD,real,735,59,0.08027210884353742,0.4117631908069261,0.34849749421947873,0.06326569658744735,0.2533593748006409,0.2546429542204817,-0.001283579419840808,0.6230985763969331,0.5396302239371897,0.08346835245974338,0.1320029661046367,-0.11402444426880066,0.21543586305352141,0.7029578792395398,-0.08863915965316378,-0.3055394807689764,0.004296458274868499,0.5782129639567167,1.839343989171663,1.3085483574657895,0.5307956317058735,-0.24990639315893975
5
+ obs_thin_lora3k4,PBMC_BD_4,BD,real,1402,60,0.042796005706134094,0.40270631783016964,0.2967703881428737,0.10593592968729593,0.23638218856915535,0.21607340566261013,0.020308782906545225,0.6062492820900215,0.4921505041627863,0.11409877792723522,0.15540200651071157,-0.008481624450243008,0.23335347483101732,1.3632841295071858,-0.17243269414979562,-0.3106136668178093,-0.06209838744469078,1.1901992983451954,1.9746609195156302,1.279110962555111,0.6955499569605192,-0.35136537372455845
6
+ obs_thin_lora3k4,PBMC_HC_1,HC,real,272,29,0.10661764705882353,0.4652967693013318,0.3248717750073856,0.14042499429394617,0.2978963855422593,0.23713679288942452,0.06075959265283476,0.714995300992117,0.5835611491194773,0.13143415187263974,0.05774252032308244,-0.2862202926598195,0.08784720652313795,0.6219611794748706,-0.2102689449815565,-0.508004358577479,-0.13918333905861546,0.506817128217178,1.8098731491310698,1.342486543748025,0.4673866053830449,-0.23614286161856138
7
+ obs_thin_lora3k4,PBMC_HC_2,HC,real,743,28,0.03768506056527591,0.3877952619106062,0.3335345925896917,0.0542606693209145,0.25683723244276985,0.2596703687406496,-0.0028331362978797348,0.6241614089369254,0.526558984741021,0.09760242419590437,0.07841726913604807,-0.28233081182238656,-0.03719426928265279,0.6754194311251043,-0.3892544061063789,-0.7416122505648908,-0.4743192783125394,0.441935056832211,1.8853765133470497,1.41368718299493,0.4716893303521197,-0.48153192146184093
8
+ obs_thin_lora3k4,PBMC_HC_3,HC,real,1306,103,0.07886676875957122,0.42216907688980265,0.32688258026523925,0.0952864966245634,0.23347356616265816,0.21603685990087348,0.017436706261784674,0.6509406236946024,0.5483658984811319,0.10257472521347044,0.08573617887831543,-0.11124540699973205,0.18245940470170205,0.8433393130129084,-0.13398476262577583,-0.324170066048235,-0.006778679961916365,0.773135055505725,1.9910187626182394,1.4348010373986524,0.556217725219587,-0.22483172249104755
9
+ obs_thin_lora3k4,PBMC_HC_4,HC,real,473,21,0.04439746300211417,0.39128948934935837,0.2684421339160491,0.12284735543330927,0.24103166463823514,0.2004721081047104,0.04055955653352475,0.6349947570676621,0.5040996797719389,0.13089507729572314,0.5081593227319696,0.12365827374729775,0.1927026397618434,0.5463907207499076,-0.3564115098557639,-0.645578015550816,-0.5834630692482314,-0.006828208374359588,1.775887863109995,1.2474608070606217,0.5284270560493733,-0.778001139836871
paper-releases/pbisc-diffusion/updates/20261004T065028Z-behcet-c1q-k4000-corpus/diffusion/dataset/server_1/model8/plans/behcet_c1q_lora3_20261004/out/rules_groups_k4000/per_arm/obs_thin_lora3k4/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_lora3k4,BD,ifng_response_log2fc_bgcorr_high_vs_other,0.1400575632567922,0.13246800053181768,1.0,1.0,0.125,4,pseudobulk_log2fc_bgcorr_high_vs_other,ifng_response,True,0.12436317715559703,0.06218158857779851,0.19563721992293392,0.02487115967686464,0.2704230922866688,-0.0578320035692943,0.3379471300828787
3
+ obs_thin_lora3k4,BD,ifng_response_log2fc_high_vs_other,-0.45786947689628704,-0.4644061276414329,0.0,-1.0,0.125,4,pseudobulk_log2fc_high_vs_other,ifng_response,False,0.10626726166294014,0.05313363083147007,0.09898803818412272,-0.5790228304533406,-0.3236428218489417,-0.6269644040222074,-0.28877454977036665
4
+ obs_thin_lora3k4,BD,ifng_response_c1q_high_minus_other,0.10637419441193285,0.10085221782656703,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,ifng_response,False,0.021906157941805175,0.010953078970902587,0.023422031116124037,0.0873256211163207,0.13646672087827666,0.07151660870950324,0.14123178011436247
5
+ obs_thin_lora3k4,BD,proinflammatory_log2fc_bgcorr_high_vs_other,-0.0723840070809468,-0.05808375573840696,0.25,-0.5,0.375,4,pseudobulk_log2fc_bgcorr_high_vs_other,proinflammatory,True,0.12084592084123573,0.060422960420617865,0.08395386899824286,-0.23312679150934018,0.05975827466236692,-0.26467683422584587,0.11990882006395223
6
+ obs_thin_lora3k4,BD,proinflammatory_log2fc_high_vs_other,-0.606087070940153,-0.6229458600387767,0.0,-1.0,0.125,4,pseudobulk_log2fc_high_vs_other,proinflammatory,False,0.1203161951357178,0.0601580975678589,0.13553021241141538,-0.72777197756042,-0.45068458612263884,-0.7975369862778824,-0.41463715560242365
7
+ obs_thin_lora3k4,BD,proinflammatory_c1q_high_minus_other,0.02106037036165056,0.01939061390567029,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,proinflammatory,False,0.01106018949380616,0.00553009474690308,0.0166782654077307,0.011649492814962747,0.03381076082029891,0.0034611407665000107,0.038659599956801106
8
+ obs_thin_lora3k4,BD,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,0.21428856679000252,0.23067643570641488,1.0,1.0,0.125,4,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen,True,0.03528886799762157,0.017644433998810785,0.01965489195887765,0.161432428408661,0.23436896733851945,0.15813610300166492,0.2704410305783401
9
+ obs_thin_lora3k4,BD,phagocytosis_antigen_log2fc_high_vs_other,-0.3306565548812559,-0.35135995536750053,0.0,-1.0,0.125,4,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen,False,0.06466914627142595,0.032334573135712974,0.048845606028103616,-0.38308926984899033,-0.23681703894103212,-0.43355959768993146,-0.22775351207258032
10
+ obs_thin_lora3k4,BD,phagocytosis_antigen_c1q_high_minus_other,0.12095898682228726,0.11236959427984511,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen,False,0.022246168659844915,0.011123084329922458,0.013640791711193895,0.10517954635769733,0.15391721237176148,0.08556036819316643,0.1563576054514081
11
+ obs_thin_lora3k4,BD,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,0.8262146927578339,0.9617867045347162,1.0,1.0,0.125,4,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr,True,0.32426153808318614,0.16213076904159307,0.22477639081084433,0.34456598898817925,1.036719372973724,0.31024222584860983,1.3421871596670578
12
+ obs_thin_lora3k4,BD,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,0.5021302182187043,0.6486867209901057,0.75,0.5,0.25,4,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr,False,0.34023721485015085,0.17011860742507542,0.23688526408590777,-0.003916646421422506,0.7150640773160283,-0.03926311544123651,1.043523551878645
13
+ obs_thin_lora3k4,BD,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,0.6465655552485735,0.6537027854035724,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen_mhcii_fcgr,False,0.10324959418286492,0.05162479709143246,0.11109088150452595,0.5179270791252091,0.7609295710619401,0.4822724104839232,0.8108587000132238
14
+ obs_thin_lora3k4,HC,ifng_response_log2fc_bgcorr_high_vs_other,0.22848376074483967,0.18440876545091708,1.0,1.0,0.125,4,pseudobulk_log2fc_bgcorr_high_vs_other,ifng_response,True,0.12032563951443002,0.06016281975721501,0.08845062667840731,0.13983604327527605,0.4052814688022485,0.0370188172930411,0.4199487041966382
15
+ obs_thin_lora3k4,HC,ifng_response_log2fc_high_vs_other,-0.7432066327766129,-0.6328240010984387,0.0,-1.0,0.125,4,pseudobulk_log2fc_high_vs_other,ifng_response,False,0.4871980449208073,0.24359902246040366,0.5185140149628575,-1.4064227660218194,-0.30075576288775513,-1.5184474417764475,0.03203417622322169
16
+ obs_thin_lora3k4,HC,ifng_response_c1q_high_minus_other,0.13642309089620228,0.1405913390066513,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,ifng_response,False,0.03784278998642764,0.01892139499321382,0.05554490490737479,0.09301501102328785,0.17149467454821865,0.07620676730923531,0.19663941448316924
17
+ obs_thin_lora3k4,HC,proinflammatory_log2fc_bgcorr_high_vs_other,-0.12495004651750903,-0.15495852643212868,0.0,-1.0,0.125,4,pseudobulk_log2fc_bgcorr_high_vs_other,proinflammatory,True,0.08404686438074906,0.04202343219037453,0.06206562091770171,-0.18815410277896621,-0.001729030426812539,-0.2586873630271069,0.008787269992088828
18
+ obs_thin_lora3k4,HC,proinflammatory_log2fc_high_vs_other,-0.9603349668179326,-0.9029333610791872,0.0,-1.0,0.125,4,pseudobulk_log2fc_high_vs_other,proinflammatory,False,0.3594305311227736,0.1797152655613868,0.39092865735857396,-1.4327589659031352,-0.6027141792102209,-1.5322691497068486,-0.3884007839290168
19
+ obs_thin_lora3k4,HC,proinflammatory_c1q_high_minus_other,0.04274590335000242,0.04332531821261648,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,proinflammatory,False,0.031055692603412618,0.015527846301706309,0.04605606519235425,0.009764903555725568,0.07456807341905114,-0.006670633741876111,0.09216244044188095
20
+ obs_thin_lora3k4,HC,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,0.046722461702616694,0.006951362407925412,0.5,0.0,0.875,4,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen,True,0.12557870923473938,0.06278935461736969,0.09334987361652877,-0.05589089255414752,0.2288780145487635,-0.15310128791057998,0.2465462113158134
21
+ obs_thin_lora3k4,HC,phagocytosis_antigen_log2fc_high_vs_other,-0.7737240519562125,-0.7359504045987759,0.0,-1.0,0.125,4,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen,False,0.512756124180944,0.256378062090472,0.45748482647919675,-1.429328074899271,-0.19366732372802734,-1.589633468411832,0.04218536449940702
22
+ obs_thin_lora3k4,HC,phagocytosis_antigen_c1q_high_minus_other,0.14565932021258618,0.14914792705838859,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen,False,0.026335798073567777,0.013167899036783889,0.03585991014525816,0.11375061059018732,0.17059081614338023,0.1037531885746244,0.18756545185054796
23
+ obs_thin_lora3k4,HC,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,0.6074279609662666,0.6634555394216896,1.0,1.0,0.125,4,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr,True,0.4015429249364455,0.20077146246822275,0.5891119627226866,0.13848450322882572,0.9643162617928617,-0.031516437972135436,1.2463723599046688
24
+ obs_thin_lora3k4,HC,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,0.12816868584625576,0.2981930452840566,0.75,0.5,0.875,4,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr,False,0.7124464116514969,0.35622320582574846,0.7648939473962494,-0.8448924231578362,0.761181075974746,-1.005492539390215,1.2618299110827267
25
+ obs_thin_lora3k4,HC,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,0.632578062729942,0.6389737006396261,1.0,1.0,0.125,4,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen_mhcii_fcgr,False,0.08436555611144313,0.04218277805572156,0.05817907192317573,0.5233515918816563,0.7290132577588593,0.49833363655990826,0.7668224888999757
paper-releases/pbisc-diffusion/updates/20261004T065028Z-behcet-c1q-k4000-corpus/diffusion/dataset/server_1/model8/plans/behcet_c1q_lora3_20261004/out/rules_groups_k4000/per_arm/obs_thin_lora3k4/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_lora3k4,PBMC_BD_1,BD,real,489,21,0.04294478527607362,0.43140118526144405,0.323124463317787,0.10827672194365706,0.27465853326573886,0.2478426204224708,0.026815912843268064,0.6692769467618671,0.5578782692871406,0.11139867747472654,0.2704230922866688,0.05975827466236692,0.161432428408661,0.34456598898817925,-0.3236428218489417,-0.45068458612263884,-0.38308926984899033,-0.003916646421422506,2.0643107411335464,1.5463836620083373,0.5179270791252091,-0.5706844243659114
3
+ obs_thin_lora3k4,PBMC_BD_2,BD,real,946,36,0.03805496828752643,0.42037102888932043,0.33304540777299974,0.0873256211163207,0.2290124270113292,0.2170471120432567,0.011965314968072516,0.6667755785463138,0.5615960321886164,0.10517954635769733,0.04296850935149576,-0.23312679150934018,0.23162360719069022,0.9272946746584108,-0.48783481833011494,-0.72777197756042,-0.23681703894103212,0.610593332222409,2.049711344033345,1.4295687309766683,0.620142613056677,-0.5211708062184635
4
+ obs_thin_lora3k4,PBMC_BD_3,BD,real,735,17,0.02312925170068027,0.4448427657052799,0.3514150519958029,0.093427713709477,0.26591996735704315,0.2542704745420804,0.011649492814962747,0.6570494344870248,0.5437089234020611,0.11334051108496368,0.02487115967686464,-0.050928687434862896,0.22972926422213952,1.036719372973724,-0.5790228304533406,-0.5787736170041299,-0.3595449875682432,0.6867801097578023,2.022523522003861,1.3352605642533932,0.6872629577504679,-0.6462671724463039
5
+ obs_thin_lora3k4,PBMC_BD_4,BD,real,1402,22,0.015691868758915834,0.43562932579855096,0.2991626049202743,0.13646672087827666,0.250222747250631,0.21641198643033208,0.03381076082029891,0.6485354397895088,0.4946182274177473,0.15391721237176148,0.22196749171213961,-0.06523882404195103,0.23436896733851945,0.9962787344110215,-0.4409774369527509,-0.6671181030734235,-0.34317492316675785,0.7150640773160283,2.0578668865801526,1.2969373155182125,0.7609295710619401,-0.6952725327866162
6
+ obs_thin_lora3k4,PBMC_HC_1,HC,real,272,12,0.04411764705882353,0.49712571277987977,0.33258438108913374,0.16454133169074603,0.3148931431684153,0.24032506974936418,0.07456807341905114,0.7263457419685503,0.5916310540814683,0.13471468788708196,0.1991349456486932,-0.18815410277896621,-0.05589089255414752,0.40835285736723786,-0.47142582497887775,-0.7806550539556236,-0.6369039788078521,0.05594266354198743,1.892580754944124,1.3692291630624678,0.5233515918816563,-0.6047196748633697
7
+ obs_thin_lora3k4,PBMC_HC_2,HC,real,743,9,0.012113055181695828,0.4274677242613995,0.33445271323811165,0.09301501102328785,0.26921022256778543,0.25944531901205986,0.009764903555725568,0.6987615781821064,0.5281707620387261,0.17059081614338023,0.13983604327527605,-0.1652647616519042,-0.007820402152608595,0.9185582214761413,-0.7942221772179998,-1.0252116682027508,-0.8349968303896999,0.5404434270261258,2.1516455039166824,1.4226322461578231,0.7290132577588593,-0.8887581241113991
8
+ obs_thin_lora3k4,PBMC_HC_3,HC,real,1306,35,0.02679938744257274,0.4479129480510734,0.33127160172851683,0.11664134632255657,0.24020614966829992,0.21678434660669868,0.023421803061601243,0.6671577995202709,0.5534071889300836,0.11375061059018732,0.16968258525314098,-0.14465229121235315,0.2288780145487635,0.9643162617928617,-0.30075576288775513,-0.6027141792102209,-0.19366732372802734,0.761181075974746,2.0961294665635317,1.4616648695598222,0.6344645970037095,-0.48126919917783323
9
+ obs_thin_lora3k4,PBMC_HC_4,HC,real,473,6,0.012684989429175475,0.4432155112482216,0.27172083670000297,0.17149467454821865,0.2646996257960847,0.20147079243245297,0.06322883336363172,0.671417229988594,0.5078360637588988,0.1635811662296952,0.4052814688022485,-0.001729030426812539,0.02172312696845942,0.13848450322882572,-1.4064227660218194,-1.4327589659031352,-1.429328074899271,-0.8448924231578362,1.9062418594363413,1.2627590551607986,0.6434828042755427,-1.3771822598729402