junidude14 commited on
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fc44d65
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1 Parent(s): 1aa00a4

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/lora3_raw_s13/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
+ lora3_raw_s13,BD,ifng_response_log2fc_bgcorr_high_vs_other,0.21907696834421114,0.20068891261828817,0.8888888888888888,0.7777777777777778,0.0078125,9,pseudobulk_log2fc_bgcorr_high_vs_other,ifng_response,True,0.138318339679323,0.046106113226441,0.16112848710951125,-0.04201565193297238,0.3899200067661996,0.11275608058584671,0.32539785610257554
3
+ lora3_raw_s13,BD,ifng_response_log2fc_high_vs_other,-0.389696478025976,-0.3293668889537021,0.1111111111111111,-0.7777777777777778,0.0078125,9,pseudobulk_log2fc_high_vs_other,ifng_response,False,0.23035434796313906,0.07678478265437969,0.18201088876903693,-0.7884429257073028,0.023753143087708418,-0.5667625043477287,-0.21263045170422334
4
+ lora3_raw_s13,BD,ifng_response_c1q_high_minus_other,0.07859297066279286,0.07935026646353655,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,ifng_response,False,0.015256526599685771,0.005085508866561924,0.02465325363886306,0.05720883829880824,0.09843334920221619,0.06686576618688361,0.09032017513870211
5
+ lora3_raw_s13,BD,proinflammatory_log2fc_bgcorr_high_vs_other,0.0033740977088800353,0.0032325217871542744,0.6666666666666666,0.3333333333333333,0.734375,9,pseudobulk_log2fc_bgcorr_high_vs_other,proinflammatory,True,0.10120649231599389,0.03373549743866463,0.07380642980154166,-0.19109963263815397,0.19681628538902693,-0.07442009888785014,0.0811682943056102
6
+ lora3_raw_s13,BD,proinflammatory_log2fc_high_vs_other,-0.4568112719463234,-0.466450149624842,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,proinflammatory,False,0.16607809387796432,0.05535936462598811,0.1196937296124917,-0.6676015545284579,-0.10516771946033902,-0.5844701956961272,-0.3291523481965196
7
+ lora3_raw_s13,BD,proinflammatory_c1q_high_minus_other,0.008479937300918663,0.00949768478633592,0.7777777777777778,0.5555555555555556,0.0390625,9,mean_log1p_cp10k_high_minus_other,proinflammatory,False,0.010159023986925093,0.003386341328975031,0.00781800376261449,-0.008867010679295184,0.0214474323105511,0.0006710201930894711,0.016288854408747853
8
+ lora3_raw_s13,BD,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,0.17796739583249332,0.16199351157137315,1.0,1.0,0.00390625,9,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen,True,0.09497164919258518,0.031657216397528394,0.0848550881977548,0.05301181238824034,0.3882664564388676,0.10496572391073972,0.25096906775424693
9
+ lora3_raw_s13,BD,phagocytosis_antigen_log2fc_high_vs_other,-0.3372133858903863,-0.35074102306750876,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen,False,0.1427309800661308,0.047576993355376934,0.1272782103485352,-0.5531568577535445,-0.09601124542826624,-0.44692612930846665,-0.22750064247230595
10
+ lora3_raw_s13,BD,phagocytosis_antigen_c1q_high_minus_other,0.10213579416110169,0.10137684795927909,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen,False,0.011471851817620823,0.003823950605873608,0.010824799650122952,0.08763880736685487,0.12445185100133105,0.09331774825114067,0.11095384007106271
11
+ lora3_raw_s13,BD,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,0.9867719207748765,0.979127104609334,1.0,1.0,0.00390625,9,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr,True,0.18916872545515184,0.06305624181838394,0.24215654496020333,0.6563988027623674,1.2492981344970264,0.8413639663912493,1.1321798751585037
12
+ lora3_raw_s13,BD,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,0.6548699740837809,0.6687622800683302,1.0,1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr,False,0.1382876842178072,0.04609589473926907,0.13517758205880404,0.3585043562795147,0.8565906977295208,0.5485726501990905,0.7611672979684713
13
+ lora3_raw_s13,BD,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,0.6403698533686164,0.6237266089846545,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen_mhcii_fcgr,False,0.05046886178081938,0.016822953926939794,0.08341918988018238,0.5830607177081053,0.7222105198299344,0.6015760520467441,0.6791636546904887
14
+ lora3_raw_s13,HC,ifng_response_log2fc_bgcorr_high_vs_other,0.34206393343754476,0.2791070338870163,1.0,1.0,0.001953125,10,pseudobulk_log2fc_bgcorr_high_vs_other,ifng_response,True,0.15566756232702075,0.049226405475960654,0.13354825960701489,0.2160794373614273,0.649948823790345,0.2307060676912916,0.45342179918379794
15
+ lora3_raw_s13,HC,ifng_response_log2fc_high_vs_other,-0.6427307522804051,-0.6187934890747497,0.0,-1.0,0.001953125,10,pseudobulk_log2fc_high_vs_other,ifng_response,False,0.27255421142245656,0.08618920939660436,0.3199363500856457,-1.2041350703042295,-0.2584013790577109,-0.837704289672848,-0.44775721488796216
16
+ lora3_raw_s13,HC,ifng_response_c1q_high_minus_other,0.10158311235047698,0.09388645758698984,1.0,1.0,0.001953125,10,mean_log1p_cp10k_high_minus_other,ifng_response,False,0.02600127926088116,0.008222326454248387,0.027306743621469107,0.06761322720276064,0.1502847911798503,0.08298291766713382,0.12018330703382014
17
+ lora3_raw_s13,HC,proinflammatory_log2fc_bgcorr_high_vs_other,0.0954069138799052,0.06626244470809063,1.0,1.0,0.001953125,10,pseudobulk_log2fc_bgcorr_high_vs_other,proinflammatory,True,0.08619278034568904,0.02725655037549726,0.13543668066961523,0.005361795828228488,0.25487863278044487,0.033748313214803975,0.15706551454500642
18
+ lora3_raw_s13,HC,proinflammatory_log2fc_high_vs_other,-0.5846137267518963,-0.5774129870669189,0.0,-1.0,0.001953125,10,pseudobulk_log2fc_high_vs_other,proinflammatory,False,0.14726786096508426,0.046570186679066886,0.12497364849999837,-0.9023954344599567,-0.33984351041134836,-0.6899628081207969,-0.47926464538299557
19
+ lora3_raw_s13,HC,proinflammatory_c1q_high_minus_other,0.014411877512358529,0.012941208690639042,0.9,0.8,0.00390625,10,mean_log1p_cp10k_high_minus_other,proinflammatory,False,0.011129595245924467,0.003519487041290314,0.0072102988601536536,-0.010315082222710742,0.03085638921191916,0.006450244692528183,0.022373510332188873
20
+ lora3_raw_s13,HC,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,0.2978975160164779,0.29973125100702935,1.0,1.0,0.001953125,10,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen,True,0.13721607920705342,0.04339153418923599,0.15225101802493496,0.04385489650818001,0.5277291463322674,0.1997390461454945,0.39605598588746127
21
+ lora3_raw_s13,HC,phagocytosis_antigen_log2fc_high_vs_other,-0.5255884665662339,-0.5102931824182155,0.0,-1.0,0.001953125,10,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen,False,0.16962426170063974,0.053639901339848785,0.1268201868089296,-0.8723085369737985,-0.27523372484571273,-0.6469303535939619,-0.40424657953850596
22
+ lora3_raw_s13,HC,phagocytosis_antigen_c1q_high_minus_other,0.1199058913235834,0.11985697050955224,1.0,1.0,0.001953125,10,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen,False,0.015898323410977966,0.005027491295666757,0.021344706242733255,0.09176027791468128,0.14202064917853685,0.10853291587818521,0.13127886676898157
23
+ lora3_raw_s13,HC,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,1.3584727657386955,1.4708991142672647,1.0,1.0,0.001953125,10,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr,True,0.3275462487717254,0.10357921851627816,0.5930048292406291,0.8393504228483334,1.7119939478760378,1.1241602946550564,1.5927852368223345
24
+ lora3_raw_s13,HC,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,0.7332158636756569,0.6771091712759024,1.0,1.0,0.001953125,10,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr,False,0.2848654034213703,0.09008235013942523,0.5556534798788735,0.4146430284224832,1.068784418149932,0.5294354300660603,0.9369962972852536
25
+ lora3_raw_s13,HC,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,0.7788743925097187,0.7524306960804957,1.0,1.0,0.001953125,10,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen_mhcii_fcgr,False,0.09211987399934836,0.029130861960566523,0.16973728929352772,0.6538205003539099,0.8976170010389404,0.7129758044671374,0.8447729805523
paper-releases/pbisc-diffusion/updates/20261004T051658Z-behcet-c1q-lora3/diffusion/dataset/server_1/model8/plans/behcet_c1q_lora3_20261004/out/rules_groups/per_arm/lora3_raw_s13/rule_A/sample.csv ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
+ lora3_raw_s13,BDU1,BD,generated,808,28,0.034653465346534656,0.3428220762556666,0.24438872705345038,0.09843334920221619,0.18109555821372267,0.16124462157329333,0.019850936640429334,0.5344372882956409,0.43306044033636176,0.10137684795927909,0.3899200067661996,0.04492671191677829,0.05301181238824034,0.6563988027623674,-0.32594403214675144,-0.466450149624842,-0.5531568577535445,0.3585043562795147,1.8359563407830695,1.212229731798415,0.6237266089846545,-0.37505703237937776
3
+ lora3_raw_s13,BDU2,BD,generated,560,18,0.03214285714285714,0.3392390534048697,0.25988878694133316,0.07935026646353655,0.1549240015552408,0.15985933135048888,-0.004935329795248078,0.5387564565052954,0.44853192175654183,0.09022453474875353,0.30223260207279706,0.01762662134802723,0.3882664564388676,1.2492981344970264,-0.6212912054238277,-0.6267895344822855,-0.3551457844576591,0.7421307883812759,1.9051408845373647,1.2197317180717098,0.685409166465655,-0.5001863062405892
4
+ lora3_raw_s13,BDU3,BD,generated,841,38,0.04518430439952437,0.3445854346281066,0.28737659632929835,0.05720883829880824,0.18233217166072152,0.17649794438088218,0.0058342272798393435,0.5364330354534429,0.44019583518965055,0.09623720026379234,0.20068891261828817,0.0018164358555996221,0.1523414633368,1.152140160860465,-0.37823930107193987,-0.46513513031641407,-0.35074102306750876,0.8565906977295208,1.8073298097981354,1.2124945702806111,0.5948352395175243,-0.34071756407667275
5
+ lora3_raw_s13,BDV1,BD,generated,930,64,0.06881720430107527,0.37558893465635157,0.2901430032523456,0.08544593140400597,0.19969285300543127,0.17824542069488017,0.0214474323105511,0.5388101940862757,0.45117138671942086,0.08763880736685487,0.3792406448278392,0.19681628538902693,0.2339584978256832,0.79773091503918,0.023753143087708418,-0.10516771946033902,-0.09601124542826624,0.5863629813572804,1.8413763469042883,1.258315629196183,0.5830607177081053,-0.22561803229276245
6
+ lora3_raw_s13,BDV2,BD,generated,758,50,0.06596306068601583,0.3519235166324368,0.2761693604085003,0.0757541562239365,0.17838548804626567,0.17051169843037192,0.007873789615893745,0.5528734021910814,0.44056439952562065,0.11230900266546073,0.14110411496328581,-0.03763587617488051,0.12114542990379103,0.979127104609334,-0.3204343037461592,-0.40491686838939034,-0.2882805130116506,0.7419166104603236,1.8563306082591051,1.2543406316736325,0.6019899765854726,-0.2542321207597382
7
+ lora3_raw_s13,BDV3,BD,generated,893,40,0.04479283314669653,0.33513557180893033,0.24180088178120918,0.09333469002772116,0.17275326007516495,0.15910102903271112,0.013652231042453833,0.550603693082992,0.4261518420816609,0.12445185100133105,0.12500457997132738,-0.19109963263815397,0.11300536958243183,1.0551481638701123,-0.5024451925151961,-0.6676015545284579,-0.4155587233601858,0.6363843066851103,1.827653492978461,1.1054429731485265,0.7222105198299344,-0.351148556641253
8
+ lora3_raw_s13,BDV4,BD,generated,683,37,0.05417276720351391,0.34980423597129917,0.25749504734830314,0.09230918862299603,0.16701629306377083,0.15505081855646288,0.01196547450730795,0.5558283148928603,0.4490204561232228,0.10680785876963755,0.29761785015245074,-0.041486741730292716,0.16199351157137315,0.9099836159002616,-0.3293668889537021,-0.509698344581223,-0.3493842547792872,0.6067390284015196,1.9162068471534457,1.2639339602702107,0.652272886883235,-0.33929144254478566
9
+ lora3_raw_s13,BDV5,BD,generated,962,46,0.04781704781704782,0.3474451708886883,0.27978923590455534,0.06765593498413297,0.1992715622759236,0.18977387748958768,0.00949768478633592,0.5282256125898727,0.43224255347035806,0.0959830591195146,0.1778996556586845,0.0032325217871542744,0.20600051810154582,0.9207429747105116,-0.26485759575661366,-0.3409315481320772,-0.15865979113123876,0.6964387173911532,1.8032296490735364,1.1992465291560381,0.6039831199174983,-0.2538467887113861
10
+ lora3_raw_s13,BDV6,BD,generated,1011,36,0.03560830860534125,0.2981902101213466,0.24034582938356452,0.057844380737782086,0.15561554177274237,0.16448255245203755,-0.008867010679295184,0.5062509230259242,0.4020579374706328,0.10419298555529144,-0.04201565193297238,0.03617055362666115,0.17198350334370724,1.1603774147246302,-0.7884429257073028,-0.524610598001882,-0.46798228002413494,0.6687622800683302,1.7994297627395364,1.1035893183140684,0.695840444425468,-0.4010903474265226
11
+ lora3_raw_s13,HC1,HC,generated,912,21,0.023026315789473683,0.2925210229689013,0.22490779576614067,0.06761322720276064,0.16563714106624006,0.15344481275557298,0.012192328310667078,0.5200875022996448,0.4128866973160286,0.10720080498361623,0.22856857024325167,0.25487863278044487,0.5277291463322674,1.7119939478760378,-0.7802964722065125,-0.48184780061333377,-0.3474019508615597,1.0669667532446168,1.8207781469473714,1.1339152808746118,0.6868628660727596,-0.5836595450426268
12
+ lora3_raw_s13,HC10,HC,generated,655,22,0.03358778625954199,0.3897601784108632,0.2394753872310129,0.1502847911798503,0.18683556724068254,0.15597917802876338,0.03085638921191916,0.5234914513831842,0.4134610409273151,0.11003041045586909,0.649948823790345,0.01924745584743685,0.04385489650818001,1.0041644108963441,-0.2584013790577109,-0.6151474968996932,-0.6959849863870601,0.4210272072821103,1.8169151363396656,1.120729245988207,0.6961858903514586,-0.49882110823155523
13
+ lora3_raw_s13,HC2,HC,generated,671,29,0.043219076005961254,0.3260590492236426,0.23796229262428809,0.08809675659935451,0.1486323274738032,0.15894740969651394,-0.010315082222710742,0.5037126893434059,0.4119524114287246,0.09176027791468128,0.27801956645687814,0.005361795828228488,0.18321193294289115,0.9982134274753897,-0.5313794645900134,-0.5114153671322211,-0.5128136122786245,0.44762281984465196,1.782535075158159,1.128714574804249,0.6538205003539099,-0.4302970994773145
14
+ lora3_raw_s13,HC3,HC,generated,494,16,0.032388663967611336,0.3104959572301802,0.23843504991149947,0.07206090731868073,0.16178243986502086,0.15146513930175745,0.01031730056326341,0.5462734496081643,0.424590223375321,0.12168322623284328,0.3034316148596911,0.17122906049888342,0.391993928063473,1.7105238432092786,-0.8571508723027244,-0.6462394019350429,-0.5713791477595246,0.9957345562638131,2.023749325062967,1.1377096355070986,0.8860396895558682,-0.6058020514123933
15
+ lora3_raw_s13,HC4,HC,generated,795,36,0.045283018867924525,0.3413120082947068,0.2479237804252317,0.09338822786947512,0.17408530093799743,0.16164321722707967,0.012442083710917762,0.5316780268759478,0.42310773365878906,0.10857029321715872,0.2189187458953007,0.09017189354246687,0.2809285185997529,0.8393504228483334,-0.4453484986760985,-0.33984351041134836,-0.27523372484571273,0.4146430284224832,1.8753923069550673,1.1427075171335501,0.7326847898215172,-0.38692243893773587
16
+ lora3_raw_s13,HC5,HC,generated,341,26,0.07624633431085044,0.3753391771973783,0.28095448989287375,0.09438468730450456,0.17664971666513202,0.1638240464420522,0.012825670223079816,0.5786078028992956,0.43658715372075874,0.14202064917853685,0.39317264627507664,0.03737679381084451,0.21199751006783255,1.537322178821639,-0.46950919802186497,-0.5527698328659267,-0.5077727525578064,1.068784418149932,2.0061447495733487,1.241821214739308,0.7643235348340407,-0.4468367880682809
17
+ lora3_raw_s13,HC6,HC,generated,347,11,0.03170028818443804,0.3315695886142525,0.23906207079163605,0.09250751782261646,0.1713578778165579,0.15029410610307684,0.02106377171348106,0.5445708382517599,0.4265401234654987,0.1180307147862612,0.2630508045271066,0.1237812059764191,0.326042763333478,1.4570271920435205,-1.2041350703042295,-0.9023954344599567,-0.8723085369737985,0.5299341775514581,1.877551629380209,1.1370137720532583,0.7405378573269508,-0.7490570692173699
18
+ lora3_raw_s13,HC7,HC,generated,646,21,0.032507739938080496,0.3367947029147519,0.231921459074413,0.10487324384033889,0.17009840930964332,0.15704166215144505,0.013056747158198267,0.5593823264297839,0.4195850186845015,0.13979730774528243,0.2801945013171545,0.0194482903279213,0.3185339834143059,1.169223305586575,-0.7444106777732054,-0.6746972746253628,-0.5039907827505746,0.5789188850921662,1.9649298154604655,1.1228572660780665,0.8420725493823991,-0.5521813551917002
19
+ lora3_raw_s13,HC8,HC,generated,578,21,0.03633217993079585,0.37991236234900605,0.2476744374038898,0.13223792494511624,0.18092050791674405,0.153909890405065,0.027010617511679047,0.5530028223038118,0.42242537912546524,0.13057744317834657,0.5892546236492162,0.19022101431269214,0.4376545356819385,1.4847710364910092,-0.43046837631220447,-0.5197250073081652,-0.41796627113498985,0.7752994574596387,2.0360032296977058,1.1474039833383638,0.888599246359342,-0.5594888833708552
20
+ lora3_raw_s13,HC9,HC,generated,493,20,0.04056795131845842,0.34890947157227037,0.22852563215019786,0.12038383942207251,0.16582633022322238,0.15115738128013195,0.014668948943090426,0.5486374435950956,0.4192496580518571,0.1293877855432385,0.2160794373614273,0.04235299587371439,0.25702794522065947,1.6721378921388281,-0.706207513559486,-0.6020561412679112,-0.5510329001126885,1.0332273334456983,2.014440653449525,1.1168236524105848,0.8976170010389404,-0.48922204275578673
paper-releases/pbisc-diffusion/updates/20261004T051658Z-behcet-c1q-lora3/diffusion/dataset/server_1/model8/plans/behcet_c1q_lora3_20261004/out/rules_groups/per_arm/lora3_raw_s13/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
+ lora3_raw_s13,BD,ifng_response_log2fc_bgcorr_high_vs_other,0.1888553779782404,0.18498261229086127,0.75,0.5,0.109375,8,pseudobulk_log2fc_bgcorr_high_vs_other,ifng_response,True,0.3120016878287788,0.1103092546026889,0.2959008968521486,-0.3272291188268994,0.7280965397373634,-0.07198456063040068,0.44969531658688144
3
+ lora3_raw_s13,BD,ifng_response_log2fc_high_vs_other,-2.0022602186719403,-1.8655615399219134,0.0,-1.0,0.0078125,8,pseudobulk_log2fc_high_vs_other,ifng_response,False,0.6055977947074138,0.21411115365461547,0.7549233479487372,-3.040058511898481,-1.3026631662567636,-2.5085526451401527,-1.4959677922037276
4
+ lora3_raw_s13,BD,ifng_response_c1q_high_minus_other,0.08461039154979455,0.07413431294883219,0.875,0.75,0.015625,8,mean_log1p_cp10k_high_minus_other,ifng_response,False,0.06533174088414091,0.023098258502949224,0.057213949852319555,-0.02116135313848,0.20250693370697728,0.02999168932416158,0.13922909377542753
5
+ lora3_raw_s13,BD,proinflammatory_log2fc_bgcorr_high_vs_other,-0.015964431094705935,0.019660071083227402,0.625,0.25,0.84375,8,pseudobulk_log2fc_bgcorr_high_vs_other,proinflammatory,True,0.09016700911487958,0.031878851792220296,0.12696325821473547,-0.15665585699365714,0.08186306806479857,-0.09134593715552214,0.05941707496611026
6
+ lora3_raw_s13,BD,proinflammatory_log2fc_high_vs_other,-1.4835229138407793,-1.5401287017460825,0.0,-1.0,0.0078125,8,pseudobulk_log2fc_high_vs_other,proinflammatory,False,0.26652392522592705,0.09423043743785467,0.4085619479028775,-1.7645102352435655,-1.0958509817188322,-1.706342491444527,-1.2607033362370315
7
+ lora3_raw_s13,BD,proinflammatory_c1q_high_minus_other,0.011223856004846159,0.0022564710673854405,0.625,0.25,0.1953125,8,mean_log1p_cp10k_high_minus_other,proinflammatory,False,0.021050267102337112,0.0074423933069253335,0.021507537469984267,-0.014851847118878214,0.05019472132282096,-0.006374607698601303,0.02882231970829362
8
+ lora3_raw_s13,BD,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,0.39345259374625907,0.4506787915645023,1.0,1.0,0.0078125,8,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen,True,0.1873421393011985,0.06623544855093613,0.2569275737558955,0.14306912717429734,0.6641367759131949,0.23683064578758936,0.5500745417049288
9
+ lora3_raw_s13,BD,phagocytosis_antigen_log2fc_high_vs_other,-1.4214891473229798,-1.3779047273588738,0.0,-1.0,0.0078125,8,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen,False,0.40591560550803174,0.14351283862208636,0.6451275632951461,-1.9566363249781122,-0.804885802569272,-1.7608430859436868,-1.0821352087022729
10
+ lora3_raw_s13,BD,phagocytosis_antigen_c1q_high_minus_other,0.11165245696222828,0.12101640108421952,1.0,1.0,0.0078125,8,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen,False,0.02821275483981761,0.00997471513159431,0.042677581942378195,0.06475438234890418,0.14207134888390394,0.08806600365933087,0.1352389102651257
11
+ lora3_raw_s13,BD,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,1.3075044658225499,1.654841940490848,1.0,1.0,0.0078125,8,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr,True,0.7260613746011579,0.2567014607690524,1.0390338125559961,0.056553295978516854,2.1076771611978407,0.7005019662687548,1.914506965376345
12
+ lora3_raw_s13,BD,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,-0.2764868103630119,-0.11327660988263874,0.375,-0.25,0.546875,8,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr,False,0.903483028460401,0.319429488055654,1.3082274016615416,-1.5205428268344092,0.894624092514034,-1.0318175244932788,0.47884390376725505
13
+ lora3_raw_s13,BD,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,0.6135283539162717,0.6299124193479403,1.0,1.0,0.0078125,8,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen_mhcii_fcgr,False,0.19764977081578752,0.06987974662190516,0.2530031682382863,0.36423278456135577,0.9432852370025786,0.44828901035895585,0.7787676974735875
14
+ lora3_raw_s13,HC,ifng_response_log2fc_bgcorr_high_vs_other,0.017096764320833614,-0.018179691017476178,0.5,0.0,0.9453125,8,pseudobulk_log2fc_bgcorr_high_vs_other,ifng_response,True,0.14236095206383267,0.05033219729025455,0.1662052516317595,-0.18429407148386912,0.23738541117706646,-0.1019199700276549,0.13611349866932212
15
+ lora3_raw_s13,HC,ifng_response_log2fc_high_vs_other,-2.943398446868429,-2.787128244637734,0.0,-1.0,0.0078125,8,pseudobulk_log2fc_high_vs_other,ifng_response,False,0.48105551745187997,0.17007880925871394,0.7971381828544946,-3.681304600725688,-2.414188147434259,-3.3455709239236073,-2.541225969813251
16
+ lora3_raw_s13,HC,ifng_response_c1q_high_minus_other,0.07926252397190144,0.08063395639534472,1.0,1.0,0.0078125,8,mean_log1p_cp10k_high_minus_other,ifng_response,False,0.030359823267679865,0.01073381845410078,0.035615717135452904,0.02053097620576186,0.11753054657988862,0.05388107654314056,0.10464397140066231
17
+ lora3_raw_s13,HC,proinflammatory_log2fc_bgcorr_high_vs_other,-0.23457305662224082,-0.30686305885085496,0.25,-0.5,0.078125,8,pseudobulk_log2fc_bgcorr_high_vs_other,proinflammatory,True,0.33388489726680476,0.1180461374965657,0.4100587645466697,-0.5605763988989341,0.37690961780175236,-0.5137078161534764,0.04456170290899475
18
+ lora3_raw_s13,HC,proinflammatory_log2fc_high_vs_other,-2.1214366943264027,-2.290611895081476,0.0,-1.0,0.0078125,8,pseudobulk_log2fc_high_vs_other,proinflammatory,False,0.5497752986157339,0.19437492089002228,0.9118180549825405,-2.7708753426128556,-1.25965947584094,-2.5810603461643784,-1.6618130424884272
19
+ lora3_raw_s13,HC,proinflammatory_c1q_high_minus_other,-0.021041596502818026,-0.04651486099941908,0.375,-0.25,0.3828125,8,mean_log1p_cp10k_high_minus_other,proinflammatory,False,0.062431337957241914,0.022072811214057426,0.07867113263664605,-0.08404590279587872,0.09645662171625705,-0.07323550120040738,0.031152308194771328
20
+ lora3_raw_s13,HC,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,0.27463451911486697,0.28719880844581236,0.875,0.75,0.015625,8,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen,True,0.23082214948094557,0.08160795357301577,0.314754341403401,-0.007390422056474282,0.6540656022072151,0.0816623729732559,0.46760666525647804
21
+ lora3_raw_s13,HC,phagocytosis_antigen_log2fc_high_vs_other,-2.254696024759519,-2.2723134524824946,0.0,-1.0,0.0078125,8,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen,False,0.5724875210432663,0.20240490413718495,0.8595943501684382,-2.994074859148505,-1.479361155678832,-2.7333075697236193,-1.7760844797954187
22
+ lora3_raw_s13,HC,phagocytosis_antigen_c1q_high_minus_other,0.0999076188017895,0.1067085760730915,1.0,1.0,0.0078125,8,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen,False,0.06641095820293881,0.0234798194451972,0.08940808610426562,0.0004607897390790372,0.19070392153859284,0.04438666831865637,0.15542856928492263
23
+ lora3_raw_s13,HC,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,2.4189703649471683,2.3728699362562686,1.0,1.0,0.0078125,8,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr,True,0.8802376474397032,0.3112110047801538,0.726991140293836,1.3966584285687897,4.299847629304854,1.6830732756814588,3.154867454212878
24
+ lora3_raw_s13,HC,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,-0.2904620501609184,-0.6259822694863956,0.375,-0.25,0.3828125,8,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr,False,0.9814733086673675,0.3470032160561465,1.2702856288104223,-1.606941804506318,1.3357861841125303,-1.110994270227973,0.5300701699061361
25
+ lora3_raw_s13,HC,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,0.9270256237861062,0.983051463699677,1.0,1.0,0.0078125,8,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen_mhcii_fcgr,False,0.31964285200966,0.11301081410691931,0.3959191944595164,0.5191165837006009,1.5026009990042226,0.6597975120566408,1.1942537355155716
paper-releases/pbisc-diffusion/updates/20261004T051658Z-behcet-c1q-lora3/diffusion/dataset/server_1/model8/plans/behcet_c1q_lora3_20261004/out/rules_groups/per_arm/lora3_raw_s13/rule_B/sample.csv ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
+ lora3_raw_s13,BDU1,BD,generated,808,2,0.0024752475247524753,0.4498054626295466,0.24729852892256934,0.20250693370697728,0.19401652044310258,0.16185291242713007,0.03216360801597251,0.5782931865533003,0.4362218376693964,0.14207134888390394,0.7280965397373634,0.06325108114647772,0.48270969532837005,2.1076771611978407,-1.8228675762891602,-1.6435596008941353,-1.751367475479754,0.22220890802456364,2.1747943927831286,1.23150915578055,0.9432852370025786,-1.2489194336719631
3
+ lora3_raw_s13,BDU2,BD,generated,560,0,0.0,,0.2624393312205182,,,0.15970069574992735,,,0.45143199608775175,,,,,,,,,,,1.24176272699382,,
4
+ lora3_raw_s13,BDU3,BD,generated,841,5,0.005945303210463734,0.3361538329183865,0.28968526818624724,0.046468564732139284,0.17744602640448498,0.17675746618293464,0.0006885602215503384,0.5555246540877932,0.44388048772019295,0.11164416636760022,0.07999711137492595,-0.13060869554011675,0.6641367759131949,1.8110609647141644,-1.7133170910801263,-1.329518871664543,-0.804885802569272,0.6615393724209485,1.8736679523024784,1.2355781494571143,0.6380898028453641,-0.9401932541467103
5
+ lora3_raw_s13,BDV1,BD,generated,930,2,0.002150537634408602,0.27490730851831,0.29606866165679,-0.02116135313848,0.17967420779858093,0.17972147467512575,-4.7266876544826975e-05,0.5218175700433583,0.4570631876944541,0.06475438234890418,-0.3272291188268994,0.013042374891010374,0.27172344381346386,0.8008595708390914,-3.040058511898481,-1.7606643074895474,-1.9566363249781122,-1.4123844588201682,1.7019573280787372,1.2975705888250124,0.4043867392537248,-1.293789351268294
6
+ lora3_raw_s13,BDV2,BD,generated,758,1,0.0013192612137203166,0.4056091979067525,0.2810019468995156,0.12460725100723691,0.22115957906648032,0.17096485774365935,0.05019472132282096,0.5800152012738299,0.4477982163440154,0.13221698492981449,0.20923283486551017,0.03988961556125556,0.41864788780063455,0.5937373901450436,-2.589827545830764,-1.7645102352435655,-1.859402994034971,-1.5205428268344092,1.6578019994074318,1.293569214846076,0.36423278456135577,-1.3141486584684872
7
+ lora3_raw_s13,BDV3,BD,generated,893,3,0.0033594624860022394,0.35881733577727104,0.24560126182516498,0.11321607395210606,0.16352408518552683,0.1596997032723063,0.0038243819132205426,0.5666231483631144,0.4312716849144799,0.13535146344863452,0.3737183597960153,-0.15665585699365714,0.4882410909780577,1.6425501713387067,-1.9082555035546669,-1.674880402558293,-1.4085046868039561,-0.20107704821691458,1.757439168781401,1.1357041329308846,0.6217350358505165,-1.1647648291907542
8
+ lora3_raw_s13,BDV4,BD,generated,683,7,0.010248901903367497,0.3464856449722071,0.26162597308156277,0.0848596718906443,0.17340156896659217,0.15551571101785266,0.01788585794873951,0.5461107834563467,0.4538610751811291,0.09224970827521756,0.33404286722503806,0.026277767275444428,0.14306912717429734,0.056553295978516854,-1.3026631662567636,-1.0958509817188322,-1.1445920202448334,-0.8307863504437862,1.7615634069795552,1.2944823192757051,0.46708108770385004,-0.8234775115145115
9
+ lora3_raw_s13,BDV5,BD,generated,962,7,0.007276507276507277,0.34597190127459093,0.28256294726757086,0.06340895400702007,0.19016135009304394,0.1902285174811555,-6.716738811154976e-05,0.5207599681361368,0.4362170024932242,0.08454296564291258,0.16073238971621237,-0.06477480316286023,0.1504676877161269,1.780463462724046,-1.3383649860480287,-1.1625011085592876,-1.0992191065591488,0.894624092514034,1.8973352944022923,1.223222028799474,0.6741132656028184,-0.8041030685688157
10
+ lora3_raw_s13,BDV6,BD,generated,1011,5,0.004945598417408506,0.3050711470539077,0.24209411081319518,0.06297703624071252,0.1493884173520909,0.16424026447096912,-0.014851847118878214,0.5355118594247716,0.4051232236239328,0.13038863580083881,-0.04774796006224268,0.08186306806479857,0.5286250412459271,1.6671337096429895,-2.3027273684175307,-1.4366978025980297,-1.3473047679137915,-0.025476171548362903,1.919736649451894,1.1244337709419288,0.7953028785099652,-1.1152869864136983
11
+ lora3_raw_s13,HC1,HC,generated,912,0,0.0,,0.2264646792872569,,,0.15372555715746336,,,0.41535513690446724,,,,,,,,,,,1.149731202132866,,
12
+ lora3_raw_s13,HC10,HC,generated,655,1,0.0015267175572519084,0.26502275187914265,0.2444917756733808,0.02053097620576186,0.07309798739388944,0.15714389018976815,-0.08404590279587872,0.41761680507905075,0.4171560153399717,0.0004607897390790372,-0.18429407148386912,-0.5328678713849956,-0.007390422056474282,1.918687817031247,-3.681304600725688,-2.7708753426128556,-2.994074859148505,-1.606941804506318,1.7295305204900724,1.1432174544182225,0.5863130660718499,-1.6554954035038618
13
+ lora3_raw_s13,HC2,HC,generated,671,2,0.0029806259314456036,0.34509144616497023,0.24146086905821923,0.103630577106751,0.19197922156520006,0.15840151880234957,0.03357770276285049,0.5381754605193148,0.41555271331414245,0.1226227472051723,0.08575249736553738,0.060387984334438115,0.37377436054549806,1.3966584285687897,-2.536749236086065,-1.6145403342543716,-1.9523880766771649,-0.9280806737099832,1.8533981490642462,1.154890101503417,0.6985080475608292,-1.3084007305561909
14
+ lora3_raw_s13,HC3,HC,generated,494,2,0.004048582995951417,0.35782372083134584,0.24029317425145721,0.11753054657988862,0.2478654119604835,0.15140879024422646,0.09645662171625705,0.6184632213848619,0.42775929984626904,0.19070392153859284,0.00036267968293565527,0.37690961780175236,0.6540656022072151,2.392441161295924,-2.5631925229603016,-1.25965947584094,-1.479361155678832,0.266213797074514,2.2230871406950232,1.1621118306748182,1.060975310020205,-1.2360058958241873
15
+ lora3_raw_s13,HC4,HC,generated,795,3,0.0037735849056603774,0.35332849840501573,0.25176943957846626,0.10155905882654948,0.1721158327748401,0.16216909748837988,0.009946735286460229,0.5511067675121665,0.4275579021616395,0.12354886535052695,-0.03672206171788801,-0.1596032380623675,0.4403312398470897,2.5605783691819943,-2.414188147434259,-1.6300791050921846,-1.541978631195527,0.7345730886130662,2.25438851487789,1.1718004583461028,1.0825880565317874,-1.2384902199116632
16
+ lora3_raw_s13,HC5,HC,generated,341,1,0.002932551319648094,0.34942001114735605,0.2879707732712933,0.06144923787606277,0.09378682528753192,0.1650108248154481,-0.07122399952791618,0.4954114380380438,0.4472745437040666,0.04813689433397722,-0.040737604111230084,-0.4541228796393424,0.014367544908918364,2.3532987112166133,-3.4588050995060016,-2.5966483252413304,-2.86894772466631,-0.7549336642598694,2.260340755048944,1.2972738393433532,0.9630669157055909,-1.5695217234740406
17
+ lora3_raw_s13,HC6,HC,generated,347,0,0.0,,0.24199458576584004,,,0.1509618337366454,,,0.4302817311388384,,,,,,,,,,,1.160489035542009,,
18
+ lora3_raw_s13,HC7,HC,generated,646,2,0.0030959752321981426,0.31464768645399727,0.23508432501523283,0.07956336143876444,0.0976377025269152,0.15765190999239415,-0.06001420746547895,0.51464282092082,0.4238484159798093,0.09079440494101071,0.18018898287542615,-0.5605763988989341,0.20062325634612665,1.7239789491274107,-2.6644863100595293,-2.3689177738714235,-2.2095108088315194,-0.8732824538983657,1.6677405531372265,1.1486239694366256,0.5191165837006009,-1.3882956217971094
19
+ lora3_raw_s13,HC8,HC,generated,578,1,0.0017301038062283738,0.3204929366471315,0.2523610542576232,0.06813188238950835,0.09775456653856723,0.15499026872674918,-0.05723570218818194,0.6040578560874248,0.42686297675073964,0.17719487933668515,-0.10516171922130951,-0.4778523673087795,0.39949456400618644,4.299847629304854,-3.3186914789596487,-2.518467181406586,-2.3351160961334703,1.3357861841125303,2.679690074340064,1.1770890753358412,1.5026009990042226,-1.5306320737542598
20
+ lora3_raw_s13,HC9,HC,generated,493,2,0.004056795131845842,0.31478245061315246,0.23307789926122746,0.081704551351925,0.11610365968140904,0.15189767949206526,-0.03579401981065622,0.4701113084854823,0.4243128605162105,0.04579844796927185,0.23738541117706646,-0.12885929981969785,0.12181000711437559,2.706271853850512,-2.9097701792159394,-2.2123060162915276,-2.656190845744822,-0.4970308747129218,2.152205035295811,1.149169023602048,1.003036011693763,-1.5311712505093316