junidude14 commited on
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92e8227
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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_s04/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_s04,BD,ifng_response_log2fc_bgcorr_high_vs_other,0.13449173418006097,0.12868784751526077,0.8888888888888888,0.7777777777777778,0.0078125,9,pseudobulk_log2fc_bgcorr_high_vs_other,ifng_response,True,0.11589770612313226,0.03863256870771075,0.13888811424424688,-0.017499683510958007,0.368773281417011,0.04540487098652092,0.22357859737360103
3
+ lora3_raw_s04,BD,ifng_response_log2fc_high_vs_other,-0.41453588828520055,-0.35052555642332606,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,ifng_response,False,0.21543460584694465,0.07181153528231489,0.3738269811826678,-0.6893436484919259,-0.1586038717872426,-0.5801335856015786,-0.24893819096882255
4
+ lora3_raw_s04,BD,ifng_response_c1q_high_minus_other,0.0798689589440107,0.08123402694923146,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,ifng_response,False,0.011235201552131044,0.0037450671840436813,0.010745932631124111,0.059310114185159024,0.09931599090683077,0.07123281853098856,0.08850509935703285
5
+ lora3_raw_s04,BD,proinflammatory_log2fc_bgcorr_high_vs_other,0.00389818722015166,-0.021741561284959927,0.4444444444444444,-0.1111111111111111,0.91015625,9,pseudobulk_log2fc_bgcorr_high_vs_other,proinflammatory,True,0.07829192801756742,0.026097309339189138,0.12777405832714445,-0.08232012545428023,0.14339240222892305,-0.05628231603372079,0.0640786904740241
6
+ lora3_raw_s04,BD,proinflammatory_log2fc_high_vs_other,-0.41272116360267813,-0.4060470761501538,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,proinflammatory,False,0.15349741432889352,0.05116580477629784,0.2515244060155078,-0.6401663057383952,-0.19388374687714224,-0.53070972099787,-0.29473260620748626
7
+ lora3_raw_s04,BD,proinflammatory_c1q_high_minus_other,0.010425525685127536,0.012061057174314965,0.8888888888888888,0.7777777777777778,0.0078125,9,mean_log1p_cp10k_high_minus_other,proinflammatory,False,0.008054993035720864,0.002684997678573621,0.013962922133431532,-2.0250747575029093e-05,0.02063133709224224,0.00423390993532318,0.01661714143493189
8
+ lora3_raw_s04,BD,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,0.2167993821068199,0.19953351899740931,1.0,1.0,0.00390625,9,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen,True,0.09668612937413157,0.03222870979137719,0.11509023866842094,0.08749053533002132,0.38033826968625156,0.14247984405560912,0.29111892015803065
9
+ lora3_raw_s04,BD,phagocytosis_antigen_log2fc_high_vs_other,-0.2431381092322257,-0.23010684345489654,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen,False,0.12034619628873558,0.04011539876291186,0.16505549818428933,-0.4348750043437897,-0.11214634040873155,-0.3356443846648645,-0.1506318337995869
10
+ lora3_raw_s04,BD,phagocytosis_antigen_c1q_high_minus_other,0.10576012246469303,0.10736574769445018,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen,False,0.015724913692464624,0.005241637897488208,0.021800367778561813,0.08381808182883138,0.12958598929907417,0.09367288379784236,0.1178473611315437
11
+ lora3_raw_s04,BD,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,0.9192462852996037,0.8982354062867688,1.0,1.0,0.00390625,9,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr,True,0.2465490884900553,0.0821830294966851,0.2258237968886624,0.570034964767572,1.4051567139387493,0.729731879436642,1.1087606911625656
12
+ lora3_raw_s04,BD,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,0.6448730591257785,0.6980873457341382,1.0,1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr,False,0.22566654123782703,0.07522218041260902,0.11024647116254649,0.1767973696882266,0.9810342884035478,0.4714104000352283,0.8183357182163287
13
+ lora3_raw_s04,BD,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,0.6614774232862065,0.6270788729540635,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen_mhcii_fcgr,False,0.09117769614906729,0.03039256538302243,0.08339840050651204,0.5511383734165161,0.8534778641551704,0.5913920418334938,0.7315628047389192
14
+ lora3_raw_s04,HC,ifng_response_log2fc_bgcorr_high_vs_other,0.23423654039133002,0.18005658946369935,0.9,0.8,0.009765625,10,pseudobulk_log2fc_bgcorr_high_vs_other,ifng_response,True,0.22930803615908402,0.07251356800429543,0.3276265257388739,-0.07491580587108398,0.6578354949719696,0.07019945313035839,0.3982736276523017
15
+ lora3_raw_s04,HC,ifng_response_log2fc_high_vs_other,-0.7867915917392871,-0.757423007616103,0.0,-1.0,0.001953125,10,pseudobulk_log2fc_high_vs_other,ifng_response,False,0.29233106834239275,0.09244320067923043,0.18235637220259915,-1.274915403796787,-0.3229956345161472,-0.9959126403078001,-0.5776705431707742
16
+ lora3_raw_s04,HC,ifng_response_c1q_high_minus_other,0.09352642955858662,0.08903201740806474,1.0,1.0,0.001953125,10,mean_log1p_cp10k_high_minus_other,ifng_response,False,0.015673064861667314,0.004956258287842056,0.023614287219655444,0.07768656308835609,0.12513808631222115,0.08231459437206674,0.10473826474510649
17
+ lora3_raw_s04,HC,proinflammatory_log2fc_bgcorr_high_vs_other,0.10374312841866953,0.11032746047463965,0.8,0.6,0.037109375,10,pseudobulk_log2fc_bgcorr_high_vs_other,proinflammatory,True,0.13078616999061804,0.04135821836203155,0.15721526087225668,-0.08123885792455464,0.29519404839314833,0.010184338510427618,0.19730191832691146
18
+ lora3_raw_s04,HC,proinflammatory_log2fc_high_vs_other,-0.6077765274305595,-0.5535255297955599,0.0,-1.0,0.001953125,10,pseudobulk_log2fc_high_vs_other,proinflammatory,False,0.18416200449463976,0.0582371392665228,0.21287114989018519,-1.0077057657736121,-0.38434316691410914,-0.7395180891632007,-0.47603496569791837
19
+ lora3_raw_s04,HC,proinflammatory_c1q_high_minus_other,0.01931338095971836,0.025167037676478293,0.8,0.6,0.01953125,10,mean_log1p_cp10k_high_minus_other,proinflammatory,False,0.01684435188435952,0.005326651766392525,0.02040719566196518,-0.008581498148507588,0.037915038186293826,0.0072636575126417986,0.03136310440679492
20
+ lora3_raw_s04,HC,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,0.3136983604483259,0.3105605547075605,1.0,1.0,0.001953125,10,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen,True,0.14476937496312006,0.0457800960322414,0.14455648064682142,0.09711735755457784,0.5370290093933386,0.21013658829540133,0.41726013260125044
21
+ lora3_raw_s04,HC,phagocytosis_antigen_log2fc_high_vs_other,-0.5475990805032576,-0.5311538218547232,0.0,-1.0,0.001953125,10,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen,False,0.18308258093714458,0.05789579556635015,0.19235833984551842,-0.839925006485196,-0.2037207736690798,-0.6785684691395771,-0.416629691866938
22
+ lora3_raw_s04,HC,phagocytosis_antigen_c1q_high_minus_other,0.11548003625429018,0.11444289173541139,1.0,1.0,0.001953125,10,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen,False,0.019877512486548433,0.006285821367593012,0.02604480453921104,0.08850247120011773,0.14946077628706844,0.10126052042351964,0.12969955208506073
23
+ lora3_raw_s04,HC,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,1.4658146567766766,1.3690003941623439,1.0,1.0,0.001953125,10,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr,True,0.3599874290055082,0.11383802046855689,0.4784708465817884,1.0249382639606615,2.148683759139132,1.208295163374962,1.7233341501783912
24
+ lora3_raw_s04,HC,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,0.8190871977353001,0.751770997322863,1.0,1.0,0.001953125,10,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr,False,0.25137359171072066,0.07949130934230991,0.2738313666957428,0.4548190902013919,1.349266687128464,0.6392653629263859,0.9989090325442144
25
+ lora3_raw_s04,HC,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,0.7738135010727192,0.7629721543750442,1.0,1.0,0.001953125,10,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen_mhcii_fcgr,False,0.07002562881514247,0.022144048164136818,0.07053194966770704,0.644324828616984,0.8841628154666641,0.7237201839048686,0.8239068182405698
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_s04/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_s04,BDU1,BD,generated,814,42,0.051597051597051594,0.32516443944938084,0.24393041250014938,0.08123402694923146,0.17895261928278094,0.15954980904519295,0.019402810237587997,0.5606744677450082,0.431088478445934,0.12958598929907417,-0.017499683510958007,0.14339240222892305,0.3423173645710035,0.9711231988866544,-0.5538050091310089,-0.28984891737551605,-0.12620976152275942,0.7527833153880636,1.9332350535555491,1.195323230440363,0.7379118231151862,-0.3065973095002958
3
+ lora3_raw_s04,BDU2,BD,generated,576,23,0.03993055555555555,0.3294956546067053,0.25771923949985165,0.07177641510685367,0.15972709305379065,0.15974734380136568,-2.0250747575029093e-05,0.5395993369297983,0.44484776221340055,0.09475157471639778,0.09883061114213597,-0.08232012545428023,0.38033826968625156,1.033405104997405,-0.6776169960790125,-0.6401663057383952,-0.23117764916984274,0.6980873457341382,1.8413652681124864,1.2142863951584228,0.6270788729540635,-0.42316637982137006
4
+ lora3_raw_s04,BDU3,BD,generated,850,37,0.04352941176470588,0.35967304529914806,0.28692028146624093,0.07275276383290713,0.1944272613930902,0.17683630362331523,0.017590957769774956,0.5459463783268792,0.438580630632429,0.10736574769445018,0.15637428612865129,0.014333048018352038,0.13393122435913385,0.863099949924077,-0.35052555642332606,-0.39699855814631385,-0.2925461807041235,0.6405768740996636,1.850856885160909,1.2060088551128265,0.6448480300480826,-0.30435794430632956
5
+ lora3_raw_s04,BDV1,BD,generated,943,72,0.07635206786850478,0.35083365201408406,0.29152353782892504,0.059310114185159024,0.1835370250400025,0.17990898940365907,0.003628035636343424,0.5341744696801641,0.45035638785133275,0.08381808182883138,0.12868784751526077,0.07333192562756809,0.2031418709544482,0.6502054230992665,-0.24029975651429117,-0.2289988105206156,-0.1274906825198342,0.43501249102017997,1.8099185525539083,1.2587801791373923,0.5511383734165161,-0.21864993462001475
6
+ lora3_raw_s04,BDV2,BD,generated,741,47,0.06342780026990553,0.35861759328654924,0.275118896822518,0.08349869646403124,0.17525743529777713,0.1704084648750765,0.0048489704227006325,0.5542765414776397,0.4439954693730113,0.1102810721046284,0.21023602780646414,-0.0780039338647907,0.15609068469268395,0.8982354062867688,-0.2326836720815045,-0.4060470761501538,-0.21370046631170622,0.7191699804643331,1.8849717544444533,1.2636273912110083,0.621344363233445,-0.2544695715550527
7
+ lora3_raw_s04,BDV3,BD,generated,888,37,0.041666666666666664,0.3294214816471473,0.24137506782585252,0.08804641382129477,0.18035675481401278,0.15972541772177054,0.02063133709224224,0.5411910531196317,0.4246391106246721,0.11655194249495959,0.02555602823328037,-0.05444213269957636,0.08749053533002132,1.0743744976871976,-0.6065106532641723,-0.5413733233910238,-0.4348750043437897,0.7508233452622101,1.8029913273407883,1.0982485636008312,0.704742763739957,-0.3443385959114841
8
+ lora3_raw_s04,BDV4,BD,generated,696,37,0.05316091954022988,0.3411549623969143,0.2579812018139707,0.08317376058294357,0.15795212650889476,0.15645466082308696,0.0014974656858078028,0.5407994160100508,0.45306748844055456,0.08773192756949622,0.368773281417011,-0.03409296766569474,0.2711809233611049,0.570034964767572,-0.22143383079432036,-0.45962023619219217,-0.23010684345489654,0.1767973696882266,1.8884577340000146,1.2645946338248055,0.6238631001752091,-0.3336240668853722
9
+ lora3_raw_s04,BDV5,BD,generated,946,51,0.05391120507399577,0.3592681810476545,0.27955573240080983,0.07971244864684468,0.20274377967039983,0.188554431775449,0.014189347894950827,0.5303331530351386,0.43151813191080735,0.09881502112433127,0.1891776615664749,0.07462703007582369,0.17717004700932257,0.8075813081087425,-0.1586038717872426,-0.19388374687714224,-0.11214634040873155,0.6495725220716441,1.7878700250528536,1.198978406314624,0.5888916187382296,-0.2048469886881562
10
+ lora3_raw_s04,BDV6,BD,generated,1016,35,0.0344488188976378,0.33873598299476887,0.2394199920879381,0.09931599090683077,0.17479498639873323,0.16273392922441826,0.012061057174314965,0.5204781264569524,0.39753838110688416,0.12293974535006819,0.05028954732222801,-0.021741561284959927,0.19953351899740931,1.4051567139387493,-0.6893436484919259,-0.5575534980327503,-0.4199900546543474,0.9810342884035478,1.9525071836576409,1.0990293195024705,0.8534778641551704,-0.4092398027151574
11
+ lora3_raw_s04,HC1,HC,generated,908,24,0.02643171806167401,0.31472149411548705,0.22584045695086646,0.08888103716462059,0.1764959345603807,0.15167222582979112,0.02482370873058959,0.5501115898797355,0.4106381450257585,0.139473444853977,0.009763558551793405,0.12421204356368915,0.5065142647347749,1.1010684658938945,-0.8142409135617394,-0.5025079958827303,-0.2037207736690798,0.5893863762386721,1.918760691349041,1.1221001546140426,0.7966605367349984,-0.4677403208953927
12
+ lora3_raw_s04,HC10,HC,generated,650,18,0.027692307692307693,0.36396048686418897,0.23882240055196782,0.12513808631222115,0.18983021260567534,0.15629554485804184,0.0335346677476335,0.5071627348583748,0.4115039875115913,0.09565874734678353,0.6578354949719696,0.1772937414335751,0.32108659466303474,1.0249382639606615,-0.3229956345161472,-0.4680605479444638,-0.5119781889266375,0.4548190902013919,1.7695905273434482,1.1252656987264642,0.644324828616984,-0.5172328522770722
13
+ lora3_raw_s04,HC2,HC,generated,676,23,0.034023668639053255,0.31886837631386544,0.23875324501882036,0.08011513129504508,0.1633376858781269,0.15856281386311746,0.004774872015009424,0.5034283209123632,0.4149258497122455,0.08850247120011773,0.15654177285257173,-0.054687086447417786,0.12281373393392378,1.3079701821704046,-0.7309822691533502,-0.7189852753420213,-0.6578356861590704,0.6790504893347699,1.8434453321935291,1.1428723773351257,0.7005729548584034,-0.4895184692240105
14
+ lora3_raw_s04,HC3,HC,generated,500,10,0.02,0.3194844357502057,0.24092884771586617,0.07855558803433951,0.14768992411146925,0.1552236517360914,-0.00753372762462215,0.548781631087964,0.42789328013553307,0.12088835095243089,0.3404439307644916,0.010781105614356109,0.5370290093933386,1.8675090262827103,-1.2641817197105458,-1.0077057657736121,-0.7681743825340971,0.75522868179753,2.0060532000636195,1.1630981893070895,0.84295501075653,-0.8078935137601659
15
+ lora3_raw_s04,HC4,HC,generated,801,32,0.039950062421972535,0.3389300016900847,0.2497470040385758,0.08918299765150889,0.18802060952712396,0.16017779161635007,0.027842817910773893,0.5316290363777739,0.42363160385938203,0.10799743251839189,-0.07491580587108398,0.02505259570763453,0.09711735755457784,1.1725344092428247,-0.7557433319585568,-0.4853342088154058,-0.5137617292946292,0.7483133128481959,1.890601999308061,1.133139170768738,0.757462828539323,-0.4008097655314619
16
+ lora3_raw_s04,HC5,HC,generated,347,19,0.05475504322766571,0.38284845341250434,0.28357382901806566,0.09927462439443868,0.18515403588910467,0.16104600796639887,0.024108027922705805,0.5665731892292731,0.4419072011924943,0.12466598803677881,0.45146353509195064,0.2900050847216703,0.3000345147520862,1.4148475280497106,-0.5816459907484439,-0.38434316691410914,-0.548545914414817,0.7209419692966397,2.016307741012709,1.2523253430915944,0.7639823979211144,-0.5223158509720439
17
+ lora3_raw_s04,HC6,HC,generated,351,11,0.03133903133903134,0.31898243260416903,0.23645406114449607,0.08252837145967296,0.18475445541556548,0.14683941722927166,0.037915038186293826,0.5417150672784766,0.4166520081866698,0.12506305909180682,0.0717254108100426,0.29519404839314833,0.2562559138420198,2.148683759139132,-1.274915403796787,-0.6045430637083895,-0.839925006485196,1.349266687128464,1.9391735327270274,1.105659320812402,0.8335142119146255,-0.7126737230792788
18
+ lora3_raw_s04,HC7,HC,generated,653,21,0.03215926493108729,0.3108851716537278,0.23319860856537172,0.07768656308835609,0.15166403207691337,0.16024553022542096,-0.008581498148507588,0.5172956212198757,0.4210026937699715,0.0962929274499042,0.4277936263219674,0.09644287738559017,0.4103747909818448,1.721007561736792,-0.7591026832736494,-0.7613363717929162,-0.5922581454801629,0.967268277578053,1.8797043513424552,1.1177424405134813,0.7619619108289739,-0.6376735715467468
19
+ lora3_raw_s04,HC8,HC,generated,576,28,0.04861111111111111,0.35425808236459694,0.24823931908826652,0.10601876327633042,0.17573817772755215,0.15022781110518516,0.025510366622366998,0.5271937506955755,0.420396585889933,0.1067971648056425,0.20357140607482693,-0.08123885792455464,0.24559999028597185,1.3231532602749771,-0.5866057383487809,-0.6477401390564215,-0.42811788521622096,0.9516140713497615,1.8899782290852853,1.1374407139957108,0.7525375150895746,-0.4249565277581374
20
+ lora3_raw_s04,HC9,HC,generated,495,20,0.04040404040404041,0.33536367432065634,0.22748054141132348,0.10788313290933285,0.18116092336372047,0.15042138712878017,0.0307395362349403,0.5628426091527641,0.41338183286569563,0.14946077628706844,0.09814247434477033,0.1543757317390043,0.34015743434168644,1.5764341110156566,-0.7775022323248708,-0.497208739075527,-0.41167309285266485,0.9749830215795228,1.9815026571461616,1.0973398416794975,0.8841628154666641,-0.47099449098507
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_s04/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_s04,BD,ifng_response_log2fc_bgcorr_high_vs_other,0.22677297476210873,0.18663045801387226,0.8888888888888888,0.7777777777777778,0.01953125,9,pseudobulk_log2fc_bgcorr_high_vs_other,ifng_response,True,0.2088605475560086,0.06962018251866954,0.32379644467855184,-0.0751612564815933,0.5160220851843665,0.06622854598038799,0.3873174035438295
3
+ lora3_raw_s04,BD,ifng_response_log2fc_high_vs_other,-2.0631768528849603,-2.274068812849359,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,ifng_response,False,0.7205235879680618,0.24017452932268726,1.393089146694696,-2.8561674551212795,-1.0707708427046307,-2.6170203106737913,-1.5093333950961294
4
+ lora3_raw_s04,BD,ifng_response_c1q_high_minus_other,0.10152456619546735,0.0949777659955311,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,ifng_response,False,0.058381122015897985,0.01946037400529933,0.029856992714471176,0.012986179125262565,0.23562721732793707,0.056648863266627436,0.14640026912430726
5
+ lora3_raw_s04,BD,proinflammatory_log2fc_bgcorr_high_vs_other,-0.01858704347221649,-0.005024665080491963,0.3333333333333333,-0.3333333333333333,0.359375,9,pseudobulk_log2fc_bgcorr_high_vs_other,proinflammatory,True,0.08302721697306084,0.02767573899102028,0.08988917064600677,-0.12527709094190798,0.12144708878382436,-0.08240741203034042,0.04523332508590745
6
+ lora3_raw_s04,BD,proinflammatory_log2fc_high_vs_other,-1.5272824567234982,-1.67200730523631,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,proinflammatory,False,0.3537108807459671,0.11790362691532237,0.42889932505214245,-2.060671999916241,-1.0617986944822786,-1.7991687079458007,-1.2553962055011956
7
+ lora3_raw_s04,BD,proinflammatory_c1q_high_minus_other,0.021298974913273386,0.014388196247908575,0.8888888888888888,0.7777777777777778,0.0078125,9,mean_log1p_cp10k_high_minus_other,proinflammatory,False,0.022572879889967094,0.007524293296655698,0.035087709082340324,-0.004454604188343231,0.06217512906999281,0.00394792345669636,0.03865002636985041
8
+ lora3_raw_s04,BD,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,0.25150742651107005,0.2898882937956532,0.8888888888888888,0.7777777777777778,0.0078125,9,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen,True,0.1500915570342172,0.05003051901140573,0.1843995601405696,-0.04885431720465641,0.42156341977446093,0.13613684278435778,0.3668780102377823
9
+ lora3_raw_s04,BD,phagocytosis_antigen_log2fc_high_vs_other,-1.6050167616653905,-1.5858489370574103,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen,False,0.4338778188659379,0.1446259396219793,0.6243254916302483,-2.1861210529187924,-0.8444684205616643,-1.9385247764914628,-1.2715087468393182
10
+ lora3_raw_s04,BD,phagocytosis_antigen_c1q_high_minus_other,0.12336216146325898,0.11884171171830549,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen,False,0.04342830398499336,0.01447610132833112,0.060091568821547536,0.05404881005509177,0.18834499907711422,0.0899802119384929,0.15674411098802507
11
+ lora3_raw_s04,BD,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,1.352862077532832,1.2411364355697558,1.0,1.0,0.00390625,9,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr,True,0.7198781875500414,0.2399593958500138,0.5505342376331828,0.514915226671536,2.888116005151098,0.7995147184216068,1.906209436644057
12
+ lora3_raw_s04,BD,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,-0.3160232748896714,-0.27768379012653216,0.3333333333333333,-0.3333333333333333,0.30078125,9,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr,False,0.754488484295052,0.251496161431684,0.8757121208708263,-1.6729886539084522,0.6698019894208879,-0.8959744631391092,0.2639279133597664
13
+ lora3_raw_s04,BD,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,0.7376849064403803,0.7617551883658844,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen_mhcii_fcgr,False,0.20022842264216947,0.06674280754738983,0.20414736612675477,0.3478041103677445,1.0413465640592197,0.5837757162409636,0.891594096639797
14
+ lora3_raw_s04,HC,ifng_response_log2fc_bgcorr_high_vs_other,-0.022829168412476255,-0.043231780625001326,0.3333333333333333,-0.3333333333333333,0.65234375,9,pseudobulk_log2fc_bgcorr_high_vs_other,ifng_response,True,0.21397075949794436,0.07132358649931479,0.21548372037613062,-0.3180363566259466,0.4289375451132874,-0.18730165381748817,0.14164331699253566
15
+ lora3_raw_s04,HC,ifng_response_log2fc_high_vs_other,-2.7306381921594367,-2.5796591831967843,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,ifng_response,False,0.5173681338123125,0.17245604460410416,0.6406296680404733,-3.5155260062228364,-2.1807017180210173,-3.128322544157455,-2.3329538401614185
16
+ lora3_raw_s04,HC,ifng_response_c1q_high_minus_other,0.08940620714893216,0.07653716997739085,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,ifng_response,False,0.04200936905589349,0.014003123018631164,0.059624520596502445,0.016885906401289674,0.1426741188128423,0.05711494756219605,0.12169746673566827
17
+ lora3_raw_s04,HC,proinflammatory_log2fc_bgcorr_high_vs_other,-0.028008220941172144,-0.04876488384438495,0.3333333333333333,-0.3333333333333333,0.65234375,9,pseudobulk_log2fc_bgcorr_high_vs_other,proinflammatory,True,0.21618429255180427,0.07206143085060142,0.15982207669255238,-0.4205030678176097,0.33925265568523744,-0.19418217847138805,0.13816573658904377
18
+ lora3_raw_s04,HC,proinflammatory_log2fc_high_vs_other,-1.7605407511522781,-1.6682897694012875,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,proinflammatory,False,0.47326139615722584,0.15775379871907527,0.7067195750657345,-2.590555133398404,-1.190866926175096,-2.124321663342631,-1.396759838961925
19
+ lora3_raw_s04,HC,proinflammatory_c1q_high_minus_other,0.022821553671229098,0.024307922235168505,0.8888888888888888,0.7777777777777778,0.09765625,9,mean_log1p_cp10k_high_minus_other,proinflammatory,False,0.03582309467835755,0.011941031559452517,0.02258146618783155,-0.05938297634078232,0.0722193645793218,-0.004714514483471856,0.05035762182593005
20
+ lora3_raw_s04,HC,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,0.3744187516172136,0.3808066536773571,1.0,1.0,0.00390625,9,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen,True,0.1508075525092683,0.0502691841697561,0.12825343926721722,0.13614244733415873,0.5829765623139133,0.25849780504841624,0.490339698186011
21
+ lora3_raw_s04,HC,phagocytosis_antigen_log2fc_high_vs_other,-1.9275505725530584,-1.9323193219694506,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen,False,0.5091469864386761,0.16971566214622535,0.5958324261696764,-2.7237946256677734,-1.1873733305709817,-2.318915591271167,-1.5361855538349496
22
+ lora3_raw_s04,HC,phagocytosis_antigen_c1q_high_minus_other,0.1439414866950399,0.15215694532130747,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen,False,0.050592213646050696,0.016864071215350232,0.06989603797438154,0.0646998477823888,0.22316771766251875,0.10505286873606472,0.18283010465401506
23
+ lora3_raw_s04,HC,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,2.2253444895857295,1.830075469027075,1.0,1.0,0.00390625,9,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr,True,0.7648759000013895,0.2549586333337965,1.4492854896938334,1.4349209276563852,3.315372259795719,1.6374088268119922,2.813280152359467
24
+ lora3_raw_s04,HC,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,-0.09119985488277031,-0.2297562432723116,0.4444444444444444,-0.1111111111111111,0.49609375,9,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr,False,0.6383415203101149,0.21278050677003832,0.7091888322700806,-0.7753844605513676,1.2277128277357343,-0.5818725833853167,0.399472873619776
25
+ lora3_raw_s04,HC,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,0.9799012863102478,0.9925378121545139,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen_mhcii_fcgr,False,0.2156635391295104,0.07188784637650346,0.1880612724035513,0.6021119912184527,1.2888045522103033,0.8141276152951089,1.1456749573253866
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_s04/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_s04,BDU1,BD,generated,814,7,0.0085995085995086,0.3441235733376778,0.2472891200664505,0.09683445327122728,0.17481540167669282,0.16042720542878425,0.014388196247908575,0.5368836321959806,0.4369150527635434,0.09996857943243714,0.5160220851843665,-0.0869239280392129,0.18241966373290172,0.7327782390230602,-1.2119994075946054,-1.292960026281447,-1.3032937667107758,-0.37748022606280274,1.9154998280826159,1.2274806782561523,0.6880191498264636,-0.923753679901324
3
+ lora3_raw_s04,BDU2,BD,generated,576,2,0.003472222222222222,0.3430897659476734,0.2602978396645938,0.08279192628307958,0.1646386742193618,0.15972948939713186,0.004909184822229934,0.5447476326283195,0.44829634492707177,0.09645128770124772,0.01307140904353486,-0.12527709094190798,-0.04885431720465641,0.990757522565592,-2.3631931074616372,-1.7218593513335894,-1.9152021757584707,-0.6101394800698706,1.8763419752475547,1.237106435084843,0.6392355401627117,-1.1840605292520376
4
+ lora3_raw_s04,BDU3,BD,generated,850,2,0.002352941176470588,0.40342241720041816,0.28981986636052065,0.11360255083989751,0.23963086231606298,0.17745573324607017,0.06217512906999281,0.5905296812756109,0.44290685063644825,0.14762283063916265,0.07335352693915725,0.12144708878382436,0.24564070000813099,1.9545654690445866,-2.226832450895351,-1.3247610795559623,-1.567234498122931,0.35703329830505603,2.1594592274570825,1.231896209319301,0.9275630181377814,-1.1345226911920068
5
+ lora3_raw_s04,BDV1,BD,generated,943,3,0.003181336161187699,0.3089968534164948,0.29601067429123223,0.012986179125262565,0.18683850456076842,0.1801647660210478,0.006673738539720614,0.51063293434493,0.4565841242898382,0.05404881005509177,-0.0751612564815933,0.07664355441905492,0.2898882937956532,0.514915226671536,-2.8561674551212795,-1.67200730523631,-1.927619258341024,-1.6729886539084522,1.6475583622038492,1.2997542518361047,0.3478041103677445,-1.2902381758641968
6
+ lora3_raw_s04,BDV2,BD,generated,741,1,0.001349527665317139,0.3752646263373661,0.28028686034183503,0.0949777659955311,0.21086982475259156,0.17066176251019732,0.04020806224239423,0.6142199079482501,0.45076977471131174,0.16345013323693836,0.12774670821908393,-0.0034263669383027386,0.42156341977446093,2.888116005151098,-2.8007024480208846,-1.8637353095902283,-1.939966218440477,0.6698019894208879,2.3429791354428495,1.3016325713836299,1.0413465640592197,-1.3561622874812191
7
+ lora3_raw_s04,BDV3,BD,generated,888,3,0.0033783783783783786,0.32512732766529595,0.24477219837033792,0.08035512929495803,0.17787731374027707,0.16052643894703317,0.017350874793243903,0.5855094370829911,0.4289665805601958,0.15654285652279526,0.18663045801387226,-0.005024665080491963,0.3946301191383479,1.487978695673756,-2.274068812849359,-1.677778330013368,-1.5858489370574103,-0.27768379012653216,1.9003675094608716,1.124993338087609,0.7753741713732627,-1.2155851063799155
8
+ lora3_raw_s04,BDV4,BD,generated,696,8,0.011494252873563218,0.37375689924483824,0.2611079802472875,0.11264891899755075,0.15213086563457362,0.15658546982291685,-0.004454604188343231,0.575207113415074,0.45636540169676854,0.11884171171830549,0.3971499716177091,-0.0324179756835142,0.3668192238734713,1.2411364355697558,-1.1597685970275933,-1.0617986944822786,-0.8444684205616643,0.26557264080095566,2.0507591515003964,1.289003963134512,0.7617551883658844,-0.7902557514997035
9
+ lora3_raw_s04,BDV5,BD,generated,946,5,0.005285412262156448,0.3673066511977966,0.28340969657403425,0.08389695462376234,0.19441268660235517,0.18929233344230126,0.005120353160053909,0.5213844156541383,0.4363961708679,0.08498824478623829,0.4443178205094762,0.002965242606793872,0.11399418203973116,0.9374444580405732,-1.0707708427046307,-1.0699700141020572,-1.175396527076969,-0.008624510392651259,1.8421609167618391,1.2274774073809507,0.6146835093808884,-0.815157190621835
10
+ lora3_raw_s04,BDV6,BD,generated,1016,1,0.000984251968503937,0.47823661144777585,0.24260939411983878,0.23562721732793707,0.20842465178971814,0.1631048122574584,0.04531983953225974,0.5899331302707851,0.40158813119367087,0.18834499907711422,0.35782604981337174,-0.11526925037619179,0.2974655534415897,1.4280666460555287,-2.6050885542893014,-2.060671999916241,-2.1861210529187924,-1.1897007419736334,1.9709834288816435,1.127600522592177,0.8433829062894664,-1.4179328913347828
11
+ lora3_raw_s04,HC1,HC,generated,908,0,0.0,,0.22818973546623086,,,0.15232835910020318,,,0.4143246677972293,,,,,,,,,,,1.1431572613118839,,
12
+ lora3_raw_s04,HC10,HC,generated,650,3,0.004615384615384616,0.31422945882076053,0.24195418475415265,0.07227527406660789,0.22911024163077817,0.15689087705145638,0.0722193645793218,0.5462745287826172,0.4135403798275558,0.13273414895506136,0.09445691755308515,0.33925265568523744,0.5507102463099954,1.4607361708681945,-2.4137003230435443,-1.2211631562249161,-1.554245873257026,-0.5036079574784185,1.8518945904104764,1.139822051493162,0.7120725389173144,-1.2336397144452325
13
+ lora3_raw_s04,HC2,HC,generated,676,1,0.0014792899408284023,0.2583399829487857,0.241454076547496,0.016885906401289674,0.09943014082512508,0.1588131171659074,-0.05938297634078232,0.569868889548762,0.41771194422745456,0.15215694532130747,-0.21237761087095078,-0.4205030678176097,0.4088441625497715,2.661371024344551,-3.5155260062228364,-2.590555133398404,-2.5591815071198574,-0.7374267821704739,2.087219834571249,1.1653447188232846,0.9218751157479645,-1.5893373246864857
14
+ lora3_raw_s04,HC3,HC,generated,500,1,0.002,0.2974402942423675,0.2423898586052788,0.055050435637088696,0.17933228357429717,0.15502436133912867,0.024307922235168505,0.5191651291581707,0.43013298286198937,0.08903214629618134,-0.1533944877631002,-0.10555134945625459,0.17512047170369913,3.012817732233541,-3.5123869472680727,-2.2182497178774176,-2.7237946256677734,-0.47195638055514855,2.3393980369802727,1.1776337609702,1.1617642760100728,-1.5528561672518975
15
+ lora3_raw_s04,HC4,HC,generated,801,4,0.004993757802746567,0.3294648322493483,0.25292766227195745,0.07653716997739085,0.17994348926236123,0.16119649598593694,0.01874699327642429,0.6018010533931198,0.4270735612526738,0.17472749214044603,-0.3180363566259466,-0.006689063210825504,0.5829765623139133,1.830075469027075,-2.3857585329286253,-1.3768945696337573,-1.1873733305709817,0.27273987787786025,2.1177868988989212,1.1586099607320222,0.9591769381668991,-1.1112402452350278
16
+ lora3_raw_s04,HC5,HC,generated,347,1,0.002881844380403458,0.4181348406599075,0.2886364210754428,0.12949841958446473,0.19722051524673603,0.1622653086116332,0.03495520663510282,0.6298063560990247,0.4482099602034546,0.18159639589557008,0.06208923261303042,-0.15881127499520217,0.3294020687120433,1.7290049120043713,-2.7612280634838013,-1.8412324967851357,-1.9323193219694506,-0.2297562432723116,2.400894956523657,1.290958568372141,1.1099363881515159,-1.3039177225291185
17
+ lora3_raw_s04,HC6,HC,generated,351,2,0.005698005698005698,0.3049507187279039,0.23866271091781868,0.06628800781008523,0.1651758088634003,0.14792936747792773,0.017246441385472572,0.4849025509959678,0.420202703213579,0.0646998477823888,-0.043231780625001326,-0.04876488384438495,0.13614244733415873,1.5635322425397076,-2.5796591831967843,-1.6540008461749982,-2.0282490774002913,-0.7753844605513676,1.7304620024827746,1.1283500112643219,0.6021119912184527,-1.2486770858230292
18
+ lora3_raw_s04,HC7,HC,generated,653,3,0.004594180704441042,0.3610310148274505,0.2351184864208628,0.12591252840658768,0.17264270544724747,0.1599110640919069,0.012731641355340578,0.5284492430569392,0.4236177888908747,0.10483145416606449,0.4289375451132874,0.054270727236297785,0.34811064397472397,3.315372259795719,-2.2003947543011497,-1.6682897694012875,-1.8157026175811837,1.2277128277357343,2.208158944138725,1.1373269799235315,1.0708319642151936,-1.283140974837293
19
+ lora3_raw_s04,HC8,HC,generated,576,4,0.006944444444444444,0.3720969153662593,0.25256291172222683,0.11953400364403244,0.19101922325337303,0.1511913156800689,0.03982790757330412,0.5969172409924459,0.42439000895662515,0.17252723203582077,-0.016116167286869574,0.19367211192330955,0.3808066536773571,1.4349209276563852,-2.1807017180210173,-1.190866926175096,-1.3970104999842605,0.1912995496775307,2.159667587216006,1.167129775061492,0.9925378121545139,-1.0682138929826976
20
+ lora3_raw_s04,HC9,HC,generated,495,1,0.00202020202020202,0.3742253441420927,0.23155122532925038,0.1426741188128423,0.19631448410151414,0.15157300175980462,0.04474148234170952,0.6421375258980706,0.41896980823555185,0.22316771766251875,-0.04778980781982077,-0.0989498439911171,0.4576555079792605,3.020269667802023,-3.0263882009690986,-2.083614144699492,-2.1500782994267023,0.2055808747916621,2.419264498449645,1.1304599462393419,1.2888045522103033,-1.46927387938602