junidude14 commited on
Commit
83661b1
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1 Parent(s): 83418a5

Archive 4 checkpoints (1-4)

Browse files
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/lora3k4_raw_s04/rule_C/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
+ lora3k4_raw_s04,BD,ifng_response_log2fc_bgcorr_high_vs_other,0.21488102066619677,0.1868046066438028,0.8888888888888888,0.7777777777777778,0.0078125,9,pseudobulk_log2fc_bgcorr_high_vs_other,ifng_response,True,0.18369036087104912,0.06123012029034971,0.09800718944511999,-0.13420727995106915,0.5001802086451842,0.07368411007760184,0.3560779312547917
3
+ lora3k4_raw_s04,BD,ifng_response_log2fc_high_vs_other,-0.9913760628373846,-1.0298820089983025,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,ifng_response,False,0.42133242057986586,0.14044414019328863,0.4167155105636773,-1.8121167403274918,-0.35218889964636296,-1.3152408308883017,-0.6675112947864674
4
+ lora3k4_raw_s04,BD,ifng_response_c1q_high_minus_other,0.07971371493810782,0.08419073237655261,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,ifng_response,False,0.025270497262239202,0.008423499087413067,0.043928935766190697,0.04587029510560353,0.1139530215965529,0.06028909120964477,0.09913833866657087
5
+ lora3k4_raw_s04,BD,proinflammatory_log2fc_bgcorr_high_vs_other,0.07412035690955177,0.07218737986558037,0.6666666666666666,0.3333333333333333,0.0546875,9,pseudobulk_log2fc_bgcorr_high_vs_other,proinflammatory,True,0.08640361255187663,0.028801204183958876,0.1340709132382894,-0.0176367051029427,0.24947899027910678,0.007704660962483081,0.14053605285662046
6
+ lora3k4_raw_s04,BD,proinflammatory_log2fc_high_vs_other,-0.7934221572522896,-0.8406944188678731,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,proinflammatory,False,0.1716380927988861,0.057212697599628694,0.21516877717036986,-1.0500589565120795,-0.5218043278043537,-0.9253548745032188,-0.6614894400013603
7
+ lora3k4_raw_s04,BD,proinflammatory_c1q_high_minus_other,0.01323605905351053,0.014916222540032942,0.8888888888888888,0.7777777777777778,0.01953125,9,mean_log1p_cp10k_high_minus_other,proinflammatory,False,0.011603999095515514,0.0038679996985051712,0.020062466402509666,-0.006061724908697219,0.02740252669366247,0.004316435753789139,0.022155682353231922
8
+ lora3k4_raw_s04,BD,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,0.3285407317506593,0.31497692250155174,1.0,1.0,0.00390625,9,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen,True,0.13672068647317087,0.045573562157723624,0.2122028502579247,0.17519621808538985,0.5686638722045676,0.22344790895896452,0.4336335545423541
9
+ lora3k4_raw_s04,BD,phagocytosis_antigen_log2fc_high_vs_other,-0.6770589583686629,-0.6992433319703213,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen,False,0.2194362851436359,0.07314542838121196,0.30503200944158315,-0.9865586759720677,-0.35313993270522565,-0.8457326186870179,-0.508385298050308
10
+ lora3k4_raw_s04,BD,phagocytosis_antigen_c1q_high_minus_other,0.11834656424864073,0.1217926348636621,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen,False,0.0240534983544328,0.008017832784810932,0.03513232023015872,0.08186795047241119,0.16119430881986435,0.09985740869149119,0.1368357198057903
11
+ lora3k4_raw_s04,BD,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,1.1202992146276196,1.1553868889547518,1.0,1.0,0.00390625,9,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr,True,0.1899782680549351,0.06332608935164503,0.31792013905130256,0.832494373538892,1.372796177410488,0.9742689907164177,1.2663294385388215
12
+ lora3k4_raw_s04,BD,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,0.4393952358312085,0.4361205542947316,1.0,1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr,False,0.21934190983148874,0.07311396994382958,0.2687318041988568,0.102043012884778,0.8303252175805914,0.2707941187995444,0.6079963528628726
13
+ lora3k4_raw_s04,BD,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,0.6746786718734549,0.6915568807050285,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen_mhcii_fcgr,False,0.10115103638305528,0.033717012127685096,0.10838058151904706,0.546012438919361,0.8664770738595753,0.596927102480284,0.7524302412666257
14
+ lora3k4_raw_s04,HC,ifng_response_log2fc_bgcorr_high_vs_other,0.2090259884467195,0.08767853926294267,0.6666666666666666,0.3333333333333333,0.1640625,9,pseudobulk_log2fc_bgcorr_high_vs_other,ifng_response,True,0.29360884584509667,0.0978696152816989,0.5143257651175839,-0.1788287123223825,0.6070025393526252,-0.01666174910371898,0.43471372599715796
15
+ lora3k4_raw_s04,HC,ifng_response_log2fc_high_vs_other,-1.9080697559378887,-1.889155030996764,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,ifng_response,False,0.7360850482125351,0.2453616827375117,1.3799869505964515,-2.9723377391304857,-1.0565801257523377,-2.4738748109512434,-1.342264700924534
16
+ lora3k4_raw_s04,HC,ifng_response_c1q_high_minus_other,0.09108589427521248,0.09339781727507462,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,ifng_response,False,0.03869868356365368,0.012899561187884559,0.05706212192272542,0.02739401574190109,0.14743796963042266,0.06133945283363153,0.12083233571679343
17
+ lora3k4_raw_s04,HC,proinflammatory_log2fc_bgcorr_high_vs_other,0.18749321577376438,0.14252027325110994,1.0,1.0,0.00390625,9,pseudobulk_log2fc_bgcorr_high_vs_other,proinflammatory,True,0.17947273031756053,0.059824243439186846,0.18095148267907646,0.02038798661628866,0.529803088316189,0.04953826301753883,0.3254481685299899
18
+ lora3k4_raw_s04,HC,proinflammatory_log2fc_high_vs_other,-1.1853779928752104,-1.2813282132601145,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,proinflammatory,False,0.4219745340297421,0.14065817800991404,0.6288025296410461,-1.8158347522812082,-0.6198473477371327,-1.5097363330163558,-0.861019652734065
19
+ lora3k4_raw_s04,HC,proinflammatory_c1q_high_minus_other,0.014048835208216117,0.009210056465556227,0.7777777777777778,0.5555555555555556,0.09765625,9,mean_log1p_cp10k_high_minus_other,proinflammatory,False,0.020181506387532057,0.006727168795844019,0.028333782772269694,-0.018191599040029233,0.039247694383710785,-0.0014640438532166188,0.029561714269648855
20
+ lora3k4_raw_s04,HC,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,0.4751992278706938,0.48526332509475906,1.0,1.0,0.00390625,9,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen,True,0.21670883947592925,0.07223627982530975,0.3802099847866092,0.11365838401252876,0.7189010356099541,0.3086220678817643,0.6417763878596233
21
+ lora3k4_raw_s04,HC,phagocytosis_antigen_log2fc_high_vs_other,-1.2498796349436028,-1.1709644556954206,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen,False,0.4161683406694932,0.1387227802231644,0.3543557711519203,-2.113462222015032,-0.6129930523862842,-1.5697749397852385,-0.929984330101967
22
+ lora3k4_raw_s04,HC,phagocytosis_antigen_c1q_high_minus_other,0.11672799217810928,0.10963393573929181,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen,False,0.050755694291935695,0.016918564763978565,0.04845028811260366,0.028339417282887913,0.21616212506060123,0.07771371187065522,0.15574227248556333
23
+ lora3k4_raw_s04,HC,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,1.8741651964525508,1.6680564883005582,1.0,1.0,0.00390625,9,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr,True,0.43793884828177404,0.14597961609392468,0.643433870398598,1.422845097481774,2.632658799911172,1.5375355980844438,2.2107947948206577
24
+ lora3k4_raw_s04,HC,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,0.33403453312203174,0.3947376118252878,0.8888888888888888,0.7777777777777778,0.02734375,9,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr,False,0.33538179430275217,0.11179393143425072,0.5716085588192148,-0.26309293191439626,0.7437086944765863,0.07623726494391858,0.5918318013001449
25
+ lora3k4_raw_s04,HC,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,0.8023326688833636,0.7952942337263922,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen_mhcii_fcgr,False,0.09632665744935179,0.0321088858164506,0.03236037219210197,0.6604888741334609,1.0007395163106905,0.7282894454138301,0.8763758923528971
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/lora3k4_raw_s04/rule_C/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
+ lora3k4_raw_s04,BDU1,BD,generated,795,13,0.016352201257861635,0.34170101550135246,0.24372873697181918,0.09797227852953327,0.17884721170196552,0.15962469688404882,0.019222514817916703,0.5612402738418767,0.4280374242881092,0.1332028495537675,0.44297842134650983,-0.007895288124337175,0.31497692250155174,0.917889926261207,-0.7404583999799041,-0.8709814478122699,-0.6992433319703213,0.25874292663710774,1.918823142405273,1.2140759512701058,0.7047471911351673,-0.6545466598991346
3
+ lora3k4_raw_s04,BDU2,BD,generated,606,10,0.0165016501650165,0.305890612003132,0.26002031689752847,0.04587029510560353,0.1547263722451002,0.1607880971537974,-0.006061724908697219,0.5336184328770632,0.45175048240465204,0.08186795047241119,0.16189306624763442,0.07430158582822517,0.17519621808538985,1.281981161049488,-1.1571739105435814,-0.8406944188678731,-0.8660365096706243,0.5319439674010265,1.844678396661875,1.2417159776637463,0.6029624189981286,-0.7113389335968007
4
+ lora3k4_raw_s04,BDU3,BD,generated,866,16,0.018475750577367205,0.3877702854927185,0.2863112208074437,0.10145906468527482,0.2043049870066658,0.17690246031300333,0.02740252669366247,0.5816316226911409,0.44598154501127724,0.13565007767986365,0.5001802086451842,0.12617562511395222,0.35289095808132787,1.1553868889547518,-0.35218889964636296,-0.5218043278043537,-0.3723257382299538,0.8303252175805914,1.9193116252561433,1.2277547445511148,0.6915568807050285,-0.5021545549896905
5
+ lora3k4_raw_s04,BDV1,BD,generated,921,20,0.021715526601520086,0.35093658715087855,0.2909911483646443,0.05994543878623426,0.17974544761556924,0.17719050477083537,0.0025549428447338707,0.5446073687464279,0.4485019140996509,0.096105454646777,0.15939682327003546,-0.014311612436745447,0.22373129261467722,1.0359224176503403,-0.6926424101986057,-0.6982741480349984,-0.5434482646367425,0.6198948414260887,1.8307154199249709,1.2768099924219256,0.5539054275030453,-0.5225790163791079
6
+ lora3k4_raw_s04,BDV2,BD,generated,800,13,0.01625,0.3632266109602658,0.2790358785837132,0.08419073237655261,0.19086428958550355,0.16824688033826002,0.022617409247243536,0.5641683973806185,0.4490163117733994,0.11515208560721912,0.25740401271515545,0.24947899027910678,0.4292398368979632,0.832494373538892,-1.0298820089983025,-0.6561730893850676,-0.658586093962142,0.102043012884778,1.9492006080499844,1.3026468878817847,0.6465537201681997,-0.6983289159991782
7
+ lora3k4_raw_s04,BDV3,BD,generated,798,8,0.010025062656641603,0.37380071296831546,0.25984769137176256,0.1139530215965529,0.1871460007225208,0.16271277757415498,0.024433223148365824,0.5653697381481596,0.44328655087756663,0.12208318727059297,0.22273941712166906,0.05615153040316818,0.20743358784184532,1.2973939219143542,-1.2821726320732176,-0.9782633744634891,-0.9865586759720677,0.35950973878470355,1.9398663402437621,1.1913164451883502,0.7485498950554119,-0.7768535678471756
8
+ lora3k4_raw_s04,BDV4,BD,generated,677,12,0.01772525849335303,0.3602047999743428,0.25874123746350197,0.10146356251084082,0.17133200988778763,0.1564157873477547,0.014916222540032942,0.615509811495007,0.4543155026751427,0.16119430881986435,0.1367399099568489,-0.0176367051029427,0.21703698664003848,1.2247670428708708,-1.1070283567682249,-0.8713418665554374,-0.7657118040925641,0.5423543338353527,2.151359106741171,1.2848820328815955,0.8664770738595753,-0.6537594166004788
9
+ lora3k4_raw_s04,BDV5,BD,generated,938,15,0.015991471215351813,0.33761670758974077,0.28257779565644675,0.05503891193329402,0.20395315692584973,0.19142391114647705,0.012529245779372672,0.5324635558955383,0.4343930265719295,0.09807052932360877,0.1868046066438028,0.07218737986558037,0.46769691088857257,0.9640610219981854,-0.7487212070007705,-0.6532077858350378,-0.35313993270522565,0.4361205542947316,1.7638644834115689,1.2178520444922079,0.546012438919361,-0.5450347177940795
10
+ lora3k4_raw_s04,BDV6,BD,generated,1035,11,0.010628019323671498,0.301384511707429,0.2438543827883449,0.05753012891908413,0.1658993371574795,0.16438916583851554,0.001510171318963971,0.5224418779078712,0.4006492430442091,0.1217926348636621,-0.13420727995106915,0.1286317063599585,0.5686638722045676,1.372796177410488,-1.8121167403274918,-1.0500589565120795,-0.8484802740783256,0.2736225296364959,1.8299184155349877,1.118575415017812,0.7113430005171757,-0.8680394761573808
11
+ lora3k4_raw_s04,HC1,HC,generated,858,2,0.002331002331002331,0.2544720092475271,0.22707799350562602,0.02739401574190109,0.15986107157225765,0.15065101510670142,0.009210056465556227,0.4396049378084277,0.4112655205255398,0.028339417282887913,-0.1788287123223825,0.02038798661628866,0.2481761699964653,2.39420333069833,-2.9723377391304857,-1.8158347522812082,-2.113462222015032,-0.26309293191439626,1.8328654766879824,1.136402959531986,0.6964625171559964,-1.3825899513366287
12
+ lora3k4_raw_s04,HC10,HC,generated,603,7,0.011608623548922056,0.39450908822708486,0.2470711185966622,0.14743796963042266,0.19020787465291103,0.16016015468053532,0.030047719972375708,0.5686069941078333,0.4266300896875776,0.14197690442025573,0.6070025393526252,0.04870538526299111,0.11365838401252876,1.5046421455243169,-1.2311250179318782,-1.0765315517643272,-1.3352848330050542,0.3947376118252878,1.9607406522994906,1.1659084775084354,0.7948321747910552,-0.9387694463871628
13
+ lora3k4_raw_s04,HC2,HC,generated,667,8,0.01199400299850075,0.3468473133127735,0.23993532950181878,0.10691198381095474,0.162090075196175,0.15876909048995316,0.00332098470622183,0.5065238261421485,0.41299720983449645,0.09352661630765208,0.49621141291024673,0.41680005470365,0.48526332509475906,1.6680564883005582,-1.3101789342796348,-0.8270308597770805,-1.0953667590095681,0.4020410648530478,1.815370109449613,1.1548812353161522,0.6604888741334609,-0.9767791179515595
14
+ lora3k4_raw_s04,HC3,HC,generated,478,2,0.0041841004184100415,0.33978796426497415,0.24639014698989953,0.09339781727507462,0.191207605177973,0.15195991079426222,0.039247694383710785,0.6490086237141577,0.43284649865355646,0.21616212506060123,-0.018114352207337096,0.05708095557967751,0.6642686633512013,2.167960145453691,-2.6848003032219268,-1.598205422327002,-1.4440451503269813,0.08137374524963156,2.0414331668675842,1.185622964681394,0.8558102021861902,-1.277550147050769
15
+ lora3k4_raw_s04,HC4,HC,generated,764,17,0.02225130890052356,0.326410732871073,0.2523427723253455,0.07406796054572745,0.15975985225471262,0.16356632154107711,-0.0038064692863644944,0.5289227985483316,0.43676545913387277,0.0921573394144588,0.08767853926294267,0.14252027325110994,0.28405867856459205,1.422845097481774,-1.0565801257523377,-0.6482487972326311,-0.6129930523862842,0.7437086944765863,1.9638462459814392,1.168552012255047,0.7952942337263922,-0.6131370368333532
16
+ lora3k4_raw_s04,HC5,HC,generated,424,6,0.014150943396226415,0.39269714213442314,0.2695102255881971,0.12318691654622604,0.19850943694279743,0.1615117414963086,0.03699769544648884,0.5506774340815878,0.44104349834229595,0.10963393573929181,0.5372079159216679,0.529803088316189,0.4769807450972271,1.578643208549933,-1.2168952425366837,-0.6198473477371327,-0.9414964908510529,0.6529823040688464,2.061496480993432,1.2409472977484508,0.8205491832449814,-0.9003438022826717
17
+ lora3k4_raw_s04,HC6,HC,generated,378,0,0.0,,0.23875753163526237,,,0.14728201365199214,,,0.4168153522860742,,,,,,,,,,,1.1131237285979565,,
18
+ lora3k4_raw_s04,HC7,HC,generated,577,3,0.005199306759098787,0.3056380329357953,0.23951323831229465,0.06612479462350063,0.1620610953690313,0.16034715816892528,0.0017139372001060138,0.5528729055307392,0.43530040644697593,0.11757249908376327,-0.08906588874961402,0.22965686794206758,0.5901517767882937,1.9739512770980872,-2.6111119685283297,-1.345541602079273,-1.4456143720279717,0.22911866558200708,1.9677163983589885,1.179527587306109,0.7881888110528794,-1.251035923045295
19
+ lora3k4_raw_s04,HC8,HC,generated,565,5,0.008849557522123894,0.3098765159431688,0.2549516830551972,0.054924832887971564,0.13636423183552113,0.15455583087555036,-0.018191599040029233,0.5368002918418942,0.43267668312295665,0.1041236087189375,0.08680323446025442,0.04656388001363395,0.6953342723212234,1.5245262750550932,-2.200443441062958,-1.4558333894181266,-1.1709644556954206,0.07790079272681194,1.9770174269672136,1.1683889196185868,0.8086285073486268,-1.1446414958396882
20
+ lora3k4_raw_s04,HC9,HC,generated,483,4,0.008281573498964804,0.35788178326130815,0.23155502584617463,0.12632675741513352,0.17887230637560186,0.1509728093497225,0.027899497025879377,0.5691607635038938,0.4221012799287588,0.14705948357513499,0.3523392073920722,0.19592045027827146,0.7189010356099541,2.632658799911172,-1.889155030996764,-1.2813282132601145,-1.089689379175061,0.6875408512304633,2.1283270564836756,1.1275875401729851,1.0007395163106905,-1.1130216219817852
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/lora3k4_raw_s04/rule_D/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
+ lora3k4_raw_s04,BD,ifng_response_log2fc_bgcorr_high_vs_other,0.17928178495772765,0.1600939485001539,1.0,1.0,0.00390625,9,pseudobulk_log2fc_bgcorr_high_vs_other,ifng_response,True,0.11308255831762265,0.03769418610587422,0.1697880552587166,0.0318422531269147,0.3741941552641482,0.09235883592442629,0.266204733991029
3
+ lora3k4_raw_s04,BD,ifng_response_log2fc_high_vs_other,-0.37983641618980846,-0.4700238555729276,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,ifng_response,False,0.23531293414313523,0.0784376447143784,0.36398161088317094,-0.7634268146384694,-0.0761981930253229,-0.5607139492568403,-0.19895888312277668
4
+ lora3k4_raw_s04,BD,ifng_response_c1q_high_minus_other,0.07604474823866864,0.07108143757938051,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,ifng_response,False,0.011690150159183158,0.0038967167197277194,0.01343492429263718,0.06155652135965589,0.09550613886807235,0.06705890336925731,0.08503059310807996
5
+ lora3k4_raw_s04,BD,proinflammatory_log2fc_bgcorr_high_vs_other,0.007484257774623853,0.02844529342751063,0.5555555555555556,0.1111111111111111,0.8203125,9,pseudobulk_log2fc_bgcorr_high_vs_other,proinflammatory,True,0.09419627444279839,0.031398758147599466,0.12890804656069976,-0.15451355202839762,0.10846181897789711,-0.064921408354016,0.07988992390326372
6
+ lora3k4_raw_s04,BD,proinflammatory_log2fc_high_vs_other,-0.42273321856566803,-0.3612055168917455,0.0,-1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,proinflammatory,False,0.17245684927414423,0.057485616424714746,0.21600087323640788,-0.7215337575200834,-0.25084966146295185,-0.5552952877558207,-0.29017114937551536
7
+ lora3k4_raw_s04,BD,proinflammatory_c1q_high_minus_other,0.007711120334875304,0.008440913458761717,0.7777777777777778,0.5555555555555556,0.02734375,9,mean_log1p_cp10k_high_minus_other,proinflammatory,False,0.00724144106485236,0.00241381368828412,0.010530540825649276,-0.0019003780639389733,0.01880570953574831,0.0021448559880797033,0.013277384681670903
8
+ lora3k4_raw_s04,BD,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,0.21234426641915524,0.20081211804583457,1.0,1.0,0.00390625,9,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen,True,0.08833843497435571,0.029446144991451904,0.057640063087806254,0.09140312004828398,0.41746366691447334,0.14444133430304573,0.28024719853526475
9
+ lora3k4_raw_s04,BD,phagocytosis_antigen_log2fc_high_vs_other,-0.26397867958286375,-0.26567478298881797,0.1111111111111111,-0.7777777777777778,0.0078125,9,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen,False,0.1573025237179425,0.052434174572647506,0.0776142188775697,-0.5071529920970634,0.06709127733273466,-0.38489210297340604,-0.14306525619232147
10
+ lora3k4_raw_s04,BD,phagocytosis_antigen_c1q_high_minus_other,0.10514915169635503,0.10411928491843464,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen,False,0.010745251793574728,0.0035817505978582424,0.006984245690577817,0.0857483542795397,0.12311548044157195,0.09688962000642393,0.11340868338628612
11
+ lora3k4_raw_s04,BD,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,0.9736261985568295,0.9123249305304197,1.0,1.0,0.00390625,9,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr,True,0.25677046086251737,0.08559015362083912,0.20192952703396827,0.576576874077916,1.4935730183427334,0.7762549503744147,1.1709974467392443
12
+ lora3k4_raw_s04,BD,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,0.6948274762813524,0.6653192210415103,1.0,1.0,0.00390625,9,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr,False,0.27609060844576416,0.09203020281525472,0.2386626769089748,0.3039111797431815,1.217445416877868,0.482605448025697,0.907049504537008
13
+ lora3k4_raw_s04,BD,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,0.6509322149619758,0.6551758234925094,1.0,1.0,0.00390625,9,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen_mhcii_fcgr,False,0.06407989555792629,0.021359965185975428,0.09304881076510796,0.5571879934686881,0.7348346185888217,0.6016760469152995,0.7001883830086522
14
+ lora3k4_raw_s04,HC,ifng_response_log2fc_bgcorr_high_vs_other,0.2645081028311178,0.28631075382585686,0.7,0.4,0.048828125,10,pseudobulk_log2fc_bgcorr_high_vs_other,ifng_response,True,0.30473965844250145,0.09636714140600645,0.47911908579092044,-0.28870028979499174,0.6298240017050843,0.04651048364113283,0.48250572202110276
15
+ lora3k4_raw_s04,HC,ifng_response_log2fc_high_vs_other,-0.8992212469829568,-0.8041984348238234,0.0,-1.0,0.001953125,10,pseudobulk_log2fc_high_vs_other,ifng_response,False,0.5551810372320757,0.1755636591388102,0.6820963801002768,-2.057410743728232,-0.2600340809862761,-1.2963738360308787,-0.5020686579350349
16
+ lora3k4_raw_s04,HC,ifng_response_c1q_high_minus_other,0.09525995817297511,0.10001615111957275,1.0,1.0,0.001953125,10,mean_log1p_cp10k_high_minus_other,ifng_response,False,0.0222094308050399,0.00702323868798331,0.021971672396115235,0.05598924638516767,0.13224537077647672,0.0793722884689122,0.11114762787703802
17
+ lora3k4_raw_s04,HC,proinflammatory_log2fc_bgcorr_high_vs_other,0.13833538545585658,0.12287328821037706,0.9,0.8,0.00390625,10,pseudobulk_log2fc_bgcorr_high_vs_other,proinflammatory,True,0.11773908212932789,0.03723236691463036,0.15646890196719618,-0.04152702165404641,0.34648149470041056,0.054109919951994614,0.22256085095971856
18
+ lora3k4_raw_s04,HC,proinflammatory_log2fc_high_vs_other,-0.6532831531944168,-0.6732524866903535,0.0,-1.0,0.001953125,10,pseudobulk_log2fc_high_vs_other,proinflammatory,False,0.22089536034992546,0.06985324632694133,0.2580667405455953,-1.1369417655251965,-0.3906508470022335,-0.8113021747176145,-0.4952641316712191
19
+ lora3k4_raw_s04,HC,proinflammatory_c1q_high_minus_other,0.013494858657668373,0.01803289579773555,0.9,0.8,0.01953125,10,mean_log1p_cp10k_high_minus_other,proinflammatory,False,0.013128789129297597,0.0041516876568639255,0.010824461975762006,-0.017202893219937093,0.026055293693048043,0.004103088686992749,0.022886628628343997
20
+ lora3k4_raw_s04,HC,phagocytosis_antigen_log2fc_bgcorr_high_vs_other,0.3838154092094257,0.3700165765773486,1.0,1.0,0.001953125,10,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen,True,0.20604098000030985,0.06515587881341796,0.14006739505353571,0.0575102766203947,0.7120692232569436,0.23642257125324045,0.531208247165611
21
+ lora3k4_raw_s04,HC,phagocytosis_antigen_log2fc_high_vs_other,-0.5708476980260563,-0.5740839232471,0.0,-1.0,0.001953125,10,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen,False,0.16699432917488083,0.05280824365245303,0.22590801934134397,-0.8676339758064892,-0.2942181851916055,-0.6903082446592457,-0.45138715139286684
22
+ lora3k4_raw_s04,HC,phagocytosis_antigen_c1q_high_minus_other,0.12380660850217251,0.11650425351821636,1.0,1.0,0.001953125,10,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen,False,0.023962157490840904,0.007577499532272257,0.02436546556459375,0.09251900373150512,0.16945834965782247,0.10666511365914277,0.14094810334520225
23
+ lora3k4_raw_s04,HC,phagocytosis_antigen_mhcii_fcgr_log2fc_bgcorr_high_vs_other,1.462647327717443,1.3844412485203996,1.0,1.0,0.001953125,10,pseudobulk_log2fc_bgcorr_high_vs_other,phagocytosis_antigen_mhcii_fcgr,True,0.3607185996582307,0.11406923693064441,0.2901202340936726,0.9688664786151364,2.236769098758837,1.2046047863398601,1.7206898690950259
24
+ lora3k4_raw_s04,HC,phagocytosis_antigen_mhcii_fcgr_log2fc_high_vs_other,0.7188094224478918,0.7576987947146452,1.0,1.0,0.001953125,10,pseudobulk_log2fc_high_vs_other,phagocytosis_antigen_mhcii_fcgr,False,0.14869890616269274,0.047022722904975736,0.2271730912902542,0.4534014403761322,0.8730479654958399,0.6124366330141258,0.8251822118816579
25
+ lora3k4_raw_s04,HC,phagocytosis_antigen_mhcii_fcgr_c1q_high_minus_other,0.7718033129490748,0.7569109214115223,1.0,1.0,0.001953125,10,mean_log1p_cp10k_high_minus_other,phagocytosis_antigen_mhcii_fcgr,False,0.06532494551330816,0.020657561584845097,0.0901479727420923,0.6757175393675108,0.8815594996439635,0.7250726620439724,0.8185339638541772
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/lora3k4_raw_s04/rule_D/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
+ lora3k4_raw_s04,BDU1,BD,generated,795,37,0.04654088050314465,0.33639199845972206,0.2408858595916497,0.09550613886807235,0.1715845027462883,0.1593705806251175,0.012213922121170812,0.5476011616703865,0.4244856812288146,0.12311548044157195,0.17348539784080128,-0.15451355202839762,0.20081211804583457,1.0977970088441276,-0.46327306011991604,-0.649680207209556,-0.36848328135767117,0.7941807766081858,1.8885426438319495,1.1932401278663711,0.6953025159655783,-0.3718969670442327
3
+ lora3k4_raw_s04,BDU2,BD,generated,606,27,0.04455445544554455,0.31959115653168163,0.25803463517202574,0.06155652135965589,0.16229644784854985,0.16061306655302832,0.0016833812955215355,0.5467010780198938,0.4487366886621867,0.09796438935770707,0.1600939485001539,-0.04267063879196313,0.17275926514226067,0.9123249305304197,-0.4700238555729276,-0.5065936314609039,-0.3292144353126792,0.5983162041409619,1.8270864718899074,1.224832766689437,0.6022537052004704,-0.3645985437660568
4
+ lora3k4_raw_s04,BDU3,BD,generated,866,47,0.054272517321016164,0.36582273401699505,0.2837303953057533,0.08209233871124177,0.18842333375093256,0.17677664758469552,0.011646686166237041,0.5469562512365379,0.44283696631810326,0.10411928491843464,0.3741941552641482,0.08476819661080993,0.23224661159463128,0.9012498677318913,-0.0761981930253229,-0.2588011652975143,-0.153910801505781,0.7273795552819264,1.8601495592527841,1.2049737357602748,0.6551758234925094,-0.256609876047516
5
+ lora3k4_raw_s04,BDV1,BD,generated,921,63,0.06840390879478828,0.3585120845414447,0.28743064696206416,0.07108143757938051,0.18510950868452944,0.17666859522576772,0.008440913458761717,0.5304717263306831,0.4447233720511434,0.0857483542795397,0.25085985686694734,0.02844529342751063,0.09140312004828398,0.8005922863556874,-0.12183011160903782,-0.290592758224496,-0.2516002164351095,0.6653192210415103,1.8326982302643664,1.2489045723356635,0.5837936579287029,-0.23616182218456458
6
+ lora3k4_raw_s04,BDV2,BD,generated,800,48,0.06,0.3394287262321296,0.27663644086266426,0.06279228536946535,0.1681383018602534,0.16864480332650267,-0.0005065014662492817,0.5463419612111222,0.4447946973317547,0.10154726387936752,0.0318422531269147,-0.044139849949889835,0.18925212444170722,0.576576874077916,-0.48905196590408706,-0.45063169854231183,-0.26567478298881797,0.3039111797431815,1.836910099695085,1.2797221062263968,0.5571879934686881,-0.2997100062366673
7
+ lora3k4_raw_s04,BDV3,BD,generated,798,38,0.047619047619047616,0.3397142227072497,0.25705387029547816,0.08266035241177155,0.1808679217249766,0.16206221218922828,0.01880570953574831,0.5558482614118376,0.4389435515326488,0.11690470987918883,0.08107180160823074,0.10846181897789711,0.15987725241738454,1.4935730183427334,-0.4858117224922088,-0.3147105704814494,-0.3058683831305471,1.217445416877868,1.898663198682019,1.1638285800931973,0.7348346185888217,-0.31848773961312354
8
+ lora3k4_raw_s04,BDV4,BD,generated,677,41,0.060561299852289516,0.34359417399201747,0.25518556506171103,0.08840860893030644,0.1706461445073023,0.15577985971715552,0.014866284790146789,0.5591314137420904,0.45059990417214507,0.10853150956994534,0.15357612970285253,0.10014691113459312,0.23039932823006692,0.8958674818101593,-0.4701702021602489,-0.3612055168917455,-0.2609945007508389,0.555518099699211,1.941969073054878,1.2588712722514233,0.6830978008034547,-0.33021594540429444
9
+ lora3k4_raw_s04,BDV5,BD,generated,938,55,0.05863539445628998,0.3503697899107187,0.27929016711172927,0.07107962279898944,0.1955309966875455,0.19138093151106572,0.004150065176479784,0.5322418595821206,0.4299642294306993,0.10227763015142127,0.30886972335991325,0.07700520008587829,0.41746366691447334,1.164011853295135,-0.07874182018605766,-0.25084966146295185,0.06709127733273466,0.9633997033064593,1.808412597251634,1.1903428215952905,0.6180697756563436,-0.23888282969533006
10
+ lora3k4_raw_s04,BDV6,BD,generated,1035,30,0.028985507246376812,0.3116847080809439,0.24245927996180952,0.06922542811913437,0.16255992132667973,0.1644602993906187,-0.0019003780639389733,0.5050010599403146,0.39886731715029583,0.1061337427900188,0.07954279834958707,-0.09014505949482382,0.21688491093775472,0.9206424660233966,-0.7634268146384694,-0.7215337575200834,-0.5071529920970634,0.42797712983286873,1.833688638956623,1.1050145954034085,0.7286740435532144,-0.46726320775618774
11
+ lora3k4_raw_s04,HC1,HC,generated,858,24,0.027972027972027972,0.296718094209897,0.22513965491399687,0.0715784392959001,0.16903755782869,0.15014399242996687,0.01889356539872314,0.5223738598327049,0.40813611847661146,0.11423774135609344,-0.011532551164925723,-0.04152702165404641,0.34027482577496376,0.9688664786151364,-0.8803116828207097,-0.6891044763262031,-0.4245020171808994,0.4534014403761322,1.8500941121368495,1.1175352585389349,0.7325588535979146,-0.5084344430998053
12
+ lora3k4_raw_s04,HC10,HC,generated,603,22,0.03648424543946932,0.3762031686937533,0.2439577979172766,0.13224537077647672,0.17705467783164178,0.1598824516348938,0.017172226196747964,0.5427157500378578,0.4239449843575185,0.11877076568033929,0.5668000614692505,0.0493345704590468,0.11730634109764544,1.3583143202916745,-0.2600340809862761,-0.5044068228198634,-0.561844689775534,0.818221025005774,1.894699822327592,1.147888538846673,0.7468112834809189,-0.4571639336777095
13
+ lora3k4_raw_s04,HC2,HC,generated,667,23,0.034482758620689655,0.3144654177239436,0.2386016398145187,0.07586377790942489,0.14219923238502108,0.15940212560495817,-0.017202893219937093,0.5117345860934707,0.41063269628869653,0.10110188980477414,0.36572315410475986,0.13289620489606135,0.4589156890731044,1.4065171686113889,-0.45386742524828494,-0.48318535380600125,-0.2942181851916055,0.8730479654958399,1.8545065969317718,1.1380994459930285,0.7164071509387433,-0.485815058228084
14
+ lora3k4_raw_s04,HC3,HC,generated,478,9,0.01882845188284519,0.3442527606748514,0.24491047132121208,0.09934228935363931,0.17079628033336988,0.15176581284738683,0.019030467485983055,0.5654058795114855,0.4312245153324473,0.13418136417903814,0.5276368736622523,0.24264338998028512,0.665845836830862,1.8283562317167708,-1.0448940366699615,-0.7709569784997929,-0.5863231567186661,0.7660135922169895,1.9060401610936322,1.175447838107113,0.7305923229865192,-0.8009013304695485
15
+ lora3k4_raw_s04,HC4,HC,generated,764,32,0.041884816753926704,0.34545288662829743,0.24999254236849155,0.09546034425980587,0.17963733656338854,0.1627753618982053,0.016861974665183244,0.5274599427745894,0.4349409390430843,0.09251900373150512,0.20689835354695382,0.07684829996699553,0.0575102766203947,1.1355523992938057,-0.4764517824192097,-0.41969519298117014,-0.48487192754617375,0.7493839972123009,1.9364198948627875,1.1534539654379719,0.7829659294248157,-0.37331069126354116
16
+ lora3k4_raw_s04,HC5,HC,generated,424,19,0.04481132075471698,0.38221937418262925,0.26604762725729125,0.116171746925338,0.18437977871889613,0.16098703400359202,0.023392744715304115,0.569845535605874,0.436625140086562,0.13322039551931203,0.6298240017050843,0.34648149470041056,0.4405983944066825,1.4872774286191113,-0.4518773280705749,-0.3906508470022335,-0.4395707754459043,0.8529450389286878,2.0946144969354203,1.2130549972914568,0.8815594996439635,-0.574493851661858
17
+ lora3k4_raw_s04,HC6,HC,generated,378,5,0.013227513227513227,0.33982113871544095,0.2374027915939731,0.10241834712146786,0.17299266060306867,0.14693736691002063,0.026055293693048043,0.5840321893822853,0.4145738397244628,0.16945834965782247,-0.03447388787054842,0.1354493012353414,0.7120692232569436,2.236769098758837,-2.057410743728232,-1.1369417655251965,-0.8676339758064892,0.8687653064793164,1.9360794124336553,1.1020921510666468,0.8339872613670085,-0.9681928254391966
18
+ lora3k4_raw_s04,HC7,HC,generated,577,16,0.02772963604852686,0.3398453322606851,0.23700532544366054,0.10284000681702454,0.16840128448719233,0.16012661590601626,0.008274668581176065,0.5446206453074328,0.4328112686136141,0.11180937669381874,0.4909366906677455,0.0535518544468055,0.3665840215513038,1.2493077734112716,-0.728085186826937,-0.752870124245523,-0.648895938644794,0.5325601726877532,1.8406057606481059,1.164888221280595,0.6757175393675108,-0.6658713212074026
19
+ lora3k4_raw_s04,HC8,HC,generated,565,16,0.02831858407079646,0.3098414537275811,0.2538522073424134,0.05598924638516767,0.15486716347355511,0.15438107802169204,0.00048608545186307195,0.539347271848035,0.43051618881329073,0.10883108303474426,-0.28870028979499174,0.11285037152469277,0.30560035187896306,1.3623653284294106,-1.4654316890943122,-0.7276194736836793,-0.6861067975348228,0.6764516407987756,1.9208348304426046,1.153824271100479,0.7670105593421257,-0.6256456708772533
20
+ lora3k4_raw_s04,HC9,HC,generated,483,12,0.024844720496894408,0.33078960783113104,0.23009959494562485,0.10069001288550619,0.17264211708833618,0.15065766347974405,0.021984453608592136,0.5734307794543801,0.41949466409010294,0.1539361153642772,0.19196862198559786,0.2748253890029732,0.3734491316033934,1.593147049427023,-1.17384851396507,-0.657400497054504,-0.7145095164156732,0.5973040452773484,1.96516945235717,1.1147467230159418,0.8504227293412283,-0.7118411610262252