Archive 4 checkpoints (1-4)

paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/verify_confound_cross_depth_readouts.csv

@@ -0,0 +1,27 @@
+arm,parent,median_lib_all_cells,median_lib_parent,mean_detected_of_73,umi_per_detected_marker,det_HLA-DRA,det_NKG7,det_GZMA,det_CCR7
+zs,Monocyte,973.0,1187.0,8.899788890354928,3.4254439609694867,0.7514623741038835,0.16455557021594758,0.02535514799665743,0.03034701147908695
+zs,T cell,973.0,874.0,5.062149629732161,4.926577617361424,0.07200036911435624,0.5170138648580063,0.40743304034881306,0.3088564375850693
+xcal,Monocyte,1628.0,2255.0,9.378077301821763,3.2217194421657096,0.7956671590349581,0.34093426883308714,0.04889832594780896,0.03283481043820778
+xcal,T cell,1628.0,1543.0,6.224133442105081,6.19154133818194,0.13776404630899275,0.6425112387829136,0.5825247773939909,0.19823650912120527
+r16,Monocyte,1135.0,1123.0,5.500577162138164,2.666677428467654,0.6404723850115432,0.14322500443970876,0.012209199076540578,0.006481974782454271
+r16,T cell,1135.0,1190.0,4.4783662233939445,4.180243354500241,0.05862055596479665,0.5081223587795138,0.42870158570154693,0.1772380103128756
+r64,Monocyte,1013.0,1061.0,5.290515607858781,2.5356846629467653,0.604418071207739,0.11364316345866161,0.01027226488481101,0.004188690535554004
+r64,T cell,1013.0,1067.0,4.580521960534691,4.180651287752455,0.06632718014003819,0.4963929556545725,0.4230426479949077,0.1400381922342457
+full20k,Monocyte,1070.0,954.0,5.774185484542954,2.5956693027014546,0.6092825597866844,0.19848345971169068,0.02362303141404883,0.006124489625864512
+full20k,T cell,1070.0,1226.0,4.696341956345998,4.596462614308768,0.08017380759902991,0.5078011317704123,0.42107922392886016,0.2013338722716249
+full108k,Monocyte,1055.0,1043.0,6.525238534933826,2.6995118039668875,0.6446085975171848,0.244844567559249,0.02200677131425054,0.004719400841284498
+full108k,T cell,1055.0,1146.0,5.30397327338054,4.544736800405654,0.0860210535162734,0.5497867333431387,0.43878301430882694,0.17250435988485702
+s50k,Monocyte,13891.0,13373.0,6.334418480199786,3.088761853804834,0.6547003210845522,0.1279432750624331,0.005931145201569747,0.0007581163039600428
+s50k,T cell,13891.0,14115.0,4.686909262759924,5.262259797172829,0.0771411952886433,0.4857496001163298,0.42264068634579033,0.16806020066889632
+s100k,Monocyte,19138.0,18579.0,5.906987930732902,2.9078034660685073,0.6589994752492566,0.1455308728354032,0.009008221094979885,0.001049501486793773
+s100k,T cell,19138.0,19185.0,4.550861516419711,4.989834510469957,0.08558609508728274,0.48900953889077403,0.41192549862383593,0.16368811974512687
+s150k,Monocyte,20524.0,20053.5,6.036127518407638,2.8827085609345784,0.675904199368881,0.1549478113115948,0.009790436119427138,0.0011327777328262805
+s150k,T cell,20524.0,20614.0,4.721359298326958,4.934534160982376,0.08266682122020015,0.49982612727483483,0.4302577180170782,0.15289208299524748
+s162k,Monocyte,20606.0,20300.5,5.9420895809304115,2.7889892674878483,0.6510476739715494,0.15330642060745867,0.008746635909265667,0.0013456362937331796
+s162k,T cell,20606.0,20605.0,4.755916758574553,4.947910053412914,0.0766240575674845,0.5002983239617422,0.4308159612359652,0.15682800267587554
+own5,Monocyte,1786.0,2317.0,8.166517373061147,3.2288246160951393,0.6223186082692942,0.3104049785488662,0.02508132572721701,0.025411343170996182
+own5,T cell,1786.0,1811.0,3.7707934452077936,4.345129868917703,0.08960750084468971,0.3236991778353418,0.2643738033562338,0.363103953147877
+own58,Monocyte,1882.0,2321.0,8.172336399243058,3.0974528809908453,0.6505302996963429,0.3019407648637944,0.037935131804779296,0.028561369537473045
+own58,T cell,1882.0,1973.0,4.348931466470154,4.4605676522917905,0.09574060427413413,0.37014001473839353,0.3150773765659543,0.3896978629329403
+observed native,Monocyte,1967.0,2821.0,12.003657802262984,4.214237422649152,0.7442863690695521,0.41312494944683603,0.03890571497901482,0.0335043902614385
+observed native,T cell,1967.0,1981.0,5.6547496452735,4.083892472135994,0.12310267445331867,0.36291456039071907,0.3227457676013109,0.46572989799306985

paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/verify_confound_cross_detmatched_aggregate.csv

@@ -0,0 +1,8 @@
+comparison,mean_D_detmatched,lo,hi,verdict,n_comparator_closer,n_scratch_closer_markers_only
+s162k vs r16,-0.008350648916755556,-0.201860740995644,0.19923128451545427,not_significant,3,3
+s162k vs r64,0.12110431619721164,-0.08723114937429223,0.3017338725190876,not_significant,3,3
+s162k vs full108k,0.27530942408509734,0.01584465053070031,0.5139768351100898,comparator_closer_sig,4,4
+s162k vs xcal,0.6803766683148654,0.5061395433421632,0.86981230286708,comparator_closer_sig,5,2
+s162k vs full20k,0.48641022876798484,0.2471855197069783,0.6869165248648009,comparator_closer_sig,4,2
+s50k vs r16,-0.2507566206483077,-0.4260246121803633,-0.02601650817212392,scratch_closer_sig,2,3
+s162k vs s50k,0.24240597173155215,0.09566949034151803,0.3586489689697293,comparator_closer_sig,4,2

paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/verify_confound_cross_detmatched_comparisons.csv

@@ -0,0 +1,92 @@
+comparison,state,D_detmatched,lo,hi,verdict
+s162k vs r16,C1Q-high monocyte (reference),-1.0984299809530471,-1.6826310394254549,-0.5720509663944775,scratch_closer_sig
+s162k vs r16,Cycling T/NK,1.3946834280914264,0.7811576790079211,2.0739309704292412,comparator_closer_sig
+s162k vs r16,Cycling activated T (CD38/HLA-DR),0.4816388473825124,0.00023003569866078373,1.0409751767709445,comparator_closer_sig
+s162k vs r16,Plasmablast (markers),0.5688112364042155,0.25684035302069647,0.8300649290252383,comparator_closer_sig
+s162k vs r16,MS1 monocyte (IL1R2+),0.30197357085869525,-0.5338719419043538,1.14858960375652,not_significant
+s162k vs r16,Cycling monocyte (Ye 2026),0.6018112970099287,-0.2778050864166305,1.4980109143183125,not_significant
+s162k vs r16,ISG-high T,-0.06101350022068952,-1.3640873094070756,1.4830367978235808,not_significant
+s162k vs r16,DN2 / ABC B,-0.9157026379465509,-1.2656403958585536,-0.572802890200135,scratch_closer_sig
+s162k vs r16,HSPC,-0.12179423744846285,-0.46523121732856726,0.2653226648551336,not_significant
+s162k vs r16,Cytotoxic CD4 T,-0.38722184410654104,-0.6864607825748166,0.012437481846446934,not_significant
+s162k vs r16,Granulocyte-like (LDG),-1.1722668475318017,-2.1078756289075344,-0.35978856893404654,scratch_closer_sig
+s162k vs r16,ISG-high monocyte (positive control),-0.9888390391492567,-1.3774345506256989,-0.6526976460890422,scratch_closer_sig
+s162k vs r16,Platelet signal in monocytes (negative control),0.33379769784326463,0.0587262476119278,0.6165165810000481,comparator_closer_sig
+s162k vs r64,C1Q-high monocyte (reference),-0.40861642028872946,-0.8387993910467194,0.03638576715112315,not_significant
+s162k vs r64,Cycling T/NK,1.3819627887309673,0.8666629105665308,1.9785711882334012,comparator_closer_sig
+s162k vs r64,Cycling activated T (CD38/HLA-DR),0.7273725203129322,0.29424644767630936,1.2114010444516257,comparator_closer_sig
+s162k vs r64,Plasmablast (markers),0.26020178239117076,-0.00831799366763923,0.5317307749211939,not_significant
+s162k vs r64,MS1 monocyte (IL1R2+),0.332442179659707,-0.21089492457212836,1.0301930757330358,not_significant
+s162k vs r64,Cycling monocyte (Ye 2026),0.7979819841836178,0.03793496985962867,1.6394264919628412,comparator_closer_sig
+s162k vs r64,ISG-high T,-0.0040190529723190815,-1.2804757041311043,1.4058102576135822,not_significant
+s162k vs r64,DN2 / ABC B,-0.4850459883093734,-0.7445543531008918,-0.24320782685194992,scratch_closer_sig
+s162k vs r64,HSPC,-0.9740370412546661,-1.294674236979513,-0.6178460499859937,scratch_closer_sig
+s162k vs r64,Cytotoxic CD4 T,-0.5563275805805806,-0.8665946443936394,-0.14348149908770855,scratch_closer_sig
+s162k vs r64,Granulocyte-like (LDG),-0.5317779059857886,-1.2278804687762033,0.12798802982010535,not_significant
+s162k vs r64,ISG-high monocyte (positive control),-1.2637117280132557,-1.6901367979466162,-0.9109969435022182,scratch_closer_sig
+s162k vs r64,Platelet signal in monocytes (negative control),0.3932971100314475,0.15489501383570334,0.6374837676952815,comparator_closer_sig
+s162k vs full108k,C1Q-high monocyte (reference),0.16618869492167088,-0.3251603507306156,0.6075166603399368,not_significant
+s162k vs full108k,Cycling T/NK,2.3645496879117065,1.7829201365090903,3.094206553792356,comparator_closer_sig
+s162k vs full108k,Cycling activated T (CD38/HLA-DR),1.412146441452638,0.9130886133564028,2.0393740828136906,comparator_closer_sig
+s162k vs full108k,Plasmablast (markers),0.7738819648742767,-0.12222284999297822,1.085891427340194,not_significant
+s162k vs full108k,MS1 monocyte (IL1R2+),0.9047968295126576,0.05107311447787087,1.7129890728141306,comparator_closer_sig
+s162k vs full108k,Cycling monocyte (Ye 2026),1.0402935845191252,0.15585556567190018,1.9793086868318785,comparator_closer_sig
+s162k vs full108k,ISG-high T,0.26481020367528246,-0.8039978187536109,1.3583547160274443,not_significant
+s162k vs full108k,DN2 / ABC B,-0.7471086770414959,-1.0692662897240963,-0.43043155258821353,scratch_closer_sig
+s162k vs full108k,HSPC,-0.8368396158734691,-1.1842038549574787,-0.45586346989857707,scratch_closer_sig
+s162k vs full108k,Cytotoxic CD4 T,-0.4380455938820893,-0.7829386081082923,-0.023253098476338104,scratch_closer_sig
+s162k vs full108k,Granulocyte-like (LDG),-1.1087948792822369,-1.8990502873414143,-0.4111432989292925,scratch_closer_sig
+s162k vs full108k,ISG-high monocyte (positive control),-0.7179104092889463,-1.0626594491942414,-0.36349649022886255,scratch_closer_sig
+s162k vs full108k,Platelet signal in monocytes (negative control),0.7519758656551976,0.4732782198803625,1.003385032017189,comparator_closer_sig
+s162k vs xcal,C1Q-high monocyte (reference),-0.2171854426067874,-0.6330691507087249,0.16629238219349635,not_significant
+s162k vs xcal,Cycling T/NK,2.8972782180874552,2.3978237740216923,3.544729289015951,comparator_closer_sig
+s162k vs xcal,Cycling activated T (CD38/HLA-DR),1.8202174689175923,1.3338291045740387,2.3808098559421835,comparator_closer_sig
+s162k vs xcal,Plasmablast (markers),-0.7780466801114838,-1.1340370995086788,-0.4588728909227666,scratch_closer_sig
+s162k vs xcal,MS1 monocyte (IL1R2+),2.384921062214596,1.6047323571920153,3.0462139037570166,comparator_closer_sig
+s162k vs xcal,Cycling monocyte (Ye 2026),2.087582604541679,1.2728873320754788,2.9429813059177015,comparator_closer_sig
+s162k vs xcal,ISG-high T,0.2748514205505523,-0.5299752517050029,1.513212207400168,not_significant
+s162k vs xcal,DN2 / ABC B,0.010689652185094545,-0.4122766234109225,0.42473428866436064,not_significant
+s162k vs xcal,HSPC,-0.13858097839490546,-0.486761349632725,0.24158211032415644,not_significant
+s162k vs xcal,Cytotoxic CD4 T,-0.9454052562612688,-1.260049511569528,-0.5268637618299142,scratch_closer_sig
+s162k vs xcal,Granulocyte-like (LDG),1.3436548061515676,0.7454230016488319,1.9718164602792658,comparator_closer_sig
+s162k vs xcal,ISG-high monocyte (positive control),-0.04935206264787961,-0.5120191544569519,0.5862150660966131,not_significant
+s162k vs xcal,Platelet signal in monocytes (negative control),-0.16781729869684026,-0.4769744937942335,0.11737484235280132,not_significant
+s162k vs full20k,C1Q-high monocyte (reference),0.045274536943895605,-0.31511431651388583,0.42952986041055613,not_significant
+s162k vs full20k,Cycling T/NK,2.5315108940992133,1.9118965553418168,3.2734051305298766,comparator_closer_sig
+s162k vs full20k,Cycling activated T (CD38/HLA-DR),1.421545545819841,0.9376632428732952,2.0394636450026082,comparator_closer_sig
+s162k vs full20k,Plasmablast (markers),0.8042554999084048,-0.07273876366390708,1.0882645369650643,not_significant
+s162k vs full20k,MS1 monocyte (IL1R2+),1.3569720259858957,0.5611697596987708,2.124747258812299,comparator_closer_sig
+s162k vs full20k,Cycling monocyte (Ye 2026),1.458438688154383,0.6989251329140173,2.2978551494632034,comparator_closer_sig
+s162k vs full20k,ISG-high T,0.4240388898296555,-0.6895098059648136,1.2715620603705016,not_significant
+s162k vs full20k,DN2 / ABC B,-0.6324264833743074,-1.0005306065975004,-0.30736127830670595,scratch_closer_sig
+s162k vs full20k,HSPC,0.1417803827099553,-0.21471821242300168,0.5111863136653648,not_significant
+s162k vs full20k,Cytotoxic CD4 T,-0.6268320774095524,-0.9658107375717954,-0.220178614009031,scratch_closer_sig
+s162k vs full20k,Granulocyte-like (LDG),-0.7604017014881457,-1.6300493459539085,0.038232012534524816,not_significant
+s162k vs full20k,ISG-high monocyte (positive control),-0.5134998221463103,-0.8178065126671236,-0.23543113956490266,scratch_closer_sig
+s162k vs full20k,Platelet signal in monocytes (negative control),1.2638783455967908,1.0619273731019276,1.4610606787870475,comparator_closer_sig
+s50k vs r16,C1Q-high monocyte (reference),-1.4624473366031205,-1.9903388809478177,-0.9426957208353753,scratch_closer_sig
+s50k vs r16,Cycling T/NK,1.1712869268023671,0.570111409295451,1.838363759074035,comparator_closer_sig
+s50k vs r16,Cycling activated T (CD38/HLA-DR),-0.14265292897844883,-0.5735401620197087,0.3148848713496792,not_significant
+s50k vs r16,Plasmablast (markers),1.1097270130555397,0.8015226204649231,1.387854876022974,comparator_closer_sig
+s50k vs r16,MS1 monocyte (IL1R2+),-0.39096660641354486,-1.0818183783113413,0.2868135990296499,not_significant
+s50k vs r16,Cycling monocyte (Ye 2026),-0.4063750041507923,-1.2311252474698071,0.33498149557623985,not_significant
+s50k vs r16,ISG-high T,-0.36157316725259314,-1.316222915662493,1.2342381807278127,not_significant
+s50k vs r16,DN2 / ABC B,-0.5259873103838053,-0.8867642679656714,-0.1393003631763017,scratch_closer_sig
+s50k vs r16,HSPC,-0.6402455858966082,-0.9970044629707969,0.02477943229720046,not_significant
+s50k vs r16,Cytotoxic CD4 T,-0.5100238348416746,-0.7590833232854088,0.0920186609843733,not_significant
+s50k vs r16,Granulocyte-like (LDG),-2.5046148995820285,-3.4649434039208455,-1.7710831392505446,scratch_closer_sig
+s50k vs r16,ISG-high monocyte (positive control),-1.1372886109729254,-1.5705809158663753,-0.8149246830487058,scratch_closer_sig
+s50k vs r16,Platelet signal in monocytes (negative control),-0.2595850951994272,-0.5491536604876214,0.05622458646209717,not_significant
+s162k vs s50k,C1Q-high monocyte (reference),0.3640173556500734,-0.06204660729558298,0.8192601070723114,not_significant
+s162k vs s50k,Cycling T/NK,0.2233965012890593,-0.3376313325016992,0.8108295300173537,not_significant
+s162k vs s50k,Cycling activated T (CD38/HLA-DR),0.6242917763609612,0.0838936618546846,1.2100425133751216,comparator_closer_sig
+s162k vs s50k,Plasmablast (markers),-0.5409157766513242,-0.6768180081177394,-0.4089059933713121,scratch_closer_sig
+s162k vs s50k,MS1 monocyte (IL1R2+),0.6929401772722401,0.46807490978043786,1.0161273690003672,comparator_closer_sig
+s162k vs s50k,Cycling monocyte (Ye 2026),1.008186301160721,0.29620988345651866,1.8809580326737052,comparator_closer_sig
+s162k vs s50k,ISG-high T,0.3005596670319036,-0.3740063358325897,0.453736836878889,not_significant
+s162k vs s50k,DN2 / ABC B,-0.38971532756274563,-0.7183703599671747,-0.06709766678446576,scratch_closer_sig
+s162k vs s50k,HSPC,0.5184513484481453,-0.07709516881465475,0.7357482139917269,not_significant
+s162k vs s50k,Cytotoxic CD4 T,0.12280199073513347,-0.22992497970201745,0.3092983961366534,not_significant
+s162k vs s50k,Granulocyte-like (LDG),1.3323480520502269,0.8187908823277886,1.9023154734660843,comparator_closer_sig
+s162k vs s50k,ISG-high monocyte (positive control),0.1484495718236687,0.02753604536660703,0.30582066320191914,comparator_closer_sig
+s162k vs s50k,Platelet signal in monocytes (negative control),0.5933827930426918,0.4158025002758008,0.7648224804112697,comparator_closer_sig

paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/verify_confound_cross_detmatched_ratios.csv

@@ -0,0 +1,157 @@
+state,arm,t_det,thin_library,obs_det_state,ratio_detmatched,lo,hi,ratio_screen
+C1Q-high monocyte (reference),zs,0.6497124956425784,0.421,6360,0.0244283141179226,0.016390732552043437,0.03765150978969712,0.026092223523592566
+C1Q-high monocyte (reference),xcal,0.5064257770311138,0.799,6104,0.08049076997988305,0.05451207228321716,0.12101225447707277,0.07443658617515467
+C1Q-high monocyte (reference),r16,0.15437530769758293,0.398,4691,0.04369835035507167,0.026588173163696004,0.07292404261480293,0.03455148429264064
+C1Q-high monocyte (reference),r64,0.15283951278278085,0.376,4683,0.07048871857237726,0.045791286552172406,0.11191718225980626,0.0564802758569805
+C1Q-high monocyte (reference),full20k,0.19078471289594184,0.338,4969,0.09655047359595977,0.06284953828070723,0.14726290788954202,0.08445165679655217
+C1Q-high monocyte (reference),full108k,0.21737236373159602,0.37,5137,0.10499127187927558,0.0699331692164023,0.16126074502834348,0.09319762547604649
+C1Q-high monocyte (reference),s50k,0.2313474987798006,1.0,5212,0.12042192289693039,0.08153732116907118,0.18911913089876065,0.0921064007521195
+C1Q-high monocyte (reference),s100k,0.20224826653439787,1.0,5029,0.11077115283949239,0.07598654544531397,0.17058941381147974,0.08171636114271766
+C1Q-high monocyte (reference),s150k,0.1944109789384773,1.0,4941,0.09701785426262087,0.06634043955726542,0.14608091973117468,0.07029507338953102
+C1Q-high monocyte (reference),s162k,0.1881124670453767,1.0,4943,0.09356758378520029,0.06689997814548099,0.1355346026062983,0.06774862156955633
+C1Q-high monocyte (reference),own5,0.4484658632927224,0.821,5984,0.5868616779602867,0.3463306331058986,0.913506141164944,0.5307699340333034
+C1Q-high monocyte (reference),own58,0.44123770784091865,0.823,5988,0.5531695471815412,0.37518403316918375,0.8144702194324958,0.501622587513493
+Cycling T/NK,zs,1.0,0.419,3461,0.5359914624343509,0.3573810166501437,0.8636696659202756,0.8298317534148346
+Cycling T/NK,xcal,1.0,0.769,3461,0.4039032391404836,0.2601651246502146,0.6577633215090419,0.4578802118448724
+Cycling T/NK,r16,0.662262768682293,0.576,2797,0.14254475206535955,0.08641500380302448,0.24199858847608896,0.15074680781436758
+Cycling T/NK,r64,0.735287527386747,0.516,2978,0.1412934205171089,0.0860422753575473,0.23434352223690694,0.17184210799102687
+Cycling T/NK,full20k,0.719283644278176,0.57,2936,0.31345153437703654,0.2020679878086411,0.5103808895621623,0.3477647451962688
+Cycling T/NK,full108k,0.893196191985943,0.546,3245,0.27919656379879465,0.18457168349618566,0.4506717925369271,0.35582655671094127
+Cycling T/NK,s50k,0.9301948878333619,1.0,3349,0.06329344498490584,0.03562614016139089,0.11218191288507605,0.060581250600648326
+Cycling T/NK,s100k,0.7774607385917196,1.0,3052,0.14191280059101272,0.07766169744130884,0.24975399799261472,0.12445577270132842
+Cycling T/NK,s150k,0.8159771676216934,1.0,3098,0.07637280830419435,0.04453759493873472,0.1316566872863347,0.06763843342190942
+Cycling T/NK,s162k,0.8119454227649506,1.0,3145,0.05421377969412873,0.030050889125005618,0.09241580423723818,0.048577758125558985
+Cycling T/NK,own5,0.352653697858679,0.929,1983,0.48410021456544045,0.3243239306336018,0.7518768350072058,0.2875841396063859
+Cycling T/NK,own58,0.6278831628878243,1.0,2725,0.6810223369545616,0.4412173054603168,1.0036572505624481,0.5356364319163306
+Cycling activated T (CD38/HLA-DR),zs,1.0,0.441,5877,0.19716733384655694,0.1325635449898667,0.29851481923479894,0.3612921443609364
+Cycling activated T (CD38/HLA-DR),xcal,1.0,0.779,5877,0.2029292003022588,0.13634638271723154,0.3037110661838984,0.24533686611441885
+Cycling activated T (CD38/HLA-DR),r16,0.8053620278050029,0.601,5005,0.08024024153046273,0.052428048913690205,0.1250548904384334,0.09799779168929652
+Cycling activated T (CD38/HLA-DR),r64,0.9197984705562162,0.539,5551,0.09514050094251807,0.060922610690456507,0.14708264882341515,0.14037694691324826
+Cycling activated T (CD38/HLA-DR),full20k,0.9293245715817511,0.619,5577,0.15393321380546843,0.1065623600900167,0.22457778444614615,0.20690447400241835
+Cycling activated T (CD38/HLA-DR),full108k,1.0,0.578,5877,0.15293360440513148,0.10489378639604237,0.22574920257638992,0.22676843499216856
+Cycling activated T (CD38/HLA-DR),s50k,0.8619366592039426,1.0,5291,0.08857986985611059,0.05583438812806475,0.14172307965350064,0.07929403011357172
+Cycling activated T (CD38/HLA-DR),s100k,0.8237236628197623,1.0,5106,0.1249127088472313,0.07638769341182007,0.1990091172115299,0.1080579823133528
+Cycling activated T (CD38/HLA-DR),s150k,0.8457206295940375,1.0,5220,0.08219016767233968,0.053940159094050706,0.12601994214894266,0.07251898597918456
+Cycling activated T (CD38/HLA-DR),s162k,0.8611555634588082,1.0,5299,0.05746514238796365,0.0358693627822373,0.08573787537082546,0.05135979387701793
+Cycling activated T (CD38/HLA-DR),own5,0.5402044222490505,0.914,3710,0.23244065442930584,0.1587210896161394,0.3478358268800593,0.15705961638483823
+Cycling activated T (CD38/HLA-DR),own58,0.730005111003625,0.996,4648,0.3747720950863382,0.24172222880130056,0.556509219623372,0.2969165872319235
+Plasmablast (markers),zs,0.7486433115053449,0.495,20982,0.2015672506802513,0.1405924645288236,0.28830666538071337,0.27672593030218356
+Plasmablast (markers),xcal,1.0,0.828,26774,0.31386789213799626,0.22363750116589687,0.4347912838746582,0.3670916554232395
+Plasmablast (markers),r16,0.5628881401243311,0.577,16805,0.7983466799608046,0.5832219650578125,1.1300517796085086,0.7847325890984427
+Plasmablast (markers),r64,0.5555481977057527,0.515,16687,0.6446007714746811,0.45091835284254134,0.9186943693981032,0.6856036670885642
+Plasmablast (markers),full20k,0.5682369293110218,0.544,16920,1.0639781046851573,0.7505968525411352,1.5167956523562092,1.1017655323964184
+Plasmablast (markers),full108k,0.7867815695095378,0.536,21913,1.0866158508296015,0.7465572181501724,1.5639591686979113,1.4735214875060003
+Plasmablast (markers),s50k,0.656575393130347,1.0,18933,0.3699392447807806,0.28090257004235264,0.48357555686444675,0.26151671169882684
+Plasmablast (markers),s100k,0.5490962364562576,1.0,16464,0.49905847244144647,0.3756155407746161,0.6687814759183656,0.3068033154358585
+Plasmablast (markers),s150k,0.6363470533065347,1.0,18533,0.4761861621265469,0.3636438943095588,0.6441610646542059,0.32953611652124587
+Plasmablast (markers),s162k,0.563645356020939,1.0,16842,0.5382230333397293,0.4034978706744476,0.7214719440195895,0.3384860382084063
+Plasmablast (markers),own5,0.35748337680550485,0.908,12291,0.3893190667488175,0.26654854856877735,0.6401468771034636,0.19348378061935959
+Plasmablast (markers),own58,0.5600051584638518,0.957,16646,0.51922512728206,0.3412327140596858,0.8409114140803351,0.3348141982822494
+MS1 monocyte (IL1R2+),zs,0.9008835932537835,0.421,17982,0.054904064691620194,0.038138904829059905,0.07853760379691681,0.0797612964448272
+MS1 monocyte (IL1R2+),xcal,0.510413124065497,0.799,13863,0.8971746937596905,0.659694104083894,1.3372888606458306,0.7236700218478581
+MS1 monocyte (IL1R2+),r16,0.19269108102777455,0.398,6823,0.21176166394155022,0.14269474152988937,0.3395423131856957,0.12059908905089947
+MS1 monocyte (IL1R2+),r64,0.16796492010699285,0.376,6041,0.21628146667244322,0.1534238577067357,0.3340271092936283,0.1126763088778859
+MS1 monocyte (IL1R2+),full20k,0.20389935077455812,0.338,7159,0.43998059348814994,0.2818635134101954,0.7361889567756913,0.29207786471847397
+MS1 monocyte (IL1R2+),full108k,0.2796444009248837,0.37,9415,0.32159939551204114,0.1878023915170937,0.5801942297401843,0.26510955911221146
+MS1 monocyte (IL1R2+),s50k,0.33426723817950177,1.0,10641,0.27767706908625783,0.1836287124325777,0.408277639259941,0.15778214546208583
+MS1 monocyte (IL1R2+),s100k,0.3186855949644989,1.0,10288,0.21210767664918867,0.1321548700853203,0.3228028589475654,0.116494066771896
+MS1 monocyte (IL1R2+),s150k,0.36531123464493925,1.0,11347,0.17355563664056983,0.11381471267647,0.25615910512896944,0.10512889151925295
+MS1 monocyte (IL1R2+),s162k,0.3569743298757129,1.0,11129,0.17176878278559712,0.10088802410070367,0.2733012938709081,0.10202153488586543
+MS1 monocyte (IL1R2+),own5,0.40131825667073134,0.821,12013,0.9298676366705988,0.30964776463289234,1.8463710166516936,0.644228307869007
+MS1 monocyte (IL1R2+),own58,0.4094901287841295,0.823,12169,1.0089664448025149,0.6205327660714783,1.6985946193524695,0.7070711192102919
+Cycling monocyte (Ye 2026),zs,0.6497124956425784,0.421,3531,0.07171205479824137,0.04547049263280389,0.11544425193334742,0.09626725979768054
+Cycling monocyte (Ye 2026),xcal,0.5064257770311138,0.799,2962,0.3392298227681901,0.21376118904305622,0.5413050265545782,0.25239152414307786
+Cycling monocyte (Ye 2026),r16,0.15437530769758293,0.398,1325,0.12112458308438474,0.06569425082533709,0.22627770972135286,0.062457773651123163
+Cycling monocyte (Ye 2026),r64,0.15283951278278085,0.376,1259,0.13876679452180188,0.08505868282033728,0.23623579331258351,0.07006213569594275
+Cycling monocyte (Ye 2026),full20k,0.19078471289594184,0.338,1553,0.21933242233032454,0.14283007831474195,0.36665063184846997,0.15020639462172353
+Cycling monocyte (Ye 2026),full108k,0.21737236373159602,0.37,1686,0.16414536209625616,0.1065800520075184,0.2533410520415985,0.11425238688955683
+Cycling monocyte (Ye 2026),s50k,0.2313474987798006,1.0,1715,0.1605326448439253,0.10628205234169258,0.2590290287161579,0.059315959016494495
+Cycling monocyte (Ye 2026),s100k,0.20224826653439787,1.0,1538,0.06799656294231966,0.033471192669803015,0.12914180624515173,0.022208184811410406
+Cycling monocyte (Ye 2026),s150k,0.1944109789384773,1.0,1511,0.061052937806669635,0.028655282253479356,0.12426059636678428,0.01956764764707166
+Cycling monocyte (Ye 2026),s162k,0.1881124670453767,1.0,1440,0.07981215605938015,0.04077617030378507,0.14635571282591278,0.024406803646065605
+Cycling monocyte (Ye 2026),own5,0.4484658632927224,0.821,2801,0.4409743468633697,0.11396153438978279,1.0006288298316586,0.3039365692338751
+Cycling monocyte (Ye 2026),own58,0.44123770784091865,0.823,2729,0.3399653320572573,0.1295135431548471,0.7748526583224584,0.2281772671487092
+ISG-high T,zs,1.0,0.441,10685,0.7366287156989841,0.6021853812734739,0.9180637618938069,1.7429790462083807
+ISG-high T,xcal,1.0,0.779,10685,1.235084669899041,0.9826878568729518,1.604581211699123,1.5945510577583955
+ISG-high T,r16,0.6423321411544243,0.601,6819,1.5588421735175526,0.9564923196324714,2.896639470701648,1.6618662529641857
+ISG-high T,r64,0.6773004059505969,0.539,7220,1.4984598422992697,0.8623559733253774,2.6798329124943687,1.9270384075886398
+ISG-high T,full20k,0.7478081059768608,0.619,7949,1.1137477199823889,0.7250570416907134,1.7735076025794574,1.3520814237702414
+ISG-high T,full108k,0.9326316937130172,0.578,9949,1.243710894662637,0.7739737554343773,1.9110266598566283,2.051263406528571
+ISG-high T,s50k,0.8480162049478233,1.0,9036,0.8242182416356924,0.37866339702542595,1.4486063091722596,0.6968028801286651
+ISG-high T,s100k,0.8172343188223021,1.0,8714,0.6955234489937552,0.32812841523225766,1.2448034965333838,0.5669938334659118
+ISG-high T,s150k,0.9107421847617371,1.0,9753,0.6592861204218153,0.29802136889925,1.161990479883788,0.6015411778942812
+ISG-high T,s162k,0.8978335981209282,1.0,9572,0.6692135824146663,0.32434764631355073,1.1442199757131553,0.599284230621864
+ISG-high T,own5,0.5415193871206602,0.914,5685,0.6632574193510622,0.44375172744753305,1.0645328731328376,0.38603416859742584
+ISG-high T,own58,0.7556680960565038,0.996,8041,0.7531935536504604,0.49187787616621986,0.9093776893892903,0.569363276175513
+DN2 / ABC B,zs,0.2802972404203844,0.575,1560,2.479083408024556,1.8852201999671443,3.2767829280718166,1.491468828104147
+DN2 / ABC B,xcal,0.5342046713636718,0.987,2748,0.47038266502008086,0.32832357421908465,0.669044546107237,0.3028152085590466
+DN2 / ABC B,r16,0.3780678559174066,0.646,2017,0.24750241519758248,0.1826077219866848,0.33410931382240544,0.1727206928178813
+DN2 / ABC B,r64,0.24401579919651217,0.541,1350,0.33359536710746407,0.2539375524614017,0.4422704279282868,0.18165187165990715
+DN2 / ABC B,full20k,0.41826469880800365,0.596,2241,0.3011993711767052,0.21903001317927256,0.41542657968047375,0.24787916281978503
+DN2 / ABC B,full108k,0.5167123224896526,0.567,2629,0.27818344467335804,0.21841810791216798,0.35367760540848286,0.2837200039828736
+DN2 / ABC B,s50k,0.3523292120714624,1.0,1909,0.3563833443707078,0.26151224319584093,0.4743709036349302,0.15742395682390772
+DN2 / ABC B,s100k,0.3153614269249639,1.0,1713,0.4178587666081958,0.3158834095461446,0.5484220718551531,0.1656933546409988
+DN2 / ABC B,s150k,0.28341953381104257,1.0,1585,0.4798214440169832,0.365038582191498,0.6477245320776384,0.17611259346646987
+DN2 / ABC B,s162k,0.2816249057487241,1.0,1510,0.4669102439367869,0.34989715094501017,0.6324110108715519,0.16323907780668198
+DN2 / ABC B,own5,0.4710801418947814,0.915,2460,0.6894101384249125,0.48481629302749757,0.9784196102419408,0.4241262811347713
+DN2 / ABC B,own58,0.48077415334634505,0.934,2502,0.499749255569521,0.374411648661359,0.6655609088075408,0.3092458509721314
+HSPC,zs,0.7090012966909421,0.495,677,0.5128509885098851,0.31924079286086626,0.7503006172036384,0.5485855209585482
+HSPC,xcal,0.82150957862619,0.828,710,1.6761960030437746,1.2079385110793406,2.353912850751648,1.681104679109026
+HSPC,r16,0.5628881401243311,0.577,646,1.6568053496312225,1.1736182102117931,2.3833663570032932,1.6168357133193116
+HSPC,r64,0.5216641790569776,0.515,630,2.991039412519423,2.0896898118793965,4.260479615489318,2.9567568250564764
+HSPC,full20k,0.5682369293110218,0.544,661,1.380154231882455,1.0000454322863306,1.942995612900557,1.4030443333709146
+HSPC,full108k,0.7867815695095378,0.536,707,2.7197037203022205,1.9211841952797297,3.831356972154406,2.96573168222423
+HSPC,s50k,0.6525966675573228,1.0,669,1.0630124774586058,0.775791933905107,1.454777459064117,0.9572072896437466
+HSPC,s100k,0.530036068131345,1.0,642,2.979930543165354,2.3738842584154307,3.933091584631556,2.5805791119449655
+HSPC,s150k,0.5133578768160703,1.0,630,1.531625010476909,1.1771613625144377,2.0199034102148437,1.2999909812053585
+HSPC,s162k,0.5508528377899197,1.0,640,1.5226769355749765,1.1843789425858064,2.0382965445122383,1.312926214849193
+HSPC,own5,0.35748337680550485,0.908,553,0.9307934724333693,0.5944526073891829,1.4168707677564945,0.7053616711958041
+HSPC,own58,0.5536483884814712,0.957,651,0.4524006139677667,0.2817794127231472,0.6820201657802925,0.39937533875338754
+Cytotoxic CD4 T,zs,0.5055567915568232,0.619,1622,0.4720025678565544,0.352452882623234,0.6411674413370214,0.4308690789193502
+Cytotoxic CD4 T,xcal,0.7102787401269037,0.919,1824,2.2586996583506007,1.7288503162118953,3.025394129534611,2.0238415458343963
+Cytotoxic CD4 T,r16,0.5610318895389715,0.691,1686,1.5340112196668465,1.1410343212975995,2.0704834338883686,1.4093349346964432
+Cytotoxic CD4 T,r64,0.5584447266623075,0.622,1699,1.7247828894363926,1.2842043723757195,2.3666298938139714,1.7009494084711783
+Cytotoxic CD4 T,full20k,0.6047508235960793,0.782,1728,1.8111666118009662,1.3491444598064517,2.4309534952655176,1.6217877697235807
+Cytotoxic CD4 T,full108k,0.7339539233799446,0.69,1853,1.5890150450730858,1.1936829631501096,2.1400651691314616,1.6087437927981578
+Cytotoxic CD4 T,s50k,0.5599003407779208,1.0,1672,1.0771993017787542,0.7863157922073448,1.519892612356307,0.8600122781301804
+Cytotoxic CD4 T,s100k,0.5107322177389682,1.0,1627,1.2930661946968691,0.9593444668936303,1.782455458715338,1.0047977870699818
+Cytotoxic CD4 T,s150k,0.5295217727259612,1.0,1641,1.212404850889587,0.9107922642600446,1.6476396931375257,0.9500226869011624
+Cytotoxic CD4 T,s162k,0.5494665712025055,1.0,1679,1.1729058326976622,0.864942483296398,1.6080744492327472,0.940455814827002
+Cytotoxic CD4 T,own5,0.6059871700426778,0.949,1715,1.2751955025547912,0.9709093870494719,1.65713257851035,1.0619476870277496
+Cytotoxic CD4 T,own58,0.7252094001356946,1.0,1857,1.5211261108884713,1.215524268422911,1.9159182845761131,1.350154889637161
+Granulocyte-like (LDG),zs,0.7029826215933787,0.495,9864,0.15619545409403102,0.11809134551165255,0.2131484964977937,0.2366395638944853
+Granulocyte-like (LDG),xcal,0.910754789313095,0.828,13134,0.05710357350328231,0.041226263285773314,0.07873234348442018,0.06313381473959985
+Granulocyte-like (LDG),r16,0.6092099964322929,0.577,8400,0.009983789195668282,0.004985667257436399,0.01718210213054121,0.010246832990276828
+Granulocyte-like (LDG),r64,0.5386061883813651,0.515,7236,0.015563303465550377,0.00875779627319514,0.025312932246243813,0.01605879858623761
+Granulocyte-like (LDG),full20k,0.5688323327327677,0.544,7757,0.013282479845101383,0.007030246712589725,0.02284637859514466,0.013525411284216323
+Granulocyte-like (LDG),full108k,0.794523518900323,0.536,11254,0.010432835718467802,0.005943357650519609,0.016492068867808223,0.015897732904074032
+Granulocyte-like (LDG),s50k,0.6545860303438349,1.0,9008,0.05665778796989836,0.04158879282185066,0.07694847471300574,0.03543317506412143
+Granulocyte-like (LDG),s100k,0.5395661522938013,1.0,7371,0.028931212221977736,0.019686728780632747,0.04193423047237733,0.014708110403974933
+Granulocyte-like (LDG),s150k,0.5748524650613025,1.0,7830,0.020503018476324852,0.012599242060844716,0.032919664248191885,0.0110310828029812
+Granulocyte-like (LDG),s162k,0.5572490969054293,1.0,7561,0.022500019084697894,0.014108275432748176,0.03566403360125612,0.011699633275889151
+Granulocyte-like (LDG),own5,0.3583058054161794,0.908,4522,0.11285830468254932,0.07602942630545441,0.17718184919416402,0.03919492561486837
+Granulocyte-like (LDG),own58,0.5568267734726615,0.957,7602,0.12387070684386554,0.0711886138582481,0.19943851738423607,0.06866453192602102
+ISG-high monocyte (positive control),zs,0.2572605652041773,0.421,7108,2.790399894257089,2.010553566917072,4.486200869944269,1.7983801081654596
+ISG-high monocyte (positive control),xcal,0.4311556161883451,0.799,11258,2.307306071574304,1.73869933499233,3.297454570147464,1.4193264502124077
+ISG-high monocyte (positive control),r16,0.12838862696979716,0.398,3146,4.425058019578629,2.475179961681577,10.127566158244948,1.3113201816914841
+ISG-high monocyte (positive control),r64,0.11384802588041013,0.376,2736,5.353821577410642,2.8254616306093117,12.97827356790333,1.4504365295591197
+ISG-high monocyte (positive control),full20k,0.14919047572626817,0.338,3972,3.1829338062818233,1.8847027825572367,6.754967094034394,1.3715836643644495
+ISG-high monocyte (positive control),full108k,0.1788548800230318,0.37,4797,3.6674257088925106,2.062169594363716,7.9305964438001295,1.7713846449499187
+ISG-high monocyte (positive control),s50k,0.20473686462532126,1.0,5595,2.0116896603148655,1.1563707430230104,3.9214661742587644,0.5264503190109449
+ISG-high monocyte (positive control),s100k,0.17178803730809963,1.0,4704,1.9842406022778463,1.1527215729686004,3.910419201498551,0.43656392663360943
+ISG-high monocyte (positive control),s150k,0.16927146781986935,1.0,4511,2.3682586455412102,1.39092606852728,4.723969172148509,0.4997028633900251
+ISG-high monocyte (positive control),s162k,0.1685688197705047,1.0,4531,2.229711930833348,1.328349622069262,4.419570754929545,0.47252963031965806
+ISG-high monocyte (positive control),own5,0.4484658632927224,0.821,11651,0.8813186737241061,0.5928431261457474,1.2308744146692836,0.5488991936572362
+ISG-high monocyte (positive control),own58,0.44123770784091865,0.823,11468,0.9959179270813432,0.5204731632489599,1.4781373955649681,0.6117994304011394
+Platelet signal in monocytes (negative control),zs,0.824346058219643,0.421,20138,0.15898554323335354,0.12935979038036752,0.19954160549391328,0.2778700231841664
+Platelet signal in monocytes (negative control),xcal,0.5373090665857487,0.799,14189,0.2592887096007167,0.2059747923732179,0.3333288694654393,0.18669230903631545
+Platelet signal in monocytes (negative control),r16,0.18242878722969408,0.398,5537,0.36710032298630646,0.2933065448808363,0.47409667802076877,0.18395832461441633
+Platelet signal in monocytes (negative control),r64,0.15935474651877193,0.376,4967,0.3825567545382876,0.3140428392851499,0.47371296483131836,0.1810319064684482
+Platelet signal in monocytes (negative control),full20k,0.20143187646892155,0.338,6087,0.6994665331619354,0.5717397697351364,0.873153177892309,0.44881719148026417
+Platelet signal in monocytes (negative control),full108k,0.2592627338237342,0.37,7592,0.4905338011858059,0.39371662200106167,0.6224640893221439,0.35728916629119173
+Platelet signal in monocytes (negative control),s50k,0.2364446774082304,1.0,6983,0.4394684142972856,0.34721570133576063,0.5616484130870321,0.13144783944662145
+Platelet signal in monocytes (negative control),s100k,0.2095504194482701,1.0,6241,0.4190207165215044,0.33650081260286024,0.5297101571462588,0.11200158379696987
+Platelet signal in monocytes (negative control),s150k,0.21031688165214332,1.0,6273,0.27733229973335694,0.22034492818625315,0.35464688578432557,0.07448212155285741
+Platelet signal in monocytes (negative control),s162k,0.20495845573435958,1.0,6269,0.2912739511470847,0.2343238891486776,0.3701536794621113,0.07816315870755962
+Platelet signal in monocytes (negative control),own5,0.47487367466149955,0.821,12908,0.8918110456993107,0.6810126863429543,1.1521929614597293,0.5739736672393985
+Platelet signal in monocytes (negative control),own58,0.46736284381636817,0.823,12626,0.8952728458849761,0.7406295108659839,1.0957211633793231,0.5633112799816344