why I have so many markers

[dorothyzh]

could you help me to see why I have so many markers in each cluster?

mm=markerEnrichment(sce,

• method = 'quantile',sampleID = "injected.samples",
• studyvarID = 'injected.samples') --input data class is SingleCellExperiment --sample cluster abundances will be determined based on 'injected.samples' metadata column --cluster abundances will be determined for 'injected.samples' variable from metadata --marker selection method is 'quantile' mm Cluster nCells TotalCells PercentCells 1 0 7 31 22.580645 2 1 6 31 19.354839 3 2 5 31 16.129032 4 3 5 31 16.129032 5 4 5 31 16.129032 6 5 3 31 9.677419 NegMarkers 1 Gm20730-Igkv6-23;Igkv6-25;Igkv8-19;Igkv8-21;Igkv8-27;Igkv8-30-Ighv6-3;Ighv6-6;Ighv6-7-Auts2-Slc35a4-Igkv1-110;Igkv1-117;Igkv1-88;Igkv1-99-Crybg1-Glyctk-Hdac9-Chd4;Chd5-Ckap5-Las1l-Rnf39-Krt28-Aldoart2-Atp2a3-Tesl1-Ythdc2-Ppfia1-Rbm25-Tfg-H2ac11;H2ac12;H2ac13;H2ac15;H2ac25;H2ac4;H2ac6;H2ac7;H2ac8;H2aj;Hist1h2af;Hist1h2an;Hist1h2ao;Hist1h2ap-Loxhd1-Tmppe-Cln6-Ankhd1-Ascc3-Cct3-Snd1-Myo1e-Utrn-Ube4a-Abca12-Rap1gds1-Spryd3-Helz2-Tpr-Dync1h1-Atp5po-Iqgap3-Actg1-Arfgef1-Trip12-Hbs1l-Emd-Ampd3-Diaph1-Galnt1-Cyth3-Snap23-Man2b1-Kpna3;Kpna4-Kpna1;Kpna6-Exoc4-Npc1-Mgll-Ppfibp2-Lsm2-Cavin1-Aox1-Man2b2-Stk10-Syngr1-Strn-Pgam2-Lnx1-Emc8-Vamp8-Ikbkb-Usp2-Rrad-Stx8-Cpd-Sh3pxd2a-Itm2b-Lancl1-Cyp1a1-Dhfr-Ren1;Ren2-Ighv1-62-3;Ighv1-72-V255-H2-K1_P04223-H2-Eb1-Rrm1-Hck-Nefl-Polr2a-Ace-Pla2g4b-Eif4a2-Rras-Prkar2a-Slc2a2-Ca3-Mmut-Ap2a2-H2-Eb1_P18469-Mov10-Xrcc6-Cryab-Timp2-Nfkb1-Plaa-Prkcd-Ptpn6-Ftl1-Hmgb1;Hmgb2-Aimp1-Uba1y-Prkar2b-Rab24-Ap1m1-Tap2-Tagln-Tjp1-Eci1-Htt-Acadm-Rangap1-Myo1b-Brcc3;C6.1al-Srprb-Syk-Gstm5-Ptpre-Pcyt1a;Pcyt1b-Ctsh-Hsd11b1-Nat1;Nat2;Nat3-Fabp7-Tst-Polr1c-Stom-Faf1-Abcd3-Sh3bp1-Atp5mj-Lad1-Card10-Fermt1-Cgn-Sec61g-Chp1-Magoh;Magohb-Dcaf7-Wdr5-Lrch1-Timm13-Dnaja1-Pcp4-Dynll1-Ranbp9-Itpr3-Nfia;Nfib;Nfic;Nfix-Stim1-Hnrnph2-Rad50-Fbp2-Gabpb2-Wnk1;Wnk2;Wnk4-Eloc-Erh-Prkdc-Fap-Cdh6-Sptlc2-Fhl1-Anpep-Smarcc1-Gchfr-Grin2c-Col6a2-Acp5-Cab39-Tle1;Tle2;Tle3;Tle4-Pecam1-Cd36-Ttc21b-Fam83b-Spink5-Relch-Fam83h-Pi4k2a-Lrfn1-Abraxas2-Plbd2-Llgl2-Pdlim7-Nlrx1-Mx1;Mx2-Puf60-Gtpbp2-Smu1-Gpd1l-Eml4-Glb1l2-Esrp1-Dipk2a-Ttbk2-Grk2;Grk3-Sult1d1-Tmed1-Plch1-Nxpe4-Ddx46-Dhrs9-Tut7-Prkaa1-Taok1-Wdr81-Tom1l2-Fbxw11-Abr-Psme4-Acaca-Myh4-Myh1-Myo1d-Acbd5-Tiam1-Grb2-Plk3-Col12a1-Ppm1g-Psap-Ctnna2-Ecm1-Eif2b4-Myh10-Krt33b-Map3k7-Ddx3x-Krt32-Snrpa-Zpr1-Ostf1-Eif4g2-Nup62-Map2k2-Myo6-Bcl2l1-Ptk6-Gk-Nqo1-Gart-Wapl-Mars1-Hectd1-Hbs1l_Q69ZS7-Swap70-Nop58-Krt74-Gpsm1-Fam135a;Fam135b-Abcf1-Snx6-Fkbp15-Oxsr1-Gapvd1-Fbxo42-Pik3c3-Fchsd1-Atp1a3-Ranbp10-Hpse-Nbeal2-Acap2-Lsm8-Ube2r2-Tmed3-Prcp-Huwe1-Cpeb2;Cpeb3;Cpeb4-Luc7l2-Mycbp2-Rragc;Rragd-Ubr5-Dnajc6-Suz12-Ankrd13a-Bpnt2-Fancd2-Mtdh-Llgl1-Pkhd1l1-Arhgap32-Cyp4f39-Wasf2-Sephs1-Rufy1-Dock9-Hook1-Chmp2b-Psmd5-Csnk1a1-Baiap2-Eea1-Lss-Hspa13-Metap1-Mob1a;Mob1b-Map4k5-Ralyl-Cpsf7-Exosc6-Camk1;Camk1d-Larp4-Vps13c-Washc5-Rae1-Cnot2-Peli1-Vps52-Gan-Dctn4-Serpinb13-Fam25a-Nedd4l-Cdc34-H6pd-Ppm1f-Ide-Calcoco1-Ogt-Pdlim5-Sbsn-Bdh2-Scamp1-Fgb-Esrp2-Kiaa0319l-Stx5-Wdr11-Fam83a-Appl2-Stxbp5-Ablim1-Sf3a1-Aimp2-Ilkap-Pdlim2-Uqcr10-Ssbp1-Trim29-Nudt4-Mboat2-Irak4-Oit3-Clptm1-Eml3-Kctd5-Nrm-Dhcr24-Fgg-Ppcs-Mical1-Rcc1-Erlec1-Vps4a-Tmem30a-Nudt16l1-Mob2-Plcb4-Tram1-Wdr13-Hba-a1-Snx9-Cavin3-Bzw2-Brk1-Rabep2-Akr1c14-Rbm47-Cbs-Dcxr-Hpx-Yif1a-Ipo9-Ptgr1-Smarca5-Ak5-Golga2-Chmp1a-Polr2h-Camk2g-Ucn3-Slc12a6-Bbox1-Myo5a-Psmd6-Arfgap2-Emilin1-Aass-Unc45a-Clint1-Mlf2-Gak-Dhrs4-Ndufa10-Hgs-Cdk5rap3-Dpy30-Chmp1b1;Chmp1b2-Cyp4f3-Hspbp1-Nup155-Trim16-Ndufa5-Atp5mg-Ormdl2;Ormdl3-Stambp-RTRAF-Pcyox1-Btf3l4-Ppp6c-Rer1-Ndufa6-Ier3ip1-Tmem167a-Tppp3-Rprd1b-Casz1-Psmd8-Kynu-Pmpcb-Pigk-Snf8-Hspa12b-Ccdc47-Srsf9-Exosc7-Prpsap1-Cyc1-Ciao2b-Pmvk-Fam114a1-Exoc2-Gcc1-Sun1-Ppil3-Gbe1-Clic3-Kctd4-Fip1l1-Cnpy3-Zfyve19-Mrpl12-Chmp2a-Prxl2b-Alg2-Nebl-Serpina1f-Ap3s1-Emc7-Nmnat1-Sil1-Cpsf1-Rapgef4-Cars1-Scamp2-Lrba-Otof-Palld-Tmod3-Nherf2-Aldh1a3-Ankh-Ddx21-Tacc2-Smpd3-Gnpnat1-Hspb8-Lgals8-Gde1-Gltp-Cul3-Edf1-Myo18a-Ptk2b-Lsm4-Copg2-Dnajb7-Dnaja2-IL36RN-Nr4a3-Afdn-Gyg1-Tbl2-Acox1-Htra1-Atp6ap1-Myo1c-Gpaa1-Nfkb2-Pygm-Dctn6-Uchl5-Tnip1-Snx1-Cav2-Pacsin2-Sncg-Tjp2-Creb3l1-Gys1-Uba2-Ly6g6c-Apom-Atp12a-Chek2-Rps6ka4-Bnip3l-Htatip2-Letm1-Krt16-Krt27-Gapdh_S4R1W8- 2 Gm20730-Igkv6-23;Igkv6-25;Igkv8-19;Igkv8-21;Igkv8-27;Igkv8-30-Ighv5-12;Ighv5-17;Ighv5-4;Ighv5-6;Ighv5-9-Auts2-Slc35a4-Igkv1-110;Igkv1-117;Igkv1-88;Igkv1-99-Crybg1-Glyctk-Pagr1a-Kif13b-Afg2b-Chd4;Chd5-Rnf39-Krt28-Atp2a3-Tesl1-Ythdc2-Ogdhl-Ppfia1-Rbm25-Tmppe-Ankhd1-Gcn1-Ascc3-Ddx60-Dnah6-Cct3-Myo5c-Snd1-Klhl18-Myo1e-Utrn-Pfdn4-Ube4a-Abca12-Spryd3-Helz2-Tpr-Dync1h1-Iqgap3-H2-M3;H2-T24-Actg1-Arfgef1-Trip12-Hbs1l-Emd-Mttp-Metap2-Ampd3-Diaph1-Galnt1-Cyth3-Tuft1-Snap23-Map2k3-Man2b1-Scarb2-Kifc3-Kpna3;Kpna4-Kpna1;Kpna6-Exoc4-Npc1-Anxa8-Ppfibp2-Aox1-Ap3d1-Man2b2-Csnk2a2-Rps6ka2;Tlk1;Tlk2-Stk10-Syngr1-Strn-Eif6-Pgam2-Lnx1-Emc8-Vamp8-Alox12b-Papss2-Capns1-Dync1i2-Usp2-Rrad-Stx8-Sh3pxd2a-Itm2b-Lancl1-Cyp1a1-Ren1;Ren2-Ighv1-62-3;Ighv1-72-V255-H2-Ea-H2-Eb1-Hbb-bh0;Hbb-bh1-Rrm1-Hck-Polr2a-Pla2g4b-Ppy-Tcea1-Fabp3-Prkar2a-Pdcd6-Ca3-Lgals3-Cnp-Mmut-Ap2a1-Ap2a2-Gba1-H2-Eb1_P18469-Rps6ka3-Myo5b-Ptgs1-Crabp2-Glb1-Cryab-Nfkb1-Man2a1-Gna13-Plaa-Psmb9-Prkcd-Ptpn6-Ftl1-Alox5ap-Ctnnd1-Uba1y-Prkar2b-Map2k1-Scp2-Ephx2-Rab24-Ap1m1-Tap2-Hmgcl;Hmgcll1-Acsl1-Csk-Htt-Rangap1-Brcc3;C6.1al-Mapk14-Syk-Ptpre-Pcyt1a;Pcyt1b-Ctsh-Hsd11b1-Nat1;Nat2;Nat3-Krt6a-Fabp7-Matn1-Tst-Faf1-Galc-Abcd3-Sh3bp1-Adk-Cyb5a-Lad1-Ncstn-Snrpa1-Opa1-Uchl4-Fermt1-Sec61g-Chp1-Rab10-Rap2b-Magoh;Magohb-Dcaf7-Wdr5-Lrch1-Timm13-Ppp1cb-Snrpe-Snrpd1-Dnaja1-Eif4e-Dynll1-Prkacb-Ranbp9-Sbds-Itpr3-Nfia;Nfib;Nfic;Nfix-Stim1-Hnrnph2-Ufd1-Rad50-Vasp-Fbp2-Eloc-Erh-Rhog-Prkdc-Sptlc2-Crmp1-Smarcc1-Wbp2-Anp32e-Grin2c-Top1-Acp5-Rcn1-Cab39-Asprv1-Ttc21b-Fam83b-Spink5-Fam83h-Nsun2-Pi4k2a-Lrfn1-Dsc1_Q32ME9-Cyb5r2-Plbd2-Stt3b-Spryd7-Llgl2-Xylb-Lmf1-Mx1;Mx2-Ttll12-Puf60-Hdhd2-Gtpbp2-Smu1-Gpd1l-Eml4-Glb1l2-Esrp1-Ermp1-Ttbk2-Grk2;Grk3-Sult1d1-Tmed1-Hephl1-Plch1-Nxpe4-Dhrs9-Tut7-Prkaa1-Taok1-Ppp1r13l-Vps41-Wdr81-Tom1l2-Fbxw11-Abr-Psme4-Tbc1d9b-Acaca-Myh4-Myh1-Myo1d-Acbd5-Tiam1-Grb2-Ptprn-Csnk2a1-Plk3-Col12a1-Caprin1-Ppm1g-Ctnna2-Ecm1-Igfbp7-Ktn1-Ddx19a-Eif2b4-Pdcd4-Map3k7-Ddx3x-Krt32-Snrpa-Tfrc-Zpr1-Ostf1-Eif4g2-Nup62-Map2k2-Myo6-Bcl2l1-Ptk6-Adh7-Gapdhs-Gk-Nqo1-Gart-Wapl-Sptbn2-Gba2-Hectd1-Hbs1l_Q69ZS7-Gpsm1-Fam135a;Fam135b-U2surp-Skic2-Vsig8-Abcf1-Xpo1-Snx6-Fkbp15-Oxsr1-Gapvd1-Galnt2-Fbxo42-Dync1li2-Fchsd1-Ranbp10-Hpse-Nbeal2-Acap2-Lsm8-Ube2r2-Nadsyn1-Tmed3-Wdr91-Prcp-Huwe1-Cpeb2;Cpeb3;Cpeb4-Luc7l2-Mycbp2-Sdr16c5-Elp1-Rragc;Rragd-Ubr5-Dnajc6-Ankrd13a-Bpnt2-Cpm-Fancd2-Mtdh-Ubap2l-Llgl1-Arhgap32-Enoph1-Cyp4f39-Aldh8a1-Wasf2-Nrdc-Rufy1-Dock9-Hook1-Nup93-Chmp2b-Psmd5-Csnk1a1-Ahsa1-Baiap2-Eea1-Lss-Acbd3-Metap1-Mob1a;Mob1b-Map4k5-Ralyl-Cpsf7-Exosc6-Plekha1-Gphn-Ppme1-Camk1;Camk1d-Aldh5a1-Dip2a-Larp4-Vps13c-Rdh12-Ttc39b-Camkk2-Vps26b-Washc5-Rae1-Cnot2-Peli1-Vps52-Gan-Yod1-Abi1-Vwa8-Serpinb13-Fam25a-Nedd4l-Cdc34-H6pd-Ppm1f-Ide-Arhgap29-Calcoco1-Ogt-Septin8-Pgp-Dpyd-Sidt2-Sbsn-Ago2-Afg3l2-Bdh2-Oplah-Scamp1-Cyp51a1-Fgb-Esrp2-Stx5-Wdr11-Fam83a-Appl2-Appl1-Stxbp5-Ablim1-Sf3a1-Gpt-Aimp2-Gale-Fahd1-Ace2-Ctbs-Nudt4-Vps18-Sh3glb2-Irak4-Eps8l1-Clptm1-Eml3-Kctd5-Nrm-Fgg-Mical1-Ccar2-Erlec1-Vps4a-Tmem30a-Nudt16l1-Mob2-Plcb4-Impa2-Wdr13-Acot7-Hba-a1-Snx9-Bzw2-Brk1-Csde1-Golga7-Man2c1-Ndufs2-Rabep2-Rbm47-Cbs-Dcxr-Hpx-Erlin1-Yif1a-Ipo9-Cwh43-Dera-Ptgr1-Ugp2-Dst-Smarca5-Golga2-Chmp1a-Pde2a-Ubxn1-Polr2h-Camk2g-Slc12a6-Bbox1-Myo5a-Psmd6-Arfgap2-Unc45a-Clint1-Dnajb11-Mlf2-Gak-Gmpr2-Atp6v1c2-Ndufa10-Hgs-Fuca1-Cdk5rap3-Psph-Chmp1b1;Chmp1b2-Cyp4f3-Sf3b1-Hspbp1-Nup155-Trim16-Prpf8-Hint3-Ormdl2;Ormdl3-Stambp-Nudcd2-Ndufa2-Cuta-Bzw1-RTRAF-Pcyox1-Btf3l4-Mri1-Rer1-Ier3ip1-Vta1-Tmem167a-Emc2-Rprd1b-Smc1a-Casz1-Ist1-Tmed5-Pmpcb-Pigk-Tecr-Gar1-Atp6ap2-Snf8-Ccdc47-Srsf9-Exosc7-Prpsap1-Cyc1-Ciao2b-Pmvk-Fam114a1-Aacs-Exoc2-Gcc1-Shpk-Sun1-Ppil3-Gbe1-S100a16-Tgm5-Capns2-Clic3-Kctd4-Prorsd1-Ppih-Arfgap3-Sult1c2-Dpep3-Dynlrb2-Cnpy3-Zfyve19-Mrpl12-Chmp2a-Prxl2b-Alg2-Srpra-Eif3k-Ap3s1-Dtd1-Emc7-Nmnat1-Sil1-Stard5-Upf1-Cpsf1-Scel-Rapgef4-Cars1-Scamp2-Lrba-Otof-Capn10-Palld-Aldh1a3-Ankh-Tacc2-Smpd3-Gnpnat1-Serpini2-Hspb8-Ap3m1-Hip1r-Lgals8-Gde1-Rfx5-Gltp-Cul3-Edf1-Myo18a-Ptk2b-Son-Sall2-Lsm4-Ehd3-Dnaja2-Dnajb1-IL36RN-Vps29-Nr4a3-Actr10-Afdn-Acox1-Gda-Htra1-Nfkb2-Tenm3-Pfkp-Pygm-Dctn6-Uchl5-Tnip1-Mpp2-Snx1-Pacsin2-Nos1-Tjp2-Creb3l1-Padi1-Gys1-Uba2-Ly6g6c-Bag6-Ap3b1-Atp12a-Chek2-Rasal1-Rps6ka4-Mbd2-Bnip3l-Htatip2-Ubl3-Psmd10-Gapdh_S4R1W8- 3 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4 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PosMarkers 1 Naga+Pdia2+Dsp+Nccrp1+Akr1b10+Pyy+Or2ag15;Or2ag17;Or2ag18;Or2ag19;Or2ag1b;Or2ag20;Or2t26+Prdx6_O08709+Prdx4+Psmb1+Snca+Psma3+Hnrnpa2b1+F10+Ier5+Amy2a5+Ins1+Hba+H3-3a;H3-5+Aldoa+Krt18+Ldha+Anxa2+Hsp90aa1+Hsp90b1+Mdh2+P4hb+Pgk1+Rps27a;Uba52;Ubb;Ubc+Calm1;Calm2;Calm3+Eef1a1+Txn+H2bc14;H2bc18;H2bc4;H2bc9+H1-0+Col1a1+Hsp90ab1+Krt8+Iapp+Gsta1+S100a6+Rpl27a+Mdh1+Calr+Hspb1+Glul+H1-2+Ldhb+Gapdh+Eno1+Ppia+Tpi1+Lyz1+Cfl1+Gnao1+Gstp1+Hspa5+Tpm3_P21107+Cst3+Pcsk2+Cat+Ppib+Chga+Glud1+Pdia3+Lox+Mug1+Hal+Prdx1+Rpl12+Tkt+H1-4+Akr1b1+Gpx3+Rab11b+Anxa5+Lmna+Psma2+Ahcy+Gdi1+Rab7a+Slc25a5+Pkm+Gcg+Dsc1+Atp5f1b+Eef2+Sst+Eif4a1+Rpl27+Arf4+Ywhag+Ywhae+Rps13+Acta2;Actc1+Rpl23a+H4c1+Rab1a+Ran+Rps25+Gnb1;Gnb2+Rps3+Rpl32+Rpl8+Pfn1+Hspa8+Ywhaz+Actg1_P63260+Rack1+Tuba4a+Tuba1a+Tubb4b+Pebp1+Phex+Pkp1+Tubb5+Rplp2+Cpe+Nme2+Vcp+Jup+Atp5f1a+Scg2+Fabp5+Tgm3+Kcnma1+Krt26+Krt2+P2rx3+Gm527+Ccdc88b+Lama5+Hars1+Prdx2+Arg1+Itih2+Vat1+Hspe1+H2ac20;Hist2h2aa1+A2m+Otud6a+Rab35+Rps9+Try10+Cdsn+Dsg1b+Sh3d21+Septin9+Actbl2+Rab3gap2+Gemin5+Crebrf+Pof1b+Blmh+Eppk1+Nup85+Imp4+Acly+Vps16+Clip1+Pdia6_Q922R8+Rap1b+Park7+Prss3b+Trap1+Prl7c1+Iah1+Cmpk1+Pyy_Q9EPS2+Cse1l+Capn10+Gsdma+Dync1h1_Q9JHU4+Hip1r+Rfx5+Tgm1+Aldh9a1+Psma6+Plec+Pcsk1n+Pkp3+Vav3+Comp+Galk1+Psma4+Psmb3+Psmb2+Psma1+Psma5+ 2 Ttn+Dsp+Akr1b10+Pyy+Or2ag15;Or2ag17;Or2ag18;Or2ag19;Or2ag1b;Or2ag20;Or2t26+Prdx6_O08709+Prdx4+Aldh1a7+Snca+Hnrnpa2b1+F10+C3+Ins1+Ins2_P01326+Hba+H3-3a;H3-5+Aldoa+Krt18+Ldha+Anxa2+Alb+Hsp90aa1+Hsp90b1+Mdh2+P4hb+Pgk1+Rps27a;Uba52;Ubb;Ubc+Calm1;Calm2;Calm3+Eef1a1+Gstm1+H2bc14;H2bc18;H2bc4;H2bc9+H1-0+Col1a1+Hsp90ab1+Krt8+Iapp+Gsta1+S100a6+Rpl27a+Mdh1+Calr+H1-2+Ldhb+Gapdh+Eno1+Ppia+Tpi1+Lyz1+Cfl1+Gnao1+Gstp1+Hspa5+Vim+Tpm3_P21107+Pcsk2+Ppib+Aldh1a1+Chga+Pdia3+Lox+Mug1+Prdx1+Tkt+H1-4+Akr1b1+Anxa5+Lmna+Ahcy+Gdi1+Slc25a5+Pkm+Gcg+Dsc1+Atp5f1b+Eef2+Sst+Eif4a1+Arf4+Ywhag+Rps13+Acta2;Actc1+Rpl23a+H4c1+Rab1a+Ran+Rps25+Gnb1;Gnb2+Rpl32+Pfn1+Rab3a+Hspa8+Ywhaz+Actg1_P63260+Tuba4a+Tuba1a+Tubb4b+Pebp1+Phex+Srsf3+Tubb5+Rplp2+Cpe+Rbp4+Vcp+Ctnnb1+Atp5f1a+Scg2+Ckb+Col6a1+Fabp5+Krt26+Krt2+Gm527+Lama5+Prdx2+Arg1+Itih2+Vat1+H2ac20;Hist2h2aa1+A2m+Rab35+Try10+Dsg4+Cdsn+Sh3d21+Septin9+Actbl2+Hnrnpa3+Ticam2+Rab3gap2+Gemin5+Amotl2+Nup85+Hnrnpu+Acly+Pdia6_Q922R8+Rap1b+Aco2+Park7+Prss3b+Txndc17+Trap1+Prl7c1+Pyy_Q9EPS2+Ap3b2+Pcsk1n+Ppie+Macroh2a1+Vav3+Comp+Galk1+Vnn1+Prss1+ 3 Dsp+Ahnak+Nccrp1+Akr1b10+Pyy+Or2ag15;Or2ag17;Or2ag18;Or2ag19;Or2ag1b;Or2ag20;Or2t26+Prdx6_O08709+Prdx4+Cavin1+Ddost+Snca+Psma3+Hnrnpa2b1+Idh1+F10+Ier5+Ins1+Ins2_P01326+Hba+H3-3a;H3-5+Fabp4+Aldoa+Krt18+Ldha+Me1+Anxa2+Alb+Hsp90aa1+Hsp90b1+Mdh2+P4hb+Pgk1+Rps27a;Uba52;Ubb;Ubc+Calm1;Calm2;Calm3+Eef1a1+Txn+Gstm1+H2bc14;H2bc18;H2bc4;H2bc9+H1-0+Hsp90ab1+Krt8+Iapp+Gsta1+S100a6+Rpl27a+Rpl7+Mdh1+Rpsa+Calr+H1-2+Ldhb+Gapdh+Eno1+Ppia+Tpi1+Lyz1+Cfl1+Gnao1+Gstp1+Hspa5+Vim+Tpm3_P21107+Pcsk2+Cat+Msn+Chga+Pdia3+Lox+Mug1+Hal+Prdx1+Rpl12+Rpl18+Sar1a+Tkt+H1-4+Akr1b1+Fkbp2+Rab11b+Anxa5+Lmna+Psma2+Ahcy+Gdi1+Rab7a+Slc25a5+Pkm+Rab2a+Gcg+Dsc1+Atp5f1b+Eef2+Arpc4+Sst+Eif4a1+Arf1;Arf3+Rpl27+Arf4+Ywhag+Ywhae+Rps13+Rps4x+Acta2;Actc1+Rpl23a+H4c1+Rab1a+Ran+Rps25+Gnb1;Gnb2+Rps3+Rpl32+Pfn1+Rac1+Rab3a+Hspa8+Hspd1+Ywhaz+Actg1_P63260+Rack1+Tuba4a+Tuba1a+Tubb4b+Pebp1+Phex+Akr1c6+Pkp1+Tubb5+Rplp2+Cpe+Nme2+Vcp+Ctnnb1+Jup+Atp5f1a+Scg2+Fabp5+Tgm3+Kcnma1+Krt26+Krt2+P2rx3+Ccdc88b+Psmb6+Vdac2+Lama5+Hars1+Prdx2+Arg1+Itih2+Phgdh+Vat1+Krt12+H2ac20;Hist2h2aa1+Cltc+A2m+Otud6a+Krt77+Cpa4+Rab35+Dsg4+Cdsn+Dsg1b+Sh3d21+Flnb+Actbl2+Hnrnpa3+Mal2+Ticam2+Rab3gap2+Gemin5+Crebrf+Amotl2+Blmh+Nup85+Hnrnpu+Slc25a3+Imp4+Impa2+Acly+Dnajc24+Vps16+Pdia6_Q922R8+Rap1b+Psat1+Aco2+Park7+Rab5a+Trap1+Rpl14+Prl7c1+Manf+Gar1+Iah1+Cyb5r3+Pyy_Q9EPS2+Rab27a+Capn10+Gsdma+Hyou1+Tgm1+Aldh9a1+Ap3b2+Psma6+Plec+Pcsk1n+Nagk+Ppie+Macroh2a1+Comp+Galk1+Psma4+Psmb3+Psmb2+Psma1+Tagln2+Vnn1+Ggh+Psma5+ 4 Dnah7b+Loxhd1+Tpm3+Dsp+Ahnak+Nccrp1+Pyy+Or2ag15;Or2ag17;Or2ag18;Or2ag19;Or2ag1b;Or2ag20;Or2t26+Prdx6_O08709+Prdx4+Psmb1+Snca+Psma3+Hnrnpa2b1+Idh1+F10+Ins1+Ins2_P01326+Hba+H3-3a;H3-5+Aldoa+Krt18+Ldha+Anxa2+Hsp90aa1+Hsp90b1+Mdh2+P4hb+Pgk1+Rps27a;Uba52;Ubb;Ubc+Calm1;Calm2;Calm3+Eef1a1+Txn+H2bc14;H2bc18;H2bc4;H2bc9+H1-0+Col1a1+Hsp90ab1+Krt8+Iapp+Gsta1+S100a6+Rpl27a+Rps16+Mdh1+Rpsa+Calr+Hspb1+H1-2+Ldhb+Ass1+Gapdh+Eno1+Ppia+Tpi1+Hspa1a;Hspa1b+Lyz1+Cfl1+Gnao1+Gstp1+Hspa5+Tpm3_P21107+Pcsk2+Cat+Chga+Pdia3+Lox+Mug1+Hal+Prdx1+Rpl12+Sar1a+Hspa9+Cap1+Tkt+H1-4+Fkbp2+Rab11b+Aldh2+Scg3+Rpl6+Anxa5+Lmna+Psma2+Ahcy+Gdi1+Rab7a+Slc25a5+Pkm+Rab2a+Gcg+Dsc1+Atp5f1b+Eef2+Tpm1_P58771+Sst+Eif4a1+Arf4+Ywhag+Ywhae+Rps13+Rps4x+Acta2;Actc1+Rpl23a+H4c1+Rab1a+Ran+Rps25+Gnb1;Gnb2+Rps3+Rpl8+Rac1+Rab3a+Hspa8+Hspd1+Ywhaz+Actg1_P63260+Rack1+Tuba4a+Tuba1a+Tubb4b+Serpinb5+Pebp1+Akr1c6+Pkp1+Tubb5+Rplp2+Cpe+Nme2+Vcp+Jup+Atp5f1a+Scg2+Ckb+Col6a1+Fabp5+Tgm3+Kcnma1+Dsc1_Q32ME9+Krt26+Krt2+Afg2a;Katnal2+P2rx3+Ccdc88b+Lama5+Prdx2+Arg1+Hadh+Itih2+Phgdh+Vat1+H2ac20;Hist2h2aa1+Cltc+A2m+Otud6a+Rab35+Rps9+Try10+Dsg4+Cdsn+Dsg1b+Sh3d21+Actbl2+Hnrnpa3+Gemin5+Crebrf+Amotl2+Blmh+Nup85+Hnrnpu+Slc25a3+Imp4+Acly+Vps16+Pdia6_Q922R8+Taldo1+Rap1b+Aco2+Park7+Trap1+Rpl14+Prl7c1+Lman1+Calml3+Dpep3+Uqcrc2+Cyb5r3+Pyy_Q9EPS2+Rab27a+Capn10+Gsdma+Dync1h1_Q9JHU4+Hyou1+Aldh9a1+Psma6+Plec+Pcsk1n+Pkp3+Ppie+Macroh2a1+Comp+Galk1+Psma4+Psmb3+Psma1+Psma7+Psma5+ 5 Igkv8-28+4930517N10Rik;Iqcf3+Hbb-bs+Apob+Dsp+Ahnak+Nccrp1+Akr1c19+Or2ag15;Or2ag17;Or2ag18;Or2ag19;Or2ag1b;Or2ag20;Or2t26+Prdx6_O08709+Prdx4+Psmb1+Capn1+Ddost+Copb2+Snca+Eef1b+Psma3+Sfn+Wdr1+Hnrnpa2b1+Idh1+F10+Ier5+Mtco2+Ins1+Ins2_P01326+Hba+H3-3a;H3-5+Aldoa+Krt18+Ldha+Me1+Ckm+Anxa2+Alb+Hsp90aa1+Hsp90b1+Sod1+Mdh2+P4hb+Pgk1+Sod2+Rps27a;Uba52;Ubb;Ubc+Calm1;Calm2;Calm3+Anxa1+Eef1a1+Txn+Gstm1+H2bc14;H2bc18;H2bc4;H2bc9+H1-0+Hsp90ab1+Krt8+Iapp+S100a6+Mdh1+Rpsa+Calr+Hspb1+Rplp0+Glul+Nme1+H1-2+Lgals3+Hspa1l+Gapdh+Eno1+Gba1+Ppia+Tpi1+Hspa1a;Hspa1b+Lyz1+Cfl1+Gnao1+Hspa5+Vim+Tpm3_P21107+Pcsk2+Crabp2+Pnp+Cat+Msn+Chga+Pdia3+Psmb8+Aco1+Mug1+Ckmt1+Rab6a+Hal+Prdx1+Rpl12+Hspa9+Tkt+Vps26a+Stat1+H1-4+Rab11b+Capza1+Rpl6+Anxa5+Lmna+Psma2+Ahcy+Gdi1+Atp6v1a+S100a11+Rab7a+Slc25a5+Pkm+Rab2a+Idh2+Gcg+Ctsk+Dsc1+Atp5f1b+Eef1d+Eef2+Arpc4+Sst+Eif4a1+Ube2n+Rpl26+Sec61a1+Arf4+Nutf2+Ywhag+Psmc5+Rps15a+Ywhae+Rps14+Rps18+Rps13+Snrpd3+Acta2;Actc1+Rpl23a+H4c1+Atp6v1b2+Rab1a+Ran+Rps25+Gnb1;Gnb2+Rps3+Rpl8+Rab3a+Hspa8+Hspd1+Ywhaz+Actg1_P63260+Rpl22+Rack1+Tuba4a+Tuba1a+Tubb4b+Serpinb5+Psmb7+Pebp1+Phex+Cct4+Srsf3+Pkp1+Lypla1+Tubb5+Psmb4+Rplp2+Cpe+Nme2+Vcp+Ctnnb1+Jup+Atp5f1a+Scg2+Fabp5+Anxa7+Tgm3+Kcnma1+Asprv1+Npepps+Krt26+Krt2+P2rx3+Gm527+Ccdc88b+Ogdh+Myl6+Psmb6+Vdac2+Vdac1+Lama5+Hars1+Prdx2+Arg1+Hadh+Itih2+Phgdh+Npm1+Ssr4+Vat1+Krt12+Hspe1+Gapdhs+H2ac20;Hist2h2aa1+H2bc21+Vcl+A2m+Otud6a+U2surp+Cpa4+Rab35+Try10+Dsg4+Cdsn+Dsg1b+Sh3d21+Fancd2+Flnb+Actbl2+Hnrnpa3+Ganab+Mal2+Rab3gap2+Pygb+Pof1b+Blmh+Eppk1+Apeh+Nup85+Myh9+Slc25a3+Imp4+Impa2+Acly+Rpn1+Dnajc24+Vps16+Pdia6_Q922R8+Taldo1+Rap1b+Tmed9+Park7+Prss3b+Rab5a+Trap1+Arpc2+Atic+Rpl11+Gar1+Tmed10+Dlst+Ggct+Evpl+Iah1+Pgam1+Cmpk1+Pyy_Q9EPS2+Capn10+Gsdma+Ide_Q9JHR7+Tgm1+Aldh9a1+Psma6+Plec+Pcsk1n+Pkp3+IL36RN+Nagk+Macroh2a1+Psma4+Psmb3+Psmb2+Psma1+Ctsz+Vnn1+Atp6v0a1+Prss1+Psma7+Psma5+ 6 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PerCent_group1 PerCent_group2 PerCent_group3 nCell_group1 nCell_group2 nCell_group3 1 100.00000 0.00000 0.00000 7 0 0 2 16.66667 16.66667 66.66667 1 1 4 3 20.00000 20.00000 60.00000 1 1 3 4 0.00000 20.00000 80.00000 0 1 4 5 0.00000 40.00000 60.00000 0 2 3 6 100.00000 0.00000 0.00000 3 0 0