SysProteome-Predict

Gene expression for validation

sample_id,RRM2,ADH1B
LUSC_C3L.00081_NAT,-1.49299957259475,1.23224067682494
LUSC_C3L.00081_Tumor,1.11485730455047,-1.50308537328108
LUSC_C3L.00415_NAT,-0.177863717006042,0.707642180132541
LUSC_C3L.00415_Tumor,0.321257048613455,-0.819506545397623
LUSC_C3L.00445_NAT,-0.885877683255006,1.06882823368594
LUSC_C3L.00445_Tumor,0.923319858207863,-0.834675398390879
LUSC_C3L.00568_NAT,-0.695582511387242,1.2369155177464
LUSC_C3L.00568_Tumor,0.0949325765973285,-1.27442233826065
LUSC_C3L.00603_NAT,0.326868358984248,0.8544293406307
LUSC_C3L.00603_Tumor,0.902954446964887,-1.21522031532852
LUSC_C3L.00904_NAT,-0.969636656542666,1.07509256741173
LUSC_C3L.00904_Tumor,1.06641190692422,-1.08398722354521
LUSC_C3L.00923_NAT,-1.10236524012148,1.23520753208403
LUSC_C3L.00923_Tumor,1.0546809291803,-0.359780729682673
LUSC_C3L.00927_NAT,-0.144551539818095,0.801235516732811
LUSC_C3L.00927_Tumor,1.46071088806047,-1.35468994761306
LUSC_C3L.00965_Tumor,1.06388506978493,-0.219558695204311
LUSC_C3L.00993_NAT,-0.63665370839119,1.07468236538627
LUSC_C3L.00993_Tumor,1.28187026873666,-1.10958148422014
LUSC_C3L.01000_NAT,-0.808264836086734,0.914269370708533
LUSC_C3L.01000_Tumor,1.16792311107116,-0.210449106102227
LUSC_C3L.01285_NAT,-0.0670085561777479,1.05863578493989
LUSC_C3L.01285_Tumor,2.25367873823913,-1.38127983134083
LUSC_C3L.01455_NAT,-0.939634298210645,1.11632080703144
LUSC_C3L.01455_Tumor,-0.0310214071298965,-0.0976404900303552
LUSC_C3L.01606_NAT,-0.995888623692238,0.969316989842799
LUSC_C3L.01606_Tumor,1.00884817055755,-0.447431111958411
LUSC_C3L.01663_NAT,-1.27781109066951,1.03015180086774
LUSC_C3L.01663_Tumor,0.398246484213561,-0.880121995173454
LUSC_C3L.01838_Tumor,-0.154978943482319,-1.10157441974217
LUSC_C3L.01884_NAT,-1.07304115228601,1.12655019033655
LUSC_C3L.01884_Tumor,0.868094781809111,-0.766948924638692
LUSC_C3L.02127_NAT,-1.56850960958151,1.21771577627074
LUSC_C3L.02127_Tumor,1.05721246731014,-1.37481716925395
LUSC_C3L.02130_NAT,-0.917419598311406,1.14953244162141
LUSC_C3L.02130_Tumor,0.537697278527527,-0.406906311958573
LUSC_C3L.02163_NAT,-1.08363189005725,0.966664475289874
LUSC_C3L.02163_Tumor,0.33719771853099,-1.23938379881909
LUSC_C3L.02164_NAT,-0.993546468612923,0.381855838525966
LUSC_C3L.02164_Tumor,-0.116505883489026,-0.0607733226272339
LUSC_C3L.02168_NAT,-0.712775765315892,0.716054477524867
LUSC_C3L.02168_Tumor,0.915199500380276,-0.836708523760241
LUSC_C3L.02170_Tumor,0.0413742347535213,-0.55522405051061
LUSC_C3L.02349_NAT,-1.12068406375322,1.29419342647746
LUSC_C3L.02349_Tumor,1.32036982841968,-0.291548390959212
LUSC_C3L.02358_NAT,-1.06934997432322,1.17609353889996
LUSC_C3L.02358_Tumor,0.208042036920811,-0.853030681882588
LUSC_C3L.02546_NAT,-1.6165658554272,1.25867036834604
LUSC_C3L.02546_Tumor,0.323773201064726,-0.734713018000226
LUSC_C3L.02552_NAT,-0.850273714027013,1.1270849576886
LUSC_C3L.02552_Tumor,-0.702600636408121,-0.771599279592459
LUSC_C3L.02619_NAT,-1.02779542844498,0.363774221447255
LUSC_C3L.02619_Tumor,0.910359631500868,-1.04182924422308
LUSC_C3L.02625_NAT,-0.548699697042897,1.46268956997246
LUSC_C3L.02625_Tumor,-0.172683058588921,-1.33470115004421
LUSC_C3L.02627_NAT,-0.194043124819827,1.16858449525698
LUSC_C3L.02627_Tumor,1.0405266025736,-0.85360512936243
LUSC_C3L.02629_NAT,-0.721031012268172,0.672316409096676
LUSC_C3L.02629_Tumor,0.134940824243811,-0.939769345766796
LUSC_C3L.02646_NAT,-0.719542352278465,0.659307210042134
LUSC_C3L.02646_Tumor,0.790717497275786,-0.920719969133939
LUSC_C3L.02648_NAT,-0.728754955117068,1.17474353661895
LUSC_C3L.02648_Tumor,1.29517493828919,-1.07954644464816
LUSC_C3L.02649_NAT,-0.435134776414865,0.738109981577477
LUSC_C3L.02649_Tumor,0.810216846749461,-1.07745585148845
LUSC_C3L.02650_NAT,-1.13270753175069,0.764369000879953
LUSC_C3L.02650_Tumor,0.308715274420293,-0.640850810251452
LUSC_C3L.02660_NAT,-1.25071435915713,1.07674441561147
LUSC_C3L.02660_Tumor,-0.155648053223846,0.583937942981205
LUSC_C3L.02665_NAT,-0.952212736526161,0.712802157876417
LUSC_C3L.02665_Tumor,1.9700875583484,-1.1061470231391
LUSC_C3L.02669_NAT,-0.272186425496096,0.627632537095369
LUSC_C3L.02669_Tumor,0.387371545006668,-1.40639618806602
LUSC_C3L.02891_NAT,-0.742117434784665,0.68053101722604
LUSC_C3L.02891_Tumor,1.00130541749282,-0.265390123455353
LUSC_C3L.02951_NAT,-1.21992701328277,1.2055959477666
LUSC_C3L.02951_Tumor,1.00098999646938,-1.1699786985465
LUSC_C3L.02963_NAT,-0.51487417021673,0.720601781812803
LUSC_C3L.02963_Tumor,-0.0378886605048063,-1.31060106768557
LUSC_C3L.02964_NAT,-1.10871608761663,0.787846780902487
LUSC_C3L.02964_Tumor,1.04995216089113,-1.27823694932098
LUSC_C3L.02968_NAT,-1.17853952500379,1.23446272922934
LUSC_C3L.02968_Tumor,0.71225437309037,-0.541308645807482
LUSC_C3L.02969_NAT,-1.39207130669188,1.20449489154362
LUSC_C3L.02969_Tumor,0.120100485547191,-0.489621299922593
LUSC_C3L.03272_NAT,-0.884155366816712,1.00043894363086
LUSC_C3L.03272_Tumor,0.500503796259158,-1.19836223370464
LUSC_C3L.03678_Tumor,1.14951698429949,-0.693267389780805
LUSC_C3L.03961_NAT,-1.63912815013785,1.24641357369147
LUSC_C3L.03961_Tumor,-0.150165893184307,-0.0612101279667714
LUSC_C3L.03962_NAT,-0.765770088453465,1.01816404355712
LUSC_C3L.03962_Tumor,1.52432393735877,-1.18689979574953
LUSC_C3L.03963_NAT,-0.684020342810529,0.960845338915929
LUSC_C3L.03963_Tumor,0.692725978418088,-0.780967481508157
LUSC_C3L.03965_NAT,-0.425210735734124,1.00747360270268
LUSC_C3L.03965_Tumor,0.731482639773411,-0.467231112284544
LUSC_C3L.04013_NAT,-0.74964248573473,0.751017935535055
LUSC_C3L.04013_Tumor,0.855060008924887,-1.46219417800886
LUSC_C3L.04014_NAT,-0.553677629559026,1.06809712910733
LUSC_C3L.04014_Tumor,0.470681684137158,-0.203163249332761
LUSC_C3L.04071_NAT,-0.174527427130715,0.422336673555626
LUSC_C3L.04071_Tumor,0.322129548211717,-0.88138310978813
LUSC_C3L.04391_NAT,-1.04897383848805,0.964803613934783
LUSC_C3L.04391_Tumor,1.13394252518199,-1.3962339830481
LUSC_C3N.00211_Tumor,1.50749181931334,-1.27961613535014
LUSC_C3N.00221_NAT,-0.691051825208428,1.08470975447302
LUSC_C3N.00221_Tumor,1.76084262373512,-1.44127579126242
LUSC_C3N.00247_Tumor,0.430212519147364,-0.900659250877918
LUSC_C3N.00497_NAT,-0.863410366931305,0.925271173548945
LUSC_C3N.00497_Tumor,0.191693866532022,-0.0808481636692154
LUSC_C3N.00555_NAT,-0.945198015000523,0.724374162939715
LUSC_C3N.00555_Tumor,0.212244862611478,-1.17749656566771
LUSC_C3N.01017_NAT,-0.417048724105616,0.65231294092988
LUSC_C3N.01017_Tumor,1.06819541525037,-0.732702691330663
LUSC_C3N.01020_NAT,-0.900588029034707,1.15838848004953
LUSC_C3N.01020_Tumor,0.234760969741336,-0.795425065643367
LUSC_C3N.01025_NAT,-0.978542177556326,0.741382292907936
LUSC_C3N.01025_Tumor,2.07981982066896,-1.35457851059385
LUSC_C3N.01028_NAT,-0.430558886635881,0.971799820738861
LUSC_C3N.01028_Tumor,0.804492043413813,-0.802108588472525
LUSC_C3N.01194_NAT,-0.767356291335152,0.918694322132156
LUSC_C3N.01194_Tumor,0.53626242959761,-0.939385418378655
LUSC_C3N.01411_NAT,-1.18502772476771,1.13539172826395
LUSC_C3N.01411_Tumor,1.13769598501211,-1.02955042583136
LUSC_C3N.01846_NAT,-0.465095636837808,0.418959313862765
LUSC_C3N.01846_Tumor,1.03557731198268,-1.42677252984692
LUSC_C3N.01892_NAT,-0.721712170850817,1.2266315923327
LUSC_C3N.01892_Tumor,0.847681744811653,-0.902646458540115
LUSC_C3N.01893_NAT,-0.761348823783101,1.01198018561053
LUSC_C3N.01893_Tumor,0.553585823201441,-0.709674559436507
LUSC_C3N.02252_NAT,-1.52105178939043,1.22926008023186
LUSC_C3N.02252_Tumor,0.809048500504752,-0.621615005442311
LUSC_C3N.02283_Tumor,1.28456202661122,-1.31353293388724
LUSC_C3N.02284_Tumor,0.527998209200534,-1.11386110332374
LUSC_C3N.02285_NAT,-1.28660928898395,1.20624250440466
LUSC_C3N.02285_Tumor,0.776747678503276,-0.457033474433768
LUSC_C3N.02288_NAT,-1.24411997485411,1.06560377251425
LUSC_C3N.02288_Tumor,1.25119583024753,-0.919882149796542
LUSC_C3N.02289_NAT,-0.705561645014774,0.607523773726708
LUSC_C3N.02289_Tumor,0.534458929118121,-0.82089137082278
LUSC_C3N.02300_NAT,1.08521654602109,-0.913711512260089
LUSC_C3N.02300_Tumor,1.09242629051021,-0.879790766350124
LUSC_C3N.02339_NAT,-1.53594135459846,1.11187042179314
LUSC_C3N.02339_Tumor,0.0589497332451938,-0.815468321457004
LUSC_C3N.02374_NAT,-1.28679035403954,0.987816001067072
LUSC_C3N.02374_Tumor,1.51491083128242,-0.904902782324589
LUSC_C3N.02375_NAT,-0.841854807178745,1.17163285500434
LUSC_C3N.02375_Tumor,1.38760263801649,-1.03048761197113
LUSC_C3N.02425_NAT,-0.507371231923698,0.927035796448594
LUSC_C3N.02425_Tumor,2.04131351625506,-1.14741698098802
LUSC_C3N.02426_NAT,-1.51207775870772,1.09717530376658
LUSC_C3N.02426_Tumor,0.0577759759967138,-0.910488768226528
LUSC_C3N.02434_NAT,-0.91013407084781,1.12790996528232
LUSC_C3N.02434_Tumor,0.355823819068761,-1.12019083188591
LUSC_C3N.02435_NAT,-0.139672316212905,1.08311657777013
LUSC_C3N.02435_Tumor,1.13805070410993,-1.03976287145036
LUSC_C3N.02494_NAT,-1.36332510644152,1.2052865691589
LUSC_C3N.02494_Tumor,0.773774345794094,-0.708210146896264
LUSC_C3N.02523_NAT,-1.23911253288795,0.941334630277779
LUSC_C3N.02523_Tumor,0.0247498382870618,-1.17896214099772
LUSC_C3N.02575_NAT,-1.50571581368693,1.07654465146506
LUSC_C3N.02575_Tumor,0.524255003192785,-1.09371795573789
LUSC_C3N.02675_NAT,-0.836557880136584,0.862171529613163
LUSC_C3N.02675_Tumor,-0.602552894156204,-0.210937320783996
LUSC_C3N.03051_NAT,-1.18951122880756,0.888331385663035
LUSC_C3N.03051_Tumor,0.45876911750646,-1.04415086172629
LUSC_C3N.03072_NAT,-1.18607807698806,1.24713427112848
LUSC_C3N.03072_Tumor,1.79432419798925,-1.22755623914036
LUSC_C3N.03076_NAT,-0.50882294381533,0.994188777306895
LUSC_C3N.03076_Tumor,0.160655872382498,-1.15404359099639
LUSC_C3N.03092_NAT,-1.31268717291911,1.03612581190699
LUSC_C3N.03092_Tumor,0.385620228763717,-0.895344258282495
LUSC_C3N.03093_NAT,-0.699841275565597,0.438707833283562
LUSC_C3N.03093_Tumor,1.47343113183005,-0.986720117653948
LUSC_C3N.03204_NAT,-1.1968290559502,0.913495660861827
LUSC_C3N.03204_Tumor,1.05314221623508,-0.854853600144942
LUSC_C3N.03424_NAT,-1.20696528244533,0.82106602752561
LUSC_C3N.03424_Tumor,0.101184848139161,0.122126019659308
LUSC_C3N.03425_NAT,-1.09041473465552,1.27712323894365
LUSC_C3N.03425_Tumor,1.43517676506182,-1.58113578613796
LUSC_C3N.03441_NAT,0.340514902413728,0.783811837981035
LUSC_C3N.03441_Tumor,0.564789252652332,-0.0188576541297652
LUSC_C3N.03486_NAT,-0.264370634911651,0.813696508639337
LUSC_C3N.03486_Tumor,0.917308194935637,-0.775867623125561
LUSC_C3N.03662_NAT,-1.31064848160963,1.08587375972991
LUSC_C3N.03662_Tumor,1.66399653931721,-0.631442359724304
LUSC_C3N.03848_NAT,-1.0740197141592,1.35649814451129
LUSC_C3N.03848_Tumor,0.44844691679004,-0.309368877951772
LUSC_C3N.03851_NAT,-0.799221497848853,0.997739715874977
LUSC_C3N.03851_Tumor,2.55202837927277,-1.33844214538684
LUSC_C3N.03875_NAT,-1.2936253872992,1.07126235792914
LUSC_C3N.03875_Tumor,0.967255187849915,-1.20769102547741
LUSC_C3N.03877_NAT,-0.981384916854364,0.959174566100417
LUSC_C3N.03877_Tumor,1.54620389521552,-1.30820709836411
LUSC_C3N.03880_NAT,-1.07370781719094,1.29166562504924
LUSC_C3N.03880_Tumor,1.12820194910694,-1.40721992842304
LUSC_C3N.03882_NAT,-1.22267467016983,1.30064413223287
LUSC_C3N.03882_Tumor,1.24753313792742,-0.394863739103273
LUSC_C3N.03886_NAT,-0.547312740768069,1.00244654989915
LUSC_C3N.03886_Tumor,1.51206016139238,-0.983007189043476
LUSC_C3N.04124_NAT,-1.52634968408392,0.981531368493502
LUSC_C3N.04124_Tumor,0.839032696726019,-1.45536765414333
LUSC_C3N.04127_NAT,-1.03959216214688,0.999236709063217
LUSC_C3N.04127_Tumor,0.557445165158752,-1.20766659702147
LUSC_C3N.04155_NAT,-0.575446472988992,1.31791506670227
LUSC_C3N.04155_Tumor,1.71622425631523,-1.12138680597563
LUSC_C3N.04162_NAT,-0.999918865177852,0.507944655165681
LUSC_C3N.04162_Tumor,1.5851638440699,-1.69715344534266

Please input expression according to format, make sure the name is same.

Tumor Type

Prediction Type

Tumor

Stage

Risk

Cancer type abbreviations

Tumor	Detail
ESCC	Esophageal squamous cell Carcinoma
LUSC	Lung squamous cell carcinoma
GBM	Glioblastoma multiforme
HNSC	Head and Neck squamous cell carcinoma
PAAD	Pancreatic adenocarcinoma
LUAD	Lung adenocarcinoma
UCEC	Uterine Corpus Endometrial Carcinoma
KIRC	Kidney renal clear cell carcinoma
LIHC	Liver hepatocellular carcinoma
OV	Ovarian serous cystadenocarcinoma
STAD	Stomach adenocarcinoma
BRCA	Breast invasive carcinoma
COAD	Colon adenocarcinoma

Announcements

1. Tumor

Pan-Cancer: ADH1B, RRM2 BRCA: ADH1B, RRM2 COAD: ADH1B, RRM2 ESCC: ADH1B, RRM2 GBM: ADH1B, RRM2 HNSC: ADH1B, RRM2 KIRC: ADH1B, RRM2 LIHC: ADH1B, RRM2 LUAD: ADH1B, RRM2 LUSC: ADH1B, RRM2 OV: ADH1B, RRM2 PAAD: ADH1B, RRM2 STAD: ADH1B, RRM2 UCEC: ADH1B, RRM2

2. Stage

BRCA: IDI1, MEAK7, RASSF8, SMOC2 COAD: CMBL, FMOD, ISLR HNSC: LAMB3, P3H4, PLA2G2A, PRKCB, TBC1D10C KIRC: CMA1, GCLC, GSTT2B, IL4I1, LGALS1 LUAD: AARS1, CPT1A, LAD1, STBD1 LUSC: ANGPTL4, MYO5C, PPL, RAB38, S100A2 PAAD: CEACAM5, LAD1, SULT1C2, TPPP3 UCEC: CXCL5, DAPP1, EPHB2, HLA-DRA, MUC5B

3. Risk

ESCC: DDX39A, ECT2, ME3, CNPY3, PCNA, MSRA, P3H4, FKBP10, SLC16A3, RFC3, SPCS1, FXYD1, GBP5, PBK, CYBRD1 GBM: ACADS, MSRA, PLOD1, ALAD, DYSF, P3H1, AOX1, LPCAT1, ANLN, TK1, MAOB, UHRF1, SNRPD2, DMD, SF3A1, TNXB HNSC: NME1, PHF3, PLCG2 LIHC: XPOT, ATG9A, IKBIP, MCM3, HM13, CHMP4B, ACADS, CYB5A, ADH1B, SORBS2, FXYD1 LUAD: ANGPTL4, AGRN, ADGRG1, PLOD3, XPOT, DHFR, TMED3, DYSF, LUC7L, ADAM9, UBXN7, PRIM2, SNRPG, NMT2, NUP210 LUSC: PLOD3, PDE2A, GPT, ADGRG1, SLC16A3, HM13, GAMT, GSTA4, CHEK2 OV: OGN, HM13, ATG9A, NOP2, CHMP4B, LDB3, LYVE1, PHF3, CFB PAAD: SLC16A3, NT5E, GBE1, XPOT, HMGB3, PUS7, PLIN2, WDR12, LDHD, SH3BGRL2, MAOB, HSPB6, ARRB1, GGA1, GOLM1

Cancer Diagnosis, Pathologic Stage Assessment, And Risk Evaluation

1. Tumor

2. Stage

3. Risk