Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: FAS

Gene summary for FAS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FAS

Gene ID

355

Gene nameFas cell surface death receptor
Gene AliasALPS1A
Cytomap10q23.31
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P25445


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
355FASLZE4THumanEsophagusESCC9.35e-061.19e-010.0811
355FASLZE8THumanEsophagusESCC3.11e-082.93e-010.067
355FASLZE20THumanEsophagusESCC1.03e-053.08e-020.0662
355FASLZE22D1HumanEsophagusHGIN6.30e-061.15e-010.0595
355FASLZE22THumanEsophagusESCC4.91e-022.67e-010.068
355FASLZE24THumanEsophagusESCC1.64e-112.72e-020.0596
355FASLZE6THumanEsophagusESCC3.85e-032.03e-010.0845
355FASP2T-EHumanEsophagusESCC5.17e-368.88e-010.1177
355FASP4T-EHumanEsophagusESCC7.55e-042.05e-020.1323
355FASP8T-EHumanEsophagusESCC1.93e-192.75e-010.0889
355FASP9T-EHumanEsophagusESCC3.13e-071.05e-010.1131
355FASP11T-EHumanEsophagusESCC5.71e-063.92e-010.1426
355FASP15T-EHumanEsophagusESCC2.41e-066.38e-020.1149
355FASP16T-EHumanEsophagusESCC4.63e-022.46e-020.1153
355FASP21T-EHumanEsophagusESCC3.15e-051.90e-010.1617
355FASP22T-EHumanEsophagusESCC1.01e-03-2.44e-020.1236
355FASP23T-EHumanEsophagusESCC4.67e-113.15e-010.108
355FASP24T-EHumanEsophagusESCC4.87e-111.95e-010.1287
355FASP26T-EHumanEsophagusESCC2.19e-079.14e-020.1276
355FASP27T-EHumanEsophagusESCC9.86e-041.08e-010.1055
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00196938BreastPrecancerribose phosphate metabolic process49/1080396/187233.81e-071.78e-0549
GO:00091509BreastPrecancerpurine ribonucleotide metabolic process46/1080368/187236.47e-072.71e-0546
GO:00091179BreastPrecancernucleotide metabolic process56/1080489/187237.40e-073.00e-0556
GO:00092598BreastPrecancerribonucleotide metabolic process47/1080385/187239.69e-073.84e-0547
GO:00067539BreastPrecancernucleoside phosphate metabolic process56/1080497/187231.24e-064.70e-0556
GO:00061639BreastPrecancerpurine nucleotide metabolic process47/1080396/187232.14e-067.50e-0547
GO:00300999BreastPrecancermyeloid cell differentiation45/1080381/187234.00e-061.25e-0445
GO:00487329BreastPrecancergland development49/1080436/187236.11e-061.73e-0449
GO:00725219BreastPrecancerpurine-containing compound metabolic process47/1080416/187238.19e-062.20e-0447
GO:00025737BreastPrecancermyeloid leukocyte differentiation27/1080208/187236.72e-051.35e-0327
GO:00302248BreastPrecancermonocyte differentiation9/108036/187231.56e-042.66e-039
GO:19031313BreastPrecancermononuclear cell differentiation43/1080426/187232.61e-043.84e-0343
GO:00016496BreastPrecancerosteoblast differentiation27/1080229/187233.35e-044.73e-0327
GO:00463946BreastPrecancercarboxylic acid biosynthetic process32/1080314/187231.30e-031.38e-0232
GO:00723304BreastPrecancermonocarboxylic acid biosynthetic process24/1080214/187231.41e-031.48e-0224
GO:00160536BreastPrecancerorganic acid biosynthetic process32/1080316/187231.44e-031.50e-0232
GO:00066335BreastPrecancerfatty acid biosynthetic process19/1080163/187232.74e-032.42e-0219
GO:00020649BreastPrecancerepithelial cell development23/1080220/187234.28e-033.35e-0223
GO:00308796BreastPrecancermammary gland development16/1080137/187235.59e-034.07e-0216
GO:00015036BreastPrecancerossification36/1080408/187237.53e-034.98e-0236
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516015Oral cavityOSCCHepatitis C103/3704157/84652.17e-081.96e-079.99e-08103
hsa05163112Oral cavityOSCCHuman cytomegalovirus infection139/3704225/84652.77e-082.38e-071.21e-07139
hsa05205111Oral cavityOSCCProteoglycans in cancer128/3704205/84654.00e-083.12e-071.59e-07128
hsa05417113Oral cavityOSCCLipid and atherosclerosis131/3704215/84652.20e-071.45e-067.37e-07131
hsa0516113Oral cavityOSCCHepatitis B103/3704162/84652.34e-071.51e-067.69e-07103
hsa0516212Oral cavityOSCCMeasles90/3704139/84654.10e-072.50e-061.27e-0690
hsa0152413Oral cavityOSCCPlatinum drug resistance51/370473/84655.41e-062.75e-051.40e-0551
hsa0401015Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa0514212Oral cavityOSCCChagas disease64/3704102/84658.00e-052.95e-041.50e-0464
hsa0493612Oral cavityOSCCAlcoholic liver disease78/3704142/84654.53e-031.12e-025.68e-0378
hsa0516561Oral cavityNEOLPHuman papillomavirus infection90/1112331/84652.75e-121.75e-101.10e-1090
hsa0501062Oral cavityNEOLPAlzheimer disease97/1112384/84653.97e-111.57e-099.89e-1097
hsa0493263Oral cavityNEOLPNon-alcoholic fatty liver disease51/1112155/84651.26e-103.84e-092.41e-0951
hsa0502262Oral cavityNEOLPPathways of neurodegeneration - multiple diseases112/1112476/84651.33e-103.84e-092.41e-09112
hsa0516762Oral cavityNEOLPKaposi sarcoma-associated herpesvirus infection56/1112194/84654.05e-099.20e-085.78e-0856
hsa0513063Oral cavityNEOLPPathogenic Escherichia coli infection55/1112197/84652.04e-084.32e-072.72e-0755
hsa0520562Oral cavityNEOLPProteoglycans in cancer56/1112205/84653.49e-085.85e-073.68e-0756
hsa0516061Oral cavityNEOLPHepatitis C43/1112157/84651.26e-061.34e-058.43e-0643
hsa0516961Oral cavityNEOLPEpstein-Barr virus infection51/1112202/84651.96e-062.01e-051.27e-0551
hsa0516361Oral cavityNEOLPHuman cytomegalovirus infection55/1112225/84652.32e-062.30e-051.45e-0555
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
FASLGFASFASL_FASFASLGBreastADJ
FASLGFASFASL_FASFASLGBreastDCIS
FASLGFASFASL_FASFASLGCervixADJ
FASLGFASFASL_FASFASLGCervixCC
FASLGFASFASL_FASFASLGCervixHealthy
FASLGFASFASL_FASFASLGCervixPrecancer
FASLGFASFASL_FASFASLGEndometriumADJ
FASLGFASFASL_FASFASLGEndometriumAEH
FASLGFASFASL_FASFASLGEndometriumEEC
FASLGFASFASL_FASFASLGHNSCCOSCC
FASLGFASFASL_FASFASLGTHCAADJ
FASLGFASFASL_FASFASLGTHCACancer
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
FASSNVMissense_Mutationc.682N>Ap.Asp228Asnp.D228NP25445protein_codingdeleterious(0.04)benign(0.323)TCGA-C8-A12T-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FASSNVMissense_Mutationnovelc.783G>Tp.Glu261Aspp.E261DP25445protein_codingtolerated(0.24)benign(0.047)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FASSNVMissense_Mutationc.781N>Ap.Glu261Lysp.E261KP25445protein_codingdeleterious(0.01)possibly_damaging(0.807)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
FASSNVMissense_Mutationc.814N>Cp.Glu272Glnp.E272QP25445protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
FASSNVMissense_Mutationc.781N>Ap.Glu261Lysp.E261KP25445protein_codingdeleterious(0.01)possibly_damaging(0.807)TCGA-C5-A8XK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
FASSNVMissense_Mutationc.628N>Tp.His210Tyrp.H210YP25445protein_codingtolerated(1)benign(0.119)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
FASSNVMissense_Mutationc.793G>Cp.Asp265Hisp.D265HP25445protein_codingdeleterious(0.02)benign(0.136)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FASSNVMissense_Mutationc.781N>Ap.Glu261Lysp.E261KP25445protein_codingdeleterious(0.01)possibly_damaging(0.807)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FASSNVMissense_Mutationrs773565107c.340N>Ap.Glu114Lysp.E114KP25445protein_codingdeleterious(0)probably_damaging(0.995)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
FASSNVMissense_Mutationc.542T>Cp.Leu181Prop.L181PP25445protein_codingtolerated(0.08)benign(0.055)TCGA-CK-4947-01Colorectumcolon adenocarcinomaFemale<65III/IVOther, specify in notesfolinicSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
355FASCELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEMPAPROGESTERONE14659903
355FASCELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEALL-TRANS RETINOIC ACID9792441
355FASCELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEVALPROIC ACID16328060
355FASCELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMECHOLECALCIFEROLCHOLECALCIFEROL9811059
355FASCELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMETENIPOSIDETENIPOSIDE9543255
355FASCELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEVESNARINONEVESNARINONE9226479
355FASCELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMECYCLOPHOSPHAMIDECYCLOPHOSPHAMIDE11437491
355FASCELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMELITHIUMLITHIUM15475000
355FASCELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEASPIRINASPIRIN15200494
355FASCELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEBISPECIFIC ANTIBODY11280736
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