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:0001776Oral cavityOSCCleukocyte homeostasis48/730587/187231.60e-037.62e-0348
GO:00621251Oral cavityOSCCregulation of mitochondrial gene expression19/730528/187231.88e-038.84e-0319
GO:00362962Oral cavityOSCCresponse to increased oxygen levels20/730530/187231.99e-039.23e-0320
GO:003022414Oral cavityOSCCmonocyte differentiation23/730536/187232.19e-039.95e-0323
GO:00905577Oral cavityOSCCestablishment of endothelial intestinal barrier10/730512/187232.25e-031.00e-0210
GO:00338654Oral cavityOSCCnucleoside bisphosphate metabolic process66/7305128/187232.58e-031.13e-0266
GO:00338754Oral cavityOSCCribonucleoside bisphosphate metabolic process66/7305128/187232.58e-031.13e-0266
GO:00340324Oral cavityOSCCpurine nucleoside bisphosphate metabolic process66/7305128/187232.58e-031.13e-0266
GO:0070227Oral cavityOSCClymphocyte apoptotic process40/730572/187233.21e-031.38e-0240
GO:00009591Oral cavityOSCCmitochondrial RNA metabolic process29/730549/187233.33e-031.42e-0229
GO:00454469Oral cavityOSCCendothelial cell differentiation61/7305118/187233.40e-031.44e-0261
GO:0097300Oral cavityOSCCprogrammed necrotic cell death28/730547/187233.41e-031.45e-0228
GO:00713535Oral cavityOSCCcellular response to interleukin-421/730533/187233.63e-031.51e-0221
GO:00060842Oral cavityOSCCacetyl-CoA metabolic process22/730535/187233.65e-031.51e-0222
GO:003087910Oral cavityOSCCmammary gland development69/7305137/187234.43e-031.79e-0269
GO:0000963Oral cavityOSCCmitochondrial RNA processing14/730520/187234.95e-031.94e-0214
GO:00066373Oral cavityOSCCacyl-CoA metabolic process50/730596/187236.24e-032.35e-0250
GO:00353833Oral cavityOSCCthioester metabolic process50/730596/187236.24e-032.35e-0250
GO:00701311Oral cavityOSCCpositive regulation of mitochondrial translation11/730515/187237.49e-032.75e-0211
GO:00702653Oral cavityOSCCnecrotic cell death34/730562/187238.23e-033.00e-0234
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0502230EsophagusHGINPathways of neurodegeneration - multiple diseases153/1383476/84651.22e-184.41e-173.50e-17153
hsa0501030EsophagusHGINAlzheimer disease130/1383384/84655.26e-181.71e-161.36e-16130
hsa0493230EsophagusHGINNon-alcoholic fatty liver disease66/1383155/84655.21e-151.21e-139.64e-1466
hsa0513039EsophagusHGINPathogenic Escherichia coli infection54/1383197/84654.91e-056.15e-044.89e-0454
hsa0516930EsophagusHGINEpstein-Barr virus infection55/1383202/84655.13e-056.19e-044.92e-0455
hsa0516730EsophagusHGINKaposi sarcoma-associated herpesvirus infection51/1383194/84652.46e-042.69e-032.14e-0351
hsa0421020EsophagusHGINApoptosis36/1383136/84651.67e-031.52e-021.20e-0236
hsa0517029EsophagusHGINHuman immunodeficiency virus 1 infection51/1383212/84652.16e-031.90e-021.51e-0251
hsa0541739EsophagusHGINLipid and atherosclerosis51/1383215/84652.95e-032.41e-021.91e-0251
hsa0516420EsophagusHGINInfluenza A42/1383171/84653.41e-032.54e-022.02e-0242
hsa0411510EsophagusHGINp53 signaling pathway21/138374/84656.25e-034.25e-023.37e-0221
hsa0516330EsophagusHGINHuman cytomegalovirus infection51/1383225/84657.67e-034.63e-023.68e-0251
hsa0520528EsophagusHGINProteoglycans in cancer47/1383205/84658.23e-034.71e-023.74e-0247
hsa05022113EsophagusHGINPathways of neurodegeneration - multiple diseases153/1383476/84651.22e-184.41e-173.50e-17153
hsa05010113EsophagusHGINAlzheimer disease130/1383384/84655.26e-181.71e-161.36e-16130
hsa04932113EsophagusHGINNon-alcoholic fatty liver disease66/1383155/84655.21e-151.21e-139.64e-1466
hsa05130115EsophagusHGINPathogenic Escherichia coli infection54/1383197/84654.91e-056.15e-044.89e-0454
hsa05169114EsophagusHGINEpstein-Barr virus infection55/1383202/84655.13e-056.19e-044.92e-0455
hsa05167114EsophagusHGINKaposi sarcoma-associated herpesvirus infection51/1383194/84652.46e-042.69e-032.14e-0351
hsa04210110EsophagusHGINApoptosis36/1383136/84651.67e-031.52e-021.20e-0236
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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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