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: TNFRSF10A

Gene summary for TNFRSF10A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNFRSF10A

Gene ID

8797

Gene nameTNF receptor superfamily member 10a
Gene AliasAPO2
Cytomap8p21.3
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

O00220


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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
8797TNFRSF10ALZE4THumanEsophagusESCC6.50e-055.15e-030.0811
8797TNFRSF10ALZE8THumanEsophagusESCC6.60e-052.22e-020.067
8797TNFRSF10ALZE24THumanEsophagusESCC1.80e-061.62e-010.0596
8797TNFRSF10AP2T-EHumanEsophagusESCC8.61e-276.02e-010.1177
8797TNFRSF10AP4T-EHumanEsophagusESCC5.67e-132.76e-010.1323
8797TNFRSF10AP5T-EHumanEsophagusESCC6.92e-062.35e-020.1327
8797TNFRSF10AP8T-EHumanEsophagusESCC2.05e-108.55e-020.0889
8797TNFRSF10AP9T-EHumanEsophagusESCC3.14e-043.46e-020.1131
8797TNFRSF10AP11T-EHumanEsophagusESCC2.35e-03-2.05e-020.1426
8797TNFRSF10AP12T-EHumanEsophagusESCC1.15e-07-6.97e-030.1122
8797TNFRSF10AP15T-EHumanEsophagusESCC5.33e-041.33e-020.1149
8797TNFRSF10AP16T-EHumanEsophagusESCC1.98e-031.13e-010.1153
8797TNFRSF10AP17T-EHumanEsophagusESCC1.64e-033.42e-010.1278
8797TNFRSF10AP20T-EHumanEsophagusESCC3.13e-154.08e-010.1124
8797TNFRSF10AP21T-EHumanEsophagusESCC2.20e-183.85e-010.1617
8797TNFRSF10AP22T-EHumanEsophagusESCC1.34e-07-4.37e-020.1236
8797TNFRSF10AP23T-EHumanEsophagusESCC4.63e-122.33e-010.108
8797TNFRSF10AP24T-EHumanEsophagusESCC8.71e-143.42e-010.1287
8797TNFRSF10AP26T-EHumanEsophagusESCC2.98e-051.28e-010.1276
8797TNFRSF10AP27T-EHumanEsophagusESCC4.35e-147.94e-020.1055
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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
∗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:0097191111EsophagusESCCextrinsic apoptotic signaling pathway159/8552219/187234.12e-162.94e-14159
GO:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:007121419EsophagusESCCcellular response to abiotic stimulus206/8552331/187237.52e-101.88e-08206
GO:010400419EsophagusESCCcellular response to environmental stimulus206/8552331/187237.52e-101.88e-08206
GO:000862519EsophagusESCCextrinsic apoptotic signaling pathway via death domain receptors59/855282/187231.23e-061.52e-0559
GO:004586018EsophagusESCCpositive regulation of protein kinase activity219/8552386/187236.91e-066.97e-05219
GO:003367420EsophagusESCCpositive regulation of kinase activity260/8552467/187237.26e-067.22e-05260
GO:00712606EsophagusESCCcellular response to mechanical stimulus54/855281/187231.09e-047.64e-0454
GO:000961216EsophagusESCCresponse to mechanical stimulus124/8552216/187233.30e-041.94e-03124
GO:00380615EsophagusESCCNIK/NF-kappaB signaling81/8552143/187235.33e-032.00e-0281
GO:009719120Oral cavityOSCCextrinsic apoptotic signaling pathway142/7305219/187237.34e-154.55e-13142
GO:007149620Oral cavityOSCCcellular response to external stimulus186/7305320/187232.56e-121.05e-10186
GO:007121416Oral cavityOSCCcellular response to abiotic stimulus186/7305331/187231.38e-104.10e-09186
GO:010400416Oral cavityOSCCcellular response to environmental stimulus186/7305331/187231.38e-104.10e-09186
GO:000862516Oral cavityOSCCextrinsic apoptotic signaling pathway via death domain receptors53/730582/187232.30e-062.92e-0553
GO:00712605Oral cavityOSCCcellular response to mechanical stimulus52/730581/187233.86e-064.55e-0552
GO:004586016Oral cavityOSCCpositive regulation of protein kinase activity194/7305386/187233.90e-064.59e-05194
GO:003367418Oral cavityOSCCpositive regulation of kinase activity228/7305467/187238.31e-068.90e-05228
GO:000961210Oral cavityOSCCresponse to mechanical stimulus115/7305216/187231.43e-051.44e-04115
GO:00380614Oral cavityOSCCNIK/NF-kappaB signaling78/7305143/187231.14e-048.35e-0478
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0411524EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa05130211EsophagusESCCPathogenic Escherichia coli infection142/4205197/84658.21e-111.06e-095.42e-10142
hsa0421027EsophagusESCCApoptosis102/4205136/84651.05e-091.21e-086.21e-09102
hsa0516425EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa05417211EsophagusESCCLipid and atherosclerosis143/4205215/84653.30e-072.45e-061.26e-06143
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0411534EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa05130310EsophagusESCCPathogenic Escherichia coli infection142/4205197/84658.21e-111.06e-095.42e-10142
hsa0421037EsophagusESCCApoptosis102/4205136/84651.05e-091.21e-086.21e-09102
hsa0516435EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa05417310EsophagusESCCLipid and atherosclerosis143/4205215/84653.30e-072.45e-061.26e-06143
hsa0513230Oral cavityOSCCSalmonella infection174/3704249/84652.67e-171.49e-157.58e-16174
hsa0421018Oral cavityOSCCApoptosis101/3704136/84653.34e-137.00e-123.56e-12101
hsa0516418Oral cavityOSCCInfluenza A116/3704171/84651.23e-101.78e-099.08e-10116
hsa0513030Oral cavityOSCCPathogenic Escherichia coli infection129/3704197/84654.32e-105.17e-092.63e-09129
hsa041159Oral cavityOSCCp53 signaling pathway57/370474/84654.99e-095.07e-082.58e-0857
hsa0541730Oral cavityOSCCLipid and atherosclerosis131/3704215/84652.20e-071.45e-067.37e-07131
hsa05132114Oral cavityOSCCSalmonella infection174/3704249/84652.67e-171.49e-157.58e-16174
hsa0421019Oral cavityOSCCApoptosis101/3704136/84653.34e-137.00e-123.56e-12101
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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
TNFSF10TNFRSF10ATNFSF10_TNFRSF10BTRAILCervixCC
TNFSF10TNFRSF10ATNFSF10_TNFRSF10BTRAILCRCMSI-H
TNFSF10TNFRSF10ATNFSF10_TNFRSF10BTRAILCRCMSS
TNFSF10TNFRSF10ATNFSF10_TNFRSF10BTRAILLungAAH
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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
TNFRSF10ASNVMissense_Mutationnovelc.214C>Ap.Arg72Serp.R72SO00220protein_codingtolerated(0.06)benign(0.007)TCGA-A2-A4RX-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TNFRSF10AinsertionFrame_Shift_Insnovelc.1175dupAp.Asn392LysfsTer2p.N392Kfs*2O00220protein_codingTCGA-BH-A0EI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TNFRSF10AdeletionFrame_Shift_Delnovelc.811delGp.Asp271ThrfsTer30p.D271Tfs*30O00220protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
TNFRSF10ASNVMissense_Mutationnovelc.502N>Gp.Thr168Alap.T168AO00220protein_codingdeleterious(0.04)possibly_damaging(0.897)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TNFRSF10ASNVMissense_Mutationnovelc.503C>Ap.Thr168Lysp.T168KO00220protein_codingtolerated(0.16)probably_damaging(0.926)TCGA-C5-A905-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TNFRSF10ASNVMissense_Mutationrs777239727c.1123G>Ap.Val375Metp.V375MO00220protein_codingdeleterious(0)probably_damaging(0.993)TCGA-EK-A2PK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TNFRSF10ASNVMissense_Mutationc.1024G>Cp.Glu342Glnp.E342QO00220protein_codingtolerated(0.14)possibly_damaging(0.541)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TNFRSF10ASNVMissense_Mutationnovelc.20N>Cp.Arg7Thrp.R7TO00220protein_codingtolerated_low_confidence(0.28)benign(0)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
TNFRSF10ASNVMissense_Mutationc.457N>Tp.Gly153Cysp.G153CO00220protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
TNFRSF10ASNVMissense_Mutationc.969N>Tp.Leu323Phep.L323FO00220protein_codingtolerated(0.1)possibly_damaging(0.643)TCGA-AA-3870-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
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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
8797TNFRSF10ADRUGGABLE GENOME, CELL SURFACEMapatumumabMAPATUMUMAB
8797TNFRSF10ADRUGGABLE GENOME, CELL SURFACEagonistCHEMBL2108621MAPATUMUMAB
8797TNFRSF10ADRUGGABLE GENOME, CELL SURFACESULINDACSULINDAC16030090
8797TNFRSF10ADRUGGABLE GENOME, CELL SURFACEH2O218299966
8797TNFRSF10ADRUGGABLE GENOME, CELL SURFACETRAIL12642685
8797TNFRSF10ADRUGGABLE GENOME, CELL SURFACEantibodyMAPATUMUMABMAPATUMUMAB
8797TNFRSF10ADRUGGABLE GENOME, CELL SURFACE178101758
8797TNFRSF10ADRUGGABLE GENOME, CELL SURFACEagonistCHEMBL2107846DULANERMIN
8797TNFRSF10ADRUGGABLE GENOME, CELL SURFACEantibodyMAPATUMUMABMAPATUMUMAB
8797TNFRSF10ADRUGGABLE GENOME, CELL SURFACEMAPATUMUMABMAPATUMUMAB
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