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: TNFRSF14

Gene summary for TNFRSF14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNFRSF14

Gene ID

8764

Gene nameTNF receptor superfamily member 14
Gene AliasATAR
Cytomap1p36.32
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

A0A024R052


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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
8764TNFRSF14LZE4THumanEsophagusESCC1.30e-102.25e-010.0811
8764TNFRSF14LZE8THumanEsophagusESCC8.91e-123.24e-010.067
8764TNFRSF14LZE20THumanEsophagusESCC1.28e-053.26e-010.0662
8764TNFRSF14LZE22D1HumanEsophagusHGIN4.94e-031.18e-010.0595
8764TNFRSF14LZE22THumanEsophagusESCC3.61e-031.32e-010.068
8764TNFRSF14LZE24THumanEsophagusESCC1.01e-124.09e-010.0596
8764TNFRSF14LZE6THumanEsophagusESCC2.02e-041.91e-010.0845
8764TNFRSF14P1T-EHumanEsophagusESCC2.56e-044.21e-010.0875
8764TNFRSF14P2T-EHumanEsophagusESCC4.53e-283.31e-010.1177
8764TNFRSF14P4T-EHumanEsophagusESCC2.28e-112.84e-010.1323
8764TNFRSF14P5T-EHumanEsophagusESCC1.36e-101.17e-010.1327
8764TNFRSF14P8T-EHumanEsophagusESCC6.64e-459.33e-010.0889
8764TNFRSF14P9T-EHumanEsophagusESCC6.55e-041.83e-010.1131
8764TNFRSF14P10T-EHumanEsophagusESCC1.21e-072.22e-020.116
8764TNFRSF14P11T-EHumanEsophagusESCC6.67e-104.77e-010.1426
8764TNFRSF14P12T-EHumanEsophagusESCC2.88e-056.19e-020.1122
8764TNFRSF14P15T-EHumanEsophagusESCC2.32e-072.56e-010.1149
8764TNFRSF14P16T-EHumanEsophagusESCC1.81e-161.28e-010.1153
8764TNFRSF14P17T-EHumanEsophagusESCC1.14e-084.40e-010.1278
8764TNFRSF14P20T-EHumanEsophagusESCC9.66e-123.23e-010.1124
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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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00071629Oral cavityOSCCnegative regulation of cell adhesion145/7305303/187239.95e-045.18e-03145
GO:00507774Oral cavityOSCCnegative regulation of immune response97/7305194/187231.16e-035.91e-0397
GO:002240917Oral cavityOSCCpositive regulation of cell-cell adhesion136/7305284/187231.35e-036.62e-03136
GO:000181910Oral cavityOSCCpositive regulation of cytokine production213/7305467/187231.93e-038.96e-03213
GO:00466333Oral cavityOSCCalpha-beta T cell proliferation24/730538/187232.21e-031.00e-0224
GO:190303910Oral cavityOSCCpositive regulation of leukocyte cell-cell adhesion115/7305239/187232.48e-031.09e-02115
GO:00716758Oral cavityOSCCregulation of mononuclear cell migration60/7305115/187232.78e-031.21e-0260
GO:00466403Oral cavityOSCCregulation of alpha-beta T cell proliferation22/730535/187233.65e-031.51e-0222
GO:00726783Oral cavityOSCCT cell migration37/730566/187233.66e-031.51e-0237
GO:005087010Oral cavityOSCCpositive regulation of T cell activation104/7305216/187233.76e-031.55e-02104
GO:20004013Oral cavityOSCCregulation of lymphocyte migration34/730561/187235.90e-032.25e-0234
GO:0046642Oral cavityOSCCnegative regulation of alpha-beta T cell proliferation10/730513/187236.32e-032.35e-0210
GO:00706618Oral cavityOSCCleukocyte proliferation145/7305318/187239.31e-033.33e-02145
GO:00027022Oral cavityOSCCpositive regulation of production of molecular mediator of immune response58/7305117/187231.28e-024.27e-0258
GO:00224086Oral cavityOSCCnegative regulation of cell-cell adhesion92/7305196/187231.41e-024.64e-0292
GO:00466517Oral cavityOSCClymphocyte proliferation131/7305288/187231.41e-024.67e-02131
GO:001603218ProstateBPHviral process147/3107415/187234.46e-215.52e-18147
GO:001905818ProstateBPHviral life cycle112/3107317/187232.87e-165.54e-14112
GO:005212618ProstateBPHmovement in host environment64/3107175/187231.28e-107.47e-0964
GO:004440318ProstateBPHbiological process involved in symbiotic interaction90/3107290/187236.98e-103.25e-0890
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTBreastDCIS
LTATNFRSF14LTA_TNFRSF14LTCervixADJ
BTLATNFRSF14BTLA_TNFRSF14BTLACervixADJ
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTCervixCC
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTCervixHealthy
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTCervixPrecancer
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTEndometriumADJ
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTEndometriumAEH
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTEndometriumHealthy
LTATNFRSF14LTA_TNFRSF14LTEsophagusADJ
LTATNFRSF14LTA_TNFRSF14LTEsophagusESCC
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTEsophagusESCC
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTHNSCCADJ
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTHNSCCOSCC
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTLiverHealthy
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTLiverPrecancer
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTLungAAH
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTProstateBPH
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTProstateTumor
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTSkincSCC
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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
TNFRSF14SNVMissense_Mutationc.583G>Tp.Gly195Trpp.G195WQ92956protein_codingdeleterious(0)probably_damaging(0.992)TCGA-OL-A66P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
TNFRSF14SNVMissense_Mutationnovelc.531G>Tp.Glu177Aspp.E177DQ92956protein_codingtolerated(0.23)benign(0.007)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TNFRSF14SNVMissense_Mutationc.160N>Cp.Cys54Argp.C54RQ92956protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
TNFRSF14SNVMissense_Mutationrs371087831c.785C>Tp.Pro262Leup.P262LQ92956protein_codingdeleterious(0.01)possibly_damaging(0.818)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TNFRSF14SNVMissense_Mutationc.558N>Ap.Ser186Argp.S186RQ92956protein_codingdeleterious(0.03)benign(0.3)TCGA-CM-6678-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfluorouracilSD
TNFRSF14SNVMissense_Mutationc.823T>Ap.Ser275Thrp.S275TQ92956protein_codingtolerated(0.76)benign(0)TCGA-QL-A97D-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TNFRSF14SNVMissense_Mutationc.779C>Tp.Ala260Valp.A260VQ92956protein_codingtolerated(0.39)benign(0.003)TCGA-AF-A56N-01Colorectumrectum adenocarcinomaFemale<65I/IIChemotherapyxelodaCR
TNFRSF14SNVMissense_Mutationnovelc.631N>Ap.Val211Ilep.V211IQ92956protein_codingtolerated(0.52)benign(0.003)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TNFRSF14SNVMissense_Mutationnovelc.454N>Gp.Lys152Glup.K152EQ92956protein_codingtolerated(1)benign(0)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TNFRSF14SNVMissense_Mutationnovelc.644T>Cp.Val215Alap.V215AQ92956protein_codingtolerated(0.41)benign(0.006)TCGA-AP-A1DM-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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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
8764TNFRSF14CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOME178101757
8764TNFRSF14CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOME178101763
8764TNFRSF14CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOME178101591
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