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: TNFSF9

Gene summary for TNFSF9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNFSF9

Gene ID

8744

Gene nameTNF superfamily member 9
Gene Alias4-1BB-L
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

A0A0U5J8I0


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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
8744TNFSF9LZE4THumanEsophagusESCC3.34e-135.52e-010.0811
8744TNFSF9LZE21D1HumanEsophagusHGIN3.87e-044.08e-010.0632
8744TNFSF9LZE24THumanEsophagusESCC1.83e-062.87e-010.0596
8744TNFSF9P1T-EHumanEsophagusESCC2.85e-127.84e-010.0875
8744TNFSF9P2T-EHumanEsophagusESCC9.53e-091.78e-010.1177
8744TNFSF9P4T-EHumanEsophagusESCC5.47e-309.83e-010.1323
8744TNFSF9P5T-EHumanEsophagusESCC4.73e-521.14e+000.1327
8744TNFSF9P8T-EHumanEsophagusESCC1.76e-122.70e-010.0889
8744TNFSF9P11T-EHumanEsophagusESCC7.49e-137.20e-010.1426
8744TNFSF9P12T-EHumanEsophagusESCC1.66e-025.25e-020.1122
8744TNFSF9P15T-EHumanEsophagusESCC3.14e-029.95e-020.1149
8744TNFSF9P20T-EHumanEsophagusESCC8.90e-052.56e-010.1124
8744TNFSF9P21T-EHumanEsophagusESCC9.02e-112.34e-010.1617
8744TNFSF9P22T-EHumanEsophagusESCC9.35e-102.04e-010.1236
8744TNFSF9P23T-EHumanEsophagusESCC1.17e-063.26e-010.108
8744TNFSF9P24T-EHumanEsophagusESCC1.96e-051.19e-010.1287
8744TNFSF9P26T-EHumanEsophagusESCC4.19e-255.25e-010.1276
8744TNFSF9P27T-EHumanEsophagusESCC1.66e-021.45e-010.1055
8744TNFSF9P28T-EHumanEsophagusESCC5.79e-163.10e-010.1149
8744TNFSF9P31T-EHumanEsophagusESCC1.88e-041.24e-010.1251
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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:190370620EsophagusHGINregulation of hemopoiesis69/2587367/187234.39e-033.86e-0269
GO:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
GO:1903706110EsophagusESCCregulation of hemopoiesis201/8552367/187232.60e-041.58e-03201
GO:19021076EsophagusESCCpositive regulation of leukocyte differentiation93/8552157/187234.20e-042.39e-0393
GO:19037086EsophagusESCCpositive regulation of hemopoiesis93/8552157/187234.20e-042.39e-0393
GO:002240720EsophagusESCCregulation of cell-cell adhesion239/8552448/187235.88e-043.19e-03239
GO:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:002240919EsophagusESCCpositive regulation of cell-cell adhesion155/8552284/187231.50e-037.06e-03155
GO:190210510EsophagusESCCregulation of leukocyte differentiation152/8552279/187231.82e-038.35e-03152
GO:00456213EsophagusESCCpositive regulation of lymphocyte differentiation61/8552104/187235.22e-031.97e-0261
GO:005087015EsophagusESCCpositive regulation of T cell activation117/8552216/187237.23e-032.62e-02117
GO:00302176EsophagusESCCT cell differentiation137/8552257/187238.09e-032.87e-02137
GO:190303916EsophagusESCCpositive regulation of leukocyte cell-cell adhesion128/8552239/187238.40e-032.96e-02128
GO:000715918EsophagusESCCleukocyte cell-cell adhesion192/8552371/187231.03e-023.51e-02192
GO:190303717EsophagusESCCregulation of leukocyte cell-cell adhesion174/8552336/187231.36e-024.43e-02174
GO:00300984EsophagusESCClymphocyte differentiation192/8552374/187231.52e-024.93e-02192
GO:004578520Oral cavityOSCCpositive regulation of cell adhesion225/7305437/187236.06e-081.09e-06225
GO:004211016Oral cavityOSCCT cell activation245/7305487/187232.00e-073.22e-06245
GO:19031316Oral cavityOSCCmononuclear cell differentiation210/7305426/187238.44e-069.02e-05210
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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
TNFSF9TNFRSF9TNFSF9_TNFRSF9CD137BreastDCIS
TNFSF9TNFRSF9TNFSF9_TNFRSF9CD137BreastHealthy
TNFSF9TNFRSF9TNFSF9_TNFRSF9CD137CervixCC
TNFSF9TNFRSF9TNFSF9_TNFRSF9CD137CervixPrecancer
TNFSF9TNFRSF9TNFSF9_TNFRSF9CD137CRCMSI-H
TNFSF9TNFRSF9TNFSF9_TNFRSF9CD137EndometriumADJ
TNFSF9TNFRSF9TNFSF9_TNFRSF9CD137EndometriumAEH
TNFSF9TNFRSF9TNFSF9_TNFRSF9CD137HNSCCOSCC
TNFSF9TNFRSF9TNFSF9_TNFRSF9CD137HNSCCPrecancer
TNFSF9TNFRSF9TNFSF9_TNFRSF9CD137ProstateBPH
TNFSF9TNFRSF9TNFSF9_TNFRSF9CD137ProstateTumor
TNFSF9TNFRSF9TNFSF9_TNFRSF9CD137THCAADJ
TNFSF9TNFRSF9TNFSF9_TNFRSF9CD137THCACancer
TNFSF9TNFRSF9TNFSF9_TNFRSF9CD137THCAPTC
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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
TNFSF9SNVMissense_Mutationnovelc.34N>Ap.Glu12Lysp.E12KP41273protein_codingdeleterious(0)possibly_damaging(0.56)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
TNFSF9SNVMissense_Mutationrs749056775c.278N>Tp.Ala93Valp.A93VP41273protein_codingdeleterious(0)possibly_damaging(0.887)TCGA-VS-A952-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
TNFSF9SNVMissense_Mutationc.352G>Ap.Val118Metp.V118MP41273protein_codingdeleterious(0)probably_damaging(0.976)TCGA-A6-2679-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TNFSF9SNVMissense_Mutationrs778848855c.727G>Ap.Glu243Lysp.E243KP41273protein_codingtolerated(0.52)benign(0.006)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TNFSF9SNVMissense_Mutationrs750244943c.451C>Tp.Arg151Cysp.R151CP41273protein_codingdeleterious(0)probably_damaging(0.995)TCGA-D5-6537-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownPD
TNFSF9SNVMissense_Mutationrs77313944c.448C>Tp.Arg150Trpp.R150WP41273protein_codingdeleterious(0)benign(0.353)TCGA-G4-6314-01Colorectumcolon adenocarcinomaFemale>=65III/IVAncillaryleucovorinSD
TNFSF9SNVMissense_Mutationnovelc.605G>Cp.Arg202Prop.R202PP41273protein_codingtolerated(0.37)benign(0.23)TCGA-AG-3583-01Colorectumrectum adenocarcinomaMale>=65III/IVUnknownUnknownPD
TNFSF9deletionFrame_Shift_Delc.363delNp.Gly123AlafsTer2p.G123Afs*2P41273protein_codingTCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TNFSF9SNVMissense_Mutationnovelc.395N>Tp.Glu132Valp.E132VP41273protein_codingdeleterious(0)probably_damaging(0.983)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TNFSF9SNVMissense_Mutationc.521N>Ap.Ala174Aspp.A174DP41273protein_codingtolerated(0.12)benign(0.003)TCGA-AP-A059-01Endometriumuterine 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
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