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: TNFRSF9

Gene summary for TNFRSF9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNFRSF9

Gene ID

3604

Gene nameTNF receptor superfamily member 9
Gene Alias4-1BB
Cytomap1p36.23
Gene Typeprotein-coding
GO ID

GO:0006915

UniProtAcc

Q07011


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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
3604TNFRSF9HCC1HumanLiverHCC1.17e-097.63e-010.5336
3604TNFRSF9HCC2HumanLiverHCC2.33e-161.44e+000.5341
3604TNFRSF9HCC5HumanLiverHCC3.66e-161.33e+000.4932
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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
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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
TNFRSF9SNVMissense_Mutationnovelc.470T>Gp.Val157Glyp.V157GQ07011protein_codingdeleterious(0)possibly_damaging(0.809)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TNFRSF9SNVMissense_Mutationrs554909019c.731N>Ap.Arg244Glnp.R244QQ07011protein_codingtolerated(0.07)benign(0.074)TCGA-BH-A201-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TNFRSF9SNVMissense_Mutationrs145966863c.500N>Tp.Pro167Leup.P167LQ07011protein_codingtolerated(0.28)benign(0.098)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TNFRSF9SNVMissense_Mutationrs145966863c.500N>Tp.Pro167Leup.P167LQ07011protein_codingtolerated(0.28)benign(0.098)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
TNFRSF9SNVMissense_Mutationrs777956091c.625C>Tp.Arg209Cysp.R209CQ07011protein_codingtolerated(0.22)benign(0)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TNFRSF9SNVMissense_Mutationnovelc.354N>Cp.Lys118Asnp.K118NQ07011protein_codingdeleterious(0.01)possibly_damaging(0.81)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TNFRSF9SNVMissense_Mutationnovelc.654G>Tp.Lys218Asnp.K218NQ07011protein_codingdeleterious(0)probably_damaging(0.941)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TNFRSF9SNVMissense_Mutationrs554909019c.731N>Ap.Arg244Glnp.R244QQ07011protein_codingtolerated(0.07)benign(0.074)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TNFRSF9SNVMissense_Mutationrs372213895c.250N>Ap.Ala84Thrp.A84TQ07011protein_codingtolerated(0.17)benign(0.153)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TNFRSF9SNVMissense_Mutationnovelc.103A>Gp.Thr35Alap.T35AQ07011protein_codingdeleterious(0.03)possibly_damaging(0.862)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
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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
3604TNFRSF9DRUGGABLE GENOME, CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANEPF-05082566UTOMILUMAB
3604TNFRSF9DRUGGABLE GENOME, CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANECD137 CAR-T Cell
3604TNFRSF9DRUGGABLE GENOME, CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANEantibody318164830URELUMAB
3604TNFRSF9DRUGGABLE GENOME, CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANECD28 and CD137 CAR-T Cells
3604TNFRSF9DRUGGABLE GENOME, CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANEUrelumabURELUMAB
3604TNFRSF9DRUGGABLE GENOME, CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANEantibody315661319UTOMILUMAB
3604TNFRSF9DRUGGABLE GENOME, CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANE178101774
3604TNFRSF9DRUGGABLE GENOME, CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANEMG7-CART
3604TNFRSF9DRUGGABLE GENOME, CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANEagonistCHEMBL1743085URELUMAB
3604TNFRSF9DRUGGABLE GENOME, CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANEAnti-CD137
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