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: TNFSF14

Gene summary for TNFSF14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNFSF14

Gene ID

8740

Gene nameTNF superfamily member 14
Gene AliasCD258
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

O43557


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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
8740TNFSF14NAFLD1HumanLiverNAFLD1.85e-077.07e-01-0.04
8740TNFSF14S43HumanLiverCirrhotic1.30e-03-6.44e-02-0.0187
8740TNFSF14HCC2HumanLiverHCC1.03e-071.57e+000.5341
8740TNFSF14HCC5HumanLiverHCC4.08e-079.58e-010.4932
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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
GO:001046612LiverCirrhoticnegative regulation of peptidase activity100/4634262/187238.90e-071.84e-05100
GO:20001177LiverCirrhoticnegative regulation of cysteine-type endopeptidase activity42/463486/187231.14e-062.31e-0542
GO:007121411LiverCirrhoticcellular response to abiotic stimulus115/4634331/187232.62e-053.38e-04115
GO:010400411LiverCirrhoticcellular response to environmental stimulus115/4634331/187232.62e-053.38e-04115
GO:19012241LiverCirrhoticpositive regulation of NIK/NF-kappaB signaling33/463469/187232.70e-053.46e-0433
GO:1901222LiverCirrhoticregulation of NIK/NF-kappaB signaling46/4634112/187231.03e-041.06e-0346
GO:00457857LiverCirrhoticpositive regulation of cell adhesion141/4634437/187232.05e-041.89e-03141
GO:0038061LiverCirrhoticNIK/NF-kappaB signaling54/4634143/187233.64e-043.07e-0354
GO:004887212LiverCirrhotichomeostasis of number of cells89/4634272/187231.76e-031.12e-0289
GO:0071260LiverCirrhoticcellular response to mechanical stimulus32/463481/187232.34e-031.42e-0232
GO:007149622LiverHCCcellular response to external stimulus191/7958320/187233.40e-101.13e-08191
GO:004328112LiverHCCregulation of cysteine-type endopeptidase activity involved in apoptotic process125/7958209/187233.12e-075.42e-06125
GO:200011612LiverHCCregulation of cysteine-type endopeptidase activity137/7958235/187236.91e-071.08e-05137
GO:005254722LiverHCCregulation of peptidase activity247/7958461/187238.28e-071.27e-05247
GO:007121421LiverHCCcellular response to abiotic stimulus183/7958331/187231.59e-062.26e-05183
GO:010400421LiverHCCcellular response to environmental stimulus183/7958331/187231.59e-062.26e-05183
GO:004315412LiverHCCnegative regulation of cysteine-type endopeptidase activity involved in apoptotic process54/795878/187231.61e-062.27e-0554
GO:005254822LiverHCCregulation of endopeptidase activity230/7958432/187233.58e-064.68e-05230
GO:200011712LiverHCCnegative regulation of cysteine-type endopeptidase activity57/795886/187237.14e-068.47e-0557
GO:004586122LiverHCCnegative regulation of proteolysis186/7958351/187234.19e-054.11e-04186
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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
TNFSF14LTBRTNFSF14_LTBRLIGHTBreastDCIS
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTBreastDCIS
TNFSF14LTBRTNFSF14_LTBRLIGHTCervixCC
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTCervixCC
TNFSF14LTBRTNFSF14_LTBRLIGHTCervixHealthy
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTCervixHealthy
TNFSF14LTBRTNFSF14_LTBRLIGHTCervixPrecancer
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTCervixPrecancer
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTEndometriumADJ
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTEndometriumAEH
TNFSF14LTBRTNFSF14_LTBRLIGHTEndometriumHealthy
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTEndometriumHealthy
TNFSF14LTBRTNFSF14_LTBRLIGHTEsophagusESCC
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTEsophagusESCC
TNFSF14LTBRTNFSF14_LTBRLIGHTHNSCCADJ
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTHNSCCADJ
TNFSF14LTBRTNFSF14_LTBRLIGHTHNSCCOSCC
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTHNSCCOSCC
TNFSF14LTBRTNFSF14_LTBRLIGHTLiverHealthy
TNFSF14TNFRSF14TNFSF14_TNFRSF14LIGHTLiverHealthy
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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
TNFSF14SNVMissense_Mutationnovelc.438G>Cp.Lys146Asnp.K146NO43557protein_codingdeleterious(0)probably_damaging(0.97)TCGA-AC-A2BK-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
TNFSF14SNVMissense_Mutationc.188N>Tp.Trp63Leup.W63LO43557protein_codingtolerated(0.14)benign(0.156)TCGA-BH-A1EO-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TNFSF14deletionFrame_Shift_Delnovelc.145delNp.Ala49ProfsTer17p.A49Pfs*17O43557protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TNFSF14SNVMissense_Mutationrs758345856c.652N>Tp.Arg218Cysp.R218CO43557protein_codingdeleterious(0)probably_damaging(0.997)TCGA-VS-A8EK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
TNFSF14SNVMissense_Mutationnovelc.98N>Ap.Cys33Tyrp.C33YO43557protein_codingdeleterious(0.03)probably_damaging(0.996)TCGA-5M-AATE-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TNFSF14SNVMissense_Mutationrs772753769c.667N>Tp.Arg223Cysp.R223CO43557protein_codingdeleterious(0)possibly_damaging(0.902)TCGA-AA-3875-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TNFSF14SNVMissense_Mutationnovelc.110G>Ap.Arg37Glnp.R37QO43557protein_codingtolerated(0.88)benign(0)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TNFSF14SNVMissense_Mutationrs746091221c.505C>Tp.Arg169Cysp.R169CO43557protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TNFSF14SNVMissense_Mutationc.602G>Ap.Ser201Asnp.S201NO43557protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TNFSF14SNVMissense_Mutationc.85N>Tp.Arg29Trpp.R29WO43557protein_codingdeleterious(0)possibly_damaging(0.65)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=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
8740TNFSF14DRUGGABLE GENOMEinhibitorCHEMBL1742988BAMINERCEPT
8740TNFSF14DRUGGABLE GENOMEBAMINERCEPTBAMINERCEPT
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