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: TNFRSF19

Gene summary for TNFRSF19

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNFRSF19

Gene ID

55504

Gene nameTNF receptor superfamily member 19
Gene AliasTAJ
Cytomap13q12.12
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q9NS68


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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
55504TNFRSF19P128T-EHumanEsophagusESCC8.41e-074.09e-010.1241
55504TNFRSF19HCC1HumanLiverHCC1.58e-032.70e+000.5336
55504TNFRSF19S014HumanLiverHCC7.37e-156.17e-010.2254
55504TNFRSF19S015HumanLiverHCC1.15e-219.34e-010.2375
55504TNFRSF19S016HumanLiverHCC4.56e-247.32e-010.2243
55504TNFRSF19P4_S8_cSCCHumanSkincSCC2.76e-094.27e-01-0.3095
55504TNFRSF19P2_cSCCHumanSkincSCC1.60e-033.21e-01-0.024
55504TNFRSF19P4_cSCCHumanSkincSCC3.06e-061.47e-01-0.00290000000000005
55504TNFRSF19cSCC_p1HumanSkincSCC1.33e-093.91e-01-0.1916
55504TNFRSF19cSCC_p10HumanSkincSCC3.10e-113.45e-01-0.2095
55504TNFRSF19cSCC_p11HumanSkincSCC2.58e-133.90e-01-0.2102
55504TNFRSF19cSCC_p4HumanSkincSCC1.95e-052.71e-01-0.2022
55504TNFRSF19cSCC_p8HumanSkincSCC7.96e-142.78e-01-0.1971
55504TNFRSF19cSCC_p9HumanSkincSCC6.18e-253.79e-01-0.1991
55504TNFRSF19ATC11HumanThyroidATC4.13e-088.39e-010.3386
55504TNFRSF19ATC12HumanThyroidATC1.77e-041.38e-010.34
55504TNFRSF19ATC13HumanThyroidATC1.21e-047.24e-020.34
55504TNFRSF19ATC3HumanThyroidATC1.92e-169.92e-010.338
55504TNFRSF19ATC4HumanThyroidATC6.90e-062.00e-010.34
55504TNFRSF19ATC5HumanThyroidATC1.14e-048.56e-020.34
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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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:004312318EsophagusESCCpositive regulation of I-kappaB kinase/NF-kappaB signaling132/8552186/187232.07e-128.58e-11132
GO:0043122110EsophagusESCCregulation of I-kappaB kinase/NF-kappaB signaling167/8552249/187236.11e-122.32e-10167
GO:000724919EsophagusESCCI-kappaB kinase/NF-kappaB signaling183/8552281/187233.02e-111.01e-09183
GO:00435888EsophagusESCCskin development163/8552263/187236.48e-081.14e-06163
GO:003109818EsophagusESCCstress-activated protein kinase signaling cascade154/8552247/187238.53e-081.44e-06154
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:005140318EsophagusESCCstress-activated MAPK cascade147/8552239/187235.43e-077.18e-06147
GO:003320914EsophagusESCCtumor necrosis factor-mediated signaling pathway67/855299/187237.87e-067.72e-0567
GO:007030217EsophagusESCCregulation of stress-activated protein kinase signaling cascade119/8552195/187231.07e-051.01e-04119
GO:003461220EsophagusESCCresponse to tumor necrosis factor149/8552253/187231.47e-051.33e-04149
GO:003287217EsophagusESCCregulation of stress-activated MAPK cascade116/8552192/187232.63e-052.21e-04116
GO:00072549EsophagusESCCJNK cascade102/8552167/187234.22e-053.39e-04102
GO:007135620EsophagusESCCcellular response to tumor necrosis factor132/8552229/187231.69e-041.11e-03132
GO:00463289EsophagusESCCregulation of JNK cascade80/8552133/187235.35e-042.95e-0380
GO:00224043EsophagusESCCmolting cycle process53/855284/187239.62e-044.88e-0353
GO:00224053EsophagusESCChair cycle process53/855284/187239.62e-044.88e-0353
GO:0001942EsophagusESCChair follicle development51/855281/187231.27e-036.14e-0351
GO:0098773EsophagusESCCskin epidermis development53/855285/187231.43e-036.77e-0353
GO:00423033EsophagusESCCmolting cycle64/8552107/187232.24e-039.85e-0364
GO:00426333EsophagusESCChair cycle64/8552107/187232.24e-039.85e-0364
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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
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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
TNFRSF19SNVMissense_Mutationc.1196N>Tp.Asp399Valp.D399VQ9NS68protein_codingdeleterious_low_confidence(0.04)benign(0.021)TCGA-AN-A0AR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TNFRSF19SNVMissense_Mutationc.979N>Ap.Pro327Thrp.P327TQ9NS68protein_codingdeleterious_low_confidence(0)benign(0.306)TCGA-EW-A1P0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexPD
TNFRSF19SNVMissense_Mutationc.418N>Tp.Asp140Tyrp.D140YQ9NS68protein_codingdeleterious(0)probably_damaging(0.98)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
TNFRSF19SNVMissense_Mutationrs115520634c.1034C>Tp.Thr345Metp.T345MQ9NS68protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.736)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TNFRSF19SNVMissense_Mutationc.299N>Ap.Arg100Hisp.R100HQ9NS68protein_codingdeleterious(0.02)probably_damaging(0.993)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TNFRSF19SNVMissense_Mutationc.871N>Gp.Thr291Alap.T291AQ9NS68protein_codingtolerated_low_confidence(0.9)benign(0)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
TNFRSF19SNVMissense_Mutationc.854N>Tp.Ala285Valp.A285VQ9NS68protein_codingtolerated_low_confidence(1)benign(0)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
TNFRSF19SNVMissense_Mutationnovelc.591N>Gp.Phe197Leup.F197LQ9NS68protein_codingtolerated(0.18)benign(0.166)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TNFRSF19SNVMissense_Mutationrs767042376c.1033N>Gp.Thr345Alap.T345AQ9NS68protein_codingtolerated_low_confidence(0.91)benign(0.001)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TNFRSF19SNVMissense_Mutationc.271C>Tp.Pro91Serp.P91SQ9NS68protein_codingtolerated(0.08)benign(0.297)TCGA-CK-6746-01Colorectumcolon 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
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