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: TNFSF13

Gene summary for TNFSF13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNFSF13

Gene ID

8741

Gene nameTNF superfamily member 13
Gene AliasAPRIL
Cytomap17p13.1
Gene Typeprotein-coding
GO ID

GO:0000018

UniProtAcc

Q2QBA2


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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
8741TNFSF13HTA11_3410_2000001011HumanColorectumAD1.75e-122.65e-010.0155
8741TNFSF13HTA11_2487_2000001011HumanColorectumSER2.14e-154.98e-01-0.1808
8741TNFSF13HTA11_1938_2000001011HumanColorectumAD8.58e-134.31e-01-0.0811
8741TNFSF13HTA11_78_2000001011HumanColorectumAD8.26e-093.19e-01-0.1088
8741TNFSF13HTA11_347_2000001011HumanColorectumAD2.88e-224.07e-01-0.1954
8741TNFSF13HTA11_411_2000001011HumanColorectumSER7.44e-098.79e-01-0.2602
8741TNFSF13HTA11_2112_2000001011HumanColorectumSER8.76e-084.80e-01-0.2196
8741TNFSF13HTA11_3361_2000001011HumanColorectumAD1.71e-103.09e-01-0.1207
8741TNFSF13HTA11_83_2000001011HumanColorectumSER4.95e-164.54e-01-0.1526
8741TNFSF13HTA11_696_2000001011HumanColorectumAD5.44e-336.04e-01-0.1464
8741TNFSF13HTA11_866_2000001011HumanColorectumAD7.11e-143.12e-01-0.1001
8741TNFSF13HTA11_1391_2000001011HumanColorectumAD5.57e-296.57e-01-0.059
8741TNFSF13HTA11_2992_2000001011HumanColorectumSER2.31e-083.56e-01-0.1706
8741TNFSF13HTA11_5212_2000001011HumanColorectumAD1.91e-114.96e-01-0.2061
8741TNFSF13HTA11_5216_2000001011HumanColorectumSER1.20e-126.30e-01-0.1462
8741TNFSF13HTA11_546_2000001011HumanColorectumAD1.01e-164.80e-01-0.0842
8741TNFSF13HTA11_7862_2000001011HumanColorectumAD3.08e-042.52e-01-0.0179
8741TNFSF13HTA11_866_3004761011HumanColorectumAD9.05e-123.09e-010.096
8741TNFSF13HTA11_4255_2000001011HumanColorectumSER3.40e-032.80e-010.0446
8741TNFSF13HTA11_8622_2000001021HumanColorectumSER8.37e-052.26e-010.0528
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
∗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:0051052ColorectumADregulation of DNA metabolic process116/3918359/187232.47e-071.00e-05116
GO:0051054ColorectumADpositive regulation of DNA metabolic process73/3918201/187233.27e-071.29e-0573
GO:00510541ColorectumSERpositive regulation of DNA metabolic process53/2897201/187234.51e-051.13e-0353
GO:00510521ColorectumSERregulation of DNA metabolic process83/2897359/187238.03e-051.77e-0383
GO:00510522ColorectumMSSregulation of DNA metabolic process108/3467359/187235.86e-083.10e-06108
GO:00510542ColorectumMSSpositive regulation of DNA metabolic process69/3467201/187236.33e-083.26e-0669
GO:005105214EsophagusHGINregulation of DNA metabolic process79/2587359/187231.38e-053.85e-0479
GO:005105416EsophagusHGINpositive regulation of DNA metabolic process47/2587201/187231.65e-043.21e-0347
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:005105417EsophagusESCCpositive regulation of DNA metabolic process139/8552201/187231.20e-114.33e-10139
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:00025622EsophagusESCCsomatic diversification of immune receptors via germline recombination within a single locus43/855266/187231.10e-035.53e-0343
GO:00164442EsophagusESCCsomatic cell DNA recombination43/855266/187231.10e-035.53e-0343
GO:00164472EsophagusESCCsomatic recombination of immunoglobulin gene segments38/855257/187231.11e-035.56e-0338
GO:00022003EsophagusESCCsomatic diversification of immune receptors49/855277/187231.12e-035.60e-0349
GO:00164452EsophagusESCCsomatic diversification of immunoglobulins43/855267/187231.73e-037.97e-0343
GO:00023815EsophagusESCCimmunoglobulin production involved in immunoglobulin-mediated immune response44/855270/187232.80e-031.19e-0244
GO:0002204EsophagusESCCsomatic recombination of immunoglobulin genes involved in immune response31/855249/187239.89e-033.40e-0231
GO:0002208EsophagusESCCsomatic diversification of immunoglobulins involved in immune response31/855249/187239.89e-033.40e-0231
GO:0045190EsophagusESCCisotype switching31/855249/187239.89e-033.40e-0231
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0532320EsophagusESCCRheumatoid arthritis59/420593/84654.98e-031.27e-026.52e-0359
hsa05323110EsophagusESCCRheumatoid arthritis59/420593/84654.98e-031.27e-026.52e-0359
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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
TNFSF13TNFRSF17TNFSF13_TNFRSF17APRILCRCAD
TNFSF13TNFRSF13BTNFSF13_TNFRSF13BAPRILCRCAD
TNFSF13TNFRSF17TNFSF13_TNFRSF17APRILCRCMSI-H
TNFSF13TNFRSF17TNFSF13_TNFRSF17APRILCRCMSS
TNFSF13TNFRSF17TNFSF13_TNFRSF17APRILCRCSER
TNFSF13TNFRSF13BTNFSF13_TNFRSF13BAPRILEndometriumADJ
TNFSF13TNFRSF13BTNFSF13_TNFRSF13BAPRILLiverHCC
TNFSF13TNFRSF17TNFSF13_TNFRSF17APRILLungAAH
TNFSF13TNFRSF13BTNFSF13_TNFRSF13BAPRILLungAAH
TNFSF13TNFRSF17TNFSF13_TNFRSF17APRILLungADJ
TNFSF13TNFRSF13BTNFSF13_TNFRSF13BAPRILLungADJ
TNFSF13TNFRSF17TNFSF13_TNFRSF17APRILLungAIS
TNFSF13TNFRSF13BTNFSF13_TNFRSF13BAPRILLungAIS
TNFSF13TNFRSF17TNFSF13_TNFRSF17APRILLungIAC
TNFSF13TNFRSF13BTNFSF13_TNFRSF13BAPRILLungIAC
TNFSF13TNFRSF17TNFSF13_TNFRSF17APRILLungMIAC
TNFSF13TNFRSF13BTNFSF13_TNFRSF13BAPRILLungMIAC
TNFSF13TNFRSF17TNFSF13_TNFRSF17APRILLungPrecancer
TNFSF13TNFRSF13BTNFSF13_TNFRSF13BAPRILLungPrecancer
TNFSF13TNFRSF17TNFSF13_TNFRSF17APRILProstateBPH
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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
TNFSF13SNVMissense_Mutationnovelc.339N>Tp.Lys113Asnp.K113NO75888protein_codingtolerated(0.16)benign(0.261)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
TNFSF13SNVMissense_Mutationnovelc.140C>Tp.Ala47Valp.A47VO75888protein_codingtolerated(0.39)benign(0.007)TCGA-CV-7429-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIUnknownUnknownPD
TNFSF13deletionFrame_Shift_Delc.104delNp.Ala37GlnfsTer13p.A37Qfs*13O75888protein_codingTCGA-B7-5816-01Stomachstomach adenocarcinomaFemale<65I/IIUnknownUnknownSD
TNFSF13deletionFrame_Shift_Delc.104delNp.Ala37GlnfsTer13p.A37Qfs*13O75888protein_codingTCGA-CG-5723-01Stomachstomach adenocarcinomaMale>=65I/IIUnknownUnknownSD
TNFSF13insertionFrame_Shift_Insrs775253472c.103_104insGp.Ala37GlyfsTer88p.A37Gfs*88O75888protein_codingTCGA-HU-A4G8-01Stomachstomach adenocarcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
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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
8741TNFSF13DRUGGABLE GENOMETACI-IGATACICEPT
8741TNFSF13DRUGGABLE GENOMEAtaciceptATACICEPT
8741TNFSF13DRUGGABLE GENOMEinhibitorCHEMBL1742986ATACICEPT
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