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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: TNFSF13B

Gene summary for TNFSF13B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNFSF13B

Gene ID

10673

Gene nameTNF superfamily member 13b
Gene AliasBAFF
Cytomap13q33.3
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q9Y275


Top

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
10673TNFSF13BC04HumanOral cavityOSCC6.44e-032.22e-010.2633
10673TNFSF13BC21HumanOral cavityOSCC1.22e-064.74e-010.2678
10673TNFSF13BC30HumanOral cavityOSCC1.60e-136.84e-010.3055
10673TNFSF13BC38HumanOral cavityOSCC1.22e-036.37e-010.172
10673TNFSF13BC46HumanOral cavityOSCC3.51e-021.97e-010.1673
10673TNFSF13BC06HumanOral cavityOSCC3.37e-061.10e+000.2699
10673TNFSF13BLN46HumanOral cavityOSCC9.10e-081.24e+000.1666
10673TNFSF13BNEOLP-1HumanOral cavityNEOLP4.47e-021.48e-01-0.0194
10673TNFSF13BSYSMH2HumanOral cavityOSCC2.47e-031.73e-010.2326
Page: 1 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:004887220Oral cavityOSCChomeostasis of number of cells152/7305272/187231.08e-082.23e-07152
GO:003461218Oral cavityOSCCresponse to tumor necrosis factor143/7305253/187231.09e-082.23e-07143
GO:004578520Oral cavityOSCCpositive regulation of cell adhesion225/7305437/187236.06e-081.09e-06225
GO:007135618Oral cavityOSCCcellular response to tumor necrosis factor128/7305229/187231.49e-072.49e-06128
GO:004211016Oral cavityOSCCT cell activation245/7305487/187232.00e-073.22e-06245
GO:00332099Oral cavityOSCCtumor necrosis factor-mediated signaling pathway61/730599/187234.31e-064.98e-0561
GO:19031316Oral cavityOSCCmononuclear cell differentiation210/7305426/187238.44e-069.02e-05210
GO:002240718Oral cavityOSCCregulation of cell-cell adhesion218/7305448/187231.71e-051.68e-04218
GO:005086315Oral cavityOSCCregulation of T cell activation161/7305329/187231.44e-041.02e-03161
GO:00192214Oral cavityOSCCcytokine-mediated signaling pathway222/7305472/187232.02e-041.35e-03222
GO:000715916Oral cavityOSCCleukocyte cell-cell adhesion178/7305371/187232.44e-041.57e-03178
GO:00300983Oral cavityOSCClymphocyte differentiation179/7305374/187232.74e-041.74e-03179
GO:190303715Oral cavityOSCCregulation of leukocyte cell-cell adhesion162/7305336/187233.39e-042.08e-03162
GO:004209816Oral cavityOSCCT cell proliferation100/7305199/187237.93e-044.27e-03100
GO:002240917Oral cavityOSCCpositive regulation of cell-cell adhesion136/7305284/187231.35e-036.62e-03136
GO:0001776Oral cavityOSCCleukocyte homeostasis48/730587/187231.60e-037.62e-0348
GO:190303910Oral cavityOSCCpositive regulation of leukocyte cell-cell adhesion115/7305239/187232.48e-031.09e-02115
GO:005087010Oral cavityOSCCpositive regulation of T cell activation104/7305216/187233.76e-031.55e-02104
GO:00706618Oral cavityOSCCleukocyte proliferation145/7305318/187239.31e-033.33e-02145
GO:00466517Oral cavityOSCClymphocyte proliferation131/7305288/187231.41e-024.67e-02131
Page: 1 2 3 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa040644Oral cavityOSCCNF-kappa B signaling pathway67/3704104/84651.57e-056.75e-053.44e-0567
hsa0532318Oral cavityOSCCRheumatoid arthritis56/370493/84659.72e-042.76e-031.40e-0356
hsa0406411Oral cavityOSCCNF-kappa B signaling pathway67/3704104/84651.57e-056.75e-053.44e-0567
hsa0532319Oral cavityOSCCRheumatoid arthritis56/370493/84659.72e-042.76e-031.40e-0356
Page: 1 

Top

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
TNFSF13BTNFRSF17TNFSF13B_TNFRSF17BAFFBreastDCIS
TNFSF13BTNFRSF13BTNFSF13B_TNFRSF13BBAFFBreastDCIS
TNFSF13BTNFRSF13CTNFSF13B_TNFRSF13CBAFFBreastDCIS
TNFSF13BTNFRSF17TNFSF13B_TNFRSF17BAFFBreastHealthy
TNFSF13BTNFRSF13CTNFSF13B_TNFRSF13CBAFFBreastHealthy
TNFSF13BTNFRSF17TNFSF13B_TNFRSF17BAFFBreastIDC
TNFSF13BTNFRSF13CTNFSF13B_TNFRSF13CBAFFBreastIDC
TNFSF13BTNFRSF13CTNFSF13B_TNFRSF13CBAFFCervixADJ
TNFSF13BTNFRSF13BTNFSF13B_TNFRSF13BBAFFCervixCC
TNFSF13BTNFRSF13CTNFSF13B_TNFRSF13CBAFFCervixCC
TNFSF13BTNFRSF13BTNFSF13B_TNFRSF13BBAFFCervixHealthy
TNFSF13BTNFRSF13CTNFSF13B_TNFRSF13CBAFFCervixHealthy
TNFSF13BTNFRSF13BTNFSF13B_TNFRSF13BBAFFCervixPrecancer
TNFSF13BTNFRSF13CTNFSF13B_TNFRSF13CBAFFCervixPrecancer
TNFSF13BTNFRSF17TNFSF13B_TNFRSF17BAFFCRCMSI-H
TNFSF13BTNFRSF13CTNFSF13B_TNFRSF13CBAFFCRCMSI-H
TNFSF13BTNFRSF17TNFSF13B_TNFRSF17BAFFCRCSER
TNFSF13BTNFRSF13CTNFSF13B_TNFRSF13CBAFFCRCSER
TNFSF13BTNFRSF13BTNFSF13B_TNFRSF13BBAFFEndometriumADJ
TNFSF13BTNFRSF13CTNFSF13B_TNFRSF13CBAFFEndometriumADJ
Page: 1 2 3 4 

Top

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.
Page: 1 

Top

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
TNFSF13BSNVMissense_Mutationc.281G>Ap.Gly94Glup.G94EQ9Y275protein_codingtolerated(0.64)benign(0)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
TNFSF13BinsertionIn_Frame_Insnovelc.198_199insACATTAATTATTTTTATGACAGCAGCAGGAACTTTCAGCTGCTTTp.Phe66_Tyr67insThrLeuIleIlePheMetThrAlaAlaGlyThrPheSerCysPhep.F66_Y67insTLIIFMTAAGTFSCFQ9Y275protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
TNFSF13BSNVMissense_Mutationnovelc.181N>Ap.Leu61Ilep.L61IQ9Y275protein_codingdeleterious(0.04)benign(0.368)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
TNFSF13BSNVMissense_Mutationnovelc.477N>Cp.Gln159Hisp.Q159HQ9Y275protein_codingtolerated(0.07)benign(0.003)TCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
TNFSF13BSNVMissense_Mutationnovelc.62A>Gp.Glu21Glyp.E21GQ9Y275protein_codingdeleterious_low_confidence(0)possibly_damaging(0.494)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TNFSF13BSNVMissense_Mutationc.80G>Ap.Cys27Tyrp.C27YQ9Y275protein_codingtolerated_low_confidence(0.06)benign(0)TCGA-AG-A00Y-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
TNFSF13BSNVMissense_Mutationnovelc.586T>Cp.Tyr196Hisp.Y196HQ9Y275protein_codingdeleterious(0)probably_damaging(0.986)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TNFSF13BdeletionFrame_Shift_Delc.34_37delNNNNp.Thr13LeufsTer9p.T13Lfs*9Q9Y275protein_codingTCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
TNFSF13BSNVMissense_Mutationnovelc.803N>Tp.Ala268Valp.A268VQ9Y275protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
TNFSF13BSNVMissense_Mutationnovelc.389G>Tp.Arg130Ilep.R130IQ9Y275protein_codingdeleterious(0)possibly_damaging(0.689)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 

Top

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
10673TNFSF13BDRUGGABLE GENOME, TRANSCRIPTION FACTORBelimumabBELIMUMAB
10673TNFSF13BDRUGGABLE GENOME, TRANSCRIPTION FACTORBLISIBIMODBLISIBIMOD
10673TNFSF13BDRUGGABLE GENOME, TRANSCRIPTION FACTORLY2127399
10673TNFSF13BDRUGGABLE GENOME, TRANSCRIPTION FACTORinhibitorCHEMBL2107877BLISIBIMOD
10673TNFSF13BDRUGGABLE GENOME, TRANSCRIPTION FACTORinhibitorCHEMBL1743075TABALUMAB
10673TNFSF13BDRUGGABLE GENOME, TRANSCRIPTION FACTORbelimumabBELIMUMAB
10673TNFSF13BDRUGGABLE GENOME, TRANSCRIPTION FACTORTabalumabTABALUMAB
10673TNFSF13BDRUGGABLE GENOME, TRANSCRIPTION FACTORTACI-IGATACICEPT
10673TNFSF13BDRUGGABLE GENOME, TRANSCRIPTION FACTORBELIMUMABBELIMUMAB
10673TNFSF13BDRUGGABLE GENOME, TRANSCRIPTION FACTORAUTOANTIGEN15084273
Page: 1 2