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: TNFRSF11A

Gene summary for TNFRSF11A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNFRSF11A

Gene ID

8792

Gene nameTNF receptor superfamily member 11a
Gene AliasCD265
Cytomap18q21.33
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q9Y6Q6


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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
8792TNFRSF11AHTA11_7696_3000711011HumanColorectumAD2.22e-03-3.19e-010.0674
8792TNFRSF11AHTA11_99999970781_79442HumanColorectumMSS6.46e-04-2.96e-010.294
8792TNFRSF11AHTA11_99999971662_82457HumanColorectumMSS8.94e-16-5.14e-010.3859
8792TNFRSF11AHTA11_99999973899_84307HumanColorectumMSS4.65e-03-5.20e-010.2585
8792TNFRSF11AHTA11_99999974143_84620HumanColorectumMSS1.22e-22-5.75e-010.3005
8792TNFRSF11AA015-C-203HumanColorectumFAP1.11e-21-3.50e-01-0.1294
8792TNFRSF11AA015-C-204HumanColorectumFAP3.44e-03-2.18e-01-0.0228
8792TNFRSF11AA014-C-040HumanColorectumFAP3.21e-029.56e-02-0.1184
8792TNFRSF11AA002-C-201HumanColorectumFAP8.51e-10-3.53e-010.0324
8792TNFRSF11AA002-C-203HumanColorectumFAP2.95e-02-9.20e-020.2786
8792TNFRSF11AA001-C-119HumanColorectumFAP6.98e-09-4.78e-01-0.1557
8792TNFRSF11AA001-C-108HumanColorectumFAP3.87e-13-1.28e-01-0.0272
8792TNFRSF11AA002-C-205HumanColorectumFAP1.43e-17-4.41e-01-0.1236
8792TNFRSF11AA015-C-006HumanColorectumFAP1.71e-08-3.57e-01-0.0994
8792TNFRSF11AA015-C-106HumanColorectumFAP2.80e-08-1.21e-01-0.0511
8792TNFRSF11AA002-C-114HumanColorectumFAP6.95e-14-4.19e-01-0.1561
8792TNFRSF11AA015-C-104HumanColorectumFAP3.37e-25-4.24e-01-0.1899
8792TNFRSF11AA001-C-014HumanColorectumFAP1.75e-10-2.79e-010.0135
8792TNFRSF11AA002-C-016HumanColorectumFAP3.39e-16-2.83e-010.0521
8792TNFRSF11AA015-C-002HumanColorectumFAP2.41e-06-3.21e-01-0.0763
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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
∗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:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:0030099ColorectumADmyeloid cell differentiation119/3918381/187231.24e-064.01e-05119
GO:0030879ColorectumADmammary gland development53/3918137/187231.46e-064.58e-0553
GO:0007623ColorectumADcircadian rhythm72/3918210/187234.50e-061.21e-0472
GO:0048511ColorectumADrhythmic process94/3918298/187231.00e-052.34e-0494
GO:0060249ColorectumADanatomical structure homeostasis94/3918314/187239.37e-051.42e-0394
GO:0033674ColorectumADpositive regulation of kinase activity131/3918467/187231.28e-041.85e-03131
GO:0001894ColorectumADtissue homeostasis81/3918268/187231.96e-042.62e-0381
GO:0051047ColorectumADpositive regulation of secretion90/3918310/187234.11e-044.66e-0390
GO:1903532ColorectumADpositive regulation of secretion by cell82/3918282/187236.85e-047.00e-0382
GO:0045860ColorectumADpositive regulation of protein kinase activity107/3918386/187238.01e-047.92e-03107
GO:0015732ColorectumADprostaglandin transport10/391818/187231.31e-031.15e-0210
GO:0010876ColorectumADlipid localization120/3918448/187231.59e-031.33e-02120
GO:0006869ColorectumADlipid transport108/3918398/187231.67e-031.39e-02108
GO:0071900ColorectumADregulation of protein serine/threonine kinase activity98/3918359/187232.18e-031.73e-0298
GO:2000191ColorectumADregulation of fatty acid transport14/391832/187233.03e-032.25e-0214
GO:0051091ColorectumADpositive regulation of DNA-binding transcription factor activity73/3918260/187233.52e-032.54e-0273
GO:0002573ColorectumADmyeloid leukocyte differentiation60/3918208/187234.03e-032.81e-0260
GO:0071902ColorectumADpositive regulation of protein serine/threonine kinase activity58/3918200/187234.09e-032.84e-0258
GO:0032310ColorectumADprostaglandin secretion8/391815/187235.67e-033.64e-028
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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
TNFRSF11ASNVMissense_Mutationc.214N>Ap.Gly72Serp.G72SQ9Y6Q6protein_codingdeleterious(0)probably_damaging(0.915)TCGA-A8-A07I-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
TNFRSF11ASNVMissense_Mutationc.955G>Ap.Ala319Thrp.A319TQ9Y6Q6protein_codingtolerated(0.46)benign(0.005)TCGA-AR-A24U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TNFRSF11ASNVMissense_Mutationrs750355755c.571N>Ap.Asp191Asnp.D191NQ9Y6Q6protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-E2-A14Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
TNFRSF11ASNVMissense_Mutationrs372282611c.1669N>Ap.Glu557Lysp.E557KQ9Y6Q6protein_codingdeleterious(0.01)probably_damaging(0.977)TCGA-E2-A159-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
TNFRSF11AinsertionFrame_Shift_Insnovelc.208_209insTp.Pro70LeufsTer6p.P70Lfs*6Q9Y6Q6protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
TNFRSF11AinsertionIn_Frame_Insnovelc.209_210insGCTCCTCCATGTACCAGTGAGAAGCATTATGAGCATp.Pro70_Cys71insLeuLeuHisValProValArgSerIleMetSerIlep.P70_C71insLLHVPVRSIMSIQ9Y6Q6protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
TNFRSF11AdeletionFrame_Shift_Delnovelc.856delNp.Leu286TyrfsTer3p.L286Yfs*3Q9Y6Q6protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TNFRSF11ASNVMissense_Mutationnovelc.89N>Cp.Ile30Thrp.I30TQ9Y6Q6protein_codingdeleterious(0)benign(0.214)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TNFRSF11ASNVMissense_Mutationnovelc.1580N>Ap.Gly527Glup.G527EQ9Y6Q6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A8XK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
TNFRSF11ASNVMissense_Mutationc.559A>Gp.Thr187Alap.T187AQ9Y6Q6protein_codingdeleterious(0)possibly_damaging(0.586)TCGA-A6-3807-01Colorectumcolon adenocarcinomaFemale<65III/IVAncillaryleucovorinSD
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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
8792TNFRSF11ADRUGGABLE GENOME, CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANEPyrazolones26398624
8792TNFRSF11ADRUGGABLE GENOME, CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANE178101759
8792TNFRSF11ADRUGGABLE GENOME, CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANEpropionic acid derivatives26398624
8792TNFRSF11ADRUGGABLE GENOME, CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANEdiclofenacDICLOFENAC26398624
8792TNFRSF11ADRUGGABLE GENOME, CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANErisperidoneRISPERIDONE
8792TNFRSF11ADRUGGABLE GENOME, CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANEacetaminophenACETAMINOPHEN26398624
8792TNFRSF11ADRUGGABLE GENOME, CLINICALLY ACTIONABLE, EXTERNAL SIDE OF PLASMA MEMBRANEaspirinASPIRIN26398624
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