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: TNFRSF11B

Gene summary for TNFRSF11B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNFRSF11B

Gene ID

4982

Gene nameTNF receptor superfamily member 11b
Gene AliasOCIF
Cytomap8q24.12
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

O00300


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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
4982TNFRSF11BLZE24THumanEsophagusESCC1.18e-064.12e-010.0596
4982TNFRSF11BP12T-EHumanEsophagusESCC1.41e-021.34e-010.1122
4982TNFRSF11BP16T-EHumanEsophagusESCC5.06e-311.45e+000.1153
4982TNFRSF11BP56T-EHumanEsophagusESCC6.75e-081.38e+000.1613
4982TNFRSF11BP57T-EHumanEsophagusESCC3.89e-129.83e-010.0926
4982TNFRSF11BP74T-EHumanEsophagusESCC5.61e-031.14e-010.1479
4982TNFRSF11BP76T-EHumanEsophagusESCC6.14e-155.71e-010.1207
4982TNFRSF11BHCC1_MengHumanLiverHCC2.25e-571.28e-010.0246
4982TNFRSF11BHCC2_MengHumanLiverHCC4.89e-041.35e-010.0107
4982TNFRSF11BHCC2HumanLiverHCC9.99e-035.91e-010.5341
4982TNFRSF11BS027HumanLiverHCC2.41e-051.12e+000.2446
4982TNFRSF11BS028HumanLiverHCC9.93e-198.69e-010.2503
4982TNFRSF11BS029HumanLiverHCC1.56e-136.05e-010.2581
4982TNFRSF11BAdj_PTCwithHT_6HumanThyroidHT1.13e-11-4.16e-010.02
4982TNFRSF11BPTCwithHT_6HumanThyroidHT9.15e-09-3.89e-010.02
4982TNFRSF11BPTCwithHT_8HumanThyroidHT1.43e-09-3.95e-010.0351
4982TNFRSF11BPTCwithoutHT_2HumanThyroidPTC1.13e-11-4.16e-010.0419
4982TNFRSF11Bmale-WTAHumanThyroidPTC4.92e-24-2.11e-010.1037
4982TNFRSF11BPTC01HumanThyroidPTC1.01e-15-3.60e-010.1899
4982TNFRSF11BPTC06HumanThyroidPTC1.67e-03-1.19e-010.2057
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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
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:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:004668514EsophagusESCCresponse to arsenic-containing substance30/855233/187235.73e-081.02e-0630
GO:000758410EsophagusESCCresponse to nutrient114/8552174/187239.43e-081.56e-06114
GO:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
GO:001003827EsophagusESCCresponse to metal ion208/8552373/187235.02e-053.90e-04208
GO:00301984EsophagusESCCextracellular matrix organization171/8552301/187236.08e-054.67e-04171
GO:00430624EsophagusESCCextracellular structure organization171/8552302/187237.73e-055.76e-04171
GO:00452294EsophagusESCCexternal encapsulating structure organization172/8552304/187237.80e-055.80e-04172
GO:20000274EsophagusESCCregulation of animal organ morphogenesis71/8552125/187237.97e-032.84e-0271
GO:00436275EsophagusESCCresponse to estrogen45/855275/187238.75e-033.08e-0245
GO:003166722LiverHCCresponse to nutrient levels276/7958474/187232.30e-121.08e-10276
GO:000758421LiverHCCresponse to nutrient111/7958174/187231.10e-082.73e-07111
GO:001003822LiverHCCresponse to metal ion208/7958373/187231.35e-072.56e-06208
GO:000941022LiverHCCresponse to xenobiotic stimulus248/7958462/187236.47e-071.02e-05248
GO:004668511LiverHCCresponse to arsenic-containing substance28/795833/187236.57e-071.03e-0528
GO:00436271LiverHCCresponse to estrogen44/795875/187233.44e-031.55e-0244
GO:001003830ThyroidHTresponse to metal ion50/1272373/187233.12e-061.08e-0450
GO:006024917ThyroidHTanatomical structure homeostasis42/1272314/187231.98e-054.60e-0442
GO:003166729ThyroidHTresponse to nutrient levels56/1272474/187233.66e-057.57e-0456
GO:000189418ThyroidHTtissue homeostasis36/1272268/187236.90e-051.26e-0336
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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
TNFRSF11BSNVMissense_Mutationc.953C>Gp.Ala318Glyp.A318GO00300protein_codingdeleterious(0.05)benign(0.037)TCGA-AR-A24L-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenPD
TNFRSF11BSNVMissense_Mutationrs760601102c.1042G>Ap.Ala348Thrp.A348TO00300protein_codingtolerated(0.06)benign(0.155)TCGA-D8-A1JU-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TNFRSF11BSNVMissense_Mutationc.568N>Ap.Glu190Lysp.E190KO00300protein_codingtolerated(0.78)benign(0.024)TCGA-E2-A1IN-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
TNFRSF11BinsertionFrame_Shift_Insnovelc.844_845insTTTTATTAGAAp.Gln282LeufsTer21p.Q282Lfs*21O00300protein_codingTCGA-A2-A0CM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
TNFRSF11BinsertionNonsense_Mutationnovelc.861_862insTACTAAATATGGGAATGTCTAACTTAAATAp.His287_Ala288insTyrTerIleTrpGluCysLeuThrTerIlep.H287_A288insY*IWECLT*IO00300protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TNFRSF11BinsertionFrame_Shift_Insnovelc.649_650insTTAAATTTAAAAAAGAAGAAGAAGAAGAAGAAp.Pro217LeufsTer19p.P217Lfs*19O00300protein_codingTCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TNFRSF11BdeletionFrame_Shift_Delnovelc.943delAp.Thr315GlnfsTer2p.T315Qfs*2O00300protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
TNFRSF11BSNVMissense_Mutationc.1107N>Gp.Ile369Metp.I369MO00300protein_codingtolerated(0.07)benign(0.009)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TNFRSF11BSNVMissense_Mutationnovelc.894N>Cp.Leu298Phep.L298FO00300protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-MA-AA3Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TNFRSF11BSNVMissense_Mutationrs371566584c.256N>Ap.Val86Metp.V86MO00300protein_codingdeleterious(0.02)benign(0.19)TCGA-ZJ-AAXB-01Cervixcervical & endocervical cancerFemale<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
4982TNFRSF11BDRUGGABLE GENOMEEPINEPHRINEEPINEPHRINE11239501
4982TNFRSF11BDRUGGABLE GENOMEHORMONES10469275,10702390
4982TNFRSF11BDRUGGABLE GENOMEanastrozoleANASTROZOLE
4982TNFRSF11BDRUGGABLE GENOMERISEDRONATERISEDRONIC ACID15777635
4982TNFRSF11BDRUGGABLE GENOMETESTOSTERONETESTOSTERONE11932280
4982TNFRSF11BDRUGGABLE GENOMETRAIL11912131,12915677
4982TNFRSF11BDRUGGABLE GENOMEletrozoleLETROZOLE
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