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: TNFRSF1B

Gene summary for TNFRSF1B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNFRSF1B

Gene ID

7133

Gene nameTNF receptor superfamily member 1B
Gene AliasCD120b
Cytomap1p36.22
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

P20333


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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
7133TNFRSF1BS41HumanLiverCirrhotic1.23e-023.41e-01-0.0343
7133TNFRSF1BHCC2HumanLiverHCC1.29e-212.76e+000.5341
7133TNFRSF1BHCC5HumanLiverHCC6.87e-192.49e+000.4932
7133TNFRSF1BPt13.bHumanLiverHCC6.48e-034.04e-020.0251
7133TNFRSF1BS028HumanLiverHCC1.58e-033.48e-010.2503
7133TNFRSF1BS029HumanLiverHCC2.53e-034.19e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:004217612LiverCirrhoticregulation of protein catabolic process181/4634391/187237.94e-212.77e-18181
GO:000989612LiverCirrhoticpositive regulation of catabolic process215/4634492/187231.13e-203.56e-18215
GO:190136111LiverCirrhoticorganic cyclic compound catabolic process213/4634495/187231.58e-193.67e-17213
GO:003133112LiverCirrhoticpositive regulation of cellular catabolic process190/4634427/187231.94e-194.18e-17190
GO:001943911LiverCirrhoticaromatic compound catabolic process202/4634467/187236.93e-191.28e-16202
GO:004427011LiverCirrhoticcellular nitrogen compound catabolic process195/4634451/187232.99e-184.94e-16195
GO:004670011LiverCirrhoticheterocycle catabolic process192/4634445/187237.17e-181.12e-15192
GO:004586212LiverCirrhoticpositive regulation of proteolysis163/4634372/187234.18e-165.14e-14163
GO:004573212LiverCirrhoticpositive regulation of protein catabolic process112/4634231/187233.89e-154.21e-13112
GO:003465511LiverCirrhoticnucleobase-containing compound catabolic process171/4634407/187239.07e-159.33e-13171
GO:009719312LiverCirrhoticintrinsic apoptotic signaling pathway130/4634288/187232.69e-142.45e-12130
GO:000640111LiverCirrhoticRNA catabolic process126/4634278/187234.64e-144.10e-12126
GO:009719112LiverCirrhoticextrinsic apoptotic signaling pathway97/4634219/187231.82e-109.11e-0997
GO:007099712LiverCirrhoticneuron death141/4634361/187239.56e-104.38e-08141
GO:19012147LiverCirrhoticregulation of neuron death122/4634319/187235.17e-081.62e-06122
GO:004348711LiverCirrhoticregulation of RNA stability73/4634170/187231.44e-073.87e-0673
GO:00336192LiverCirrhoticmembrane protein proteolysis31/463457/187231.55e-063.02e-0531
GO:19012156LiverCirrhoticnegative regulation of neuron death80/4634208/187237.55e-061.15e-0480
GO:00065092LiverCirrhoticmembrane protein ectodomain proteolysis24/463443/187231.30e-051.82e-0424
GO:000756812LiverCirrhoticaging117/4634339/187233.13e-053.91e-04117
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501414LiverCirrhoticAmyotrophic lateral sclerosis187/2530364/84651.56e-186.50e-174.01e-17187
hsa0502214LiverCirrhoticPathways of neurodegeneration - multiple diseases217/2530476/84657.30e-142.03e-121.25e-12217
hsa0501415LiverCirrhoticAmyotrophic lateral sclerosis187/2530364/84651.56e-186.50e-174.01e-17187
hsa0502215LiverCirrhoticPathways of neurodegeneration - multiple diseases217/2530476/84657.30e-142.03e-121.25e-12217
hsa0501422LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0502222LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa046684LiverHCCTNF signaling pathway73/4020114/84652.53e-041.19e-036.63e-0473
hsa0501432LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0502232LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0466811LiverHCCTNF signaling pathway73/4020114/84652.53e-041.19e-036.63e-0473
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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
TNFTNFRSF1BTNF_TNFRSF1BTNFBreastADJ
TNFTNFRSF1BTNF_TNFRSF1BTNFBreastDCIS
TNFTNFRSF1BTNF_TNFRSF1BTNFBreastHealthy
LTATNFRSF1BLTA_TNFRSF1BLTCervixADJ
TNFTNFRSF1BTNF_TNFRSF1BTNFCervixCC
TNFTNFRSF1BTNF_TNFRSF1BTNFCervixHealthy
TNFTNFRSF1BTNF_TNFRSF1BTNFCervixPrecancer
TNFTNFRSF1BTNF_TNFRSF1BTNFEndometriumADJ
TNFTNFRSF1BTNF_TNFRSF1BTNFEndometriumAEH
TNFTNFRSF1BTNF_TNFRSF1BTNFEndometriumEEC
TNFTNFRSF1BTNF_TNFRSF1BTNFEndometriumHealthy
LTATNFRSF1BLTA_TNFRSF1BLTEsophagusESCC
TNFTNFRSF1BTNF_TNFRSF1BTNFGCADJ
TNFTNFRSF1BTNF_TNFRSF1BTNFHNSCCADJ
TNFTNFRSF1BTNF_TNFRSF1BTNFHNSCCOSCC
TNFTNFRSF1BTNF_TNFRSF1BTNFHNSCCPrecancer
TNFTNFRSF1BTNF_TNFRSF1BTNFLiverHealthy
TNFTNFRSF1BTNF_TNFRSF1BTNFLiverPrecancer
TNFTNFRSF1BTNF_TNFRSF1BTNFLungAAH
TNFTNFRSF1BTNF_TNFRSF1BTNFLungADJ
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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
TNFRSF1BSNVMissense_Mutationrs778973992c.1003N>Tp.Ala335Serp.A335SP20333protein_codingtolerated(0.08)benign(0.283)TCGA-3C-AALJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TNFRSF1BSNVMissense_Mutationrs571590743c.1291C>Tp.Arg431Trpp.R431WP20333protein_codingdeleterious(0.02)benign(0.251)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TNFRSF1BSNVMissense_Mutationc.643N>Tp.His215Tyrp.H215YP20333protein_codingtolerated(1)benign(0)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TNFRSF1BSNVMissense_Mutationc.1261N>Ap.Val421Ilep.V421IP20333protein_codingtolerated(0.29)probably_damaging(0.981)TCGA-BH-A1FH-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
TNFRSF1BSNVMissense_Mutationnovelc.931A>Gp.Thr311Alap.T311AP20333protein_codingtolerated(1)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TNFRSF1BSNVMissense_Mutationnovelc.363G>Tp.Arg121Serp.R121SP20333protein_codingtolerated(0.35)benign(0.02)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
TNFRSF1BSNVMissense_Mutationc.1333G>Ap.Glu445Lysp.E445KP20333protein_codingdeleterious(0.03)benign(0.116)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TNFRSF1BSNVMissense_Mutationc.1193N>Ap.Ser398Tyrp.S398YP20333protein_codingdeleterious(0.01)possibly_damaging(0.641)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TNFRSF1BSNVMissense_Mutationc.143N>Gp.Gln48Argp.Q48RP20333protein_codingtolerated(0.21)benign(0.001)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
TNFRSF1BSNVMissense_Mutationnovelc.1118N>Ap.Gly373Aspp.G373DP20333protein_codingdeleterious(0.01)probably_damaging(0.916)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
7133TNFRSF1BDRUGGABLE GENOMECARBAMAZEPINECARBAMAZEPINE15565432
7133TNFRSF1BDRUGGABLE GENOMEACTINOMYCIN D11125300
7133TNFRSF1BDRUGGABLE GENOMEinfliximabINFLIXIMAB25850964,18565259,25537528,22129793
7133TNFRSF1BDRUGGABLE GENOME178101766
7133TNFRSF1BDRUGGABLE GENOMELITHIUMLITHIUM15565432
7133TNFRSF1BDRUGGABLE GENOMETumor necrosis factor alpha (TNF-alpha) inhibitors25850964,18565259,25537528,22129793
7133TNFRSF1BDRUGGABLE GENOMEetanerceptETANERCEPT30075559
7133TNFRSF1BDRUGGABLE GENOME178101757
7133TNFRSF1BDRUGGABLE GENOMESTAVUDINESTAVUDINE9430255
7133TNFRSF1BDRUGGABLE GENOMEDIDANOSINEDIDANOSINE9430255
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