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:004670021LiverHCCheterocycle catabolic process299/7958445/187232.07e-267.29e-24299
GO:190136121LiverHCCorganic cyclic compound catabolic process325/7958495/187236.52e-262.18e-23325
GO:001943921LiverHCCaromatic compound catabolic process309/7958467/187231.56e-254.94e-23309
GO:004217622LiverHCCregulation of protein catabolic process267/7958391/187232.45e-257.38e-23267
GO:000640121LiverHCCRNA catabolic process201/7958278/187233.88e-241.02e-21201
GO:003465521LiverHCCnucleobase-containing compound catabolic process273/7958407/187234.84e-241.23e-21273
GO:004573222LiverHCCpositive regulation of protein catabolic process163/7958231/187234.00e-184.69e-16163
GO:004586222LiverHCCpositive regulation of proteolysis232/7958372/187235.66e-153.98e-13232
GO:009719322LiverHCCintrinsic apoptotic signaling pathway184/7958288/187231.50e-138.32e-12184
GO:004348721LiverHCCregulation of RNA stability119/7958170/187233.20e-131.71e-11119
GO:009719122LiverHCCextrinsic apoptotic signaling pathway143/7958219/187236.99e-122.97e-10143
GO:005077921LiverHCCRNA destabilization63/795888/187232.99e-086.77e-0763
GO:007099722LiverHCCneuron death202/7958361/187231.44e-072.70e-06202
GO:190121412LiverHCCregulation of neuron death179/7958319/187235.65e-079.01e-06179
GO:000756822LiverHCCaging185/7958339/187234.28e-065.50e-05185
GO:190121512LiverHCCnegative regulation of neuron death113/7958208/187233.68e-042.54e-03113
GO:001072011LiverHCCpositive regulation of cell development155/7958298/187235.39e-043.48e-03155
GO:000863011LiverHCCintrinsic apoptotic signaling pathway in response to DNA damage58/795899/187238.97e-045.29e-0358
GO:003461211LiverHCCresponse to tumor necrosis factor132/7958253/187231.14e-036.48e-03132
GO:003249611LiverHCCresponse to lipopolysaccharide174/7958343/187231.19e-036.62e-03174
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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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