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: TNFRSF1A

Gene summary for TNFRSF1A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNFRSF1A

Gene ID

7132

Gene nameTNF receptor superfamily member 1A
Gene AliasCD120a
Cytomap12p13.31
Gene Typeprotein-coding
GO ID

GO:0001885

UniProtAcc

P19438


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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
7132TNFRSF1AHTA11_2487_2000001011HumanColorectumSER7.09e-054.40e-01-0.1808
7132TNFRSF1AHTA11_347_2000001011HumanColorectumAD2.09e-053.28e-01-0.1954
7132TNFRSF1AHTA11_411_2000001011HumanColorectumSER4.81e-028.89e-01-0.2602
7132TNFRSF1AHTA11_696_2000001011HumanColorectumAD2.23e-053.82e-01-0.1464
7132TNFRSF1AHTA11_1391_2000001011HumanColorectumAD9.65e-074.56e-01-0.059
7132TNFRSF1AHTA11_7696_3000711011HumanColorectumAD4.38e-031.37e-010.0674
7132TNFRSF1AHTA11_99999971662_82457HumanColorectumMSS7.03e-042.34e-010.3859
7132TNFRSF1AA015-C-203HumanColorectumFAP8.20e-03-1.17e-01-0.1294
7132TNFRSF1AA002-C-205HumanColorectumFAP4.05e-02-1.45e-01-0.1236
7132TNFRSF1AA002-C-016HumanColorectumFAP4.45e-04-1.44e-010.0521
7132TNFRSF1AA002-C-116HumanColorectumFAP5.45e-03-1.57e-01-0.0452
7132TNFRSF1AF034HumanColorectumFAP3.81e-02-1.41e-01-0.0665
7132TNFRSF1ACRC-3-11773HumanColorectumCRC2.19e-02-8.51e-020.2564
7132TNFRSF1ALZE2THumanEsophagusESCC4.29e-033.71e-020.082
7132TNFRSF1ALZE3DHumanEsophagusHGIN5.58e-034.70e-010.0668
7132TNFRSF1ALZE4THumanEsophagusESCC5.99e-162.96e-010.0811
7132TNFRSF1ALZE5THumanEsophagusESCC1.41e-022.52e-010.0514
7132TNFRSF1ALZE8THumanEsophagusESCC1.37e-053.36e-010.067
7132TNFRSF1ALZE20THumanEsophagusESCC7.22e-092.15e-010.0662
7132TNFRSF1ALZE22D1HumanEsophagusHGIN3.91e-059.52e-020.0595
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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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:0072659ColorectumADprotein localization to plasma membrane122/3918284/187232.86e-171.49e-14122
GO:1990778ColorectumADprotein localization to cell periphery129/3918333/187235.51e-141.15e-11129
GO:0002064ColorectumADepithelial cell development89/3918220/187232.98e-113.52e-0989
GO:0097193ColorectumADintrinsic apoptotic signaling pathway108/3918288/187236.25e-116.41e-09108
GO:0061028ColorectumADestablishment of endothelial barrier23/391846/187231.14e-052.57e-0423
GO:0006631ColorectumADfatty acid metabolic process114/3918390/187235.58e-059.44e-04114
GO:0043123ColorectumADpositive regulation of I-kappaB kinase/NF-kappaB signaling60/3918186/187231.91e-042.56e-0360
GO:0071496ColorectumADcellular response to external stimulus94/3918320/187231.98e-042.64e-0394
GO:0043122ColorectumADregulation of I-kappaB kinase/NF-kappaB signaling76/3918249/187232.17e-042.85e-0376
GO:0097191ColorectumADextrinsic apoptotic signaling pathway68/3918219/187232.64e-043.27e-0368
GO:0001885ColorectumADendothelial cell development26/391864/187232.67e-043.29e-0326
GO:0007249ColorectumADI-kappaB kinase/NF-kappaB signaling82/3918281/187236.09e-046.40e-0382
GO:0003158ColorectumADendothelium development44/3918136/187231.20e-031.07e-0244
GO:0045446ColorectumADendothelial cell differentiation39/3918118/187231.42e-031.22e-0239
GO:0090257ColorectumADregulation of muscle system process73/3918252/187231.46e-031.24e-0273
GO:0008630ColorectumADintrinsic apoptotic signaling pathway in response to DNA damage33/391899/187232.71e-032.05e-0233
GO:0043502ColorectumADregulation of muscle adaptation31/391898/187238.45e-034.94e-0231
GO:00726591ColorectumSERprotein localization to plasma membrane92/2897284/187236.36e-131.86e-1092
GO:19907781ColorectumSERprotein localization to cell periphery98/2897333/187236.09e-119.57e-0998
GO:00971931ColorectumSERintrinsic apoptotic signaling pathway87/2897288/187231.67e-102.32e-0887
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05010ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa04932ColorectumADNon-alcoholic fatty liver disease90/2092155/84654.83e-191.80e-171.15e-1790
hsa05014ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa05022ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa05171ColorectumADCoronavirus disease - COVID-19113/2092232/84659.90e-162.55e-141.63e-14113
hsa05131ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa05132ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa05417ColorectumADLipid and atherosclerosis73/2092215/84651.31e-038.27e-035.27e-0373
hsa05170ColorectumADHuman immunodeficiency virus 1 infection72/2092212/84651.40e-038.46e-035.39e-0372
hsa05163ColorectumADHuman cytomegalovirus infection75/2092225/84652.00e-031.10e-027.01e-0375
hsa05160ColorectumADHepatitis C54/2092157/84653.87e-031.96e-021.25e-0254
hsa05166ColorectumADHuman T-cell leukemia virus 1 infection72/2092222/84655.24e-032.44e-021.55e-0272
hsa050101ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa049321ColorectumADNon-alcoholic fatty liver disease90/2092155/84654.83e-191.80e-171.15e-1790
hsa050141ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa050221ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa051711ColorectumADCoronavirus disease - COVID-19113/2092232/84659.90e-162.55e-141.63e-14113
hsa051311ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa051321ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa054171ColorectumADLipid and atherosclerosis73/2092215/84651.31e-038.27e-035.27e-0373
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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
TNFTNFRSF1ATNF_TNFRSF1ATNFBreastADJ
TNFTNFRSF1ATNF_TNFRSF1ATNFBreastDCIS
TNFTNFRSF1ATNF_TNFRSF1ATNFBreastHealthy
LTATNFRSF1ALTA_TNFRSF1ALTCervixADJ
TNFTNFRSF1ATNF_TNFRSF1ATNFCervixCC
TNFTNFRSF1ATNF_TNFRSF1ATNFCervixHealthy
TNFTNFRSF1ATNF_TNFRSF1ATNFCervixPrecancer
TNFTNFRSF1ATNF_TNFRSF1ATNFEndometriumADJ
TNFTNFRSF1ATNF_TNFRSF1ATNFEndometriumAEH
TNFTNFRSF1ATNF_TNFRSF1ATNFEndometriumEEC
TNFTNFRSF1ATNF_TNFRSF1ATNFEndometriumHealthy
LTATNFRSF1ALTA_TNFRSF1ALTEsophagusESCC
TNFTNFRSF1ATNF_TNFRSF1ATNFGCADJ
TNFTNFRSF1ATNF_TNFRSF1ATNFHNSCCADJ
TNFTNFRSF1ATNF_TNFRSF1ATNFHNSCCOSCC
TNFTNFRSF1ATNF_TNFRSF1ATNFHNSCCPrecancer
TNFTNFRSF1ATNF_TNFRSF1ATNFLiverHealthy
TNFTNFRSF1ATNF_TNFRSF1ATNFLiverPrecancer
TNFTNFRSF1ATNF_TNFRSF1ATNFLungAAH
TNFTNFRSF1ATNF_TNFRSF1ATNFLungADJ
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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
TNFRSF1ASNVMissense_Mutationrs199961053c.167N>Tp.Ser56Leup.S56LP19438protein_codingdeleterious(0)possibly_damaging(0.591)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TNFRSF1ASNVMissense_Mutationnovelc.829N>Gp.Pro277Alap.P277AP19438protein_codingtolerated(0.24)benign(0)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TNFRSF1ASNVMissense_Mutationrs104895245c.265N>Cp.Phe89Leup.F89LP19438protein_codingdeleterious(0.01)possibly_damaging(0.898)TCGA-BH-A1FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
TNFRSF1ASNVMissense_Mutationc.74C>Tp.Ser25Leup.S25LP19438protein_codingtolerated(0.36)benign(0.003)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TNFRSF1ASNVMissense_Mutationnovelc.977N>Tp.Ala326Valp.A326VP19438protein_codingtolerated(0.5)benign(0.028)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TNFRSF1ASNVMissense_Mutationc.364N>Tp.Asp122Tyrp.D122YP19438protein_codingdeleterious(0)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TNFRSF1ASNVMissense_Mutationrs201794033c.928N>Tp.Pro310Serp.P310SP19438protein_codingtolerated(0.13)possibly_damaging(0.902)TCGA-C5-A2LX-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
TNFRSF1ASNVMissense_Mutationrs768168665c.1267N>Tp.Arg423Cysp.R423CP19438protein_codingtolerated(0.15)benign(0.153)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
TNFRSF1ASNVMissense_Mutationc.47N>Cp.Leu16Prop.L16PP19438protein_codingtolerated(0.14)benign(0.026)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TNFRSF1ASNVMissense_Mutationrs199961053c.167N>Tp.Ser56Leup.S56LP19438protein_codingdeleterious(0)possibly_damaging(0.591)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<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
7132TNFRSF1ACELL SURFACE, DRUGGABLE GENOMEUVB9754576
7132TNFRSF1ACELL SURFACE, DRUGGABLE GENOMECYCLOPHOSPHAMIDECYCLOPHOSPHAMIDE9894568
7132TNFRSF1ACELL SURFACE, DRUGGABLE GENOMEinfliximabINFLIXIMAB22480748
7132TNFRSF1ACELL SURFACE, DRUGGABLE GENOMETumor necrosis factor alpha (TNF-alpha) inhibitors22480748,24776844,25311255
7132TNFRSF1ACELL SURFACE, DRUGGABLE GENOME178101767
7132TNFRSF1ACELL SURFACE, DRUGGABLE GENOME178101757
7132TNFRSF1ACELL SURFACE, DRUGGABLE GENOMEadalimumabADALIMUMAB22480748
7132TNFRSF1ACELL SURFACE, DRUGGABLE GENOME178101766
7132TNFRSF1ACELL SURFACE, DRUGGABLE GENOMEetanerceptETANERCEPT22480748
7132TNFRSF1ACELL SURFACE, DRUGGABLE GENOMECYT-6091
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