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: TNFRSF21

Gene summary for TNFRSF21

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNFRSF21

Gene ID

27242

Gene nameTNF receptor superfamily member 21
Gene AliasBM-018
Cytomap6p12.3
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

A0A024RD71


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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
27242TNFRSF21HTA11_2487_2000001011HumanColorectumSER7.43e-034.44e-01-0.1808
27242TNFRSF21HTA11_411_2000001011HumanColorectumSER1.50e-021.02e+00-0.2602
27242TNFRSF21HTA11_2112_2000001011HumanColorectumSER1.75e-037.46e-01-0.2196
27242TNFRSF21A015-C-203HumanColorectumFAP4.11e-06-1.66e-01-0.1294
27242TNFRSF21A002-C-205HumanColorectumFAP1.51e-04-2.02e-01-0.1236
27242TNFRSF21A015-C-006HumanColorectumFAP1.18e-03-2.49e-01-0.0994
27242TNFRSF21A002-C-114HumanColorectumFAP3.46e-02-1.55e-01-0.1561
27242TNFRSF21A015-C-104HumanColorectumFAP9.49e-06-1.27e-01-0.1899
27242TNFRSF21A002-C-016HumanColorectumFAP1.37e-03-9.78e-020.0521
27242TNFRSF21A002-C-116HumanColorectumFAP3.15e-05-1.74e-01-0.0452
27242TNFRSF21A018-E-020HumanColorectumFAP3.91e-03-1.98e-01-0.2034
27242TNFRSF21F034HumanColorectumFAP5.21e-04-1.52e-01-0.0665
27242TNFRSF21F072BHumanColorectumFAP1.20e-02-1.57e-010.257
27242TNFRSF21LZE4THumanEsophagusESCC1.07e-10-4.55e-010.0811
27242TNFRSF21LZE5THumanEsophagusESCC7.06e-06-1.36e-020.0514
27242TNFRSF21LZE7THumanEsophagusESCC1.31e-03-2.41e-010.0667
27242TNFRSF21LZE8THumanEsophagusESCC7.45e-04-8.65e-020.067
27242TNFRSF21LZE20THumanEsophagusESCC3.76e-021.96e-010.0662
27242TNFRSF21LZE24THumanEsophagusESCC3.55e-034.94e-010.0596
27242TNFRSF21P2T-EHumanEsophagusESCC2.74e-15-3.62e-010.1177
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
∗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:00709971ColorectumSERneuron death84/2897361/187235.76e-051.35e-0384
GO:00514021ColorectumSERneuron apoptotic process60/2897246/187231.65e-043.13e-0360
GO:0007162ColorectumSERnegative regulation of cell adhesion68/2897303/187238.02e-041.01e-0268
GO:00615641ColorectumSERaxon development94/2897467/187233.78e-033.13e-0294
GO:0022408ColorectumSERnegative regulation of cell-cell adhesion44/2897196/187236.08e-034.42e-0244
GO:00615643ColorectumFAPaxon development106/2622467/187231.98e-071.21e-05106
GO:00709974ColorectumFAPneuron death81/2622361/187238.35e-062.46e-0481
GO:00519601ColorectumFAPregulation of nervous system development89/2622443/187232.32e-043.25e-0389
GO:00514024ColorectumFAPneuron apoptotic process55/2622246/187232.42e-043.37e-0355
GO:00071621ColorectumFAPnegative regulation of cell adhesion61/2622303/187231.96e-031.65e-0261
GO:0070997111EsophagusESCCneuron death216/8552361/187233.49e-086.45e-07216
GO:0051402110EsophagusESCCneuron apoptotic process148/8552246/187233.08e-063.47e-05148
GO:003461220EsophagusESCCresponse to tumor necrosis factor149/8552253/187231.47e-051.33e-04149
GO:00425524EsophagusESCCmyelination85/8552134/187232.51e-052.13e-0485
GO:00072724EsophagusESCCensheathment of neurons86/8552136/187232.68e-052.24e-0486
GO:00083664EsophagusESCCaxon ensheathment86/8552136/187232.68e-052.24e-0486
GO:00420636EsophagusESCCgliogenesis172/8552301/187233.75e-053.04e-04172
GO:007135620EsophagusESCCcellular response to tumor necrosis factor132/8552229/187231.69e-041.11e-03132
GO:006156415EsophagusESCCaxon development251/8552467/187232.41e-041.49e-03251
GO:00100016EsophagusESCCglial cell differentiation129/8552225/187232.73e-041.65e-03129
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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
TNFRSF21SNVMissense_Mutationc.1600N>Ap.Ala534Thrp.A534TO75509protein_codingtolerated(1)benign(0)TCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
TNFRSF21insertionIn_Frame_Insnovelc.420_421insTATACCAAAGATGTTTTCTCCATTTCGTGTATTCCAAAGp.Ser140_Asn141insTyrThrLysAspValPheSerIleSerCysIleProLysp.S140_N141insYTKDVFSISCIPKO75509protein_codingTCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
TNFRSF21insertionFrame_Shift_Insnovelc.1319_1320insACACACACACACACGCATACGCCTGCACAp.Ser441HisfsTer48p.S441Hfs*48O75509protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TNFRSF21SNVMissense_Mutationrs781439087c.1414G>Ap.Glu472Lysp.E472KO75509protein_codingdeleterious(0.01)benign(0.266)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TNFRSF21SNVMissense_Mutationc.1224N>Gp.Ile408Metp.I408MO75509protein_codingdeleterious(0.04)possibly_damaging(0.779)TCGA-EK-A2PL-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
TNFRSF21SNVMissense_Mutationc.1036N>Gp.Ile346Valp.I346VO75509protein_codingdeleterious(0)probably_damaging(0.991)TCGA-EK-A2RE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TNFRSF21SNVMissense_Mutationrs778427574c.1769N>Ap.Arg590Hisp.R590HO75509protein_codingdeleterious(0)probably_damaging(0.981)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TNFRSF21SNVMissense_Mutationc.1376N>Tp.Ala459Valp.A459VO75509protein_codingdeleterious(0)possibly_damaging(0.64)TCGA-AA-3854-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TNFRSF21SNVMissense_Mutationrs867596127c.1483N>Tp.Arg495Cysp.R495CO75509protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TNFRSF21SNVMissense_Mutationc.1363G>Ap.Asp455Asnp.D455NO75509protein_codingdeleterious(0.01)probably_damaging(0.976)TCGA-CK-5913-01Colorectumcolon adenocarcinomaFemale<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
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