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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: TNFRSF12A

Gene summary for TNFRSF12A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNFRSF12A

Gene ID

51330

Gene nameTNF receptor superfamily member 12A
Gene AliasCD266
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

Q9NP84


Top

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
51330TNFRSF12AGSM4909277HumanBreastPrecancer4.17e-066.32e-010.0177
51330TNFRSF12AGSM4909281HumanBreastIDC9.02e-08-4.33e-010.21
51330TNFRSF12AGSM4909285HumanBreastIDC2.90e-11-4.36e-010.21
51330TNFRSF12AGSM4909286HumanBreastIDC1.48e-18-6.80e-010.1081
51330TNFRSF12AGSM4909288HumanBreastIDC1.26e-03-6.25e-010.0988
51330TNFRSF12AGSM4909292HumanBreastIDC2.15e-04-7.83e-010.1236
51330TNFRSF12AGSM4909293HumanBreastIDC8.47e-17-5.77e-010.1581
51330TNFRSF12AGSM4909294HumanBreastIDC1.65e-07-4.98e-010.2022
51330TNFRSF12AGSM4909296HumanBreastIDC6.50e-09-4.31e-010.1524
51330TNFRSF12AGSM4909297HumanBreastIDC6.42e-13-4.57e-010.1517
51330TNFRSF12AGSM4909298HumanBreastIDC3.17e-06-3.90e-010.1551
51330TNFRSF12AGSM4909301HumanBreastIDC2.24e-16-6.39e-010.1577
51330TNFRSF12AGSM4909304HumanBreastIDC1.41e-06-4.81e-010.1636
51330TNFRSF12AGSM4909306HumanBreastIDC1.31e-05-4.20e-010.1564
51330TNFRSF12AGSM4909307HumanBreastIDC2.55e-13-5.66e-010.1569
51330TNFRSF12AGSM4909308HumanBreastIDC8.71e-07-4.71e-010.158
51330TNFRSF12AGSM4909311HumanBreastIDC1.62e-34-7.31e-010.1534
51330TNFRSF12AGSM4909312HumanBreastIDC5.35e-17-5.55e-010.1552
51330TNFRSF12AGSM4909317HumanBreastIDC3.97e-02-3.54e-010.1355
51330TNFRSF12AGSM4909319HumanBreastIDC1.79e-27-5.18e-010.1563
Page: 1 2 3 4 5 6 7 8 9 10 11 12 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:006104119SkinSCCISregulation of wound healing21/919134/187232.31e-061.17e-0421
GO:2001235111SkinSCCISpositive regulation of apoptotic signaling pathway20/919126/187233.27e-061.53e-0420
GO:200123819SkinSCCISpositive regulation of extrinsic apoptotic signaling pathway11/91948/187231.59e-054.98e-0411
GO:1903034110SkinSCCISregulation of response to wounding22/919167/187232.36e-056.65e-0422
GO:0097191112SkinSCCISextrinsic apoptotic signaling pathway26/919219/187232.87e-057.82e-0426
GO:200123329SkincSCCregulation of apoptotic signaling pathway173/4864356/187232.25e-203.44e-18173
GO:200123526SkincSCCpositive regulation of apoptotic signaling pathway66/4864126/187232.19e-109.33e-0966
GO:200123628SkincSCCregulation of extrinsic apoptotic signaling pathway68/4864151/187233.01e-076.12e-0668
GO:009719128SkincSCCextrinsic apoptotic signaling pathway91/4864219/187233.31e-076.63e-0691
GO:004206029SkincSCCwound healing152/4864422/187232.66e-064.26e-05152
GO:200123822SkincSCCpositive regulation of extrinsic apoptotic signaling pathway27/486448/187238.24e-061.10e-0427
GO:20012336StomachGCregulation of apoptotic signaling pathway52/1159356/187236.61e-097.05e-0752
GO:00971916StomachGCextrinsic apoptotic signaling pathway34/1159219/187236.52e-073.28e-0534
GO:00420606StomachGCwound healing52/1159422/187231.63e-067.50e-0552
GO:20012366StomachGCregulation of extrinsic apoptotic signaling pathway24/1159151/187231.87e-055.77e-0424
GO:19030346StomachGCregulation of response to wounding25/1159167/187233.58e-059.46e-0425
GO:00610416StomachGCregulation of wound healing21/1159134/187237.51e-051.63e-0321
GO:2001238StomachGCpositive regulation of extrinsic apoptotic signaling pathway9/115948/187232.43e-032.30e-029
GO:20012353StomachGCpositive regulation of apoptotic signaling pathway16/1159126/187234.84e-033.87e-0216
GO:200123311StomachCAG with IMregulation of apoptotic signaling pathway52/1050356/187232.17e-103.85e-0852
Page: 1 2 3 4 5 6 7 8 9 10 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKBreastDCIS
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKBreastHealthy
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKCervixADJ
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKCervixHealthy
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKCervixPrecancer
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKEndometriumAEH
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKEndometriumEEC
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKEndometriumHealthy
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKEsophagusESCC
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKHNSCCADJ
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKHNSCCHealthy
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKHNSCCOSCC
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKHNSCCPrecancer
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKLiverHealthy
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKLungAAH
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKLungIAC
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKLungMIAC
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKLungPrecancer
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKProstateBPH
TNFSF12TNFRSF12ATNFSF12_TNFRSF12ATWEAKProstateHealthy
Page: 1 

Top

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.
Page: 1 

Top

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
TNFRSF12AdeletionFrame_Shift_Delnovelc.226delCp.Arg76GlyfsTer11p.R76Gfs*11Q9NP84protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TNFRSF12ASNVMissense_Mutationrs201879993c.358N>Ap.Glu120Lysp.E120KQ9NP84protein_codingtolerated(0.15)benign(0.192)TCGA-4J-AA1J-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TNFRSF12ASNVMissense_Mutationc.305G>Ap.Arg102Lysp.R102KQ9NP84protein_codingtolerated(0.15)probably_damaging(0.924)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
TNFRSF12ASNVMissense_Mutationc.244N>Tp.Leu82Phep.L82FQ9NP84protein_codingtolerated(0.06)probably_damaging(0.999)TCGA-38-4629-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownPD
TNFRSF12ASNVMissense_Mutationnovelc.332C>Gp.Thr111Serp.T111SQ9NP84protein_codingtolerated(0.06)probably_damaging(0.968)TCGA-75-6211-01Lunglung adenocarcinomaFemaleUnknownI/IIUnknownUnknownPD
TNFRSF12ASNVMissense_Mutationnovelc.46N>Tp.Gly16Trpp.G16WQ9NP84protein_codingdeleterious(0)probably_damaging(0.963)TCGA-77-7335-01Lunglung squamous cell carcinomaFemale<65III/IVUnknownUnknownSD
TNFRSF12ASNVMissense_Mutationnovelc.277N>Ap.Gly93Argp.G93RQ9NP84protein_codingdeleterious(0.03)possibly_damaging(0.588)TCGA-VQ-A8P2-01Stomachstomach adenocarcinomaMale>=65III/IVUnspecificComplete Response
Page: 1 

Top

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
51330TNFRSF12ADRUGGABLE GENOMEEnavatuzumabENAVATUZUMAB
51330TNFRSF12ADRUGGABLE GENOMEagonistCHEMBL1743011ENAVATUZUMAB
51330TNFRSF12ADRUGGABLE GENOME178101760
Page: 1