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: 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


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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
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
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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.

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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:20012339BreastPrecancerregulation of apoptotic signaling pathway65/1080356/187237.70e-173.17e-1465
GO:20012356BreastPrecancerpositive regulation of apoptotic signaling pathway24/1080126/187231.98e-071.01e-0524
GO:00420609BreastPrecancerwound healing48/1080422/187235.48e-061.63e-0448
GO:20012369BreastPrecancerregulation of extrinsic apoptotic signaling pathway24/1080151/187235.78e-061.70e-0424
GO:00971919BreastPrecancerextrinsic apoptotic signaling pathway30/1080219/187239.42e-062.50e-0430
GO:19030348BreastPrecancerregulation of response to wounding19/1080167/187233.60e-032.98e-0219
GO:200123314BreastIDCregulation of apoptotic signaling pathway82/1434356/187236.27e-205.93e-1782
GO:200123514BreastIDCpositive regulation of apoptotic signaling pathway31/1434126/187234.13e-093.35e-0731
GO:009719114BreastIDCextrinsic apoptotic signaling pathway42/1434219/187232.56e-081.73e-0642
GO:200123614BreastIDCregulation of extrinsic apoptotic signaling pathway32/1434151/187231.07e-076.26e-0632
GO:004206014BreastIDCwound healing55/1434422/187237.27e-051.45e-0355
GO:20012385BreastIDCpositive regulation of extrinsic apoptotic signaling pathway12/143448/187232.03e-043.32e-0312
GO:190303413BreastIDCregulation of response to wounding24/1434167/187232.07e-031.95e-0224
GO:200123324BreastDCISregulation of apoptotic signaling pathway81/1390356/187233.51e-203.31e-1781
GO:200123523BreastDCISpositive regulation of apoptotic signaling pathway31/1390126/187231.96e-091.76e-0731
GO:009719123BreastDCISextrinsic apoptotic signaling pathway40/1390219/187239.43e-085.28e-0640
GO:200123623BreastDCISregulation of extrinsic apoptotic signaling pathway31/1390151/187231.79e-079.04e-0631
GO:004206024BreastDCISwound healing54/1390422/187236.09e-051.22e-0354
GO:200123812BreastDCISpositive regulation of extrinsic apoptotic signaling pathway12/139048/187231.51e-042.55e-0312
GO:190303422BreastDCISregulation of response to wounding24/1390167/187231.37e-031.42e-0224
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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
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
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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
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
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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
51330TNFRSF12ADRUGGABLE GENOMEEnavatuzumabENAVATUZUMAB
51330TNFRSF12ADRUGGABLE GENOMEagonistCHEMBL1743011ENAVATUZUMAB
51330TNFRSF12ADRUGGABLE GENOME178101760
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