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: F12

Gene summary for F12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

F12

Gene ID

2161

Gene namecoagulation factor XII
Gene AliasHAE3
Cytomap5q35.3
Gene Typeprotein-coding
GO ID

GO:0002254

UniProtAcc

P00748


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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
2161F12LZE4THumanEsophagusESCC1.33e-062.02e-010.0811
2161F12LZE24THumanEsophagusESCC3.87e-073.38e-010.0596
2161F12LZE21THumanEsophagusESCC8.73e-034.30e-010.0655
2161F12LZE6THumanEsophagusESCC2.64e-031.92e-010.0845
2161F12P1T-EHumanEsophagusESCC4.64e-022.89e-010.0875
2161F12P2T-EHumanEsophagusESCC1.29e-092.60e-010.1177
2161F12P4T-EHumanEsophagusESCC3.08e-298.28e-010.1323
2161F12P5T-EHumanEsophagusESCC1.41e-357.80e-010.1327
2161F12P9T-EHumanEsophagusESCC4.63e-082.49e-010.1131
2161F12P10T-EHumanEsophagusESCC7.44e-163.02e-010.116
2161F12P11T-EHumanEsophagusESCC1.28e-033.17e-010.1426
2161F12P12T-EHumanEsophagusESCC4.33e-246.02e-010.1122
2161F12P15T-EHumanEsophagusESCC3.66e-266.47e-010.1149
2161F12P16T-EHumanEsophagusESCC4.79e-163.87e-010.1153
2161F12P17T-EHumanEsophagusESCC1.57e-052.99e-010.1278
2161F12P19T-EHumanEsophagusESCC1.10e-027.09e-010.1662
2161F12P20T-EHumanEsophagusESCC1.16e-174.24e-010.1124
2161F12P21T-EHumanEsophagusESCC4.64e-286.15e-010.1617
2161F12P22T-EHumanEsophagusESCC2.01e-194.29e-010.1236
2161F12P23T-EHumanEsophagusESCC3.95e-124.44e-010.108
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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: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
hsa04610LiverNAFLDComplement and coagulation cascades35/104386/84652.48e-112.04e-091.64e-0935
hsa046101LiverNAFLDComplement and coagulation cascades35/104386/84652.48e-112.04e-091.64e-0935
hsa046102LiverCirrhoticComplement and coagulation cascades48/253086/84654.41e-075.44e-063.35e-0648
hsa046103LiverCirrhoticComplement and coagulation cascades48/253086/84654.41e-075.44e-063.35e-0648
hsa046104LiverHCCComplement and coagulation cascades57/402086/84653.19e-041.45e-038.04e-0457
hsa046105LiverHCCComplement and coagulation cascades57/402086/84653.19e-041.45e-038.04e-0457
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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
F12SNVMissense_Mutationc.1669N>Tp.Asp557Tyrp.D557YP00748protein_codingdeleterious(0)probably_damaging(1)TCGA-EW-A1PB-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
F12insertionIn_Frame_Insnovelc.277_278insGCATTGACTGTGGCGTGGACCCTAAGGGCTGGGTGCp.Lys93delinsSerIleAspCysGlyValAspProLysGlyTrpValGlnp.K93delinsSIDCGVDPKGWVQP00748protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
F12insertionFrame_Shift_Insnovelc.1555_1556insGp.Leu519ArgfsTer44p.L519Rfs*44P00748protein_codingTCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
F12insertionNonsense_Mutationnovelc.1554_1555insTCCACAGCTCTCAGAGAACAAGGTCTATGAGATCTTAAp.Leu519SerfsTer10p.L519Sfs*10P00748protein_codingTCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
F12insertionIn_Frame_Insnovelc.905_906insATTTATGGAAATCATACTTATCTTGTACTCTATCAGTGCAGTACATTTp.Ala302_Pro303insPheMetGluIleIleLeuIleLeuTyrSerIleSerAlaValHisLeup.A302_P303insFMEIILILYSISAVHLP00748protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
F12SNVMissense_Mutationc.573N>Tp.Glu191Aspp.E191DP00748protein_codingtolerated(0.36)benign(0.438)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
F12SNVMissense_Mutationnovelc.146T>Cp.Phe49Serp.F49SP00748protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DC-4749-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
F12SNVMissense_Mutationnovelc.513N>Tp.Gln171Hisp.Q171HP00748protein_codingdeleterious(0.03)benign(0.187)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
F12SNVMissense_Mutationnovelc.373N>Tp.Leu125Phep.L125FP00748protein_codingtolerated(1)benign(0.007)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
F12SNVMissense_Mutationnovelc.513N>Tp.Gln171Hisp.Q171HP00748protein_codingdeleterious(0.03)benign(0.187)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
2161F12DRUGGABLE GENOME, ENZYME, PROTEASEANTITHROMBIN
2161F12DRUGGABLE GENOME, ENZYME, PROTEASEBORTEZOMIBBORTEZOMIB20875739
2161F12DRUGGABLE GENOME, ENZYME, PROTEASEEnzymes23280790
2161F12DRUGGABLE GENOME, ENZYME, PROTEASEinhibitor178103167
2161F12DRUGGABLE GENOME, ENZYME, PROTEASEPENTAMIDINE ISETHIONATEPENTAMIDINE ISETHIONATE
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