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: DCAF12

Gene summary for DCAF12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DCAF12

Gene ID

25853

Gene nameDDB1 and CUL4 associated factor 12
Gene AliasCT102
Cytomap9p13.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q5T6F0


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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
25853DCAF12LZE4THumanEsophagusESCC2.72e-093.28e-010.0811
25853DCAF12LZE8THumanEsophagusESCC8.82e-052.03e-010.067
25853DCAF12LZE20THumanEsophagusESCC1.03e-044.31e-020.0662
25853DCAF12LZE24THumanEsophagusESCC3.94e-195.44e-010.0596
25853DCAF12LZE6THumanEsophagusESCC1.16e-021.57e-010.0845
25853DCAF12P1T-EHumanEsophagusESCC1.40e-032.11e-010.0875
25853DCAF12P2T-EHumanEsophagusESCC1.16e-326.35e-010.1177
25853DCAF12P4T-EHumanEsophagusESCC6.95e-131.86e-010.1323
25853DCAF12P5T-EHumanEsophagusESCC3.06e-122.76e-010.1327
25853DCAF12P8T-EHumanEsophagusESCC2.81e-201.90e-010.0889
25853DCAF12P9T-EHumanEsophagusESCC3.52e-195.43e-010.1131
25853DCAF12P10T-EHumanEsophagusESCC3.90e-213.09e-010.116
25853DCAF12P11T-EHumanEsophagusESCC6.68e-104.08e-010.1426
25853DCAF12P12T-EHumanEsophagusESCC2.39e-212.71e-010.1122
25853DCAF12P15T-EHumanEsophagusESCC2.61e-183.54e-010.1149
25853DCAF12P16T-EHumanEsophagusESCC3.00e-193.12e-010.1153
25853DCAF12P17T-EHumanEsophagusESCC1.77e-043.15e-010.1278
25853DCAF12P19T-EHumanEsophagusESCC5.06e-075.67e-010.1662
25853DCAF12P20T-EHumanEsophagusESCC5.36e-121.65e-010.1124
25853DCAF12P21T-EHumanEsophagusESCC1.20e-233.31e-010.1617
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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
∗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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:001049812LiverCirrhoticproteasomal protein catabolic process216/4634490/187232.52e-219.29e-19216
GO:004316112LiverCirrhoticproteasome-mediated ubiquitin-dependent protein catabolic process184/4634412/187234.52e-198.85e-17184
GO:001050611LiverCirrhoticregulation of autophagy132/4634317/187232.17e-111.33e-09132
GO:001049822LiverHCCproteasomal protein catabolic process351/7958490/187236.92e-401.46e-36351
GO:004316122LiverHCCproteasome-mediated ubiquitin-dependent protein catabolic process299/7958412/187237.82e-368.27e-33299
GO:001050621LiverHCCregulation of autophagy210/7958317/187237.59e-188.45e-16210
GO:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
GO:004316120Oral cavityOSCCproteasome-mediated ubiquitin-dependent protein catabolic process285/7305412/187235.68e-365.99e-33285
GO:001050610Oral cavityOSCCregulation of autophagy198/7305317/187231.63e-171.51e-15198
GO:0010498110Oral cavityLPproteasomal protein catabolic process224/4623490/187239.57e-254.00e-22224
GO:0043161110Oral cavityLPproteasome-mediated ubiquitin-dependent protein catabolic process190/4623412/187231.08e-212.93e-19190
GO:001050615Oral cavityLPregulation of autophagy132/4623317/187231.82e-111.28e-09132
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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
DCAF12SNVMissense_Mutationnovelc.883N>Cp.Tyr295Hisp.Y295HQ5T6F0protein_codingtolerated(0.18)benign(0.086)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DCAF12SNVMissense_Mutationc.122N>Tp.Pro41Leup.P41LQ5T6F0protein_codingtolerated(0.18)benign(0.048)TCGA-AO-A12D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
DCAF12SNVMissense_Mutationc.455G>Cp.Arg152Thrp.R152TQ5T6F0protein_codingdeleterious(0.02)benign(0.201)TCGA-E2-A14R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
DCAF12insertionNonsense_Mutationnovelc.421_422insAAAGCCCCTGTCCTCTTGAAGCCTACATTCTAGTGGAp.Cys141Terp.C141*Q5T6F0protein_codingTCGA-A8-A06U-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DCAF12deletionFrame_Shift_Delnovelc.1081delTp.Ser361ProfsTer27p.S361Pfs*27Q5T6F0protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
DCAF12SNVMissense_Mutationnovelc.547N>Tp.His183Tyrp.H183YQ5T6F0protein_codingdeleterious(0)probably_damaging(1)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DCAF12SNVMissense_Mutationrs761820325c.506N>Ap.Arg169Glnp.R169QQ5T6F0protein_codingtolerated(1)benign(0.001)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
DCAF12SNVMissense_Mutationnovelc.775G>Ap.Ala259Thrp.A259TQ5T6F0protein_codingdeleterious(0.03)possibly_damaging(0.685)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DCAF12SNVMissense_Mutationc.131G>Ap.Arg44Lysp.R44KQ5T6F0protein_codingtolerated(0.13)benign(0.01)TCGA-AD-6899-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
DCAF12SNVMissense_Mutationc.846N>Cp.Glu282Aspp.E282DQ5T6F0protein_codingdeleterious(0.05)benign(0.4)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
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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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