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: DCAF10

Gene summary for DCAF10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DCAF10

Gene ID

79269

Gene nameDDB1 and CUL4 associated factor 10
Gene AliasWDR32
Cytomap9p13.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

A0A0A0MQT4


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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
79269DCAF10A015-C-006HumanColorectumFAP2.46e-14-6.02e-01-0.0994
79269DCAF10A015-C-106HumanColorectumFAP3.40e-19-4.07e-01-0.0511
79269DCAF10A002-C-114HumanColorectumFAP4.31e-15-5.32e-01-0.1561
79269DCAF10A015-C-104HumanColorectumFAP1.21e-29-5.33e-01-0.1899
79269DCAF10A001-C-014HumanColorectumFAP1.74e-20-4.66e-010.0135
79269DCAF10A002-C-016HumanColorectumFAP2.69e-27-4.34e-010.0521
79269DCAF10A015-C-002HumanColorectumFAP1.18e-08-4.95e-01-0.0763
79269DCAF10A001-C-203HumanColorectumFAP1.83e-22-4.28e-01-0.0481
79269DCAF10A002-C-116HumanColorectumFAP6.80e-31-5.47e-01-0.0452
79269DCAF10A014-C-008HumanColorectumFAP6.64e-12-5.51e-01-0.191
79269DCAF10A018-E-020HumanColorectumFAP2.18e-21-6.30e-01-0.2034
79269DCAF10F034HumanColorectumFAP1.02e-18-4.32e-01-0.0665
79269DCAF10F072BHumanColorectumFAP1.37e-10-3.48e-010.257
79269DCAF10CRC-1-8810HumanColorectumCRC1.64e-03-1.00e-010.6257
79269DCAF10CRC-3-11773HumanColorectumCRC5.91e-14-3.43e-010.2564
79269DCAF10LZE2THumanEsophagusESCC1.51e-022.02e-010.082
79269DCAF10LZE4THumanEsophagusESCC3.43e-101.36e-010.0811
79269DCAF10LZE20THumanEsophagusESCC5.33e-051.45e-010.0662
79269DCAF10LZE24THumanEsophagusESCC1.17e-213.90e-010.0596
79269DCAF10LZE21THumanEsophagusESCC3.11e-031.71e-010.0655
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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
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
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
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
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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
DCAF10SNVMissense_Mutationc.1674N>Cp.Lys558Asnp.K558NQ5QP82protein_codingtolerated(0.09)benign(0.015)TCGA-AR-A1AO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DCAF10SNVMissense_Mutationc.940T>Ap.Leu314Metp.L314MQ5QP82protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DCAF10SNVMissense_Mutationrs745707991c.1228G>Ap.Gly410Argp.G410RQ5QP82protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
DCAF10SNVMissense_Mutationrs767043246c.1178N>Ap.Arg393Glnp.R393QQ5QP82protein_codingtolerated(0.05)probably_damaging(0.992)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
DCAF10SNVMissense_Mutationrs767043246c.1178N>Ap.Arg393Glnp.R393QQ5QP82protein_codingtolerated(0.05)probably_damaging(0.992)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
DCAF10insertionFrame_Shift_Insnovelc.431_432insGp.Asn144LysfsTer7p.N144Kfs*7Q5QP82protein_codingTCGA-EI-6513-01Colorectumrectum adenocarcinomaMale<65III/IVUnknownUnknownSD
DCAF10SNVMissense_Mutationnovelc.1487N>Ap.Arg496Hisp.R496HQ5QP82protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
DCAF10SNVMissense_Mutationc.667N>Tp.Arg223Trpp.R223WQ5QP82protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A2K7-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapytaxolSD
DCAF10SNVMissense_Mutationrs772316292c.1564N>Tp.Arg522Cysp.R522CQ5QP82protein_codingdeleterious(0.01)possibly_damaging(0.891)TCGA-AP-A054-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinPD
DCAF10SNVMissense_Mutationrs763274317c.1352G>Ap.Arg451Glnp.R451QQ5QP82protein_codingtolerated(0.07)probably_damaging(0.992)TCGA-AP-A056-01Endometriumuterine 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
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