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: DCAF1

Gene summary for DCAF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DCAF1

Gene ID

9730

Gene nameDDB1 and CUL4 associated factor 1
Gene AliasRIP
Cytomap3p21.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9Y4B6


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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
9730DCAF1AEH-subject1HumanEndometriumAEH1.88e-081.86e-01-0.3059
9730DCAF1AEH-subject2HumanEndometriumAEH4.40e-031.37e-01-0.2525
9730DCAF1AEH-subject3HumanEndometriumAEH1.75e-041.36e-01-0.2576
9730DCAF1AEH-subject4HumanEndometriumAEH5.35e-061.85e-01-0.2657
9730DCAF1AEH-subject5HumanEndometriumAEH1.85e-092.10e-01-0.2953
9730DCAF1EEC-subject1HumanEndometriumEEC4.07e-082.09e-01-0.2682
9730DCAF1EEC-subject2HumanEndometriumEEC1.75e-041.40e-01-0.2607
9730DCAF1EEC-subject3HumanEndometriumEEC8.53e-061.44e-01-0.2525
9730DCAF1EEC-subject4HumanEndometriumEEC8.23e-051.57e-01-0.2571
9730DCAF1EEC-subject5HumanEndometriumEEC8.53e-061.37e-01-0.249
9730DCAF1GSM5276935HumanEndometriumEEC1.56e-029.00e-02-0.123
9730DCAF1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC4.06e-073.15e-01-0.1934
9730DCAF1GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC3.71e-041.69e-01-0.1269
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:0043161ColorectumADproteasome-mediated ubiquitin-dependent protein catabolic process141/3918412/187231.77e-101.68e-08141
GO:00104981ColorectumSERproteasomal protein catabolic process132/2897490/187233.08e-115.55e-09132
GO:00431611ColorectumSERproteasome-mediated ubiquitin-dependent protein catabolic process105/2897412/187237.48e-084.70e-06105
GO:00104982ColorectumMSSproteasomal protein catabolic process157/3467490/187232.39e-135.25e-11157
GO:00431612ColorectumMSSproteasome-mediated ubiquitin-dependent protein catabolic process127/3467412/187237.70e-106.32e-08127
GO:00104983ColorectumMSI-Hproteasomal protein catabolic process71/1319490/187234.67e-096.03e-0771
GO:00431613ColorectumMSI-Hproteasome-mediated ubiquitin-dependent protein catabolic process53/1319412/187231.51e-056.62e-0453
GO:00181077EndometriumAEHpeptidyl-threonine phosphorylation24/2100116/187232.14e-031.65e-0224
GO:00182107EndometriumAEHpeptidyl-threonine modification25/2100125/187232.84e-032.04e-0225
GO:002261317EndometriumEECribonucleoprotein complex biogenesis108/2168463/187234.60e-139.86e-11108
GO:004225417EndometriumEECribosome biogenesis68/2168299/187232.90e-081.68e-0668
GO:004227417EndometriumEECribosomal small subunit biogenesis23/216873/187234.56e-061.15e-0423
GO:000636416EndometriumEECrRNA processing48/2168225/187231.88e-053.50e-0448
GO:001607216EndometriumEECrRNA metabolic process49/2168236/187233.27e-055.62e-0449
GO:001821013EndometriumEECpeptidyl-threonine modification28/2168125/187234.23e-044.42e-0328
GO:001810713EndometriumEECpeptidyl-threonine phosphorylation26/2168116/187236.60e-046.37e-0326
GO:003447012EndometriumEECncRNA processing63/2168395/187235.20e-033.26e-0263
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0517018EndometriumAEHHuman immunodeficiency virus 1 infection43/1197212/84658.19e-034.22e-023.09e-0243
hsa0517019EndometriumAEHHuman immunodeficiency virus 1 infection43/1197212/84658.19e-034.22e-023.09e-0243
hsa0517025EndometriumEECHuman immunodeficiency virus 1 infection44/1237212/84658.86e-034.05e-023.02e-0244
hsa0517035EndometriumEECHuman immunodeficiency virus 1 infection44/1237212/84658.86e-034.05e-023.02e-0244
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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
DCAF1SNVMissense_Mutationnovelc.1693N>Tp.His565Tyrp.H565YQ9Y4B6protein_codingdeleterious(0.04)benign(0.275)TCGA-A2-A4RW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
DCAF1SNVMissense_Mutationc.3955N>Ap.Asp1319Asnp.D1319NQ9Y4B6protein_codingtolerated(0.12)probably_damaging(0.976)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DCAF1SNVMissense_Mutationc.861N>Gp.Phe287Leup.F287LQ9Y4B6protein_codingtolerated(0.68)probably_damaging(0.943)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DCAF1SNVMissense_Mutationc.3260N>Tp.Arg1087Leup.R1087LQ9Y4B6protein_codingdeleterious(0)possibly_damaging(0.577)TCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DCAF1SNVMissense_Mutationnovelc.3259N>Tp.Arg1087Trpp.R1087WQ9Y4B6protein_codingdeleterious(0)probably_damaging(0.942)TCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DCAF1SNVMissense_Mutationc.4436N>Tp.Asp1479Valp.D1479VQ9Y4B6protein_codingtolerated_low_confidence(0.08)probably_damaging(0.994)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
DCAF1SNVMissense_Mutationc.2060N>Gp.Asn687Serp.N687SQ9Y4B6protein_codingdeleterious(0.01)probably_damaging(0.969)TCGA-D8-A1XM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DCAF1SNVMissense_Mutationnovelc.821A>Gp.Asp274Glyp.D274GQ9Y4B6protein_codingtolerated(0.25)benign(0)TCGA-D8-A73W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
DCAF1SNVMissense_Mutationc.3658N>Ap.Ala1220Thrp.A1220TQ9Y4B6protein_codingtolerated(0.14)probably_damaging(0.987)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
DCAF1SNVMissense_Mutationnovelc.2396N>Ap.Arg799Hisp.R799HQ9Y4B6protein_codingdeleterious(0)probably_damaging(0.989)TCGA-LL-A740-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
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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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