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: DCAF4

Gene summary for DCAF4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DCAF4

Gene ID

26094

Gene nameDDB1 and CUL4 associated factor 4
Gene AliasWDR21
Cytomap14q24.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

B2RDD6


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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
26094DCAF4LZE4THumanEsophagusESCC5.15e-071.53e-010.0811
26094DCAF4LZE24THumanEsophagusESCC2.29e-061.00e-010.0596
26094DCAF4P2T-EHumanEsophagusESCC5.64e-131.51e-010.1177
26094DCAF4P4T-EHumanEsophagusESCC2.32e-069.36e-020.1323
26094DCAF4P5T-EHumanEsophagusESCC5.12e-076.75e-020.1327
26094DCAF4P8T-EHumanEsophagusESCC5.28e-069.26e-020.0889
26094DCAF4P10T-EHumanEsophagusESCC3.03e-122.15e-010.116
26094DCAF4P12T-EHumanEsophagusESCC1.10e-121.70e-010.1122
26094DCAF4P15T-EHumanEsophagusESCC2.04e-163.99e-010.1149
26094DCAF4P16T-EHumanEsophagusESCC1.07e-071.36e-010.1153
26094DCAF4P20T-EHumanEsophagusESCC5.90e-162.47e-010.1124
26094DCAF4P21T-EHumanEsophagusESCC6.69e-081.53e-010.1617
26094DCAF4P22T-EHumanEsophagusESCC9.17e-037.42e-020.1236
26094DCAF4P23T-EHumanEsophagusESCC1.28e-111.79e-010.108
26094DCAF4P24T-EHumanEsophagusESCC9.68e-061.49e-010.1287
26094DCAF4P26T-EHumanEsophagusESCC6.83e-041.06e-010.1276
26094DCAF4P27T-EHumanEsophagusESCC9.79e-091.84e-010.1055
26094DCAF4P28T-EHumanEsophagusESCC1.91e-152.71e-010.1149
26094DCAF4P30T-EHumanEsophagusESCC9.05e-113.42e-010.137
26094DCAF4P31T-EHumanEsophagusESCC5.06e-109.50e-020.1251
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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
∗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
DCAF4SNVMissense_Mutationnovelc.1144G>Ap.Glu382Lysp.E382KQ8WV16protein_codingdeleterious(0)probably_damaging(0.936)TCGA-B6-A3ZX-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
DCAF4SNVMissense_Mutationrs371512823c.448N>Tp.Arg150Cysp.R150CQ8WV16protein_codingdeleterious(0)possibly_damaging(0.724)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DCAF4deletionFrame_Shift_Delc.267delNp.Leu91Terp.L91*Q8WV16protein_codingTCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DCAF4SNVMissense_Mutationc.1433N>Tp.Ala478Valp.A478VQ8WV16protein_codingtolerated(0.5)benign(0.005)TCGA-AA-3855-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DCAF4SNVMissense_Mutationnovelc.643N>Gp.Phe215Valp.F215VQ8WV16protein_codingtolerated(0.47)benign(0.053)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
DCAF4SNVMissense_Mutationc.21N>Tp.Gln7Hisp.Q7HQ8WV16protein_codingdeleterious(0.01)benign(0)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
DCAF4SNVMissense_Mutationnovelc.93N>Tp.Arg31Serp.R31SQ8WV16protein_codingtolerated(0.33)probably_damaging(0.916)TCGA-AZ-4323-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinPD
DCAF4SNVMissense_Mutationc.1424N>Tp.Ser475Phep.S475FQ8WV16protein_codingtolerated(0.73)benign(0)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
DCAF4SNVMissense_Mutationrs139428330c.1411N>Tp.Arg471Trpp.R471WQ8WV16protein_codingdeleterious(0)possibly_damaging(0.724)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DCAF4deletionFrame_Shift_Delc.267delNp.Leu91Terp.L91*Q8WV16protein_codingTCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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
26094DCAF4NAcorticosteroids22366774
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