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: DCAF16

Gene summary for DCAF16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DCAF16

Gene ID

54876

Gene nameDDB1 and CUL4 associated factor 16
Gene AliasC4orf30
Cytomap4p15.31
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9NXF7


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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
54876DCAF16LZE7THumanEsophagusESCC5.85e-115.66e-010.0667
54876DCAF16LZE20THumanEsophagusESCC1.82e-021.41e-010.0662
54876DCAF16LZE24THumanEsophagusESCC3.15e-092.05e-010.0596
54876DCAF16LZE21THumanEsophagusESCC7.27e-031.86e-010.0655
54876DCAF16P2T-EHumanEsophagusESCC1.36e-375.96e-010.1177
54876DCAF16P4T-EHumanEsophagusESCC1.41e-092.49e-010.1323
54876DCAF16P5T-EHumanEsophagusESCC2.90e-091.17e-010.1327
54876DCAF16P8T-EHumanEsophagusESCC1.69e-162.38e-010.0889
54876DCAF16P9T-EHumanEsophagusESCC1.02e-047.49e-020.1131
54876DCAF16P10T-EHumanEsophagusESCC3.96e-123.32e-010.116
54876DCAF16P11T-EHumanEsophagusESCC1.61e-021.84e-010.1426
54876DCAF16P12T-EHumanEsophagusESCC5.76e-173.18e-010.1122
54876DCAF16P15T-EHumanEsophagusESCC5.49e-091.90e-010.1149
54876DCAF16P16T-EHumanEsophagusESCC1.43e-143.85e-010.1153
54876DCAF16P17T-EHumanEsophagusESCC1.54e-042.91e-010.1278
54876DCAF16P20T-EHumanEsophagusESCC6.34e-051.89e-010.1124
54876DCAF16P21T-EHumanEsophagusESCC1.02e-101.32e-010.1617
54876DCAF16P22T-EHumanEsophagusESCC6.40e-132.31e-010.1236
54876DCAF16P23T-EHumanEsophagusESCC1.57e-123.21e-010.108
54876DCAF16P24T-EHumanEsophagusESCC2.43e-081.69e-010.1287
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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
∗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
DCAF16insertionNonsense_Mutationnovelc.489_490insCAGTCTCAAAAAAAAAAAAGGAGAATTAGTTAAGGp.Glu164GlnfsTer11p.E164Qfs*11Q9NXF7protein_codingTCGA-A7-A0D9-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
DCAF16SNVMissense_Mutationnovelc.407N>Ap.Arg136Lysp.R136KQ9NXF7protein_codingdeleterious_low_confidence(0)possibly_damaging(0.866)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DCAF16SNVMissense_Mutationnovelc.148N>Cp.Glu50Glnp.E50QQ9NXF7protein_codingtolerated_low_confidence(0.05)benign(0.026)TCGA-ZJ-AAXU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DCAF16SNVMissense_Mutationc.310N>Ap.Val104Ilep.V104IQ9NXF7protein_codingtolerated_low_confidence(0.1)benign(0.046)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DCAF16SNVMissense_Mutationc.412C>Gp.His138Aspp.H138DQ9NXF7protein_codingtolerated_low_confidence(0.22)benign(0)TCGA-AA-A02E-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
DCAF16SNVMissense_Mutationnovelc.608A>Gp.Asp203Glyp.D203GQ9NXF7protein_codingtolerated_low_confidence(0.33)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
DCAF16SNVMissense_Mutationrs748599565c.272G>Ap.Arg91Glnp.R91QQ9NXF7protein_codingtolerated_low_confidence(0.71)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
DCAF16SNVMissense_Mutationnovelc.86N>Ap.Ser29Tyrp.S29YQ9NXF7protein_codingtolerated_low_confidence(1)benign(0.015)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
DCAF16SNVMissense_Mutationnovelc.419N>Ap.Thr140Asnp.T140NQ9NXF7protein_codingdeleterious_low_confidence(0.02)benign(0.012)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DCAF16SNVMissense_Mutationrs755844762c.143C>Tp.Pro48Leup.P48LQ9NXF7protein_codingtolerated_low_confidence(0.72)benign(0)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
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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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