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: DCUN1D2

Gene summary for DCUN1D2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DCUN1D2

Gene ID

55208

Gene namedefective in cullin neddylation 1 domain containing 2
Gene AliasC13orf17
Cytomap13q34
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q6PH85


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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
55208DCUN1D2HCC1_MengHumanLiverHCC2.06e-07-2.99e-020.0246
55208DCUN1D2HCC1HumanLiverHCC2.95e-071.87e+000.5336
55208DCUN1D2HCC2HumanLiverHCC3.16e-242.41e+000.5341
55208DCUN1D2HCC5HumanLiverHCC2.29e-091.41e+000.4932
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
GO:190332022LiverHCCregulation of protein modification by small protein conjugation or removal167/7958242/187234.99e-174.72e-15167
GO:003139622LiverHCCregulation of protein ubiquitination142/7958210/187231.39e-137.81e-12142
GO:19033221LiverHCCpositive regulation of protein modification by small protein conjugation or removal94/7958138/187239.87e-103.01e-0894
GO:00313981LiverHCCpositive regulation of protein ubiquitination79/7958119/187231.18e-072.26e-0679
GO:005143821LiverHCCregulation of ubiquitin-protein transferase activity36/795853/187231.62e-041.29e-0336
GO:00451161LiverHCCprotein neddylation15/795818/187234.74e-043.12e-0315
GO:0051443LiverHCCpositive regulation of ubiquitin-protein transferase activity21/795831/187234.01e-031.76e-0221
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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
DCUN1D2SNVMissense_Mutationc.149N>Tp.Ser50Leup.S50LQ6PH85protein_codingtolerated(1)benign(0)TCGA-B6-A0RO-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
DCUN1D2SNVMissense_Mutationc.460T>Cp.Phe154Leup.F154LQ6PH85protein_codingdeleterious(0.01)probably_damaging(0.964)TCGA-C8-A130-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
DCUN1D2insertionNonsense_Mutationnovelc.586_587insAATGTTTTTTAAAATTGGTGCCAGp.Trp196delinsTerp.W196delins*Q6PH85protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DCUN1D2SNVMissense_Mutationnovelc.337A>Gp.Thr113Alap.T113AQ6PH85protein_codingdeleterious(0.04)benign(0.058)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DCUN1D2SNVMissense_Mutationc.356N>Tp.Arg119Ilep.R119IQ6PH85protein_codingdeleterious(0)benign(0.115)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DCUN1D2SNVMissense_Mutationc.470N>Gp.Phe157Cysp.F157CQ6PH85protein_codingdeleterious(0)probably_damaging(0.977)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DCUN1D2SNVMissense_Mutationnovelc.463A>Gp.Lys155Glup.K155EQ6PH85protein_codingdeleterious(0.02)possibly_damaging(0.615)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
DCUN1D2SNVMissense_Mutationc.92N>Tp.Thr31Metp.T31MQ6PH85protein_codingtolerated(0.12)benign(0.011)TCGA-AG-4021-01Colorectumrectum adenocarcinomaFemale>=65III/IVUnknownUnknownPD
DCUN1D2SNVMissense_Mutationrs772546123c.766N>Tp.Arg256Cysp.R256CQ6PH85protein_codingdeleterious(0.02)possibly_damaging(0.513)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
DCUN1D2SNVMissense_Mutationnovelc.625N>Tp.Pro209Serp.P209SQ6PH85protein_codingtolerated(0.68)benign(0.054)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<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
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