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: DCUN1D1

Gene summary for DCUN1D1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DCUN1D1

Gene ID

54165

Gene namedefective in cullin neddylation 1 domain containing 1
Gene AliasDCNL1
Cytomap3q26.33
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

C9JVE2


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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
54165DCUN1D1LZE2THumanEsophagusESCC5.03e-038.34e-010.082
54165DCUN1D1LZE4THumanEsophagusESCC2.55e-205.78e-010.0811
54165DCUN1D1LZE7THumanEsophagusESCC1.84e-054.11e-010.0667
54165DCUN1D1LZE8THumanEsophagusESCC3.29e-022.21e-010.067
54165DCUN1D1LZE20THumanEsophagusESCC4.90e-051.13e-010.0662
54165DCUN1D1LZE24THumanEsophagusESCC3.41e-183.89e-010.0596
54165DCUN1D1LZE21THumanEsophagusESCC2.96e-034.14e-010.0655
54165DCUN1D1LZE6THumanEsophagusESCC3.82e-034.34e-010.0845
54165DCUN1D1P1T-EHumanEsophagusESCC1.06e-054.30e-010.0875
54165DCUN1D1P2T-EHumanEsophagusESCC7.07e-478.61e-010.1177
54165DCUN1D1P4T-EHumanEsophagusESCC2.48e-369.08e-010.1323
54165DCUN1D1P5T-EHumanEsophagusESCC7.96e-283.95e-010.1327
54165DCUN1D1P8T-EHumanEsophagusESCC1.53e-355.92e-010.0889
54165DCUN1D1P9T-EHumanEsophagusESCC9.42e-224.52e-010.1131
54165DCUN1D1P10T-EHumanEsophagusESCC4.48e-346.71e-010.116
54165DCUN1D1P11T-EHumanEsophagusESCC6.79e-166.92e-010.1426
54165DCUN1D1P12T-EHumanEsophagusESCC1.32e-1012.00e+000.1122
54165DCUN1D1P15T-EHumanEsophagusESCC8.43e-368.52e-010.1149
54165DCUN1D1P16T-EHumanEsophagusESCC1.45e-275.35e-010.1153
54165DCUN1D1P17T-EHumanEsophagusESCC3.17e-082.19e-010.1278
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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
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
GO:1903320111EsophagusESCCregulation of protein modification by small protein conjugation or removal181/8552242/187231.80e-202.60e-18181
GO:0031396111EsophagusESCCregulation of protein ubiquitination154/8552210/187232.70e-162.04e-14154
GO:190332216EsophagusESCCpositive regulation of protein modification by small protein conjugation or removal99/8552138/187234.39e-101.16e-0899
GO:003139816EsophagusESCCpositive regulation of protein ubiquitination82/8552119/187232.41e-073.64e-0682
GO:005143819EsophagusESCCregulation of ubiquitin-protein transferase activity38/855253/187231.10e-047.69e-0438
GO:004511614EsophagusESCCprotein neddylation15/855218/187231.20e-035.88e-0315
GO:00514433EsophagusESCCpositive regulation of ubiquitin-protein transferase activity21/855231/187231.10e-023.70e-0221
GO:190332020Oral cavityOSCCregulation of protein modification by small protein conjugation or removal165/7305242/187232.52e-203.99e-18165
GO:003139620Oral cavityOSCCregulation of protein ubiquitination143/7305210/187231.01e-179.80e-16143
GO:19033227Oral cavityOSCCpositive regulation of protein modification by small protein conjugation or removal88/7305138/187233.24e-097.39e-0888
GO:00313986Oral cavityOSCCpositive regulation of protein ubiquitination75/7305119/187239.46e-081.65e-0675
GO:005143810Oral cavityOSCCregulation of ubiquitin-protein transferase activity37/730553/187235.37e-066.04e-0537
GO:00451165Oral cavityOSCCprotein neddylation13/730518/187234.45e-031.79e-0213
GO:1903320110Oral cavityLPregulation of protein modification by small protein conjugation or removal111/4623242/187234.81e-134.30e-11111
GO:0031396110Oral cavityLPregulation of protein ubiquitination95/4623210/187235.88e-113.61e-0995
GO:190332215Oral cavityLPpositive regulation of protein modification by small protein conjugation or removal57/4623138/187231.24e-052.23e-0457
GO:003139815Oral cavityLPpositive regulation of protein ubiquitination47/4623119/187232.46e-042.60e-0347
GO:005143818Oral cavityLPregulation of ubiquitin-protein transferase activity25/462353/187233.12e-043.17e-0325
GO:004511613Oral cavityLPprotein neddylation11/462318/187231.11e-039.13e-0311
GO:190332028SkinAKregulation of protein modification by small protein conjugation or removal62/1910242/187234.90e-121.04e-0962
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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
DCUN1D1SNVMissense_Mutationc.576N>Gp.Phe192Leup.F192LQ96GG9protein_codingtolerated(0.36)probably_damaging(0.964)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DCUN1D1SNVMissense_Mutationrs746842955c.580N>Ap.Asp194Asnp.D194NQ96GG9protein_codingdeleterious(0.03)benign(0.013)TCGA-AR-A256-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
DCUN1D1SNVMissense_Mutationc.571N>Cp.Lys191Glnp.K191QQ96GG9protein_codingtolerated(0.1)benign(0.188)TCGA-AA-3856-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DCUN1D1SNVMissense_Mutationc.614N>Cp.Lys205Thrp.K205TQ96GG9protein_codingdeleterious(0.01)probably_damaging(1)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
DCUN1D1SNVMissense_Mutationc.67N>Ap.Glu23Lysp.E23KQ96GG9protein_codingdeleterious(0.05)benign(0.071)TCGA-CM-6169-01Colorectumcolon adenocarcinomaMale>=65I/IIAncillaryleucovorinSD
DCUN1D1SNVMissense_Mutationc.37N>Tp.Arg13Cysp.R13CQ96GG9protein_codingdeleterious(0.04)possibly_damaging(0.886)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
DCUN1D1SNVMissense_Mutationc.189N>Tp.Lys63Asnp.K63NQ96GG9protein_codingtolerated(0.07)possibly_damaging(0.87)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
DCUN1D1SNVMissense_Mutationnovelc.229N>Tp.Asp77Tyrp.D77YQ96GG9protein_codingtolerated(0.1)probably_damaging(0.928)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DCUN1D1SNVMissense_Mutationnovelc.682N>Cp.Ser228Prop.S228PQ96GG9protein_codingdeleterious(0)probably_damaging(0.912)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DCUN1D1SNVMissense_Mutationnovelc.128N>Cp.Asn43Thrp.N43TQ96GG9protein_codingtolerated(0.36)benign(0.014)TCGA-AJ-A3EL-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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