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: DCUN1D5

Gene summary for DCUN1D5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DCUN1D5

Gene ID

84259

Gene namedefective in cullin neddylation 1 domain containing 5
Gene AliasDCNL5
Cytomap11q22.3
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

B4DP84


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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
84259DCUN1D5LZE4THumanEsophagusESCC9.22e-156.87e-010.0811
84259DCUN1D5LZE7THumanEsophagusESCC1.33e-026.10e-010.0667
84259DCUN1D5LZE8THumanEsophagusESCC1.97e-096.20e-010.067
84259DCUN1D5LZE20THumanEsophagusESCC4.20e-032.60e-010.0662
84259DCUN1D5LZE21D1HumanEsophagusHGIN3.26e-028.45e-020.0632
84259DCUN1D5LZE22D1HumanEsophagusHGIN1.18e-121.69e+000.0595
84259DCUN1D5LZE22THumanEsophagusESCC5.35e-273.63e+000.068
84259DCUN1D5LZE24THumanEsophagusESCC4.61e-261.00e+000.0596
84259DCUN1D5LZE22D3HumanEsophagusHGIN1.19e-042.23e+000.0653
84259DCUN1D5LZE21THumanEsophagusESCC3.05e-046.44e-020.0655
84259DCUN1D5LZE6THumanEsophagusESCC5.69e-084.15e-010.0845
84259DCUN1D5P1T-EHumanEsophagusESCC4.80e-032.19e-010.0875
84259DCUN1D5P2T-EHumanEsophagusESCC1.09e-214.09e-010.1177
84259DCUN1D5P4T-EHumanEsophagusESCC1.52e-471.73e+000.1323
84259DCUN1D5P5T-EHumanEsophagusESCC6.09e-691.65e+000.1327
84259DCUN1D5P8T-EHumanEsophagusESCC1.52e-751.58e+000.0889
84259DCUN1D5P9T-EHumanEsophagusESCC1.31e-206.63e-010.1131
84259DCUN1D5P10T-EHumanEsophagusESCC5.21e-386.63e-010.116
84259DCUN1D5P11T-EHumanEsophagusESCC2.17e-171.12e+000.1426
84259DCUN1D5P12T-EHumanEsophagusESCC1.90e-478.81e-010.1122
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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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:190332027EsophagusHGINregulation of protein modification by small protein conjugation or removal78/2587242/187231.40e-132.26e-1178
GO:003139627EsophagusHGINregulation of protein ubiquitination64/2587210/187233.02e-102.71e-0864
GO:19033228EsophagusHGINpositive regulation of protein modification by small protein conjugation or removal35/2587138/187232.11e-043.88e-0335
GO:001604919EsophagusHGINcell growth93/2587482/187234.49e-046.62e-0393
GO:00451166EsophagusHGINprotein neddylation8/258718/187231.58e-031.79e-028
GO:00313987EsophagusHGINpositive regulation of protein ubiquitination28/2587119/187232.89e-032.81e-0228
GO:000155818EsophagusHGINregulation of cell growth76/2587414/187235.40e-034.42e-0276
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:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:190332216EsophagusESCCpositive regulation of protein modification by small protein conjugation or removal99/8552138/187234.39e-101.16e-0899
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
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:190332012LiverCirrhoticregulation of protein modification by small protein conjugation or removal105/4634242/187231.43e-107.43e-09105
GO:003139612LiverCirrhoticregulation of protein ubiquitination89/4634210/187231.40e-085.30e-0789
GO:001604911LiverCirrhoticcell growth160/4634482/187231.50e-052.07e-04160
GO:19033222LiverCirrhoticpositive regulation of protein modification by small protein conjugation or removal52/4634138/187234.91e-043.94e-0352
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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
DCUN1D5SNVMissense_Mutationc.643G>Ap.Asp215Asnp.D215NQ9BTE7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E2-A1IN-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
DCUN1D5SNVMissense_Mutationnovelc.400G>Ap.Asp134Asnp.D134NQ9BTE7protein_codingtolerated(0.05)possibly_damaging(0.856)TCGA-C5-A8XK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
DCUN1D5SNVMissense_Mutationc.184N>Ap.Asp62Asnp.D62NQ9BTE7protein_codingtolerated(0.11)benign(0.259)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DCUN1D5SNVMissense_Mutationrs774048924c.407N>Tp.Ser136Leup.S136LQ9BTE7protein_codingtolerated(0.67)benign(0.005)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
DCUN1D5SNVMissense_Mutationrs778617984c.26C>Tp.Ser9Phep.S9FQ9BTE7protein_codingdeleterious(0.03)benign(0.092)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
DCUN1D5SNVMissense_Mutationrs774048924c.407C>Tp.Ser136Leup.S136LQ9BTE7protein_codingtolerated(0.67)benign(0.005)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DCUN1D5SNVMissense_Mutationnovelc.131A>Gp.Glu44Glyp.E44GQ9BTE7protein_codingdeleterious(0.04)benign(0.044)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
DCUN1D5SNVMissense_Mutationnovelc.98N>Ap.Ser33Tyrp.S33YQ9BTE7protein_codingdeleterious(0.02)possibly_damaging(0.615)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
DCUN1D5SNVMissense_Mutationnovelc.389N>Tp.Ser130Leup.S130LQ9BTE7protein_codingdeleterious(0.04)benign(0.02)TCGA-BG-A221-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DCUN1D5SNVMissense_Mutationc.487N>Gp.Lys163Glup.K163EQ9BTE7protein_codingtolerated(0.29)possibly_damaging(0.842)TCGA-D1-A17R-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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