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: UBE2D4

Gene summary for UBE2D4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBE2D4

Gene ID

51619

Gene nameubiquitin conjugating enzyme E2 D4 (putative)
Gene AliasHBUCE1
Cytomap7p13
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

A0A024RA90


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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
51619UBE2D4LZE24THumanEsophagusESCC4.00e-082.66e-010.0596
51619UBE2D4P4T-EHumanEsophagusESCC8.88e-062.29e-010.1323
51619UBE2D4P5T-EHumanEsophagusESCC4.49e-026.17e-020.1327
51619UBE2D4P8T-EHumanEsophagusESCC6.09e-061.15e-010.0889
51619UBE2D4P9T-EHumanEsophagusESCC1.20e-062.02e-010.1131
51619UBE2D4P10T-EHumanEsophagusESCC2.90e-254.02e-010.116
51619UBE2D4P11T-EHumanEsophagusESCC3.86e-022.48e-010.1426
51619UBE2D4P12T-EHumanEsophagusESCC9.21e-058.95e-020.1122
51619UBE2D4P15T-EHumanEsophagusESCC1.17e-092.79e-010.1149
51619UBE2D4P16T-EHumanEsophagusESCC6.31e-072.37e-010.1153
51619UBE2D4P19T-EHumanEsophagusESCC8.50e-064.59e-010.1662
51619UBE2D4P20T-EHumanEsophagusESCC4.79e-021.58e-010.1124
51619UBE2D4P21T-EHumanEsophagusESCC2.03e-062.08e-010.1617
51619UBE2D4P22T-EHumanEsophagusESCC4.66e-081.86e-010.1236
51619UBE2D4P23T-EHumanEsophagusESCC1.30e-082.10e-010.108
51619UBE2D4P24T-EHumanEsophagusESCC3.47e-049.43e-020.1287
51619UBE2D4P26T-EHumanEsophagusESCC7.76e-082.43e-010.1276
51619UBE2D4P27T-EHumanEsophagusESCC1.50e-071.43e-010.1055
51619UBE2D4P28T-EHumanEsophagusESCC2.80e-112.53e-010.1149
51619UBE2D4P30T-EHumanEsophagusESCC1.21e-072.10e-010.137
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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
∗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:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:007093617EsophagusESCCprotein K48-linked ubiquitination55/855265/187238.42e-112.58e-0955
GO:007097912EsophagusESCCprotein K11-linked ubiquitination27/855229/187238.09e-081.39e-0627
GO:007053413EsophagusESCCprotein K63-linked ubiquitination44/855256/187234.84e-076.50e-0644
GO:000020921LiverHCCprotein polyubiquitination151/7958236/187231.90e-117.59e-10151
GO:007093621LiverHCCprotein K48-linked ubiquitination52/795865/187236.70e-102.11e-0852
GO:00709791LiverHCCprotein K11-linked ubiquitination24/795829/187231.04e-051.20e-0424
GO:007053411LiverHCCprotein K63-linked ubiquitination39/795856/187233.63e-053.61e-0439
GO:000020910Oral cavityOSCCprotein polyubiquitination150/7305236/187231.59e-149.27e-13150
GO:00709369Oral cavityOSCCprotein K48-linked ubiquitination53/730565/187232.47e-121.02e-1053
GO:00709793Oral cavityOSCCprotein K11-linked ubiquitination26/730529/187232.05e-084.01e-0726
GO:00705344Oral cavityOSCCprotein K63-linked ubiquitination37/730556/187233.74e-053.32e-0437
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa05131211EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa05131310EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa0414122LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0412041LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0513142LiverHCCShigellosis150/4020247/84651.53e-051.04e-045.81e-05150
hsa0414132LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0412051LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0513152LiverHCCShigellosis150/4020247/84651.53e-051.04e-045.81e-05150
hsa0414130Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa0412020Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
hsa0513130Oral cavityOSCCShigellosis150/3704247/84653.96e-083.12e-071.59e-07150
hsa04141113Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa04120110Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
hsa05131113Oral cavityOSCCShigellosis150/3704247/84653.96e-083.12e-071.59e-07150
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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
UBE2D4SNVMissense_Mutationrs553718857c.388N>Ap.Asp130Asnp.D130NQ9Y2X8protein_codingtolerated_low_confidence(0.16)benign(0.054)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
UBE2D4SNVMissense_Mutationnovelc.196A>Cp.Lys66Glnp.K66QQ9Y2X8protein_codingdeleterious_low_confidence(0.01)benign(0.346)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
UBE2D4SNVMissense_Mutationnovelc.115G>Tp.Gly39Cysp.G39CQ9Y2X8protein_codingdeleterious_low_confidence(0)probably_damaging(0.997)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
UBE2D4SNVMissense_Mutationnovelc.314N>Tp.Ser105Phep.S105FQ9Y2X8protein_codingdeleterious_low_confidence(0)probably_damaging(0.984)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2D4SNVMissense_Mutationnovelc.203N>Tp.Ala68Valp.A68VQ9Y2X8protein_codingtolerated_low_confidence(0.14)benign(0.005)TCGA-AX-A3G9-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
UBE2D4SNVMissense_Mutationc.216N>Cp.Lys72Asnp.K72NQ9Y2X8protein_codingdeleterious_low_confidence(0)probably_damaging(0.928)TCGA-B5-A11N-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
UBE2D4SNVMissense_Mutationnovelc.175N>Tp.Asp59Tyrp.D59YQ9Y2X8protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.989)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
UBE2D4SNVMissense_Mutationrs766962108c.269G>Ap.Arg90Glnp.R90QQ9Y2X8protein_codingtolerated_low_confidence(0.06)benign(0.039)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2D4SNVMissense_Mutationc.216A>Cp.Lys72Asnp.K72NQ9Y2X8protein_codingdeleterious_low_confidence(0)probably_damaging(0.928)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2D4SNVMissense_Mutationnovelc.61N>Cp.Cys21Argp.C21RQ9Y2X8protein_codingdeleterious_low_confidence(0)probably_damaging(0.982)TCGA-EO-A22R-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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