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: UBE2C

Gene summary for UBE2C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBE2C

Gene ID

11065

Gene nameubiquitin conjugating enzyme E2 C
Gene AliasUBCH10
Cytomap20q13.12
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

A0A087WVK1


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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
11065UBE2CGSM4909281HumanBreastIDC2.05e-062.96e-010.21
11065UBE2CGSM4909282HumanBreastIDC5.59e-571.10e+00-0.0288
11065UBE2CGSM4909285HumanBreastIDC1.79e-073.12e-010.21
11065UBE2CGSM4909287HumanBreastIDC1.25e-145.98e-010.2057
11065UBE2CGSM4909290HumanBreastIDC8.69e-042.98e-010.2096
11065UBE2CGSM4909291HumanBreastIDC9.90e-053.42e-010.1753
11065UBE2CGSM4909296HumanBreastIDC4.83e-042.32e-010.1524
11065UBE2CGSM4909304HumanBreastIDC1.49e-032.26e-010.1636
11065UBE2CGSM4909308HumanBreastIDC2.73e-042.84e-010.158
11065UBE2CGSM4909309HumanBreastIDC5.39e-298.30e-010.0483
11065UBE2CGSM4909315HumanBreastIDC2.58e-022.59e-010.21
11065UBE2CGSM4909318HumanBreastIDC3.67e-036.13e-010.2031
11065UBE2CGSM4909319HumanBreastIDC1.16e-042.36e-010.1563
11065UBE2CM2HumanBreastIDC1.16e-056.17e-010.21
11065UBE2CNCCBC3HumanBreastDCIS7.07e-041.95e-010.1198
11065UBE2CLZE7THumanEsophagusESCC1.18e-022.76e-010.0667
11065UBE2CLZE22THumanEsophagusESCC1.63e-056.44e-010.068
11065UBE2CLZE24THumanEsophagusESCC4.20e-021.70e-010.0596
11065UBE2CLZE21THumanEsophagusESCC1.24e-035.77e-010.0655
11065UBE2CLZE6THumanEsophagusESCC1.55e-081.01e+000.0845
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:0051304LiverHCCchromosome separation53/795896/187238.05e-033.17e-0253
GO:19019921LiverHCCpositive regulation of mitotic cell cycle phase transition51/795893/187231.09e-024.04e-0251
GO:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
GO:004316120Oral cavityOSCCproteasome-mediated ubiquitin-dependent protein catabolic process285/7305412/187235.68e-365.99e-33285
GO:01400145Oral cavityOSCCmitotic nuclear division191/7305287/187231.99e-213.70e-19191
GO:190332020Oral cavityOSCCregulation of protein modification by small protein conjugation or removal165/7305242/187232.52e-203.99e-18165
GO:00447728Oral cavityOSCCmitotic cell cycle phase transition255/7305424/187235.29e-196.98e-17255
GO:003139620Oral cavityOSCCregulation of protein ubiquitination143/7305210/187231.01e-179.80e-16143
GO:00073469Oral cavityOSCCregulation of mitotic cell cycle266/7305457/187233.87e-173.41e-15266
GO:00000702Oral cavityOSCCmitotic sister chromatid segregation118/7305168/187231.89e-161.48e-14118
GO:00008193Oral cavityOSCCsister chromatid segregation135/7305202/187238.88e-166.52e-14135
GO:00070592Oral cavityOSCCchromosome segregation206/7305346/187235.82e-153.76e-13206
GO:000020910Oral cavityOSCCprotein polyubiquitination150/7305236/187231.59e-149.27e-13150
GO:00330448Oral cavityOSCCregulation of chromosome organization123/7305187/187239.87e-145.17e-12123
GO:00709369Oral cavityOSCCprotein K48-linked ubiquitination53/730565/187232.47e-121.02e-1053
GO:00482852Oral cavityOSCCorganelle fission265/7305488/187233.22e-121.27e-10265
GO:19019905Oral cavityOSCCregulation of mitotic cell cycle phase transition173/7305299/187232.49e-118.35e-10173
GO:00002801Oral cavityOSCCnuclear division237/7305439/187239.62e-112.90e-09237
GO:00988132Oral cavityOSCCnuclear chromosome segregation162/7305281/187231.56e-104.56e-09162
GO:005125820Oral cavityOSCCprotein polymerization169/7305297/187232.57e-107.17e-09169
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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
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0412041LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0412051LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0412020Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
hsa04120110Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
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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
UBE2CinsertionFrame_Shift_Insnovelc.493_494insCCTCACGCCCTGCTATCp.Tyr165SerfsTer38p.Y165Sfs*38O00762protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
UBE2CinsertionNonsense_Mutationnovelc.340_341insTCATATAGTGAAATGTTCTACAp.Cys114PhefsTer3p.C114Ffs*3O00762protein_codingTCGA-AN-A0FY-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
UBE2CSNVMissense_Mutationrs757572822c.374N>Cp.Leu125Prop.L125PO00762protein_codingdeleterious(0.04)probably_damaging(0.948)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
UBE2CSNVMissense_Mutationc.500A>Gp.Gln167Argp.Q167RO00762protein_codingtolerated(0.54)benign(0.003)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
UBE2CSNVMissense_Mutationnovelc.122N>Tp.Thr41Ilep.T41IO00762protein_codingdeleterious(0.05)benign(0.082)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2CSNVMissense_Mutationnovelc.371N>Tp.Ala124Valp.A124VO00762protein_codingtolerated(0.07)benign(0.223)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2CSNVMissense_Mutationrs763209065c.245C>Tp.Ser82Leup.S82LO00762protein_codingtolerated(0.09)benign(0.403)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2CSNVMissense_Mutationnovelc.278C>Tp.Ala93Valp.A93VO00762protein_codingtolerated(0.07)benign(0.161)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
UBE2CSNVMissense_Mutationnovelc.193N>Gp.Thr65Alap.T65AO00762protein_codingdeleterious(0.02)possibly_damaging(0.863)TCGA-BG-A221-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
UBE2CSNVMissense_Mutationrs773029038c.299C>Tp.Thr100Metp.T100MO00762protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-D1-A15X-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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