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
11065UBE2CP32T-EHumanEsophagusESCC9.78e-301.33e+000.1666
11065UBE2CP36T-EHumanEsophagusESCC4.64e-095.81e-010.1187
11065UBE2CP37T-EHumanEsophagusESCC5.16e-229.17e-010.1371
11065UBE2CP38T-EHumanEsophagusESCC3.65e-172.14e+000.127
11065UBE2CP39T-EHumanEsophagusESCC1.78e-032.07e-010.0894
11065UBE2CP44T-EHumanEsophagusESCC2.50e-035.80e-010.1096
11065UBE2CP47T-EHumanEsophagusESCC2.06e-086.20e-010.1067
11065UBE2CP48T-EHumanEsophagusESCC4.31e-063.57e-010.0959
11065UBE2CP49T-EHumanEsophagusESCC3.91e-051.09e+000.1768
11065UBE2CP52T-EHumanEsophagusESCC7.74e-411.65e+000.1555
11065UBE2CP56T-EHumanEsophagusESCC1.34e-061.43e+000.1613
11065UBE2CP61T-EHumanEsophagusESCC2.33e-054.35e-010.099
11065UBE2CP62T-EHumanEsophagusESCC4.92e-045.93e-010.1302
11065UBE2CP65T-EHumanEsophagusESCC3.58e-086.41e-010.0978
11065UBE2CP74T-EHumanEsophagusESCC1.02e-097.47e-010.1479
11065UBE2CP75T-EHumanEsophagusESCC5.00e-171.93e+000.1125
11065UBE2CP76T-EHumanEsophagusESCC5.79e-161.53e+000.1207
11065UBE2CP79T-EHumanEsophagusESCC3.02e-261.60e+000.1154
11065UBE2CP80T-EHumanEsophagusESCC6.09e-035.52e-010.155
11065UBE2CP83T-EHumanEsophagusESCC2.01e-282.16e+000.1738
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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:001049814BreastIDCproteasomal protein catabolic process75/1434490/187235.59e-094.41e-0775
GO:190332014BreastIDCregulation of protein modification by small protein conjugation or removal43/1434242/187231.71e-079.16e-0643
GO:003139614BreastIDCregulation of protein ubiquitination37/1434210/187231.50e-066.36e-0537
GO:004316114BreastIDCproteasome-mediated ubiquitin-dependent protein catabolic process57/1434412/187239.55e-062.68e-0457
GO:190466614BreastIDCregulation of ubiquitin protein ligase activity8/143423/187232.01e-043.30e-038
GO:005143814BreastIDCregulation of ubiquitin-protein transferase activity12/143453/187235.43e-046.97e-0312
GO:00512589BreastIDCprotein polymerization38/1434297/187231.26e-031.34e-0238
GO:00330445BreastIDCregulation of chromosome organization26/1434187/187232.22e-032.06e-0226
GO:00073465BreastIDCregulation of mitotic cell cycle51/1434457/187234.30e-033.35e-0251
GO:00459315BreastIDCpositive regulation of mitotic cell cycle18/1434121/187234.90e-033.73e-0218
GO:001049824BreastDCISproteasomal protein catabolic process75/1390490/187231.44e-091.40e-0775
GO:190332024BreastDCISregulation of protein modification by small protein conjugation or removal43/1390242/187237.16e-084.22e-0643
GO:003139624BreastDCISregulation of protein ubiquitination37/1390210/187237.12e-073.01e-0537
GO:004316124BreastDCISproteasome-mediated ubiquitin-dependent protein catabolic process57/1390412/187233.76e-061.16e-0457
GO:190466624BreastDCISregulation of ubiquitin protein ligase activity8/139023/187231.61e-042.71e-038
GO:005125814BreastDCISprotein polymerization39/1390297/187233.64e-045.15e-0339
GO:005143823BreastDCISregulation of ubiquitin-protein transferase activity12/139053/187234.10e-045.55e-0312
GO:000734612BreastDCISregulation of mitotic cell cycle52/1390457/187231.38e-031.43e-0252
GO:003304412BreastDCISregulation of chromosome organization26/1390187/187231.44e-031.47e-0226
GO:004593112BreastDCISpositive regulation of mitotic cell cycle19/1390121/187231.47e-031.49e-0219
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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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