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: UBE2G2

Gene summary for UBE2G2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBE2G2

Gene ID

7327

Gene nameubiquitin conjugating enzyme E2 G2
Gene AliasUBC7
Cytomap21q22.3
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

P60604


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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
7327UBE2G2LZE4THumanEsophagusESCC7.95e-121.72e-010.0811
7327UBE2G2LZE7THumanEsophagusESCC2.30e-032.17e-010.0667
7327UBE2G2LZE8THumanEsophagusESCC6.52e-061.58e-010.067
7327UBE2G2LZE20THumanEsophagusESCC1.10e-061.44e-010.0662
7327UBE2G2LZE24THumanEsophagusESCC8.99e-205.17e-010.0596
7327UBE2G2P1T-EHumanEsophagusESCC9.82e-074.53e-010.0875
7327UBE2G2P2T-EHumanEsophagusESCC1.75e-306.47e-010.1177
7327UBE2G2P4T-EHumanEsophagusESCC1.25e-318.41e-010.1323
7327UBE2G2P5T-EHumanEsophagusESCC6.39e-144.55e-010.1327
7327UBE2G2P8T-EHumanEsophagusESCC1.93e-121.72e-010.0889
7327UBE2G2P9T-EHumanEsophagusESCC8.39e-123.62e-010.1131
7327UBE2G2P10T-EHumanEsophagusESCC2.58e-489.27e-010.116
7327UBE2G2P11T-EHumanEsophagusESCC8.79e-123.85e-010.1426
7327UBE2G2P12T-EHumanEsophagusESCC1.65e-234.66e-010.1122
7327UBE2G2P15T-EHumanEsophagusESCC1.54e-152.93e-010.1149
7327UBE2G2P16T-EHumanEsophagusESCC2.34e-215.78e-010.1153
7327UBE2G2P17T-EHumanEsophagusESCC4.28e-135.04e-010.1278
7327UBE2G2P19T-EHumanEsophagusESCC1.40e-023.46e-010.1662
7327UBE2G2P20T-EHumanEsophagusESCC1.79e-163.46e-010.1124
7327UBE2G2P21T-EHumanEsophagusESCC1.32e-265.31e-010.1617
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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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:003238618EsophagusESCCregulation of intracellular transport243/8552337/187233.20e-237.25e-21243
GO:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
GO:0033157110EsophagusESCCregulation of intracellular protein transport169/8552229/187233.31e-183.23e-16169
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:003650315EsophagusESCCERAD pathway82/8552107/187235.80e-111.84e-0982
GO:007093617EsophagusESCCprotein K48-linked ubiquitination55/855265/187238.42e-112.58e-0955
GO:003043314EsophagusESCCubiquitin-dependent ERAD pathway66/855285/187231.64e-093.78e-0866
GO:003252714EsophagusESCCprotein exit from endoplasmic reticulum37/855248/187238.99e-068.65e-0537
GO:19038289EsophagusESCCnegative regulation of cellular protein localization76/8552117/187231.97e-051.72e-0476
GO:003097014EsophagusESCCretrograde protein transport, ER to cytosol23/855229/187232.25e-041.40e-0323
GO:190351314EsophagusESCCendoplasmic reticulum to cytosol transport23/855229/187232.25e-041.40e-0323
GO:00512244EsophagusESCCnegative regulation of protein transport74/8552127/187232.86e-031.21e-0274
GO:19049505EsophagusESCCnegative regulation of establishment of protein localization76/8552131/187232.96e-031.24e-0276
GO:00323875EsophagusESCCnegative regulation of intracellular transport37/855258/187234.12e-031.64e-0237
GO:00903174EsophagusESCCnegative regulation of intracellular protein transport28/855242/187234.90e-031.89e-0228
GO:00708624EsophagusESCCnegative regulation of protein exit from endoplasmic reticulum9/855210/187235.09e-031.92e-029
GO:00708615EsophagusESCCregulation of protein exit from endoplasmic reticulum19/855227/187238.35e-032.95e-0219
GO:001049812LiverCirrhoticproteasomal protein catabolic process216/4634490/187232.52e-219.29e-19216
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa05012211EsophagusESCCParkinson disease201/4205266/84651.56e-188.72e-174.46e-17201
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa05012310EsophagusESCCParkinson disease201/4205266/84651.56e-188.72e-174.46e-17201
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0412021LiverCirrhoticUbiquitin mediated proteolysis72/2530142/84651.32e-071.97e-061.21e-0672
hsa0412031LiverCirrhoticUbiquitin mediated proteolysis72/2530142/84651.32e-071.97e-061.21e-0672
hsa0414122LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0501222LiverHCCParkinson disease198/4020266/84659.40e-201.58e-178.76e-18198
hsa0412041LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0502222LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0414132LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0501232LiverHCCParkinson disease198/4020266/84659.40e-201.58e-178.76e-18198
hsa0412051LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0502232LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0414130Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa0501230Oral cavityOSCCParkinson disease188/3704266/84651.82e-191.52e-177.75e-18188
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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
UBE2G2SNVMissense_Mutationnovelc.235N>Tp.His79Tyrp.H79YP60604protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A73U-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
UBE2G2SNVMissense_Mutationrs782636745c.434N>Ap.Arg145Hisp.R145HP60604protein_codingdeleterious(0)probably_damaging(0.98)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
UBE2G2SNVMissense_Mutationrs782079899c.62N>Tp.Pro21Leup.P21LP60604protein_codingtolerated(0.3)possibly_damaging(0.742)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
UBE2G2SNVMissense_Mutationc.236N>Gp.His79Argp.H79RP60604protein_codingdeleterious(0)probably_damaging(1)TCGA-G4-6322-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinPD
UBE2G2SNVMissense_Mutationnovelc.412G>Ap.Val138Metp.V138MP60604protein_codingdeleterious(0)probably_damaging(0.945)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2G2SNVMissense_Mutationnovelc.260N>Tp.Arg87Ilep.R87IP60604protein_codingdeleterious(0.04)benign(0.136)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
UBE2G2SNVMissense_Mutationnovelc.436N>Ap.Asp146Asnp.D146NP60604protein_codingtolerated(0.13)benign(0.003)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
UBE2G2SNVMissense_Mutationnovelc.128N>Ap.Gly43Aspp.G43DP60604protein_codingdeleterious(0)probably_damaging(1)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
UBE2G2SNVMissense_Mutationnovelc.365N>Gp.Ser122Trpp.S122WP60604protein_codingdeleterious(0)probably_damaging(1)TCGA-BG-A3EW-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
UBE2G2SNVMissense_Mutationnovelc.494N>Cp.Leu165Prop.L165PP60604protein_codingdeleterious(0)probably_damaging(0.939)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
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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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