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: UBE2E2

Gene summary for UBE2E2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBE2E2

Gene ID

7325

Gene nameubiquitin conjugating enzyme E2 E2
Gene AliasUBCH8
Cytomap3p24.3
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

A0A024R2Q2


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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
7325UBE2E2N_HPV_2HumanCervixN_HPV8.95e-031.09e-01-0.0131
7325UBE2E2CCI_1HumanCervixCC3.44e-098.72e-010.528
7325UBE2E2CCI_2HumanCervixCC2.32e-027.50e-010.5249
7325UBE2E2CCI_3HumanCervixCC5.05e-461.50e+000.516
7325UBE2E2LZE8THumanEsophagusESCC1.61e-036.79e-020.067
7325UBE2E2LZE20THumanEsophagusESCC8.29e-035.43e-020.0662
7325UBE2E2LZE24THumanEsophagusESCC9.49e-143.97e-010.0596
7325UBE2E2LZE6THumanEsophagusESCC9.24e-051.23e-010.0845
7325UBE2E2P1T-EHumanEsophagusESCC3.06e-042.30e-010.0875
7325UBE2E2P2T-EHumanEsophagusESCC2.03e-212.79e-010.1177
7325UBE2E2P4T-EHumanEsophagusESCC1.82e-091.96e-010.1323
7325UBE2E2P5T-EHumanEsophagusESCC1.70e-224.90e-010.1327
7325UBE2E2P8T-EHumanEsophagusESCC1.42e-092.10e-010.0889
7325UBE2E2P9T-EHumanEsophagusESCC2.18e-215.37e-010.1131
7325UBE2E2P11T-EHumanEsophagusESCC5.18e-103.24e-010.1426
7325UBE2E2P15T-EHumanEsophagusESCC2.14e-061.49e-010.1149
7325UBE2E2P16T-EHumanEsophagusESCC5.70e-203.86e-010.1153
7325UBE2E2P17T-EHumanEsophagusESCC4.78e-103.78e-010.1278
7325UBE2E2P19T-EHumanEsophagusESCC3.71e-046.32e-010.1662
7325UBE2E2P20T-EHumanEsophagusESCC9.86e-428.48e-010.1124
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00002097CervixCCprotein polyubiquitination58/2311236/187231.57e-077.41e-0658
GO:00447725CervixCCmitotic cell cycle phase transition89/2311424/187232.70e-071.12e-0589
GO:00709366CervixCCprotein K48-linked ubiquitination22/231165/187235.56e-061.38e-0422
GO:20000453CervixCCregulation of G1/S transition of mitotic cell cycle37/2311142/187236.33e-061.53e-0437
GO:00457876CervixCCpositive regulation of cell cycle66/2311313/187237.78e-061.81e-0466
GO:00000824CervixCCG1/S transition of mitotic cell cycle49/2311214/187231.16e-052.48e-0449
GO:19028062CervixCCregulation of cell cycle G1/S phase transition41/2311168/187231.18e-052.51e-0441
GO:00073466CervixCCregulation of mitotic cell cycle88/2311457/187231.26e-052.60e-0488
GO:19019903CervixCCregulation of mitotic cell cycle phase transition63/2311299/187231.27e-052.60e-0463
GO:00448434CervixCCcell cycle G1/S phase transition53/2311241/187231.76e-053.32e-0453
GO:00459316CervixCCpositive regulation of mitotic cell cycle32/2311121/187231.88e-053.47e-0432
GO:19019922CervixCCpositive regulation of mitotic cell cycle phase transition26/231193/187233.97e-056.18e-0426
GO:00900685CervixCCpositive regulation of cell cycle process50/2311236/187238.25e-051.11e-0350
GO:19019873CervixCCregulation of cell cycle phase transition74/2311390/187239.80e-051.27e-0374
GO:19019892CervixCCpositive regulation of cell cycle phase transition28/2311115/187232.82e-043.07e-0328
GO:1900087CervixCCpositive regulation of G1/S transition of mitotic cell cycle13/231146/187232.95e-031.94e-0213
GO:00705343CervixCCprotein K63-linked ubiquitination14/231156/187236.93e-033.74e-0214
GO:1902808CervixCCpositive regulation of cell cycle G1/S phase transition14/231158/187239.57e-034.73e-0214
GO:004477212CervixN_HPVmitotic cell cycle phase transition22/534424/187235.33e-033.84e-0222
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412014CervixCCUbiquitin mediated proteolysis49/1267142/84654.26e-097.68e-084.54e-0849
hsa0412015CervixCCUbiquitin mediated proteolysis49/1267142/84654.26e-097.68e-084.54e-0849
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0412010LiverNAFLDUbiquitin mediated proteolysis44/1043142/84652.59e-091.70e-071.37e-0744
hsa0412011LiverNAFLDUbiquitin mediated proteolysis44/1043142/84652.59e-091.70e-071.37e-0744
hsa0412021LiverCirrhoticUbiquitin mediated proteolysis72/2530142/84651.32e-071.97e-061.21e-0672
hsa0412031LiverCirrhoticUbiquitin mediated proteolysis72/2530142/84651.32e-071.97e-061.21e-0672
hsa0412041LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0412051LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0412022LungAISUbiquitin mediated proteolysis41/961142/84658.01e-094.33e-072.77e-0741
hsa0412032LungAISUbiquitin mediated proteolysis41/961142/84658.01e-094.33e-072.77e-0741
hsa0412020Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
hsa04120110Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
hsa0412043Oral cavityEOLPUbiquitin mediated proteolysis48/1218142/84653.55e-096.74e-083.98e-0848
hsa0412053Oral cavityEOLPUbiquitin mediated proteolysis48/1218142/84653.55e-096.74e-083.98e-0848
hsa0412061Oral cavityNEOLPUbiquitin mediated proteolysis43/1112142/84655.78e-089.19e-075.78e-0743
hsa0412071Oral cavityNEOLPUbiquitin mediated proteolysis43/1112142/84655.78e-089.19e-075.78e-0743
hsa0412018ProstateBPHUbiquitin mediated proteolysis61/1718142/84655.50e-109.07e-095.61e-0961
hsa0412019ProstateBPHUbiquitin mediated proteolysis61/1718142/84655.50e-109.07e-095.61e-0961
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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
UBE2E2SNVMissense_Mutationnovelc.454N>Gp.Thr152Alap.T152AQ96LR5protein_codingdeleterious(0)probably_damaging(0.951)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
UBE2E2SNVMissense_Mutationnovelc.117N>Tp.Lys39Asnp.K39NQ96LR5protein_codingtolerated(0.08)benign(0)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
UBE2E2SNVMissense_Mutationc.263N>Ap.Arg88Lysp.R88KQ96LR5protein_codingtolerated(0.16)benign(0.078)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
UBE2E2SNVMissense_Mutationc.335N>Ap.Pro112Glnp.P112QQ96LR5protein_codingtolerated(0.19)benign(0.029)TCGA-D5-6534-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
UBE2E2SNVMissense_Mutationc.409N>Ap.Val137Metp.V137MQ96LR5protein_codingtolerated(0.08)benign(0.055)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
UBE2E2SNVMissense_Mutationc.330T>Gp.Phe110Leup.F110LQ96LR5protein_codingdeleterious(0.02)possibly_damaging(0.766)TCGA-AG-3725-01Colorectumrectum adenocarcinomaFemale>=65III/IVUnknownUnknownSD
UBE2E2SNVMissense_Mutationc.235C>Ap.Pro79Thrp.P79TQ96LR5protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AG-4007-01Colorectumrectum adenocarcinomaMale>=65III/IVUnknownUnknownSD
UBE2E2deletionFrame_Shift_Delnovelc.606delNp.Ter202%3Dp.*202%3DQ96LR5protein_codingTCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
UBE2E2SNVMissense_Mutationnovelc.500N>Ap.Cys167Tyrp.C167YQ96LR5protein_codingdeleterious(0.03)possibly_damaging(0.575)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
UBE2E2SNVMissense_Mutationc.573N>Tp.Met191Ilep.M191IQ96LR5protein_codingtolerated(1)benign(0.006)TCGA-D1-A174-01Endometriumuterine 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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