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: UBE2R2

Gene summary for UBE2R2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBE2R2

Gene ID

54926

Gene nameubiquitin conjugating enzyme E2 R2
Gene AliasCDC34B
Cytomap9p13.3
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q712K3


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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
54926UBE2R2CA_HPV_1HumanCervixCC4.71e-04-1.05e-010.0264
54926UBE2R2CCI_2HumanCervixCC5.73e-101.06e+000.5249
54926UBE2R2CCI_3HumanCervixCC1.08e-055.89e-010.516
54926UBE2R2HTA11_3410_2000001011HumanColorectumAD2.67e-02-1.76e-010.0155
54926UBE2R2HTA11_347_2000001011HumanColorectumAD4.91e-022.89e-01-0.1954
54926UBE2R2HTA11_99999965062_69753HumanColorectumMSI-H2.87e-071.22e+000.3487
54926UBE2R2HTA11_99999965104_69814HumanColorectumMSS1.79e-077.13e-010.281
54926UBE2R2HTA11_99999971662_82457HumanColorectumMSS7.80e-116.90e-010.3859
54926UBE2R2A001-C-207HumanColorectumFAP3.23e-03-2.34e-010.1278
54926UBE2R2A015-C-203HumanColorectumFAP6.64e-21-2.93e-01-0.1294
54926UBE2R2A015-C-204HumanColorectumFAP2.28e-05-2.31e-01-0.0228
54926UBE2R2A014-C-040HumanColorectumFAP1.46e-02-1.60e-01-0.1184
54926UBE2R2A002-C-201HumanColorectumFAP3.08e-08-1.33e-010.0324
54926UBE2R2A002-C-203HumanColorectumFAP8.34e-04-1.12e-010.2786
54926UBE2R2A001-C-119HumanColorectumFAP2.63e-059.32e-03-0.1557
54926UBE2R2A001-C-108HumanColorectumFAP1.06e-13-2.56e-01-0.0272
54926UBE2R2A002-C-205HumanColorectumFAP1.94e-18-1.94e-01-0.1236
54926UBE2R2A001-C-104HumanColorectumFAP4.05e-03-1.32e-010.0184
54926UBE2R2A015-C-005HumanColorectumFAP1.21e-04-2.51e-01-0.0336
54926UBE2R2A015-C-006HumanColorectumFAP1.84e-16-5.43e-01-0.0994
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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:00002097CervixCCprotein polyubiquitination58/2311236/187231.57e-077.41e-0658
GO:00709366CervixCCprotein K48-linked ubiquitination22/231165/187235.56e-061.38e-0422
GO:0000209ColorectumADprotein polyubiquitination78/3918236/187238.71e-062.06e-0478
GO:0070936ColorectumADprotein K48-linked ubiquitination27/391865/187231.31e-041.88e-0327
GO:0006513ColorectumADprotein monoubiquitination23/391867/187237.55e-034.58e-0223
GO:00002092ColorectumMSSprotein polyubiquitination72/3467236/187235.19e-061.42e-0472
GO:00709361ColorectumMSSprotein K48-linked ubiquitination27/346765/187231.40e-053.18e-0427
GO:00065131ColorectumMSSprotein monoubiquitination21/346767/187237.90e-034.84e-0221
GO:00709362ColorectumFAPprotein K48-linked ubiquitination24/262265/187233.42e-061.23e-0424
GO:00002093ColorectumFAPprotein polyubiquitination59/2622236/187234.53e-061.52e-0459
GO:00065132ColorectumFAPprotein monoubiquitination18/262267/187234.08e-032.81e-0218
GO:00709363ColorectumCRCprotein K48-linked ubiquitination19/207865/187235.34e-051.22e-0319
GO:00002094ColorectumCRCprotein polyubiquitination46/2078236/187239.91e-051.98e-0346
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:007093617EsophagusESCCprotein K48-linked ubiquitination55/855265/187238.42e-112.58e-0955
GO:00065136EsophagusESCCprotein monoubiquitination53/855267/187232.11e-084.03e-0753
GO:00002095LiverNAFLDprotein polyubiquitination51/1882236/187231.04e-078.10e-0651
GO:00709364LiverNAFLDprotein K48-linked ubiquitination19/188265/187231.33e-053.97e-0419
GO:007093611LiverCirrhoticprotein K48-linked ubiquitination36/463465/187231.23e-073.41e-0636
GO:000020911LiverCirrhoticprotein polyubiquitination89/4634236/187236.09e-069.80e-0589
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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
hsa04120ColorectumADUbiquitin mediated proteolysis58/2092142/84651.46e-051.53e-049.76e-0558
hsa041201ColorectumADUbiquitin mediated proteolysis58/2092142/84651.46e-051.53e-049.76e-0558
hsa041204ColorectumMSSUbiquitin mediated proteolysis55/1875142/84655.02e-066.00e-053.68e-0555
hsa041205ColorectumMSSUbiquitin mediated proteolysis55/1875142/84655.02e-066.00e-053.68e-0555
hsa041206ColorectumFAPUbiquitin mediated proteolysis51/1404142/84651.55e-085.84e-073.55e-0751
hsa041207ColorectumFAPUbiquitin mediated proteolysis51/1404142/84651.55e-085.84e-073.55e-0751
hsa041208ColorectumCRCUbiquitin mediated proteolysis42/1091142/84659.98e-086.67e-064.52e-0642
hsa041209ColorectumCRCUbiquitin mediated proteolysis42/1091142/84659.98e-086.67e-064.52e-0642
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
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
UBE2R2SNVMissense_Mutationrs372565481c.603N>Gp.Asn201Lysp.N201KQ712K3protein_codingtolerated(0.22)benign(0.01)TCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
UBE2R2SNVMissense_Mutationc.334N>Ap.Glu112Lysp.E112KQ712K3protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AR-A256-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
UBE2R2SNVMissense_Mutationnovelc.548T>Cp.Val183Alap.V183AQ712K3protein_codingdeleterious(0)possibly_damaging(0.907)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
UBE2R2SNVMissense_Mutationc.622G>Ap.Asp208Asnp.D208NQ712K3protein_codingtolerated(0.12)probably_damaging(0.978)TCGA-A6-3807-01Colorectumcolon adenocarcinomaFemale<65III/IVAncillaryleucovorinSD
UBE2R2SNVMissense_Mutationnovelc.489N>Cp.Glu163Aspp.E163DQ712K3protein_codingtolerated(0.87)benign(0.006)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
UBE2R2SNVMissense_Mutationc.169T>Cp.Tyr57Hisp.Y57HQ712K3protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
UBE2R2SNVMissense_Mutationnovelc.444N>Ap.Phe148Leup.F148LQ712K3protein_codingtolerated(0.1)benign(0.309)TCGA-D5-6537-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownPD
UBE2R2SNVMissense_Mutationc.616C>Ap.Leu206Ilep.L206IQ712K3protein_codingtolerated(0.18)benign(0.042)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
UBE2R2SNVMissense_Mutationc.284N>Tp.Ser95Leup.S95LQ712K3protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2R2SNVMissense_Mutationnovelc.563N>Tp.Ala188Valp.A188VQ712K3protein_codingtolerated(0.07)benign(0.428)TCGA-AP-A1DK-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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