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: UBE2G1

Gene summary for UBE2G1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBE2G1

Gene ID

7326

Gene nameubiquitin conjugating enzyme E2 G1
Gene AliasE217K
Cytomap17p13.2
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

P62253


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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
7326UBE2G1HTA11_3410_2000001011HumanColorectumAD6.69e-09-4.76e-010.0155
7326UBE2G1HTA11_696_2000001011HumanColorectumAD1.36e-03-2.57e-01-0.1464
7326UBE2G1HTA11_866_2000001011HumanColorectumAD1.02e-04-3.03e-01-0.1001
7326UBE2G1HTA11_866_3004761011HumanColorectumAD2.18e-02-4.35e-010.096
7326UBE2G1HTA11_7696_3000711011HumanColorectumAD2.43e-03-2.98e-010.0674
7326UBE2G1HTA11_99999970781_79442HumanColorectumMSS5.13e-07-3.06e-010.294
7326UBE2G1HTA11_99999971662_82457HumanColorectumMSS5.72e-05-3.79e-010.3859
7326UBE2G1HTA11_99999974143_84620HumanColorectumMSS1.06e-11-4.21e-010.3005
7326UBE2G1A002-C-010HumanColorectumFAP1.58e-02-2.52e-010.242
7326UBE2G1A001-C-207HumanColorectumFAP9.21e-06-4.30e-010.1278
7326UBE2G1A015-C-203HumanColorectumFAP7.30e-27-4.59e-01-0.1294
7326UBE2G1A015-C-204HumanColorectumFAP6.33e-07-4.23e-01-0.0228
7326UBE2G1A014-C-040HumanColorectumFAP1.77e-03-5.36e-01-0.1184
7326UBE2G1A002-C-201HumanColorectumFAP4.76e-14-4.87e-010.0324
7326UBE2G1A002-C-203HumanColorectumFAP4.03e-05-2.91e-010.2786
7326UBE2G1A001-C-119HumanColorectumFAP5.40e-03-3.07e-01-0.1557
7326UBE2G1A001-C-108HumanColorectumFAP4.66e-17-4.36e-01-0.0272
7326UBE2G1A002-C-205HumanColorectumFAP4.32e-18-4.86e-01-0.1236
7326UBE2G1A001-C-104HumanColorectumFAP1.55e-09-4.35e-010.0184
7326UBE2G1A015-C-005HumanColorectumFAP3.44e-02-3.19e-01-0.0336
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:0043161ColorectumADproteasome-mediated ubiquitin-dependent protein catabolic process141/3918412/187231.77e-101.68e-08141
GO:0000209ColorectumADprotein polyubiquitination78/3918236/187238.71e-062.06e-0478
GO:0070936ColorectumADprotein K48-linked ubiquitination27/391865/187231.31e-041.88e-0327
GO:0070534ColorectumADprotein K63-linked ubiquitination20/391856/187237.57e-034.58e-0220
GO:00104982ColorectumMSSproteasomal protein catabolic process157/3467490/187232.39e-135.25e-11157
GO:00431612ColorectumMSSproteasome-mediated ubiquitin-dependent protein catabolic process127/3467412/187237.70e-106.32e-08127
GO:00002092ColorectumMSSprotein polyubiquitination72/3467236/187235.19e-061.42e-0472
GO:00709361ColorectumMSSprotein K48-linked ubiquitination27/346765/187231.40e-053.18e-0427
GO:00705341ColorectumMSSprotein K63-linked ubiquitination21/346756/187236.51e-047.06e-0321
GO:00431614ColorectumFAPproteasome-mediated ubiquitin-dependent protein catabolic process98/2622412/187235.41e-084.20e-0698
GO:00104984ColorectumFAPproteasomal protein catabolic process110/2622490/187232.12e-071.26e-05110
GO:00709362ColorectumFAPprotein K48-linked ubiquitination24/262265/187233.42e-061.23e-0424
GO:00002093ColorectumFAPprotein polyubiquitination59/2622236/187234.53e-061.52e-0459
GO:00709363ColorectumCRCprotein K48-linked ubiquitination19/207865/187235.34e-051.22e-0319
GO:00002094ColorectumCRCprotein polyubiquitination46/2078236/187239.91e-051.98e-0346
GO:00431615ColorectumCRCproteasome-mediated ubiquitin-dependent protein catabolic process69/2078412/187233.16e-044.90e-0369
GO:00104985ColorectumCRCproteasomal protein catabolic process77/2078490/187231.03e-031.21e-0277
GO:001049816EndometriumAEHproteasomal protein catabolic process108/2100490/187232.73e-124.67e-10108
GO:004316116EndometriumAEHproteasome-mediated ubiquitin-dependent protein catabolic process88/2100412/187231.54e-091.36e-0788
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05012ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa05022ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa04141ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa04120ColorectumADUbiquitin mediated proteolysis58/2092142/84651.46e-051.53e-049.76e-0558
hsa050121ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa050221ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa041411ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041201ColorectumADUbiquitin mediated proteolysis58/2092142/84651.46e-051.53e-049.76e-0558
hsa050124ColorectumMSSParkinson disease140/1875266/84652.32e-287.79e-264.77e-26140
hsa050224ColorectumMSSPathways of neurodegeneration - multiple diseases192/1875476/84652.79e-201.04e-186.36e-19192
hsa041414ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa041204ColorectumMSSUbiquitin mediated proteolysis55/1875142/84655.02e-066.00e-053.68e-0555
hsa050125ColorectumMSSParkinson disease140/1875266/84652.32e-287.79e-264.77e-26140
hsa050225ColorectumMSSPathways of neurodegeneration - multiple diseases192/1875476/84652.79e-201.04e-186.36e-19192
hsa041415ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa041205ColorectumMSSUbiquitin mediated proteolysis55/1875142/84655.02e-066.00e-053.68e-0555
hsa041206ColorectumFAPUbiquitin mediated proteolysis51/1404142/84651.55e-085.84e-073.55e-0751
hsa050128ColorectumFAPParkinson disease80/1404266/84652.04e-086.20e-073.77e-0780
hsa050228ColorectumFAPPathways of neurodegeneration - multiple diseases117/1404476/84652.81e-064.47e-052.72e-05117
hsa041418ColorectumFAPProtein processing in endoplasmic reticulum50/1404174/84653.64e-053.68e-042.24e-0450
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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
UBE2G1SNVMissense_Mutationnovelc.151N>Ap.Glu51Lysp.E51KP62253protein_codingdeleterious(0)possibly_damaging(0.904)TCGA-BH-A0W7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
UBE2G1SNVMissense_Mutationnovelc.259N>Tp.Gly87Cysp.G87CP62253protein_codingdeleterious(0)probably_damaging(1)TCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
UBE2G1insertionFrame_Shift_Insnovelc.257_258insCTTCTp.Gly87PhefsTer37p.G87Ffs*37P62253protein_codingTCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
UBE2G1SNVMissense_Mutationc.172C>Tp.His58Tyrp.H58YP62253protein_codingtolerated(0.27)benign(0.028)TCGA-AA-A004-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
UBE2G1SNVMissense_Mutationc.308N>Ap.Gly103Aspp.G103DP62253protein_codingdeleterious(0.03)benign(0.141)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
UBE2G1SNVMissense_Mutationrs769874508c.110G>Ap.Arg37Glnp.R37QP62253protein_codingtolerated(0.12)benign(0.003)TCGA-D1-A16X-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2G1SNVMissense_Mutationrs769874508c.110N>Ap.Arg37Glnp.R37QP62253protein_codingtolerated(0.12)benign(0.003)TCGA-EY-A1GI-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2G1SNVMissense_Mutationnovelc.425C>Tp.Ala142Valp.A142VP62253protein_codingdeleterious(0.03)possibly_damaging(0.569)TCGA-NC-A5HG-01Lunglung squamous cell carcinomaMale<65III/IVChemotherapycisplatinCR
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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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