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: UBE2I

Gene summary for UBE2I

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBE2I

Gene ID

7329

Gene nameubiquitin conjugating enzyme E2 I
Gene AliasC358B7.1
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A8K503


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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
7329UBE2IHTA11_1938_2000001011HumanColorectumAD1.84e-065.23e-01-0.0811
7329UBE2IHTA11_347_2000001011HumanColorectumAD6.72e-032.98e-01-0.1954
7329UBE2IHTA11_696_2000001011HumanColorectumAD8.80e-043.84e-01-0.1464
7329UBE2IHTA11_866_2000001011HumanColorectumAD2.58e-032.96e-01-0.1001
7329UBE2IHTA11_1391_2000001011HumanColorectumAD3.03e-117.19e-01-0.059
7329UBE2IHTA11_866_3004761011HumanColorectumAD1.23e-074.67e-010.096
7329UBE2IHTA11_7696_3000711011HumanColorectumAD2.77e-115.65e-010.0674
7329UBE2IHTA11_6818_2000001011HumanColorectumAD4.06e-024.43e-010.0112
7329UBE2IHTA11_6818_2000001021HumanColorectumAD1.95e-065.46e-010.0588
7329UBE2IHTA11_99999970781_79442HumanColorectumMSS3.08e-085.66e-010.294
7329UBE2IHTA11_99999965062_69753HumanColorectumMSI-H4.21e-071.33e+000.3487
7329UBE2IHTA11_99999965104_69814HumanColorectumMSS3.86e-201.06e+000.281
7329UBE2IHTA11_99999971662_82457HumanColorectumMSS1.62e-198.86e-010.3859
7329UBE2IHTA11_99999973899_84307HumanColorectumMSS8.18e-066.51e-010.2585
7329UBE2IHTA11_99999974143_84620HumanColorectumMSS1.96e-084.42e-010.3005
7329UBE2IA015-C-203HumanColorectumFAP1.47e-04-5.40e-03-0.1294
7329UBE2IA002-C-205HumanColorectumFAP9.68e-04-6.81e-02-0.1236
7329UBE2IA015-C-006HumanColorectumFAP1.41e-063.67e-01-0.0994
7329UBE2IA002-C-114HumanColorectumFAP4.36e-031.31e-01-0.1561
7329UBE2IA015-C-104HumanColorectumFAP8.32e-064.97e-02-0.1899
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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:007170914ThyroidPTCmembrane assembly31/596850/187231.12e-051.23e-0431
GO:00070595ThyroidPTCchromosome segregation146/5968346/187232.99e-052.87e-04146
GO:00069977ThyroidPTCnucleus organization65/5968133/187233.16e-053.01e-0465
GO:00169256ThyroidPTCprotein sumoylation30/596853/187231.71e-041.31e-0330
GO:00717636ThyroidPTCnuclear membrane organization21/596833/187231.73e-041.32e-0321
GO:00069985ThyroidPTCnuclear envelope organization27/596847/187232.57e-041.84e-0327
GO:00482855ThyroidPTCorganelle fission188/5968488/187239.64e-045.77e-03188
GO:00314685ThyroidPTCnuclear envelope reassembly10/596814/187232.77e-031.38e-0210
GO:00002804ThyroidPTCnuclear division167/5968439/187233.27e-031.60e-02167
GO:190332034ThyroidATCregulation of protein modification by small protein conjugation or removal152/6293242/187239.76e-211.71e-18152
GO:014001416ThyroidATCmitotic nuclear division171/6293287/187231.13e-191.66e-17171
GO:000705913ThyroidATCchromosome segregation183/6293346/187238.03e-144.23e-12183
GO:001820516ThyroidATCpeptidyl-lysine modification193/6293376/187236.92e-133.06e-11193
GO:004828512ThyroidATCorganelle fission229/6293488/187234.79e-101.29e-08229
GO:000028011ThyroidATCnuclear division207/6293439/187231.98e-094.80e-08207
GO:0043123111ThyroidATCpositive regulation of I-kappaB kinase/NF-kappaB signaling97/6293186/187231.31e-072.16e-0697
GO:0043122112ThyroidATCregulation of I-kappaB kinase/NF-kappaB signaling123/6293249/187231.65e-072.64e-06123
GO:0007249111ThyroidATCI-kappaB kinase/NF-kappaB signaling135/6293281/187233.31e-074.91e-06135
GO:004409114ThyroidATCmembrane biogenesis34/629355/187231.69e-051.56e-0434
GO:007170915ThyroidATCmembrane assembly31/629350/187233.66e-052.99e-0431
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
hsa0412016EndometriumAEHUbiquitin mediated proteolysis41/1197142/84653.42e-064.27e-053.13e-0541
hsa0412017EndometriumAEHUbiquitin mediated proteolysis41/1197142/84653.42e-064.27e-053.13e-0541
hsa0412023EndometriumEECUbiquitin mediated proteolysis41/1237142/84657.86e-069.58e-057.14e-0541
hsa0412033EndometriumEECUbiquitin mediated proteolysis41/1237142/84657.86e-069.58e-057.14e-0541
hsa0412026EsophagusHGINUbiquitin mediated proteolysis49/1383142/84657.78e-081.33e-061.06e-0649
hsa030137EsophagusHGINNucleocytoplasmic transport31/1383108/84658.29e-047.95e-036.31e-0331
hsa04120111EsophagusHGINUbiquitin mediated proteolysis49/1383142/84657.78e-081.33e-061.06e-0649
hsa0301312EsophagusHGINNucleocytoplasmic transport31/1383108/84658.29e-047.95e-036.31e-0331
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0301321EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa040645EsophagusESCCNF-kappa B signaling pathway67/4205104/84651.62e-034.89e-032.50e-0367
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0301331EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa0406412EsophagusESCCNF-kappa B signaling pathway67/4205104/84651.62e-034.89e-032.50e-0367
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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
UBE2ISNVMissense_Mutationc.309G>Cp.Trp103Cysp.W103CP63279protein_codingdeleterious(0)probably_damaging(0.991)TCGA-C5-A2LX-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
UBE2ISNVMissense_Mutationnovelc.117N>Ap.Met39Ilep.M39IP63279protein_codingdeleterious(0.01)benign(0.052)TCGA-VS-A8EK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
UBE2ISNVMissense_Mutationc.13N>Ap.Ala5Thrp.A5TP63279protein_codingdeleterious(0.03)benign(0.146)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
UBE2ISNVMissense_Mutationnovelc.464N>Gp.Phe155Cysp.F155CP63279protein_codingdeleterious(0.05)benign(0.007)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
UBE2ISNVMissense_Mutationnovelc.469C>Tp.Pro157Serp.P157SP63279protein_codingdeleterious(0.02)benign(0)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
UBE2ISNVMissense_Mutationc.247N>Ap.His83Asnp.H83NP63279protein_codingdeleterious(0)probably_damaging(0.962)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
UBE2ISNVMissense_Mutationnovelc.469C>Tp.Pro157Serp.P157SP63279protein_codingdeleterious(0.02)benign(0)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2ISNVMissense_Mutationnovelc.263N>Ap.Pro88Hisp.P88HP63279protein_codingdeleterious(0)probably_damaging(0.975)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
UBE2ISNVMissense_Mutationnovelc.181N>Tp.Arg61Trpp.R61WP63279protein_codingtolerated(0.07)probably_damaging(0.98)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
UBE2ISNVMissense_Mutationnovelc.88N>Cp.Lys30Glnp.K30QP63279protein_codingtolerated(0.1)benign(0.321)TCGA-E6-A1LX-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
7329UBE2ITRANSCRIPTION FACTOR BINDING, ENZYMEcisplatinCISPLATIN19859084
7329UBE2ITRANSCRIPTION FACTOR BINDING, ENZYMEirinotecanIRINOTECAN19859084
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