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: UBE2O

Gene summary for UBE2O

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBE2O

Gene ID

63893

Gene nameubiquitin conjugating enzyme E2 O
Gene AliasE2-230K
Cytomap17q25.1
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q9C0C9


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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
63893UBE2OLZE24THumanEsophagusESCC1.88e-021.30e-010.0596
63893UBE2OP2T-EHumanEsophagusESCC6.64e-152.21e-010.1177
63893UBE2OP4T-EHumanEsophagusESCC1.34e-031.41e-010.1323
63893UBE2OP5T-EHumanEsophagusESCC4.15e-056.51e-020.1327
63893UBE2OP8T-EHumanEsophagusESCC5.88e-096.45e-020.0889
63893UBE2OP9T-EHumanEsophagusESCC2.00e-061.85e-010.1131
63893UBE2OP10T-EHumanEsophagusESCC2.28e-101.85e-010.116
63893UBE2OP11T-EHumanEsophagusESCC1.39e-052.53e-010.1426
63893UBE2OP12T-EHumanEsophagusESCC1.09e-061.33e-010.1122
63893UBE2OP15T-EHumanEsophagusESCC1.08e-174.30e-010.1149
63893UBE2OP16T-EHumanEsophagusESCC1.37e-081.13e-010.1153
63893UBE2OP20T-EHumanEsophagusESCC2.73e-174.33e-010.1124
63893UBE2OP21T-EHumanEsophagusESCC6.90e-081.35e-010.1617
63893UBE2OP22T-EHumanEsophagusESCC5.33e-128.95e-020.1236
63893UBE2OP23T-EHumanEsophagusESCC1.89e-041.52e-010.108
63893UBE2OP24T-EHumanEsophagusESCC4.73e-089.11e-020.1287
63893UBE2OP26T-EHumanEsophagusESCC1.28e-111.92e-010.1276
63893UBE2OP27T-EHumanEsophagusESCC1.35e-058.14e-020.1055
63893UBE2OP28T-EHumanEsophagusESCC1.38e-203.91e-010.1149
63893UBE2OP30T-EHumanEsophagusESCC1.01e-092.64e-010.137
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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
∗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:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:001648210EsophagusESCCcytosolic transport124/8552168/187239.69e-144.69e-12124
GO:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
GO:00065136EsophagusESCCprotein monoubiquitination53/855267/187232.11e-084.03e-0753
GO:0052548111EsophagusESCCregulation of endopeptidase activity253/8552432/187233.68e-086.78e-07253
GO:007053413EsophagusESCCprotein K63-linked ubiquitination44/855256/187234.84e-076.50e-0644
GO:00421477EsophagusESCCretrograde transport, endosome to Golgi63/855291/187234.58e-064.87e-0563
GO:0045861111EsophagusESCCnegative regulation of proteolysis195/8552351/187231.13e-047.85e-04195
GO:0051346110EsophagusESCCnegative regulation of hydrolase activity208/8552379/187231.76e-041.14e-03208
GO:000717810EsophagusESCCtransmembrane receptor protein serine/threonine kinase signaling pathway195/8552355/187232.58e-041.58e-03195
GO:001046620EsophagusESCCnegative regulation of peptidase activity140/8552262/187236.73e-032.46e-02140
GO:001095119EsophagusESCCnegative regulation of endopeptidase activity135/8552252/187236.86e-032.51e-02135
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
UBE2OSNVMissense_Mutationrs756925063c.3821N>Tp.Thr1274Metp.T1274MQ9C0C9protein_codingtolerated_low_confidence(0.1)benign(0)TCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
UBE2OSNVMissense_Mutationnovelc.985N>Cp.Thr329Prop.T329PQ9C0C9protein_codingtolerated(0.09)benign(0.001)TCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
UBE2OSNVMissense_Mutationc.955N>Ap.Asp319Asnp.D319NQ9C0C9protein_codingtolerated(0.11)probably_damaging(0.977)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
UBE2OSNVMissense_Mutationc.2535G>Cp.Glu845Aspp.E845DQ9C0C9protein_codingtolerated(0.07)probably_damaging(0.935)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
UBE2OSNVMissense_Mutationnovelc.3041N>Tp.Ala1014Valp.A1014VQ9C0C9protein_codingtolerated(0.07)possibly_damaging(0.881)TCGA-LD-A66U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
UBE2OSNVMissense_Mutationnovelc.3040N>Tp.Ala1014Serp.A1014SQ9C0C9protein_codingtolerated(0.34)benign(0.303)TCGA-LD-A66U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
UBE2OinsertionFrame_Shift_Insnovelc.1833_1834insGGGCTCTCCTTCCCTCp.His612GlyfsTer41p.H612Gfs*41Q9C0C9protein_codingTCGA-AN-A04A-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
UBE2OinsertionFrame_Shift_Insnovelc.1831_1832insCTACp.Asp611AlafsTer38p.D611Afs*38Q9C0C9protein_codingTCGA-AN-A04A-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
UBE2OinsertionIn_Frame_Insnovelc.601_602insCGCCCAGGGGGAp.Gly201delinsAlaProArgGlyArgp.G201delinsAPRGRQ9C0C9protein_codingTCGA-AO-A0JJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophospamideSD
UBE2OinsertionNonsense_Mutationnovelc.599_600insAGATTGCCTGGGAATGTCCAGAAAAAAACp.Tyr200Terp.Y200*Q9C0C9protein_codingTCGA-AO-A0JJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophospamideSD
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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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