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: UBE2W

Gene summary for UBE2W

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBE2W

Gene ID

55284

Gene nameubiquitin conjugating enzyme E2 W
Gene AliasUBC-16
Cytomap8q21.11
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q96B02


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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
55284UBE2WLZE4THumanEsophagusESCC2.35e-206.53e-010.0811
55284UBE2WLZE7THumanEsophagusESCC1.60e-072.77e-010.0667
55284UBE2WLZE8THumanEsophagusESCC6.74e-031.95e-010.067
55284UBE2WLZE20THumanEsophagusESCC1.73e-063.18e-010.0662
55284UBE2WLZE22THumanEsophagusESCC2.37e-022.18e-010.068
55284UBE2WLZE24THumanEsophagusESCC5.50e-185.18e-010.0596
55284UBE2WLZE6THumanEsophagusESCC9.78e-082.92e-010.0845
55284UBE2WP1T-EHumanEsophagusESCC2.80e-022.05e-010.0875
55284UBE2WP2T-EHumanEsophagusESCC7.38e-121.38e-010.1177
55284UBE2WP4T-EHumanEsophagusESCC3.10e-193.30e-010.1323
55284UBE2WP5T-EHumanEsophagusESCC4.15e-132.49e-010.1327
55284UBE2WP8T-EHumanEsophagusESCC3.65e-132.17e-010.0889
55284UBE2WP9T-EHumanEsophagusESCC2.08e-041.81e-010.1131
55284UBE2WP10T-EHumanEsophagusESCC4.09e-152.97e-010.116
55284UBE2WP11T-EHumanEsophagusESCC6.15e-083.12e-010.1426
55284UBE2WP12T-EHumanEsophagusESCC9.06e-113.06e-010.1122
55284UBE2WP15T-EHumanEsophagusESCC9.19e-092.04e-010.1149
55284UBE2WP16T-EHumanEsophagusESCC3.24e-194.06e-010.1153
55284UBE2WP20T-EHumanEsophagusESCC5.37e-122.12e-010.1124
55284UBE2WP21T-EHumanEsophagusESCC1.29e-173.81e-010.1617
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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
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
∗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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:0035966111EsophagusESCCresponse to topologically incorrect protein125/8552159/187231.44e-171.27e-15125
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:0035967111EsophagusESCCcellular response to topologically incorrect protein90/8552116/187231.94e-128.11e-1190
GO:00065136EsophagusESCCprotein monoubiquitination53/855267/187232.11e-084.03e-0753
GO:007097912EsophagusESCCprotein K11-linked ubiquitination27/855229/187238.09e-081.39e-0627
GO:00517884EsophagusESCCresponse to misfolded protein21/855225/187239.12e-056.54e-0421
GO:00712184EsophagusESCCcellular response to misfolded protein19/855223/187233.12e-041.85e-0319
GO:00065154EsophagusESCCprotein quality control for misfolded or incompletely synthesized proteins21/855228/187231.57e-037.33e-0321
GO:001049812LiverCirrhoticproteasomal protein catabolic process216/4634490/187232.52e-219.29e-19216
GO:004316112LiverCirrhoticproteasome-mediated ubiquitin-dependent protein catabolic process184/4634412/187234.52e-198.85e-17184
GO:00359667LiverCirrhoticresponse to topologically incorrect protein91/4634159/187232.07e-183.60e-1691
GO:00359677LiverCirrhoticcellular response to topologically incorrect protein64/4634116/187232.20e-121.62e-1064
GO:000020911LiverCirrhoticprotein polyubiquitination89/4634236/187236.09e-069.80e-0589
GO:000651511LiverCirrhoticprotein quality control for misfolded or incompletely synthesized proteins16/463428/187232.53e-042.27e-0316
GO:0070979LiverCirrhoticprotein K11-linked ubiquitination16/463429/187234.36e-043.55e-0316
GO:00517881LiverCirrhoticresponse to misfolded protein14/463425/187238.15e-045.95e-0314
GO:00712182LiverCirrhoticcellular response to misfolded protein12/463423/187234.23e-032.24e-0212
GO:00065133LiverCirrhoticprotein monoubiquitination26/463467/187237.53e-033.57e-0226
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
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
hsa0412043Oral cavityEOLPUbiquitin mediated proteolysis48/1218142/84653.55e-096.74e-083.98e-0848
hsa0412053Oral cavityEOLPUbiquitin mediated proteolysis48/1218142/84653.55e-096.74e-083.98e-0848
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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
UBE2WSNVMissense_Mutationc.491N>Ap.Arg164Glnp.R164Qprotein_codingdeleterious(0.03)benign(0.111)TCGA-A2-A1FV-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamideSD
UBE2WSNVMissense_Mutationnovelc.28G>Cp.Ala10Prop.A10Pprotein_codingtolerated_low_confidence(0.26)benign(0.44)TCGA-EX-A1H6-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
UBE2WSNVMissense_Mutationnovelc.361C>Tp.His121Tyrp.H121Yprotein_codingdeleterious(0.04)possibly_damaging(0.517)TCGA-VS-A9UC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
UBE2WSNVMissense_Mutationrs775096274c.497C>Tp.Pro166Leup.P166Lprotein_codingdeleterious(0.03)possibly_damaging(0.846)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
UBE2WSNVMissense_Mutationnovelc.216N>Gp.Asn72Lysp.N72Kprotein_codingtolerated(0.07)benign(0.063)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
UBE2WSNVMissense_Mutationnovelc.227A>Cp.Gln76Prop.Q76Pprotein_codingdeleterious(0.03)possibly_damaging(0.668)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
UBE2WSNVMissense_Mutationnovelc.206G>Ap.Ser69Asnp.S69Nprotein_codingtolerated(0.14)benign(0.012)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2WSNVMissense_Mutationnovelc.475T>Cp.Cys159Argp.C159Rprotein_codingdeleterious(0)probably_damaging(0.913)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
UBE2WSNVMissense_Mutationc.189N>Tp.Met63Ilep.M63Iprotein_codingtolerated(0.88)benign(0.012)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2WSNVMissense_Mutationc.506N>Ap.Ser169Tyrp.S169Yprotein_codingdeleterious(0.01)possibly_damaging(0.847)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
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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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