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: UBE4A

Gene summary for UBE4A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBE4A

Gene ID

9354

Gene nameubiquitination factor E4A
Gene AliasE4
Cytomap11q23.3
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q14139


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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
9354UBE4ALZE4THumanEsophagusESCC3.38e-061.68e-010.0811
9354UBE4ALZE7THumanEsophagusESCC2.01e-053.47e-010.0667
9354UBE4ALZE20THumanEsophagusESCC5.19e-082.08e-010.0662
9354UBE4ALZE24THumanEsophagusESCC6.96e-175.76e-010.0596
9354UBE4AP1T-EHumanEsophagusESCC2.94e-051.94e-010.0875
9354UBE4AP2T-EHumanEsophagusESCC2.70e-141.78e-010.1177
9354UBE4AP4T-EHumanEsophagusESCC3.69e-215.36e-010.1323
9354UBE4AP5T-EHumanEsophagusESCC2.48e-142.79e-010.1327
9354UBE4AP8T-EHumanEsophagusESCC9.55e-201.63e-010.0889
9354UBE4AP9T-EHumanEsophagusESCC2.58e-121.51e-010.1131
9354UBE4AP10T-EHumanEsophagusESCC2.39e-122.48e-010.116
9354UBE4AP11T-EHumanEsophagusESCC1.82e-053.70e-010.1426
9354UBE4AP12T-EHumanEsophagusESCC8.85e-243.80e-010.1122
9354UBE4AP15T-EHumanEsophagusESCC1.25e-132.68e-010.1149
9354UBE4AP16T-EHumanEsophagusESCC2.66e-203.67e-010.1153
9354UBE4AP17T-EHumanEsophagusESCC2.22e-033.32e-010.1278
9354UBE4AP20T-EHumanEsophagusESCC1.05e-172.13e-010.1124
9354UBE4AP21T-EHumanEsophagusESCC3.17e-255.93e-010.1617
9354UBE4AP22T-EHumanEsophagusESCC3.69e-201.73e-010.1236
9354UBE4AP23T-EHumanEsophagusESCC1.79e-163.72e-010.108
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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
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: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:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:003650315EsophagusESCCERAD pathway82/8552107/187235.80e-111.84e-0982
GO:003043314EsophagusESCCubiquitin-dependent ERAD pathway66/855285/187231.64e-093.78e-0866
GO:001049822LiverHCCproteasomal protein catabolic process351/7958490/187236.92e-401.46e-36351
GO:004316122LiverHCCproteasome-mediated ubiquitin-dependent protein catabolic process299/7958412/187237.82e-368.27e-33299
GO:003497612LiverHCCresponse to endoplasmic reticulum stress189/7958256/187231.43e-244.06e-22189
GO:003650311LiverHCCERAD pathway88/7958107/187232.87e-172.85e-1588
GO:00304331LiverHCCubiquitin-dependent ERAD pathway72/795885/187239.78e-167.47e-1472
GO:000020921LiverHCCprotein polyubiquitination151/7958236/187231.90e-117.59e-10151
GO:001049828SkincSCCproteasomal protein catabolic process243/4864490/187237.85e-304.10e-27243
GO:004316128SkincSCCproteasome-mediated ubiquitin-dependent protein catabolic process205/4864412/187231.46e-254.16e-23205
GO:0034976112SkincSCCresponse to endoplasmic reticulum stress128/4864256/187231.16e-161.17e-14128
GO:000020924SkincSCCprotein polyubiquitination103/4864236/187232.57e-099.09e-08103
GO:00304336SkincSCCubiquitin-dependent ERAD pathway43/486485/187231.02e-061.82e-0543
GO:00365037SkincSCCERAD pathway51/4864107/187231.11e-061.95e-0551
GO:0010498113ThyroidPTCproteasomal protein catabolic process297/5968490/187234.58e-409.63e-37297
GO:0043161113ThyroidPTCproteasome-mediated ubiquitin-dependent protein catabolic process254/5968412/187233.91e-364.54e-33254
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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
hsa0412041LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0412051LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
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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
UBE4ASNVMissense_Mutationc.3173N>Ap.Ile1058Asnp.I1058NQ14139protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0DK-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
UBE4ASNVMissense_Mutationnovelc.1223N>Gp.Ser408Cysp.S408CQ14139protein_codingtolerated(0.05)possibly_damaging(0.487)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
UBE4ASNVMissense_Mutationc.2552N>Cp.Arg851Prop.R851PQ14139protein_codingdeleterious(0)probably_damaging(0.986)TCGA-E2-A1LA-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
UBE4ASNVMissense_Mutationnovelc.214T>Ap.Phe72Ilep.F72IQ14139protein_codingtolerated(0.56)benign(0.172)TCGA-E2-A56Z-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
UBE4ASNVMissense_Mutationc.2273N>Gp.Ile758Serp.I758SQ14139protein_codingdeleterious(0)benign(0.308)TCGA-E9-A226-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
UBE4AinsertionFrame_Shift_Insnovelc.1396_1397insTp.Thr466IlefsTer3p.T466Ifs*3Q14139protein_codingTCGA-A8-A09T-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
UBE4AinsertionFrame_Shift_Insnovelc.1398_1399insCCTAAp.Phe467ProfsTer13p.F467Pfs*13Q14139protein_codingTCGA-A8-A09T-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
UBE4AinsertionFrame_Shift_Insnovelc.1435_1436insGCCTGCCp.Asp479GlyfsTer4p.D479Gfs*4Q14139protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
UBE4AinsertionNonsense_Mutationnovelc.1436_1437insCCTGTTTTTGTAAATAAAGGTTTATp.Glu480LeufsTer4p.E480Lfs*4Q14139protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
UBE4ASNVMissense_Mutationnovelc.1642N>Tp.Val548Phep.V548FQ14139protein_codingdeleterious(0.05)benign(0.264)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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