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: UBE2Z

Gene summary for UBE2Z

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBE2Z

Gene ID

65264

Gene nameubiquitin conjugating enzyme E2 Z
Gene AliasHOYS7
Cytomap17q21.32
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9H832


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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
65264UBE2ZLZE2THumanEsophagusESCC6.25e-072.36e-010.082
65264UBE2ZLZE4THumanEsophagusESCC4.20e-117.87e-020.0811
65264UBE2ZLZE5THumanEsophagusESCC2.36e-047.87e-020.0514
65264UBE2ZLZE7THumanEsophagusESCC2.11e-101.38e-010.0667
65264UBE2ZLZE8THumanEsophagusESCC2.60e-102.14e-010.067
65264UBE2ZLZE20THumanEsophagusESCC7.38e-062.11e-020.0662
65264UBE2ZLZE22THumanEsophagusESCC1.04e-051.06e-010.068
65264UBE2ZLZE24THumanEsophagusESCC2.02e-154.35e-010.0596
65264UBE2ZLZE21THumanEsophagusESCC3.75e-044.10e-010.0655
65264UBE2ZP1T-EHumanEsophagusESCC1.65e-07-7.04e-030.0875
65264UBE2ZP2T-EHumanEsophagusESCC5.00e-174.16e-010.1177
65264UBE2ZP4T-EHumanEsophagusESCC2.21e-224.05e-010.1323
65264UBE2ZP5T-EHumanEsophagusESCC6.78e-131.30e-010.1327
65264UBE2ZP8T-EHumanEsophagusESCC1.17e-131.97e-010.0889
65264UBE2ZP9T-EHumanEsophagusESCC1.56e-102.87e-010.1131
65264UBE2ZP10T-EHumanEsophagusESCC2.00e-172.60e-010.116
65264UBE2ZP11T-EHumanEsophagusESCC6.75e-095.18e-010.1426
65264UBE2ZP12T-EHumanEsophagusESCC2.23e-142.48e-010.1122
65264UBE2ZP15T-EHumanEsophagusESCC9.99e-142.47e-010.1149
65264UBE2ZP16T-EHumanEsophagusESCC2.47e-162.20e-010.1153
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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
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
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:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
GO:0052548111EsophagusESCCregulation of endopeptidase activity253/8552432/187233.68e-086.78e-07253
GO:0045861111EsophagusESCCnegative regulation of proteolysis195/8552351/187231.13e-047.85e-04195
GO:0051346110EsophagusESCCnegative regulation of hydrolase activity208/8552379/187231.76e-041.14e-03208
GO:001046620EsophagusESCCnegative regulation of peptidase activity140/8552262/187236.73e-032.46e-02140
GO:001095119EsophagusESCCnegative regulation of endopeptidase activity135/8552252/187236.86e-032.51e-02135
GO:005254712LiverCirrhoticregulation of peptidase activity185/4634461/187231.32e-131.09e-11185
GO:005254812LiverCirrhoticregulation of endopeptidase activity172/4634432/187232.12e-121.58e-10172
GO:004586112LiverCirrhoticnegative regulation of proteolysis136/4634351/187233.46e-091.42e-07136
GO:005134612LiverCirrhoticnegative regulation of hydrolase activity139/4634379/187231.24e-073.42e-06139
GO:001095111LiverCirrhoticnegative regulation of endopeptidase activity98/4634252/187234.19e-079.77e-0698
GO:001046612LiverCirrhoticnegative regulation of peptidase activity100/4634262/187238.90e-071.84e-05100
GO:005254722LiverHCCregulation of peptidase activity247/7958461/187238.28e-071.27e-05247
GO:005254822LiverHCCregulation of endopeptidase activity230/7958432/187233.58e-064.68e-05230
GO:004586122LiverHCCnegative regulation of proteolysis186/7958351/187234.19e-054.11e-04186
GO:005134622LiverHCCnegative regulation of hydrolase activity195/7958379/187232.44e-041.82e-03195
GO:001095121LiverHCCnegative regulation of endopeptidase activity129/7958252/187233.17e-031.47e-02129
GO:001046621LiverHCCnegative regulation of peptidase activity132/7958262/187235.82e-032.42e-02132
GO:005254720Oral cavityOSCCregulation of peptidase activity255/7305461/187235.78e-132.75e-11255
GO:005254820Oral cavityOSCCregulation of endopeptidase activity235/7305432/187234.35e-111.40e-09235
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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
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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
UBE2ZSNVMissense_Mutationnovelc.657N>Cp.Glu219Aspp.E219DQ9H832protein_codingtolerated(0.1)benign(0.147)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
UBE2ZSNVMissense_Mutationnovelc.457N>Tp.Arg153Trpp.R153WQ9H832protein_codingdeleterious(0.01)benign(0.189)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
UBE2ZSNVMissense_Mutationc.382N>Gp.Met128Valp.M128VQ9H832protein_codingtolerated(0.58)benign(0.115)TCGA-AO-A0JG-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
UBE2ZSNVMissense_Mutationnovelc.362N>Cp.Val121Alap.V121AQ9H832protein_codingdeleterious(0.03)possibly_damaging(0.842)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
UBE2ZSNVMissense_Mutationnovelc.697N>Tp.His233Tyrp.H233YQ9H832protein_codingtolerated(0.38)benign(0.099)TCGA-DS-A5RQ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
UBE2ZSNVMissense_Mutationnovelc.717N>Ap.Asn239Lysp.N239KQ9H832protein_codingtolerated(0.11)benign(0.05)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
UBE2ZSNVMissense_Mutationc.538N>Gp.Asn180Aspp.N180DQ9H832protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2ZSNVMissense_Mutationnovelc.521N>Tp.Thr174Ilep.T174IQ9H832protein_codingtolerated(0.06)possibly_damaging(0.593)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
UBE2ZSNVMissense_Mutationc.993N>Tp.Glu331Aspp.E331DQ9H832protein_codingtolerated(0.15)benign(0.011)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
UBE2ZSNVMissense_Mutationnovelc.986A>Cp.His329Prop.H329PQ9H832protein_codingtolerated(0.06)benign(0)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
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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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