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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: UBE2S

Gene summary for UBE2S

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBE2S

Gene ID

27338

Gene nameubiquitin conjugating enzyme E2 S
Gene AliasE2-EPF
Cytomap19q13.42
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q16763


Top

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
27338UBE2SCA_HPV_1HumanCervixCC1.04e-02-1.85e-010.0264
27338UBE2SCA_HPV_2HumanCervixCC3.55e-023.02e-010.0391
27338UBE2SCA_HPV_3HumanCervixCC1.25e-059.61e-020.0414
27338UBE2SN_HPV_2HumanCervixN_HPV7.40e-041.41e-01-0.0131
27338UBE2SCCI_1HumanCervixCC4.94e-03-5.07e-010.528
27338UBE2SCCI_3HumanCervixCC3.66e-02-4.21e-010.516
27338UBE2SCCII_1HumanCervixCC1.85e-08-5.16e-010.3249
27338UBE2SLZE2THumanEsophagusESCC8.89e-071.27e+000.082
27338UBE2SLZE4THumanEsophagusESCC6.44e-175.94e-010.0811
27338UBE2SLZE7THumanEsophagusESCC2.34e-043.96e-010.0667
27338UBE2SLZE20THumanEsophagusESCC4.15e-116.16e-010.0662
27338UBE2SLZE22D1HumanEsophagusHGIN4.16e-021.72e-010.0595
27338UBE2SLZE22THumanEsophagusESCC1.65e-078.28e-010.068
27338UBE2SLZE24THumanEsophagusESCC1.38e-239.69e-010.0596
27338UBE2SLZE21THumanEsophagusESCC1.84e-101.14e+000.0655
27338UBE2SP1T-EHumanEsophagusESCC3.20e-197.48e-010.0875
27338UBE2SP2T-EHumanEsophagusESCC1.72e-349.65e-010.1177
27338UBE2SP4T-EHumanEsophagusESCC1.36e-651.92e+000.1323
27338UBE2SP5T-EHumanEsophagusESCC3.63e-521.19e+000.1327
27338UBE2SP8T-EHumanEsophagusESCC5.34e-369.92e-010.0889
Page: 1 2 3 4 5 6 7 8 9 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:190332018ProstateBPHregulation of protein modification by small protein conjugation or removal90/3107242/187237.37e-151.01e-1290
GO:004316118ProstateBPHproteasome-mediated ubiquitin-dependent protein catabolic process127/3107412/187233.84e-133.60e-11127
GO:005125818ProstateBPHprotein polymerization96/3107297/187231.52e-111.10e-0996
GO:003139618ProstateBPHregulation of protein ubiquitination74/3107210/187233.66e-112.39e-0974
GO:00447727ProstateBPHmitotic cell cycle phase transition112/3107424/187231.57e-073.58e-06112
GO:19033226ProstateBPHpositive regulation of protein modification by small protein conjugation or removal46/3107138/187231.09e-061.97e-0546
GO:00313985ProstateBPHpositive regulation of protein ubiquitination39/3107119/187231.09e-051.50e-0439
GO:00002099ProstateBPHprotein polyubiquitination64/3107236/187232.83e-053.31e-0464
GO:00514389ProstateBPHregulation of ubiquitin-protein transferase activity21/310753/187235.39e-055.50e-0421
GO:01400144ProstateBPHmitotic nuclear division67/3107287/187231.87e-031.07e-0267
GO:190466617ProstateBPHregulation of ubiquitin protein ligase activity10/310723/187232.20e-031.22e-0210
GO:00514432ProstateBPHpositive regulation of ubiquitin-protein transferase activity11/310731/187238.57e-033.68e-0211
GO:001049819ProstateTumorproteasomal protein catabolic process158/3246490/187233.05e-166.76e-14158
GO:190332019ProstateTumorregulation of protein modification by small protein conjugation or removal92/3246242/187231.20e-141.73e-1292
GO:004316119ProstateTumorproteasome-mediated ubiquitin-dependent protein catabolic process130/3246412/187237.97e-138.00e-11130
GO:003139619ProstateTumorregulation of protein ubiquitination76/3246210/187233.96e-112.68e-0976
GO:005125819ProstateTumorprotein polymerization93/3246297/187232.22e-099.58e-0893
GO:190332214ProstateTumorpositive regulation of protein modification by small protein conjugation or removal47/3246138/187231.50e-062.67e-0547
GO:003139814ProstateTumorpositive regulation of protein ubiquitination40/3246119/187231.25e-051.76e-0440
GO:005143817ProstateTumorregulation of ubiquitin-protein transferase activity22/324653/187233.06e-053.66e-0422
Page: 1 2 3 4 5 6 7 8 9 10 11 12 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412014CervixCCUbiquitin mediated proteolysis49/1267142/84654.26e-097.68e-084.54e-0849
hsa0412015CervixCCUbiquitin mediated proteolysis49/1267142/84654.26e-097.68e-084.54e-0849
hsa0412026EsophagusHGINUbiquitin mediated proteolysis49/1383142/84657.78e-081.33e-061.06e-0649
hsa04120111EsophagusHGINUbiquitin mediated proteolysis49/1383142/84657.78e-081.33e-061.06e-0649
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
hsa0412012LungIACUbiquitin mediated proteolysis40/1053142/84653.24e-071.76e-051.17e-0540
hsa0412013LungIACUbiquitin mediated proteolysis40/1053142/84653.24e-071.76e-051.17e-0540
hsa0412020Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
hsa04120110Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
hsa0412025Oral cavityLPUbiquitin mediated proteolysis66/2418142/84653.74e-063.46e-052.23e-0566
hsa0412035Oral cavityLPUbiquitin mediated proteolysis66/2418142/84653.74e-063.46e-052.23e-0566
hsa0412061Oral cavityNEOLPUbiquitin mediated proteolysis43/1112142/84655.78e-089.19e-075.78e-0743
hsa0412071Oral cavityNEOLPUbiquitin mediated proteolysis43/1112142/84655.78e-089.19e-075.78e-0743
hsa0412018ProstateBPHUbiquitin mediated proteolysis61/1718142/84655.50e-109.07e-095.61e-0961
hsa0412019ProstateBPHUbiquitin mediated proteolysis61/1718142/84655.50e-109.07e-095.61e-0961
hsa0412024ProstateTumorUbiquitin mediated proteolysis61/1791142/84653.08e-095.09e-083.16e-0861
hsa0412034ProstateTumorUbiquitin mediated proteolysis61/1791142/84653.08e-095.09e-083.16e-0861
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
UBE2SSNVMissense_Mutationnovelc.260N>Gp.Asn87Serp.N87SQ16763protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
UBE2SSNVMissense_Mutationrs780497000c.653C>Tp.Ala218Valp.A218VQ16763protein_codingdeleterious(0.01)probably_damaging(0.97)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
UBE2SSNVMissense_Mutationnovelc.403C>Tp.Arg135Cysp.R135CQ16763protein_codingdeleterious(0.05)probably_damaging(0.974)TCGA-AJ-A3OK-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinCR
UBE2SSNVMissense_Mutationnovelc.18N>Tp.Glu6Aspp.E6DQ16763protein_codingdeleterious(0)probably_damaging(0.955)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
UBE2SSNVMissense_Mutationnovelc.652N>Ap.Ala218Thrp.A218TQ16763protein_codingtolerated(0.32)probably_damaging(0.977)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
UBE2SSNVMissense_Mutationnovelc.403N>Tp.Arg135Cysp.R135CQ16763protein_codingdeleterious(0.05)probably_damaging(0.974)TCGA-FI-A2D0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2SSNVMissense_Mutationrs374069290c.40N>Tp.Arg14Cysp.R14CQ16763protein_codingdeleterious(0)probably_damaging(0.946)TCGA-FV-A3I0-01Liverliver hepatocellular carcinomaFemale>=65I/IIChemotherapygemcitabinePD
UBE2SSNVMissense_Mutationc.578G>Ap.Gly193Aspp.G193DQ16763protein_codingdeleterious(0.02)probably_damaging(0.984)TCGA-55-6985-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
UBE2SSNVMissense_Mutationc.37N>Tp.Ile13Phep.I13FQ16763protein_codingdeleterious(0)benign(0.28)TCGA-69-7765-01Lunglung adenocarcinomaMale<65III/IVChemotherapycarboplatinSD
UBE2SSNVMissense_Mutationnovelc.262N>Tp.Val88Leup.V88LQ16763protein_codingdeleterious(0)probably_damaging(0.982)TCGA-CR-7372-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIUnknownUnknownSD
Page: 1 2 

Top

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
Page: 1