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: UBE2Q2

Gene summary for UBE2Q2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBE2Q2

Gene ID

92912

Gene nameubiquitin conjugating enzyme E2 Q2
Gene AliasUBE2Q2
Cytomap15q24.2
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q8WVN8


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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
92912UBE2Q2LZE4THumanEsophagusESCC5.20e-132.08e-010.0811
92912UBE2Q2LZE20THumanEsophagusESCC4.20e-049.63e-030.0662
92912UBE2Q2LZE24THumanEsophagusESCC1.32e-071.62e-010.0596
92912UBE2Q2LZE21THumanEsophagusESCC3.48e-059.90e-020.0655
92912UBE2Q2P1T-EHumanEsophagusESCC2.85e-126.21e-010.0875
92912UBE2Q2P2T-EHumanEsophagusESCC3.88e-233.32e-010.1177
92912UBE2Q2P4T-EHumanEsophagusESCC6.71e-307.40e-010.1323
92912UBE2Q2P5T-EHumanEsophagusESCC2.80e-123.58e-010.1327
92912UBE2Q2P8T-EHumanEsophagusESCC2.61e-223.94e-010.0889
92912UBE2Q2P9T-EHumanEsophagusESCC7.68e-145.15e-010.1131
92912UBE2Q2P10T-EHumanEsophagusESCC2.02e-335.98e-010.116
92912UBE2Q2P11T-EHumanEsophagusESCC7.75e-166.43e-010.1426
92912UBE2Q2P12T-EHumanEsophagusESCC6.31e-296.05e-010.1122
92912UBE2Q2P15T-EHumanEsophagusESCC1.21e-307.66e-010.1149
92912UBE2Q2P16T-EHumanEsophagusESCC1.34e-204.32e-010.1153
92912UBE2Q2P17T-EHumanEsophagusESCC1.03e-073.67e-010.1278
92912UBE2Q2P19T-EHumanEsophagusESCC1.10e-081.58e+000.1662
92912UBE2Q2P20T-EHumanEsophagusESCC1.21e-142.46e-010.1124
92912UBE2Q2P21T-EHumanEsophagusESCC1.35e-152.91e-010.1617
92912UBE2Q2P22T-EHumanEsophagusESCC3.40e-143.13e-010.1236
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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:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:007093617EsophagusESCCprotein K48-linked ubiquitination55/855265/187238.42e-112.58e-0955
GO:000020921LiverHCCprotein polyubiquitination151/7958236/187231.90e-117.59e-10151
GO:007093621LiverHCCprotein K48-linked ubiquitination52/795865/187236.70e-102.11e-0852
GO:000020910Oral cavityOSCCprotein polyubiquitination150/7305236/187231.59e-149.27e-13150
GO:00709369Oral cavityOSCCprotein K48-linked ubiquitination53/730565/187232.47e-121.02e-1053
GO:007093622Oral cavityEOLPprotein K48-linked ubiquitination31/221865/187239.08e-132.27e-1031
GO:000020923Oral cavityEOLPprotein polyubiquitination62/2218236/187237.88e-105.90e-0862
GO:007093631Oral cavityNEOLPprotein K48-linked ubiquitination27/200565/187231.33e-101.34e-0827
GO:000020931Oral cavityNEOLPprotein polyubiquitination53/2005236/187231.22e-074.38e-0653
GO:007093618SkinAKprotein K48-linked ubiquitination21/191065/187239.85e-073.17e-0521
GO:000020918SkinAKprotein polyubiquitination41/1910236/187234.78e-044.44e-0341
GO:007093623SkincSCCprotein K48-linked ubiquitination41/486465/187233.34e-101.37e-0841
GO:000020924SkincSCCprotein polyubiquitination103/4864236/187232.57e-099.09e-08103
GO:000020920ThyroidPTCprotein polyubiquitination128/5968236/187237.81e-133.65e-11128
GO:007093620ThyroidPTCprotein K48-linked ubiquitination45/596865/187236.91e-102.08e-0845
GO:0000209110ThyroidATCprotein polyubiquitination134/6293236/187231.86e-139.20e-12134
GO:0070936110ThyroidATCprotein K48-linked ubiquitination47/629365/187231.98e-105.86e-0947
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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
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
hsa0412061Oral cavityNEOLPUbiquitin mediated proteolysis43/1112142/84655.78e-089.19e-075.78e-0743
hsa0412071Oral cavityNEOLPUbiquitin mediated proteolysis43/1112142/84655.78e-089.19e-075.78e-0743
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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
UBE2Q2SNVMissense_Mutationnovelc.968T>Ap.Ile323Asnp.I323NQ8WVN8protein_codingdeleterious(0)probably_damaging(0.989)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
UBE2Q2SNVMissense_Mutationrs772156143c.203N>Tp.Pro68Leup.P68LQ8WVN8protein_codingdeleterious(0)possibly_damaging(0.864)TCGA-A8-A09B-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilSD
UBE2Q2SNVMissense_Mutationc.289C>Gp.Gln97Glup.Q97EQ8WVN8protein_codingtolerated(0.11)possibly_damaging(0.674)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
UBE2Q2SNVMissense_Mutationnovelc.796N>Ap.Glu266Lysp.E266KQ8WVN8protein_codingdeleterious(0)benign(0.159)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
UBE2Q2SNVMissense_Mutationc.48N>Gp.Ile16Metp.I16MQ8WVN8protein_codingtolerated(0.08)probably_damaging(0.963)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
UBE2Q2SNVMissense_Mutationrs183750720c.287G>Ap.Arg96Hisp.R96HQ8WVN8protein_codingtolerated(0.1)benign(0.005)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
UBE2Q2SNVMissense_Mutationrs183750720c.287G>Ap.Arg96Hisp.R96HQ8WVN8protein_codingtolerated(0.1)benign(0.005)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
UBE2Q2SNVMissense_Mutationnovelc.232N>Cp.Asn78Hisp.N78HQ8WVN8protein_codingtolerated(0.11)possibly_damaging(0.726)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
UBE2Q2insertionIn_Frame_Insnovelc.413_414insAGAp.Glu146dupp.E146dupQ8WVN8protein_codingTCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
UBE2Q2SNVMissense_Mutationnovelc.476N>Cp.Met159Thrp.M159TQ8WVN8protein_codingdeleterious(0.04)benign(0.015)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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