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: UBE2K

Gene summary for UBE2K

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBE2K

Gene ID

3093

Gene nameubiquitin conjugating enzyme E2 K
Gene AliasE2-25K
Cytomap4p14
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

P61086


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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
3093UBE2KCA_HPV_1HumanCervixCC4.67e-021.54e-020.0264
3093UBE2KCCI_2HumanCervixCC1.16e-101.03e+000.5249
3093UBE2KCCI_3HumanCervixCC3.17e-066.87e-010.516
3093UBE2KHTA11_3410_2000001011HumanColorectumAD3.14e-09-4.15e-010.0155
3093UBE2KHTA11_347_2000001011HumanColorectumAD2.66e-156.43e-01-0.1954
3093UBE2KHTA11_83_2000001011HumanColorectumSER6.92e-034.88e-01-0.1526
3093UBE2KHTA11_1391_2000001011HumanColorectumAD1.89e-024.28e-01-0.059
3093UBE2KF007HumanColorectumFAP1.72e-02-2.43e-010.1176
3093UBE2KA001-C-207HumanColorectumFAP1.70e-04-2.98e-010.1278
3093UBE2KA015-C-203HumanColorectumFAP5.66e-38-4.95e-01-0.1294
3093UBE2KA015-C-204HumanColorectumFAP1.60e-07-3.73e-01-0.0228
3093UBE2KA014-C-040HumanColorectumFAP1.65e-06-4.91e-01-0.1184
3093UBE2KA002-C-201HumanColorectumFAP5.40e-17-3.11e-010.0324
3093UBE2KA002-C-203HumanColorectumFAP8.89e-06-2.53e-010.2786
3093UBE2KA001-C-119HumanColorectumFAP1.68e-07-8.62e-02-0.1557
3093UBE2KA001-C-108HumanColorectumFAP8.42e-20-3.74e-01-0.0272
3093UBE2KA002-C-205HumanColorectumFAP1.17e-27-3.93e-01-0.1236
3093UBE2KA001-C-104HumanColorectumFAP1.18e-05-2.39e-010.0184
3093UBE2KA015-C-005HumanColorectumFAP1.57e-04-2.98e-01-0.0336
3093UBE2KA015-C-006HumanColorectumFAP3.96e-21-3.59e-01-0.0994
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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.

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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:000020915Oral cavityLPprotein polyubiquitination82/4623236/187233.23e-043.26e-0382
GO:003320913Oral cavityLPtumor necrosis factor-mediated signaling pathway38/462399/187231.72e-031.31e-0238
GO:003545612Oral cavityLPresponse to interferon-beta16/462332/187231.73e-031.32e-0216
GO:003461219Oral cavityLPresponse to tumor necrosis factor83/4623253/187232.10e-031.54e-0283
GO:00108031Oral cavityLPregulation of tumor necrosis factor-mediated signaling pathway21/462347/187232.17e-031.58e-0221
GO:000196111Oral cavityLPpositive regulation of cytokine-mediated signaling pathway22/462350/187232.18e-031.58e-0222
GO:007135619Oral cavityLPcellular response to tumor necrosis factor76/4623229/187232.24e-031.62e-0276
GO:006076011Oral cavityLPpositive regulation of response to cytokine stimulus24/462357/187232.88e-032.00e-0224
GO:190326512Oral cavityLPpositive regulation of tumor necrosis factor-mediated signaling pathway7/462311/187237.01e-033.96e-027
GO:009719326Oral cavityEOLPintrinsic apoptotic signaling pathway84/2218288/187231.29e-157.05e-1384
GO:007093622Oral cavityEOLPprotein K48-linked ubiquitination31/221865/187239.08e-132.27e-1031
GO:001049825Oral cavityEOLPproteasomal protein catabolic process108/2218490/187237.79e-119.51e-09108
GO:000283121Oral cavityEOLPregulation of response to biotic stimulus80/2218327/187231.31e-101.43e-0880
GO:005125825Oral cavityEOLPprotein polymerization74/2218297/187232.65e-102.45e-0874
GO:00607592Oral cavityEOLPregulation of response to cytokine stimulus49/2218162/187232.70e-102.45e-0849
GO:004217626Oral cavityEOLPregulation of protein catabolic process90/2218391/187232.92e-102.58e-0890
GO:003497624Oral cavityEOLPresponse to endoplasmic reticulum stress66/2218256/187235.33e-104.31e-0866
GO:00019592Oral cavityEOLPregulation of cytokine-mediated signaling pathway46/2218150/187235.71e-104.44e-0846
GO:000020923Oral cavityEOLPprotein polyubiquitination62/2218236/187237.88e-105.90e-0862
GO:004316125Oral cavityEOLPproteasome-mediated ubiquitin-dependent protein catabolic process92/2218412/187239.87e-106.96e-0892
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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
hsa04120ColorectumADUbiquitin mediated proteolysis58/2092142/84651.46e-051.53e-049.76e-0558
hsa041201ColorectumADUbiquitin mediated proteolysis58/2092142/84651.46e-051.53e-049.76e-0558
hsa041202ColorectumSERUbiquitin mediated proteolysis39/1580142/84656.18e-033.66e-022.66e-0239
hsa041203ColorectumSERUbiquitin mediated proteolysis39/1580142/84656.18e-033.66e-022.66e-0239
hsa041206ColorectumFAPUbiquitin mediated proteolysis51/1404142/84651.55e-085.84e-073.55e-0751
hsa041207ColorectumFAPUbiquitin mediated proteolysis51/1404142/84651.55e-085.84e-073.55e-0751
hsa041208ColorectumCRCUbiquitin mediated proteolysis42/1091142/84659.98e-086.67e-064.52e-0642
hsa041209ColorectumCRCUbiquitin mediated proteolysis42/1091142/84659.98e-086.67e-064.52e-0642
hsa0412016EndometriumAEHUbiquitin mediated proteolysis41/1197142/84653.42e-064.27e-053.13e-0541
hsa0412017EndometriumAEHUbiquitin mediated proteolysis41/1197142/84653.42e-064.27e-053.13e-0541
hsa0412023EndometriumEECUbiquitin mediated proteolysis41/1237142/84657.86e-069.58e-057.14e-0541
hsa0412033EndometriumEECUbiquitin mediated proteolysis41/1237142/84657.86e-069.58e-057.14e-0541
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
hsa0412010LiverNAFLDUbiquitin mediated proteolysis44/1043142/84652.59e-091.70e-071.37e-0744
hsa0412011LiverNAFLDUbiquitin mediated proteolysis44/1043142/84652.59e-091.70e-071.37e-0744
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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
UBE2KSNVMissense_Mutationnovelc.501A>Cp.Glu167Aspp.E167DP61086protein_codingtolerated(0.53)benign(0)TCGA-AA-3814-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
UBE2KSNVMissense_Mutationc.220N>Tp.Arg74Trpp.R74WP61086protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
UBE2KSNVMissense_Mutationrs199792616c.320N>Ap.Arg107Hisp.R107HP61086protein_codingdeleterious(0)possibly_damaging(0.52)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
UBE2KSNVMissense_Mutationc.369N>Ap.Asp123Glup.D123EP61086protein_codingdeleterious(0.01)benign(0.198)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
UBE2KSNVMissense_Mutationc.458C>Tp.Ala153Valp.A153VP61086protein_codingdeleterious(0)probably_damaging(0.953)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
UBE2KSNVMissense_Mutationc.248A>Gp.Asn83Serp.N83SP61086protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AF-6655-01Colorectumrectum adenocarcinomaMale>=65III/IVUnknownUnknownSD
UBE2KSNVMissense_Mutationc.275G>Ap.Cys92Tyrp.C92YP61086protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EI-6509-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
UBE2KSNVMissense_Mutationc.378N>Tp.Gln126Hisp.Q126HP61086protein_codingdeleterious(0)probably_damaging(0.954)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
UBE2KSNVMissense_Mutationnovelc.209N>Ap.Pro70Hisp.P70HP61086protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2KSNVMissense_Mutationc.206N>Cp.Asn69Thrp.N69TP61086protein_codingtolerated(0.13)benign(0.038)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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