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: UBE2F

Gene summary for UBE2F

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBE2F

Gene ID

140739

Gene nameubiquitin conjugating enzyme E2 F (putative)
Gene AliasNCE2
Cytomap2q37.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q969M7


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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
140739UBE2FLZE4THumanEsophagusESCC1.76e-153.94e-010.0811
140739UBE2FLZE5THumanEsophagusESCC6.27e-034.55e-010.0514
140739UBE2FLZE8THumanEsophagusESCC6.59e-143.99e-010.067
140739UBE2FLZE20THumanEsophagusESCC8.04e-063.38e-010.0662
140739UBE2FLZE22D1HumanEsophagusHGIN4.82e-034.84e-020.0595
140739UBE2FLZE22THumanEsophagusESCC7.02e-055.21e-010.068
140739UBE2FLZE24THumanEsophagusESCC1.31e-177.07e-010.0596
140739UBE2FLZE6THumanEsophagusESCC3.37e-136.73e-010.0845
140739UBE2FP2T-EHumanEsophagusESCC2.90e-161.19e-010.1177
140739UBE2FP4T-EHumanEsophagusESCC1.06e-131.39e-010.1323
140739UBE2FP5T-EHumanEsophagusESCC6.02e-191.79e-010.1327
140739UBE2FP8T-EHumanEsophagusESCC2.65e-123.98e-020.0889
140739UBE2FP9T-EHumanEsophagusESCC2.95e-108.82e-020.1131
140739UBE2FP10T-EHumanEsophagusESCC2.56e-161.32e-010.116
140739UBE2FP11T-EHumanEsophagusESCC3.65e-075.32e-010.1426
140739UBE2FP12T-EHumanEsophagusESCC1.91e-152.64e-010.1122
140739UBE2FP15T-EHumanEsophagusESCC1.65e-193.38e-010.1149
140739UBE2FP16T-EHumanEsophagusESCC5.16e-131.42e-010.1153
140739UBE2FP19T-EHumanEsophagusESCC5.19e-045.69e-010.1662
140739UBE2FP20T-EHumanEsophagusESCC1.48e-223.76e-010.1124
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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:00451166EsophagusHGINprotein neddylation8/258718/187231.58e-031.79e-028
GO:004511614EsophagusESCCprotein neddylation15/855218/187231.20e-035.88e-0315
GO:0045116LiverCirrhoticprotein neddylation11/463418/187231.13e-037.73e-0311
GO:00451161LiverHCCprotein neddylation15/795818/187234.74e-043.12e-0315
GO:0043687LiverHCCpost-translational protein modification24/795837/187235.03e-032.11e-0224
GO:00451165Oral cavityOSCCprotein neddylation13/730518/187234.45e-031.79e-0213
GO:004511613Oral cavityLPprotein neddylation11/462318/187231.11e-039.13e-0311
GO:004511615SkincSCCprotein neddylation14/486418/187236.37e-068.92e-0514
GO:004511616ThyroidPTCprotein neddylation13/596818/187235.21e-043.37e-0313
GO:004511622ThyroidATCprotein neddylation13/629318/187239.27e-044.98e-0313
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
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
hsa0412025Oral cavityLPUbiquitin mediated proteolysis66/2418142/84653.74e-063.46e-052.23e-0566
hsa0412035Oral cavityLPUbiquitin mediated proteolysis66/2418142/84653.74e-063.46e-052.23e-0566
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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
UBE2FSNVMissense_Mutationc.290A>Cp.Lys97Thrp.K97TQ969M7protein_codingtolerated(0.38)benign(0.026)TCGA-A7-A26G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
UBE2FSNVMissense_Mutationc.109C>Tp.Leu37Phep.L37FQ969M7protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-AA-3495-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
UBE2FSNVMissense_Mutationc.133N>Ap.Glu45Lysp.E45KQ969M7protein_codingtolerated(0.11)possibly_damaging(0.564)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
UBE2FSNVMissense_Mutationrs750109431c.545N>Ap.Arg182Hisp.R182HQ969M7protein_codingtolerated(0.17)benign(0)TCGA-BG-A0MQ-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
UBE2FSNVMissense_Mutationnovelc.172N>Ap.Asp58Asnp.D58NQ969M7protein_codingtolerated(0.16)probably_damaging(0.99)TCGA-EY-A1GS-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapytaxolPD
UBE2FSNVMissense_Mutationnovelc.414N>Gp.Asp138Glup.D138EQ969M7protein_codingtolerated(0.12)probably_damaging(0.96)TCGA-EY-A215-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2FSNVMissense_Mutationnovelc.172N>Tp.Asp58Tyrp.D58YQ969M7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-34-2604-01Lunglung squamous cell carcinomaFemale>=65I/IIUnknownUnknownSD
UBE2FSNVMissense_Mutationrs369725264c.77C>Tp.Ser26Leup.S26LQ969M7protein_codingtolerated(0.17)benign(0.015)TCGA-85-A4JC-01Lunglung squamous cell carcinomaMale>=65I/IIChemotherapyunknownPD
UBE2FSNVMissense_Mutationrs756699586c.418G>Ap.Val140Ilep.V140IQ969M7protein_codingtolerated(0.32)benign(0.003)TCGA-V1-A9O9-01Prostateprostate adenocarcinomaMale<658UnknownUnknownSD
UBE2FSNVMissense_Mutationrs762910365c.50C>Tp.Ser17Phep.S17FQ969M7protein_codingtolerated(0.06)benign(0.235)TCGA-B7-5816-01Stomachstomach adenocarcinomaFemale<65I/IIUnknownUnknownSD
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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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