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: UBE2B

Gene summary for UBE2B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBE2B

Gene ID

7320

Gene nameubiquitin conjugating enzyme E2 B
Gene AliasE2-17kDa
Cytomap5q31.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P63146


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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
7320UBE2BGSM4909285HumanBreastIDC3.74e-02-2.71e-020.21
7320UBE2BGSM4909286HumanBreastIDC1.58e-03-2.42e-010.1081
7320UBE2BGSM4909287HumanBreastIDC6.05e-05-2.88e-010.2057
7320UBE2BGSM4909296HumanBreastIDC2.42e-22-4.58e-010.1524
7320UBE2BGSM4909297HumanBreastIDC2.43e-14-1.48e-010.1517
7320UBE2BGSM4909302HumanBreastIDC2.09e-03-2.35e-010.1545
7320UBE2BGSM4909311HumanBreastIDC9.17e-39-5.31e-010.1534
7320UBE2BGSM4909312HumanBreastIDC8.03e-13-2.53e-010.1552
7320UBE2BGSM4909313HumanBreastIDC1.19e-03-1.92e-010.0391
7320UBE2BGSM4909319HumanBreastIDC2.89e-40-4.88e-010.1563
7320UBE2BGSM4909320HumanBreastIDC2.07e-09-4.62e-010.1575
7320UBE2BGSM4909321HumanBreastIDC8.98e-17-3.50e-010.1559
7320UBE2BNCCBC14HumanBreastDCIS1.50e-14-3.10e-010.2021
7320UBE2BNCCBC3HumanBreastDCIS4.75e-02-1.93e-010.1198
7320UBE2BNCCBC5HumanBreastDCIS5.51e-12-1.52e-010.2046
7320UBE2BP1HumanBreastIDC3.54e-22-3.75e-010.1527
7320UBE2BDCIS2HumanBreastDCIS2.62e-453.23e-010.0085
7320UBE2BHTA11_347_2000001011HumanColorectumAD1.60e-126.37e-01-0.1954
7320UBE2BHTA11_99999965104_69814HumanColorectumMSS2.48e-045.37e-010.281
7320UBE2BA015-C-203HumanColorectumFAP1.12e-07-1.88e-01-0.1294
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:001049814BreastIDCproteasomal protein catabolic process75/1434490/187235.59e-094.41e-0775
GO:003164714BreastIDCregulation of protein stability50/1434298/187231.14e-076.57e-0650
GO:005082114BreastIDCprotein stabilization35/1434191/187231.12e-065.04e-0535
GO:000931412BreastIDCresponse to radiation62/1434456/187236.91e-062.10e-0462
GO:004316114BreastIDCproteasome-mediated ubiquitin-dependent protein catabolic process57/1434412/187239.55e-062.68e-0457
GO:000941013BreastIDCresponse to xenobiotic stimulus62/1434462/187231.05e-052.88e-0462
GO:00459369BreastIDCnegative regulation of phosphate metabolic process53/1434441/187237.21e-048.79e-0353
GO:00105639BreastIDCnegative regulation of phosphorus metabolic process53/1434442/187237.60e-049.25e-0353
GO:000170113BreastIDCin utero embryonic development42/1434367/187235.85e-034.24e-0242
GO:001049824BreastDCISproteasomal protein catabolic process75/1390490/187231.44e-091.40e-0775
GO:003164724BreastDCISregulation of protein stability51/1390298/187231.63e-081.15e-0651
GO:005082124BreastDCISprotein stabilization36/1390191/187231.82e-079.14e-0636
GO:000931422BreastDCISresponse to radiation62/1390456/187232.56e-068.87e-0562
GO:004316124BreastDCISproteasome-mediated ubiquitin-dependent protein catabolic process57/1390412/187233.76e-061.16e-0457
GO:000941023BreastDCISresponse to xenobiotic stimulus59/1390462/187233.00e-056.61e-0459
GO:004593614BreastDCISnegative regulation of phosphate metabolic process53/1390441/187233.48e-044.96e-0353
GO:001056314BreastDCISnegative regulation of phosphorus metabolic process53/1390442/187233.68e-045.18e-0353
GO:00423269BreastDCISnegative regulation of phosphorylation43/1390385/187234.78e-033.62e-0243
GO:00019339BreastDCISnegative regulation of protein phosphorylation39/1390342/187234.94e-033.71e-0239
GO:000170122BreastDCISin utero embryonic development41/1390367/187235.74e-034.13e-0241
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04120ColorectumADUbiquitin mediated proteolysis58/2092142/84651.46e-051.53e-049.76e-0558
hsa041201ColorectumADUbiquitin mediated proteolysis58/2092142/84651.46e-051.53e-049.76e-0558
hsa041204ColorectumMSSUbiquitin mediated proteolysis55/1875142/84655.02e-066.00e-053.68e-0555
hsa041205ColorectumMSSUbiquitin mediated proteolysis55/1875142/84655.02e-066.00e-053.68e-0555
hsa041206ColorectumFAPUbiquitin mediated proteolysis51/1404142/84651.55e-085.84e-073.55e-0751
hsa041207ColorectumFAPUbiquitin mediated proteolysis51/1404142/84651.55e-085.84e-073.55e-0751
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
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
hsa0412012LungIACUbiquitin mediated proteolysis40/1053142/84653.24e-071.76e-051.17e-0540
hsa0412013LungIACUbiquitin mediated proteolysis40/1053142/84653.24e-071.76e-051.17e-0540
hsa0412022LungAISUbiquitin mediated proteolysis41/961142/84658.01e-094.33e-072.77e-0741
hsa0412032LungAISUbiquitin mediated proteolysis41/961142/84658.01e-094.33e-072.77e-0741
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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
UBE2BSNVMissense_Mutationnovelc.88N>Ap.Glu30Lysp.E30KP63146protein_codingtolerated(0.27)benign(0.441)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
UBE2BSNVMissense_Mutationrs754366298c.425N>Tp.Ser142Leup.S142LP63146protein_codingtolerated(0.15)benign(0.018)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
UBE2BSNVMissense_Mutationnovelc.187T>Cp.Tyr63Hisp.Y63HP63146protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
UBE2BSNVMissense_Mutationrs754366298c.425C>Tp.Ser142Leup.S142LP63146protein_codingtolerated(0.15)benign(0.018)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
UBE2BSNVMissense_Mutationnovelc.55G>Tp.Asp19Tyrp.D19YP63146protein_codingdeleterious(0)probably_damaging(0.975)TCGA-D1-A1NS-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2BSNVMissense_Mutationnovelc.154N>Tp.Thr52Serp.T52SP63146protein_codingdeleterious(0.04)possibly_damaging(0.514)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
UBE2BSNVMissense_Mutationnovelc.37N>Gp.Phe13Valp.F13VP63146protein_codingdeleterious(0.02)benign(0.193)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
UBE2BSNVMissense_Mutationnovelc.263N>Ap.Cys88Tyrp.C88YP63146protein_codingdeleterious(0)probably_damaging(0.999)TCGA-97-A4M2-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
UBE2BinsertionFrame_Shift_Insnovelc.305_306insCp.Ser103IlefsTer13p.S103Ifs*13P63146protein_codingTCGA-21-1081-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownPD
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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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