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: UBE2L3

Gene summary for UBE2L3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBE2L3

Gene ID

7332

Gene nameubiquitin conjugating enzyme E2 L3
Gene AliasE2-F1
Cytomap22q11.21
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

P68036


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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
7332UBE2L3GSM4909281HumanBreastIDC1.72e-226.11e-010.21
7332UBE2L3GSM4909282HumanBreastIDC3.19e-023.27e-01-0.0288
7332UBE2L3GSM4909285HumanBreastIDC2.67e-104.19e-010.21
7332UBE2L3GSM4909288HumanBreastIDC8.16e-054.25e-020.0988
7332UBE2L3GSM4909291HumanBreastIDC1.88e-095.00e-010.1753
7332UBE2L3GSM4909294HumanBreastIDC5.06e-041.51e-020.2022
7332UBE2L3GSM4909296HumanBreastIDC7.18e-112.32e-020.1524
7332UBE2L3GSM4909297HumanBreastIDC4.52e-18-1.36e-010.1517
7332UBE2L3GSM4909311HumanBreastIDC5.23e-33-2.72e-010.1534
7332UBE2L3GSM4909312HumanBreastIDC1.39e-12-9.81e-020.1552
7332UBE2L3GSM4909319HumanBreastIDC7.93e-41-2.27e-010.1563
7332UBE2L3GSM4909320HumanBreastIDC3.68e-04-1.79e-010.1575
7332UBE2L3GSM4909321HumanBreastIDC2.52e-159.12e-030.1559
7332UBE2L3brca1HumanBreastPrecancer5.08e-246.84e-01-0.0338
7332UBE2L3brca2HumanBreastPrecancer6.84e-144.54e-01-0.024
7332UBE2L3brca3HumanBreastPrecancer2.99e-063.30e-01-0.0263
7332UBE2L3NCCBC14HumanBreastDCIS2.87e-162.53e-010.2021
7332UBE2L3NCCBC2HumanBreastDCIS4.22e-055.50e-020.1554
7332UBE2L3NCCBC5HumanBreastDCIS7.48e-161.82e-010.2046
7332UBE2L3P1HumanBreastIDC3.67e-17-2.21e-010.1527
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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
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:00068398BreastPrecancermitochondrial transport45/1080254/187231.37e-111.88e-0945
GO:00485459BreastPrecancerresponse to steroid hormone53/1080339/187233.07e-113.66e-0953
GO:19033209BreastPrecancerregulation of protein modification by small protein conjugation or removal38/1080242/187231.71e-081.17e-0638
GO:00319608BreastPrecancerresponse to corticosteroid30/1080167/187232.50e-081.65e-0630
GO:00313969BreastPrecancerregulation of protein ubiquitination33/1080210/187231.45e-077.82e-0633
GO:00513848BreastPrecancerresponse to glucocorticoid26/1080148/187233.32e-071.57e-0526
GO:00705858BreastPrecancerprotein localization to mitochondrion21/1080125/187239.07e-062.42e-0421
GO:00726558BreastPrecancerestablishment of protein localization to mitochondrion20/1080120/187231.66e-054.03e-0420
GO:00713838BreastPrecancercellular response to steroid hormone stimulus28/1080204/187231.78e-054.26e-0428
GO:19049519BreastPrecancerpositive regulation of establishment of protein localization36/1080319/187239.30e-051.75e-0336
GO:00066268BreastPrecancerprotein targeting to mitochondrion15/1080100/187235.94e-047.48e-0315
GO:19038299BreastPrecancerpositive regulation of cellular protein localization30/1080276/187236.48e-047.99e-0330
GO:00066059BreastPrecancerprotein targeting33/1080314/187236.50e-047.99e-0333
GO:00713846BreastPrecancercellular response to corticosteroid stimulus11/108061/187236.54e-048.01e-0311
GO:00725948BreastPrecancerestablishment of protein localization to organelle41/1080422/187237.75e-049.20e-0341
GO:00514386BreastPrecancerregulation of ubiquitin-protein transferase activity10/108053/187237.88e-049.29e-0310
GO:00713856BreastPrecancercellular response to glucocorticoid stimulus10/108056/187231.23e-031.32e-0210
GO:00512229BreastPrecancerpositive regulation of protein transport31/1080303/187231.44e-031.50e-0231
GO:19037474BreastPrecancerregulation of establishment of protein localization to mitochondrion8/108050/187237.39e-034.90e-028
GO:004854514BreastIDCresponse to steroid hormone70/1434339/187231.34e-144.23e-1270
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501218BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502216BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0501219BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502217BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0501224BreastIDCParkinson disease107/867266/84652.57e-398.36e-376.26e-37107
hsa0502223BreastIDCPathways of neurodegeneration - multiple diseases116/867476/84653.63e-201.18e-188.82e-19116
hsa0501234BreastIDCParkinson disease107/867266/84652.57e-398.36e-376.26e-37107
hsa0502233BreastIDCPathways of neurodegeneration - multiple diseases116/867476/84653.63e-201.18e-188.82e-19116
hsa0501243BreastDCISParkinson disease106/846266/84651.64e-395.29e-373.90e-37106
hsa0502243BreastDCISPathways of neurodegeneration - multiple diseases114/846476/84654.74e-201.53e-181.13e-18114
hsa0501253BreastDCISParkinson disease106/846266/84651.64e-395.29e-373.90e-37106
hsa0502253BreastDCISPathways of neurodegeneration - multiple diseases114/846476/84654.74e-201.53e-181.13e-18114
hsa05012ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa05022ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa04120ColorectumADUbiquitin mediated proteolysis58/2092142/84651.46e-051.53e-049.76e-0558
hsa050121ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa050221ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa041201ColorectumADUbiquitin mediated proteolysis58/2092142/84651.46e-051.53e-049.76e-0558
hsa050122ColorectumSERParkinson disease132/1580266/84652.72e-319.03e-296.55e-29132
hsa050222ColorectumSERPathways of neurodegeneration - multiple diseases168/1580476/84656.23e-192.07e-171.50e-17168
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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
UBE2L3SNVMissense_Mutationnovelc.240C>Ap.Phe80Leup.F80LP68036protein_codingtolerated(0.37)benign(0.212)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
UBE2L3SNVMissense_Mutationc.317A>Cp.Lys106Thrp.K106TP68036protein_codingtolerated(0.13)probably_damaging(0.975)TCGA-AA-3852-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
UBE2L3SNVMissense_Mutationnovelc.374A>Cp.Lys125Thrp.K125TP68036protein_codingtolerated(0.19)possibly_damaging(0.823)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
UBE2L3SNVMissense_Mutationc.271N>Ap.Leu91Metp.L91MP68036protein_codingdeleterious(0.04)possibly_damaging(0.654)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
UBE2L3SNVMissense_Mutationnovelc.451N>Ap.Glu151Lysp.E151KP68036protein_codingdeleterious(0.04)benign(0.193)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
UBE2L3deletionIn_Frame_Delc.326_331delNNNNNNp.Arg110_Ile111delp.R110_I111delP68036protein_codingTCGA-CA-6715-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinCR
UBE2L3SNVMissense_Mutationnovelc.571N>Tp.Arg191Cysp.R191CP68036protein_codingtolerated(0.06)benign(0.122)TCGA-AX-A0IZ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2L3SNVMissense_Mutationnovelc.609N>Tp.Lys203Asnp.K203NP68036protein_codingdeleterious(0.03)possibly_damaging(0.736)TCGA-BK-A6W3-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2L3SNVMissense_Mutationnovelc.576N>Cp.Lys192Asnp.K192NP68036protein_codingdeleterious(0.04)probably_damaging(0.917)TCGA-E6-A1M0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
UBE2L3insertionFrame_Shift_Insnovelc.579dupAp.Phe194IlefsTer3p.F194Ifs*3P68036protein_codingTCGA-DF-A2KY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
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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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