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:0032388112ThyroidPTCpositive regulation of intracellular transport132/5968202/187231.10e-222.57e-20132
GO:0090316110ThyroidPTCpositive regulation of intracellular protein transport109/5968160/187234.20e-217.79e-19109
GO:1903320113ThyroidPTCregulation of protein modification by small protein conjugation or removal148/5968242/187234.49e-218.10e-19148
GO:0006605113ThyroidPTCprotein targeting180/5968314/187236.81e-211.19e-18180
GO:1903829113ThyroidPTCpositive regulation of cellular protein localization162/5968276/187232.40e-203.52e-18162
GO:000683928ThyroidPTCmitochondrial transport150/5968254/187232.76e-193.34e-17150
GO:0031396113ThyroidPTCregulation of protein ubiquitination128/5968210/187233.06e-183.27e-16128
GO:1904951113ThyroidPTCpositive regulation of establishment of protein localization175/5968319/187231.10e-171.12e-15175
GO:0051222113ThyroidPTCpositive regulation of protein transport163/5968303/187231.58e-151.16e-13163
GO:0070585112ThyroidPTCprotein localization to mitochondrion83/5968125/187232.15e-151.56e-1383
GO:0072655112ThyroidPTCestablishment of protein localization to mitochondrion80/5968120/187234.87e-153.30e-1380
GO:0006626111ThyroidPTCprotein targeting to mitochondrion67/5968100/187235.55e-132.74e-1167
GO:000020920ThyroidPTCprotein polyubiquitination128/5968236/187237.81e-133.65e-11128
GO:190321416ThyroidPTCregulation of protein targeting to mitochondrion33/596844/187235.20e-091.34e-0733
GO:190374718ThyroidPTCregulation of establishment of protein localization to mitochondrion36/596850/187236.68e-091.70e-0736
GO:0048545113ThyroidPTCresponse to steroid hormone158/5968339/187238.10e-092.00e-07158
GO:190353310ThyroidPTCregulation of protein targeting51/596881/187238.40e-092.07e-0751
GO:190332210ThyroidPTCpositive regulation of protein modification by small protein conjugation or removal73/5968138/187232.34e-074.11e-0673
GO:19039558ThyroidPTCpositive regulation of protein targeting to mitochondrion24/596832/187236.76e-071.07e-0524
GO:190374910ThyroidPTCpositive regulation of establishment of protein localization to mitochondrion26/596836/187237.90e-071.22e-0526
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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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