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: SUMO3

Gene summary for SUMO3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SUMO3

Gene ID

6612

Gene namesmall ubiquitin like modifier 3
Gene AliasSMT3A
Cytomap21q22.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

P55854


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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
6612SUMO3GSM4909281HumanBreastIDC1.96e-094.53e-010.21
6612SUMO3GSM4909282HumanBreastIDC2.97e-134.72e-01-0.0288
6612SUMO3GSM4909285HumanBreastIDC2.80e-176.03e-010.21
6612SUMO3GSM4909288HumanBreastIDC5.97e-062.58e-010.0988
6612SUMO3GSM4909293HumanBreastIDC1.27e-417.70e-010.1581
6612SUMO3GSM4909294HumanBreastIDC1.97e-073.01e-010.2022
6612SUMO3GSM4909295HumanBreastIDC1.01e-023.54e-010.0898
6612SUMO3GSM4909296HumanBreastIDC6.76e-10-5.37e-020.1524
6612SUMO3GSM4909297HumanBreastIDC1.70e-17-1.06e-010.1517
6612SUMO3GSM4909301HumanBreastIDC5.89e-04-1.86e-010.1577
6612SUMO3GSM4909304HumanBreastIDC2.30e-175.11e-010.1636
6612SUMO3GSM4909307HumanBreastIDC4.10e-043.19e-010.1569
6612SUMO3GSM4909308HumanBreastIDC3.01e-185.57e-010.158
6612SUMO3GSM4909311HumanBreastIDC2.20e-366.20e-030.1534
6612SUMO3GSM4909312HumanBreastIDC1.85e-254.18e-010.1552
6612SUMO3GSM4909313HumanBreastIDC4.88e-063.61e-020.0391
6612SUMO3GSM4909315HumanBreastIDC1.13e-124.52e-010.21
6612SUMO3GSM4909316HumanBreastIDC9.70e-114.66e-010.21
6612SUMO3GSM4909319HumanBreastIDC9.29e-39-2.71e-010.1563
6612SUMO3GSM4909320HumanBreastIDC1.03e-08-2.78e-010.1575
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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
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
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:005109814BreastIDCregulation of binding57/1434363/187231.59e-078.76e-0657
GO:005110114BreastIDCregulation of DNA binding26/1434118/187237.42e-073.40e-0526
GO:00433922BreastIDCnegative regulation of DNA binding12/143452/187234.51e-046.07e-0312
GO:005110014BreastIDCnegative regulation of binding25/1434162/187235.98e-047.54e-0325
GO:005109823BreastDCISregulation of binding55/1390363/187233.14e-071.48e-0555
GO:005110123BreastDCISregulation of DNA binding26/1390118/187234.09e-071.87e-0526
GO:004339211BreastDCISnegative regulation of DNA binding12/139052/187233.40e-044.87e-0312
GO:005110022BreastDCISnegative regulation of binding25/1390162/187233.77e-045.27e-0325
GO:0051098ColorectumADregulation of binding126/3918363/187236.01e-104.88e-08126
GO:1900180ColorectumADregulation of protein localization to nucleus55/3918136/187231.70e-077.34e-0655
GO:0034504ColorectumADprotein localization to nucleus94/3918290/187232.83e-068.09e-0594
GO:0051101ColorectumADregulation of DNA binding42/3918118/187231.62e-042.23e-0342
GO:0051100ColorectumADnegative regulation of binding50/3918162/187231.84e-031.51e-0250
GO:00510981ColorectumSERregulation of binding97/2897363/187231.98e-081.43e-0697
GO:19001801ColorectumSERregulation of protein localization to nucleus46/2897136/187238.50e-085.27e-0646
GO:00345041ColorectumSERprotein localization to nucleus74/2897290/187235.74e-062.05e-0474
GO:00511011ColorectumSERregulation of DNA binding33/2897118/187233.70e-045.71e-0333
GO:00511001ColorectumSERnegative regulation of binding40/2897162/187231.46e-031.59e-0240
GO:00510982ColorectumMSSregulation of binding113/3467363/187233.55e-092.41e-07113
GO:19001802ColorectumMSSregulation of protein localization to nucleus54/3467136/187236.20e-093.95e-0754
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0541824BreastIDCFluid shear stress and atherosclerosis34/867139/84659.41e-071.61e-051.20e-0534
hsa0541834BreastIDCFluid shear stress and atherosclerosis34/867139/84659.41e-071.61e-051.20e-0534
hsa0541844BreastDCISFluid shear stress and atherosclerosis34/846139/84655.31e-079.03e-066.65e-0634
hsa0541854BreastDCISFluid shear stress and atherosclerosis34/846139/84655.31e-079.03e-066.65e-0634
hsa05418ColorectumADFluid shear stress and atherosclerosis54/2092139/84651.41e-041.16e-037.37e-0454
hsa054181ColorectumADFluid shear stress and atherosclerosis54/2092139/84651.41e-041.16e-037.37e-0454
hsa054182ColorectumSERFluid shear stress and atherosclerosis40/1580139/84652.28e-031.75e-021.27e-0240
hsa054183ColorectumSERFluid shear stress and atherosclerosis40/1580139/84652.28e-031.75e-021.27e-0240
hsa054184ColorectumMSSFluid shear stress and atherosclerosis51/1875139/84656.06e-055.80e-043.55e-0451
hsa054185ColorectumMSSFluid shear stress and atherosclerosis51/1875139/84656.06e-055.80e-043.55e-0451
hsa0541826EndometriumAEHFluid shear stress and atherosclerosis43/1197139/84652.47e-073.49e-062.55e-0643
hsa05418112EndometriumAEHFluid shear stress and atherosclerosis43/1197139/84652.47e-073.49e-062.55e-0643
hsa0541827EndometriumEECFluid shear stress and atherosclerosis45/1237139/84657.76e-081.22e-069.07e-0745
hsa0541836EndometriumEECFluid shear stress and atherosclerosis45/1237139/84657.76e-081.22e-069.07e-0745
hsa0301321EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa05418211EsophagusESCCFluid shear stress and atherosclerosis109/4205139/84652.00e-123.72e-111.90e-11109
hsa0301331EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa05418310EsophagusESCCFluid shear stress and atherosclerosis109/4205139/84652.00e-123.72e-111.90e-11109
hsa0541822LiverCirrhoticFluid shear stress and atherosclerosis62/2530139/84651.53e-041.06e-036.54e-0462
hsa0541832LiverCirrhoticFluid shear stress and atherosclerosis62/2530139/84651.53e-041.06e-036.54e-0462
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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
SUMO3SNVMissense_Mutationnovelc.301N>Ap.Gly101Argp.G101RP55854protein_codingdeleterious(0.04)benign(0.36)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SUMO3SNVMissense_Mutationnovelc.385N>Ap.Gly129Argp.G129RP55854protein_codingdeleterious(0.04)possibly_damaging(0.728)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SUMO3SNVMissense_Mutationnovelc.44N>Tp.Asp15Valp.D15VP55854protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
SUMO3SNVMissense_Mutationc.276N>Ap.Met92Ilep.M92IP55854protein_codingtolerated(0.3)benign(0.034)TCGA-69-8254-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
SUMO3SNVMissense_Mutationrs767384489c.262G>Ap.Glu88Lysp.E88KP55854protein_codingtolerated(0.59)benign(0.017)TCGA-KK-A59V-01Prostateprostate adenocarcinomaMale<659UnknownUnknownSD
SUMO3SNVMissense_Mutationc.110C>Tp.Thr37Metp.T37MP55854protein_codingdeleterious(0.03)probably_damaging(0.991)TCGA-F1-6177-01Stomachstomach adenocarcinomaMale>=65I/IIUnknownUnknownSD
SUMO3SNVMissense_Mutationc.407T>Cp.Leu136Prop.L136PP55854protein_codingdeleterious_low_confidence(0.01)benign(0.001)TCGA-HU-A4G9-01Stomachstomach 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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