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: SUMO1

Gene summary for SUMO1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SUMO1

Gene ID

7341

Gene namesmall ubiquitin like modifier 1
Gene AliasDAP1
Cytomap2q33.1
Gene Typeprotein-coding
GO ID

GO:0001508

UniProtAcc

A0A024R3Z2


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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
7341SUMO1GSM4909281HumanBreastIDC1.04e-356.41e-010.21
7341SUMO1GSM4909285HumanBreastIDC1.80e-094.33e-010.21
7341SUMO1GSM4909290HumanBreastIDC3.53e-053.36e-010.2096
7341SUMO1GSM4909294HumanBreastIDC6.41e-121.74e-020.2022
7341SUMO1GSM4909295HumanBreastIDC7.98e-032.97e-010.0898
7341SUMO1GSM4909296HumanBreastIDC1.00e-23-3.22e-010.1524
7341SUMO1GSM4909297HumanBreastIDC4.56e-30-1.13e-010.1517
7341SUMO1GSM4909301HumanBreastIDC9.85e-19-3.88e-010.1577
7341SUMO1GSM4909308HumanBreastIDC2.85e-144.25e-010.158
7341SUMO1GSM4909311HumanBreastIDC5.48e-56-4.84e-010.1534
7341SUMO1GSM4909312HumanBreastIDC2.57e-261.34e-010.1552
7341SUMO1GSM4909313HumanBreastIDC5.50e-073.78e-020.0391
7341SUMO1GSM4909315HumanBreastIDC2.85e-041.89e-010.21
7341SUMO1GSM4909316HumanBreastIDC3.28e-051.50e-010.21
7341SUMO1GSM4909318HumanBreastIDC5.05e-032.09e-010.2031
7341SUMO1GSM4909319HumanBreastIDC1.27e-69-4.58e-010.1563
7341SUMO1GSM4909320HumanBreastIDC5.78e-10-4.49e-010.1575
7341SUMO1GSM4909321HumanBreastIDC9.11e-28-1.53e-010.1559
7341SUMO1M2HumanBreastIDC3.98e-02-4.47e-030.21
7341SUMO1NCCBC14HumanBreastDCIS4.49e-17-1.06e-010.2021
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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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:004586214BreastIDCpositive regulation of proteolysis66/1434372/187239.76e-111.29e-0866
GO:001003814BreastIDCresponse to metal ion65/1434373/187232.95e-103.42e-0865
GO:001049814BreastIDCproteasomal protein catabolic process75/1434490/187235.59e-094.41e-0775
GO:004217614BreastIDCregulation of protein catabolic process63/1434391/187231.32e-089.61e-0763
GO:190336214BreastIDCregulation of cellular protein catabolic process46/1434255/187234.00e-082.68e-0646
GO:190305014BreastIDCregulation of proteolysis involved in cellular protein catabolic process41/1434221/187239.77e-085.84e-0641
GO:003164714BreastIDCregulation of protein stability50/1434298/187231.14e-076.57e-0650
GO:005109814BreastIDCregulation of binding57/1434363/187231.59e-078.76e-0657
GO:004668613BreastIDCresponse to cadmium ion19/143468/187234.97e-072.45e-0519
GO:000926612BreastIDCresponse to temperature stimulus34/1434178/187235.88e-072.83e-0534
GO:005110114BreastIDCregulation of DNA binding26/1434118/187237.42e-073.40e-0526
GO:005082114BreastIDCprotein stabilization35/1434191/187231.12e-065.04e-0535
GO:004325414BreastIDCregulation of protein-containing complex assembly61/1434428/187231.77e-067.31e-0561
GO:003133414BreastIDCpositive regulation of protein-containing complex assembly40/1434237/187231.77e-067.31e-0540
GO:006113614BreastIDCregulation of proteasomal protein catabolic process33/1434187/187235.24e-061.75e-0433
GO:190336414BreastIDCpositive regulation of cellular protein catabolic process29/1434155/187235.93e-061.90e-0429
GO:200005814BreastIDCregulation of ubiquitin-dependent protein catabolic process30/1434164/187236.62e-062.05e-0430
GO:004316114BreastIDCproteasome-mediated ubiquitin-dependent protein catabolic process57/1434412/187239.55e-062.68e-0457
GO:003460513BreastIDCcellular response to heat17/143469/187231.26e-053.29e-0417
GO:004573214BreastIDCpositive regulation of protein catabolic process37/1434231/187231.46e-053.71e-0437
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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
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
hsa0541839EsophagusHGINFluid shear stress and atherosclerosis42/1383139/84652.92e-053.81e-043.02e-0442
hsa030137EsophagusHGINNucleocytoplasmic transport31/1383108/84658.29e-047.95e-036.31e-0331
hsa05418115EsophagusHGINFluid shear stress and atherosclerosis42/1383139/84652.92e-053.81e-043.02e-0442
hsa0301312EsophagusHGINNucleocytoplasmic transport31/1383108/84658.29e-047.95e-036.31e-0331
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
hsa03013LiverHCCNucleocytoplasmic transport81/4020108/84654.28e-096.83e-083.80e-0881
hsa0541842LiverHCCFluid shear stress and atherosclerosis89/4020139/84655.58e-052.88e-041.60e-0489
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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
SUMO1SNVMissense_Mutationc.88N>Cp.Asp30Hisp.D30HP63165protein_codingdeleterious(0)probably_damaging(0.977)TCGA-BI-A0VS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SUMO1SNVMissense_Mutationc.48N>Cp.Lys16Asnp.K16NP63165protein_codingtolerated(0.09)benign(0.142)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
SUMO1SNVMissense_Mutationnovelc.217N>Ap.Asp73Asnp.D73NP63165protein_codingdeleterious(0.04)probably_damaging(0.998)TCGA-VS-A950-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
SUMO1SNVMissense_Mutationnovelc.166N>Ap.Gly56Serp.G56SP63165protein_codingdeleterious(0.04)benign(0.146)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SUMO1SNVMissense_Mutationnovelc.209N>Tp.Arg70Ilep.R70IP63165protein_codingdeleterious(0.01)possibly_damaging(0.896)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SUMO1SNVMissense_Mutationnovelc.220A>Gp.Asn74Aspp.N74DP63165protein_codingtolerated(0.38)benign(0.005)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
SUMO1SNVMissense_Mutationnovelc.39N>Tp.Leu13Phep.L13FP63165protein_codingdeleterious(0.04)benign(0.399)TCGA-KP-A3VZ-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
SUMO1SNVMissense_Mutationc.265N>Cp.Glu89Glnp.E89QP63165protein_codingdeleterious(0)possibly_damaging(0.745)TCGA-MP-A4SY-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownPD
SUMO1deletionFrame_Shift_Delc.242delNp.Gly81GlufsTer7p.G81Efs*7P63165protein_codingTCGA-86-8075-01Lunglung adenocarcinomaFemale>=65I/IIChemotherapyetoposideCR
SUMO1deletionFrame_Shift_Delnovelc.13delNp.Glu5ArgfsTer34p.E5Rfs*34P63165protein_codingTCGA-34-5231-01Lunglung squamous cell carcinomaMale>=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
7341SUMO1ENZYME, DNA REPAIR, TRANSCRIPTION FACTOR BINDING3,8'-BIAPIGENINCHEMBL515252
7341SUMO1ENZYME, DNA REPAIR, TRANSCRIPTION FACTOR BINDINGNSC-60339CHEMBL1448793
7341SUMO1ENZYME, DNA REPAIR, TRANSCRIPTION FACTOR BINDINGNSC-155693CHEMBL68096
7341SUMO1ENZYME, DNA REPAIR, TRANSCRIPTION FACTOR BINDINGSTICTIC ACIDSTICTIC ACID
7341SUMO1ENZYME, DNA REPAIR, TRANSCRIPTION FACTOR BINDINGZINC 03369470CHEMBL599013
7341SUMO1ENZYME, DNA REPAIR, TRANSCRIPTION FACTOR BINDINGCEFDINIRCEFDINIR
7341SUMO1ENZYME, DNA REPAIR, TRANSCRIPTION FACTOR BINDINGNSC-60340CHEMBL1534034
7341SUMO1ENZYME, DNA REPAIR, TRANSCRIPTION FACTOR BINDINGHTS-05057CHEMBL372629
7341SUMO1ENZYME, DNA REPAIR, TRANSCRIPTION FACTOR BINDINGCLOSANTELCLOSANTEL
7341SUMO1ENZYME, DNA REPAIR, TRANSCRIPTION FACTOR BINDINGTCMDC-125182CHEMBL588143
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