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: SAE1

Gene summary for SAE1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SAE1

Gene ID

10055

Gene nameSUMO1 activating enzyme subunit 1
Gene AliasAOS1
Cytomap19q13.32
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9UBE0


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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
10055SAE1AEH-subject1HumanEndometriumAEH4.45e-061.95e-01-0.3059
10055SAE1AEH-subject2HumanEndometriumAEH2.32e-051.30e-01-0.2525
10055SAE1AEH-subject3HumanEndometriumAEH1.10e-061.18e-01-0.2576
10055SAE1EEC-subject1HumanEndometriumEEC5.71e-031.80e-02-0.2682
10055SAE1EEC-subject2HumanEndometriumEEC2.86e-02-1.12e-02-0.2607
10055SAE1EEC-subject3HumanEndometriumEEC4.64e-05-1.41e-01-0.2525
10055SAE1EEC-subject4HumanEndometriumEEC3.06e-02-5.47e-02-0.2571
10055SAE1GSM5276934HumanEndometriumEEC4.02e-04-1.69e-01-0.0913
10055SAE1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC3.44e-15-1.33e-01-0.1869
10055SAE1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC7.26e-18-1.49e-01-0.1875
10055SAE1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC4.37e-21-4.70e-02-0.1883
10055SAE1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC6.20e-10-7.04e-02-0.1934
10055SAE1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC5.85e-21-3.14e-02-0.1917
10055SAE1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.40e-22-7.21e-02-0.1916
10055SAE1LZE4THumanEsophagusESCC2.23e-226.72e-010.0811
10055SAE1LZE5THumanEsophagusESCC2.55e-053.49e-010.0514
10055SAE1LZE7THumanEsophagusESCC2.77e-108.11e-010.0667
10055SAE1LZE8THumanEsophagusESCC5.31e-052.94e-010.067
10055SAE1LZE22THumanEsophagusESCC4.44e-067.82e-010.068
10055SAE1LZE24THumanEsophagusESCC5.30e-165.62e-010.0596
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:000660533ThyroidATCprotein targeting180/6293314/187233.54e-184.39e-16180
GO:009031624ThyroidATCpositive regulation of intracellular protein transport107/6293160/187236.82e-187.84e-16107
GO:000683929ThyroidATCmitochondrial transport151/6293254/187232.07e-172.14e-15151
GO:190495128ThyroidATCpositive regulation of establishment of protein localization177/6293319/187235.43e-164.29e-14177
GO:005122234ThyroidATCpositive regulation of protein transport165/6293303/187234.94e-142.69e-12165
GO:007058533ThyroidATCprotein localization to mitochondrion83/6293125/187236.24e-143.37e-1283
GO:007265533ThyroidATCestablishment of protein localization to mitochondrion80/6293120/187231.27e-136.46e-1280
GO:001820516ThyroidATCpeptidyl-lysine modification193/6293376/187236.92e-133.06e-11193
GO:000662626ThyroidATCprotein targeting to mitochondrion67/6293100/187238.62e-123.21e-1067
GO:190321422ThyroidATCregulation of protein targeting to mitochondrion33/629344/187232.29e-084.44e-0733
GO:190374722ThyroidATCregulation of establishment of protein localization to mitochondrion36/629350/187233.21e-086.00e-0736
GO:190353316ThyroidATCregulation of protein targeting51/629381/187236.02e-081.07e-0651
GO:190332218ThyroidATCpositive regulation of protein modification by small protein conjugation or removal77/6293138/187236.67e-081.17e-0677
GO:190395513ThyroidATCpositive regulation of protein targeting to mitochondrion24/629332/187231.99e-062.39e-0524
GO:190374916ThyroidATCpositive regulation of establishment of protein localization to mitochondrion26/629336/187232.47e-062.90e-0526
GO:001692513ThyroidATCprotein sumoylation30/629353/187234.84e-042.83e-0330
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412016EndometriumAEHUbiquitin mediated proteolysis41/1197142/84653.42e-064.27e-053.13e-0541
hsa0412017EndometriumAEHUbiquitin mediated proteolysis41/1197142/84653.42e-064.27e-053.13e-0541
hsa0412023EndometriumEECUbiquitin mediated proteolysis41/1237142/84657.86e-069.58e-057.14e-0541
hsa0412033EndometriumEECUbiquitin mediated proteolysis41/1237142/84657.86e-069.58e-057.14e-0541
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0412041LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0412051LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0412020Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
hsa04120110Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
hsa0412025Oral cavityLPUbiquitin mediated proteolysis66/2418142/84653.74e-063.46e-052.23e-0566
hsa0412035Oral cavityLPUbiquitin mediated proteolysis66/2418142/84653.74e-063.46e-052.23e-0566
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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
SAE1SNVMissense_Mutationc.37N>Cp.Glu13Glnp.E13QQ9UBE0protein_codingdeleterious(0)benign(0.251)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SAE1SNVMissense_Mutationc.911N>Tp.Ala304Valp.A304VQ9UBE0protein_codingdeleterious(0)possibly_damaging(0.533)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SAE1SNVMissense_Mutationnovelc.836N>Tp.Ser279Leup.S279LQ9UBE0protein_codingtolerated(0.14)benign(0.01)TCGA-C8-A8HP-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
SAE1SNVMissense_Mutationc.376N>Cp.Phe126Leup.F126LQ9UBE0protein_codingdeleterious(0.01)probably_damaging(0.97)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
SAE1SNVMissense_Mutationrs747367118c.656C>Tp.Ala219Valp.A219VQ9UBE0protein_codingtolerated(0.38)benign(0.263)TCGA-E9-A1NC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
SAE1SNVMissense_Mutationrs778336657c.112N>Tp.Arg38Trpp.R38WQ9UBE0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-MY-A5BE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SAE1SNVMissense_Mutationnovelc.58N>Ap.Asp20Asnp.D20NQ9UBE0protein_codingdeleterious(0.03)probably_damaging(0.996)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SAE1SNVMissense_Mutationrs199801330c.127G>Ap.Gly43Serp.G43SQ9UBE0protein_codingdeleterious(0.05)probably_damaging(0.992)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
SAE1SNVMissense_Mutationc.689N>Tp.Lys230Metp.K230MQ9UBE0protein_codingdeleterious(0.01)benign(0.007)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SAE1SNVMissense_Mutationc.358N>Ap.Glu120Lysp.E120KQ9UBE0protein_codingdeleterious(0.05)benign(0.102)TCGA-AA-3869-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
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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
10055SAE1ENZYME, DRUGGABLE GENOME4-PHENYLAMINO-[1,2]NAPHTHOQUINONECHEMBL299853
10055SAE1ENZYME, DRUGGABLE GENOMEBENSERAZIDE HYDROCHLORIDEBENSERAZIDE HYDROCHLORIDE
10055SAE1ENZYME, DRUGGABLE GENOMEGINGKOLIC ACIDGINGKOLIC ACID23920437
10055SAE1ENZYME, DRUGGABLE GENOMEPEVONEDISTATPEVONEDISTAT
10055SAE1ENZYME, DRUGGABLE GENOMEBETULINIC ACIDBETULINIC ACID
10055SAE1ENZYME, DRUGGABLE GENOMELIPOIC ACID, ALPHALIPOIC ACID, ALPHA
10055SAE1ENZYME, DRUGGABLE GENOMELOBARIC ACIDLOBARIC ACID
10055SAE1ENZYME, DRUGGABLE GENOMEASTERRIC ACIDASTERRIC ACID
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