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: ESCO1

Gene summary for ESCO1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ESCO1

Gene ID

114799

Gene nameestablishment of sister chromatid cohesion N-acetyltransferase 1
Gene AliasA930014I12Rik
Cytomap18q11.2
Gene Typeprotein-coding
GO ID

GO:0000819

UniProtAcc

A0A024RC19


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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
114799ESCO1LZE3DHumanEsophagusHGIN1.08e-026.34e-010.0668
114799ESCO1LZE4THumanEsophagusESCC9.24e-154.54e-010.0811
114799ESCO1LZE5THumanEsophagusESCC1.17e-044.46e-010.0514
114799ESCO1LZE7THumanEsophagusESCC2.18e-074.62e-010.0667
114799ESCO1LZE8THumanEsophagusESCC1.62e-031.67e-010.067
114799ESCO1LZE20THumanEsophagusESCC1.04e-039.80e-020.0662
114799ESCO1LZE24THumanEsophagusESCC1.20e-163.65e-010.0596
114799ESCO1P1T-EHumanEsophagusESCC7.76e-084.51e-010.0875
114799ESCO1P2T-EHumanEsophagusESCC2.44e-264.71e-010.1177
114799ESCO1P4T-EHumanEsophagusESCC1.24e-307.68e-010.1323
114799ESCO1P5T-EHumanEsophagusESCC9.19e-234.10e-010.1327
114799ESCO1P8T-EHumanEsophagusESCC3.66e-244.48e-010.0889
114799ESCO1P9T-EHumanEsophagusESCC1.09e-184.72e-010.1131
114799ESCO1P10T-EHumanEsophagusESCC8.80e-243.80e-010.116
114799ESCO1P11T-EHumanEsophagusESCC8.54e-134.94e-010.1426
114799ESCO1P12T-EHumanEsophagusESCC2.16e-335.68e-010.1122
114799ESCO1P15T-EHumanEsophagusESCC1.85e-184.32e-010.1149
114799ESCO1P16T-EHumanEsophagusESCC1.34e-153.73e-010.1153
114799ESCO1P17T-EHumanEsophagusESCC2.73e-043.29e-010.1278
114799ESCO1P19T-EHumanEsophagusESCC1.11e-033.31e-010.1662
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
GO:00062754EsophagusESCCregulation of DNA replication73/8552107/187231.97e-062.28e-0573
GO:00070627EsophagusESCCsister chromatid cohesion40/855262/187232.14e-039.54e-0340
GO:0018205LiverNAFLDpeptidyl-lysine modification65/1882376/187239.42e-063.02e-0465
GO:0043543LiverNAFLDprotein acylation43/1882243/187231.70e-043.07e-0343
GO:0006473LiverNAFLDprotein acetylation37/1882201/187232.10e-043.61e-0337
GO:0018394LiverNAFLDpeptidyl-lysine acetylation32/1882169/187233.24e-045.00e-0332
GO:00064731LiverCirrhoticprotein acetylation84/4634201/187237.50e-082.25e-0684
GO:00183941LiverCirrhoticpeptidyl-lysine acetylation73/4634169/187231.08e-073.07e-0673
GO:00435431LiverCirrhoticprotein acylation95/4634243/187234.73e-071.07e-0595
GO:00182051LiverCirrhoticpeptidyl-lysine modification134/4634376/187231.29e-062.59e-05134
GO:0000819LiverCirrhoticsister chromatid segregation65/4634202/187231.01e-024.52e-0265
GO:00182052LiverHCCpeptidyl-lysine modification230/7958376/187231.51e-138.32e-12230
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa041104LiverCirrhoticCell cycle61/2530157/84659.53e-033.21e-021.98e-0261
hsa0411011LiverCirrhoticCell cycle61/2530157/84659.53e-033.21e-021.98e-0261
hsa041102LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041103LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041108Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa0411015Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
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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
ESCO1SNVMissense_Mutationrs200657231c.1718N>Ap.Arg573Glnp.R573QQ5FWF5protein_codingtolerated(0.31)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ESCO1SNVMissense_Mutationc.928A>Gp.Ile310Valp.I310VQ5FWF5protein_codingdeleterious(0)benign(0.277)TCGA-BH-A0WA-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ESCO1SNVMissense_Mutationc.1699G>Tp.Asp567Tyrp.D567YQ5FWF5protein_codingdeleterious(0)benign(0.275)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ESCO1SNVMissense_Mutationnovelc.1847N>Gp.Ala616Glyp.A616GQ5FWF5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-GM-A4E0-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyxelodaCR
ESCO1insertionNonsense_Mutationnovelc.2153_2154insCAGGAGTTTGAGACCAGCCTTGCCAACATTGTGAp.Val719ArgfsTer11p.V719Rfs*11Q5FWF5protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ESCO1insertionNonsense_Mutationnovelc.2060_2061insAAACCTGTTCTCTACTGAAAATACAAAAATTAGCTGAGp.Met688AsnfsTer12p.M688Nfs*12Q5FWF5protein_codingTCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ESCO1deletionFrame_Shift_Delnovelc.2151delNp.Val718Terp.V718*Q5FWF5protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
ESCO1SNVMissense_Mutationc.1688N>Gp.Ser563Cysp.S563CQ5FWF5protein_codingdeleterious(0)possibly_damaging(0.707)TCGA-EK-A2RA-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ESCO1SNVMissense_Mutationnovelc.2128C>Gp.Leu710Valp.L710VQ5FWF5protein_codingdeleterious(0)possibly_damaging(0.514)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ESCO1SNVMissense_Mutationc.1747N>Tp.His583Tyrp.H583YQ5FWF5protein_codingtolerated(0.42)benign(0.035)TCGA-AA-3697-01Colorectumcolon adenocarcinomaMale>=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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