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: ESYT2

Gene summary for ESYT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ESYT2

Gene ID

57488

Gene nameextended synaptotagmin 2
Gene AliasCHR2SYT
Cytomap7q36.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0FGR8


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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
57488ESYT2HTA11_78_2000001011HumanColorectumAD3.79e-024.79e-01-0.1088
57488ESYT2HTA11_347_2000001011HumanColorectumAD2.18e-105.49e-01-0.1954
57488ESYT2HTA11_411_2000001011HumanColorectumSER1.73e-027.45e-01-0.2602
57488ESYT2HTA11_99999965104_69814HumanColorectumMSS3.37e-107.69e-010.281
57488ESYT2HTA11_99999974143_84620HumanColorectumMSS7.04e-05-2.38e-010.3005
57488ESYT2F007HumanColorectumFAP7.41e-03-2.80e-010.1176
57488ESYT2A001-C-207HumanColorectumFAP2.04e-05-2.47e-010.1278
57488ESYT2A015-C-203HumanColorectumFAP3.19e-27-4.84e-01-0.1294
57488ESYT2A015-C-204HumanColorectumFAP9.82e-09-2.61e-01-0.0228
57488ESYT2A014-C-040HumanColorectumFAP8.67e-05-3.92e-01-0.1184
57488ESYT2A002-C-201HumanColorectumFAP7.28e-23-5.01e-010.0324
57488ESYT2A001-C-119HumanColorectumFAP5.52e-05-1.99e-01-0.1557
57488ESYT2A001-C-108HumanColorectumFAP1.95e-13-1.54e-01-0.0272
57488ESYT2A002-C-205HumanColorectumFAP1.08e-25-4.59e-01-0.1236
57488ESYT2A001-C-104HumanColorectumFAP3.51e-02-6.75e-020.0184
57488ESYT2A015-C-005HumanColorectumFAP1.45e-036.93e-02-0.0336
57488ESYT2A015-C-006HumanColorectumFAP4.46e-19-4.63e-01-0.0994
57488ESYT2A015-C-106HumanColorectumFAP7.09e-09-2.10e-01-0.0511
57488ESYT2A002-C-114HumanColorectumFAP1.71e-22-4.36e-01-0.1561
57488ESYT2A015-C-104HumanColorectumFAP1.65e-25-4.36e-01-0.1899
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:0022406ColorectumADmembrane docking31/391886/187238.67e-048.45e-0331
GO:0007029ColorectumADendoplasmic reticulum organization31/391887/187231.08e-031.00e-0231
GO:0140056ColorectumADorganelle localization by membrane tethering28/391877/187231.29e-031.14e-0228
GO:0010876ColorectumADlipid localization120/3918448/187231.59e-031.33e-02120
GO:0006869ColorectumADlipid transport108/3918398/187231.67e-031.39e-02108
GO:00224061ColorectumSERmembrane docking25/289786/187239.88e-041.17e-0225
GO:01400561ColorectumSERorganelle localization by membrane tethering22/289777/187232.46e-032.32e-0222
GO:00070291ColorectumSERendoplasmic reticulum organization23/289787/187235.77e-034.23e-0223
GO:00224062ColorectumMSSmembrane docking28/346786/187231.27e-031.21e-0228
GO:01400562ColorectumMSSorganelle localization by membrane tethering25/346777/187232.34e-031.91e-0225
GO:00108761ColorectumMSSlipid localization104/3467448/187236.76e-034.38e-02104
GO:00068691ColorectumFAPlipid transport81/2622398/187232.84e-043.76e-0381
GO:00108762ColorectumFAPlipid localization85/2622448/187231.92e-031.63e-0285
GO:00224063ColorectumFAPmembrane docking22/262286/187233.11e-032.33e-0222
GO:01400563ColorectumFAPorganelle localization by membrane tethering19/262277/187238.67e-034.98e-0219
GO:00224064ColorectumCRCmembrane docking20/207886/187239.78e-041.17e-0220
GO:00068692ColorectumCRClipid transport63/2078398/187232.36e-032.26e-0263
GO:01400564ColorectumCRCorganelle localization by membrane tethering17/207877/187234.05e-033.35e-0217
GO:00108763ColorectumCRClipid localization68/2078448/187234.60e-033.58e-0268
GO:000702914EsophagusESCCendoplasmic reticulum organization65/855287/187233.28e-086.08e-0765
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
ESYT2SNVMissense_Mutationc.991N>Gp.Leu331Valp.L331VA0FGR8protein_codingdeleterious(0.01)probably_damaging(0.928)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ESYT2SNVMissense_Mutationnovelc.2131A>Tp.Ser711Cysp.S711CA0FGR8protein_codingtolerated(0.07)probably_damaging(0.969)TCGA-D8-A1JL-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ESYT2SNVMissense_Mutationnovelc.2302N>Ap.His768Asnp.H768NA0FGR8protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-S3-AA10-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
ESYT2SNVMissense_Mutationnovelc.2249A>Cp.Asn750Thrp.N750TA0FGR8protein_codingdeleterious(0.01)possibly_damaging(0.487)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ESYT2SNVMissense_Mutationnovelc.1348G>Ap.Glu450Lysp.E450KA0FGR8protein_codingdeleterious(0.04)possibly_damaging(0.758)TCGA-DG-A2KJ-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
ESYT2SNVMissense_Mutationc.2120G>Ap.Arg707Lysp.R707KA0FGR8protein_codingtolerated(0.39)benign(0.017)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
ESYT2SNVMissense_Mutationrs781060682c.2209N>Ap.Ala737Thrp.A737TA0FGR8protein_codingdeleterious(0.04)probably_damaging(0.969)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ESYT2SNVMissense_Mutationc.805N>Tp.His269Tyrp.H269YA0FGR8protein_codingtolerated(0.08)probably_damaging(0.982)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ESYT2SNVMissense_Mutationc.956C>Tp.Ser319Leup.S319LA0FGR8protein_codingdeleterious(0.01)possibly_damaging(0.625)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
ESYT2SNVMissense_Mutationnovelc.1774N>Ap.Leu592Ilep.L592IA0FGR8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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
57488ESYT2NAmethylphenidateMETHYLPHENIDATE29382897
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