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: PTGES2

Gene summary for PTGES2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTGES2

Gene ID

80142

Gene nameprostaglandin E synthase 2
Gene AliasC9orf15
Cytomap9q34.11
Gene Typeprotein-coding
GO ID

GO:0001516

UniProtAcc

A6NHH0


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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
80142PTGES2HTA11_347_2000001011HumanColorectumAD1.71e-052.74e-01-0.1954
80142PTGES2HTA11_1391_2000001011HumanColorectumAD8.21e-083.95e-01-0.059
80142PTGES2HTA11_99999965062_69753HumanColorectumMSI-H2.76e-036.58e-010.3487
80142PTGES2HTA11_99999965104_69814HumanColorectumMSS4.15e-074.14e-010.281
80142PTGES2HTA11_99999971662_82457HumanColorectumMSS6.29e-043.16e-010.3859
80142PTGES2A002-C-116HumanColorectumFAP5.33e-03-1.17e-01-0.0452
80142PTGES2LZE2THumanEsophagusESCC1.60e-047.07e-010.082
80142PTGES2LZE5THumanEsophagusESCC1.58e-031.92e-010.0514
80142PTGES2LZE7THumanEsophagusESCC1.64e-021.09e-010.0667
80142PTGES2LZE20THumanEsophagusESCC9.43e-216.12e-010.0662
80142PTGES2LZE21D1HumanEsophagusHGIN1.14e-023.32e-010.0632
80142PTGES2LZE22THumanEsophagusESCC5.19e-033.85e-010.068
80142PTGES2LZE24THumanEsophagusESCC1.56e-214.99e-010.0596
80142PTGES2LZE21THumanEsophagusESCC4.89e-118.24e-010.0655
80142PTGES2P1T-EHumanEsophagusESCC7.13e-226.80e-010.0875
80142PTGES2P2T-EHumanEsophagusESCC1.55e-478.75e-010.1177
80142PTGES2P4T-EHumanEsophagusESCC1.02e-511.04e+000.1323
80142PTGES2P5T-EHumanEsophagusESCC8.23e-346.21e-010.1327
80142PTGES2P8T-EHumanEsophagusESCC4.76e-418.53e-010.0889
80142PTGES2P9T-EHumanEsophagusESCC6.91e-398.73e-010.1131
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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
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:0006631ColorectumADfatty acid metabolic process114/3918390/187235.58e-059.44e-04114
GO:0006790ColorectumADsulfur compound metabolic process101/3918339/187236.46e-051.07e-03101
GO:0006575ColorectumADcellular modified amino acid metabolic process59/3918188/187234.80e-045.27e-0359
GO:00065751ColorectumMSScellular modified amino acid metabolic process55/3467188/187232.16e-043.01e-0355
GO:00067902ColorectumMSSsulfur compound metabolic process85/3467339/187231.52e-031.39e-0285
GO:00066312ColorectumMSSfatty acid metabolic process95/3467390/187232.20e-031.84e-0295
GO:0046394ColorectumMSScarboxylic acid biosynthetic process76/3467314/187236.71e-034.38e-0276
GO:0016053ColorectumMSSorganic acid biosynthetic process76/3467316/187237.88e-034.84e-0276
GO:00065752ColorectumMSI-Hcellular modified amino acid metabolic process25/1319188/187231.61e-032.39e-0225
GO:00463941ColorectumMSI-Hcarboxylic acid biosynthetic process36/1319314/187232.68e-033.48e-0236
GO:00160531ColorectumMSI-Horganic acid biosynthetic process36/1319316/187232.98e-033.78e-0236
GO:00066313ColorectumFAPfatty acid metabolic process81/2622390/187231.43e-042.24e-0381
GO:00066929EsophagusHGINprostanoid metabolic process17/258749/187231.84e-043.48e-0317
GO:00066939EsophagusHGINprostaglandin metabolic process17/258749/187231.84e-043.48e-0317
GO:00067497EsophagusHGINglutathione metabolic process20/258764/187232.63e-044.58e-0320
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:00066318EsophagusESCCfatty acid metabolic process217/8552390/187234.21e-053.39e-04217
GO:00065757EsophagusESCCcellular modified amino acid metabolic process112/8552188/187238.31e-056.06e-04112
GO:00463948EsophagusESCCcarboxylic acid biosynthetic process175/8552314/187231.98e-041.26e-03175
GO:00160538EsophagusESCCorganic acid biosynthetic process175/8552316/187233.04e-041.82e-03175
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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
PTGES2SNVMissense_Mutationrs770175597c.350G>Ap.Arg117Glnp.R117QQ9H7Z7protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
PTGES2SNVMissense_Mutationc.1099G>Cp.Glu367Glnp.E367QQ9H7Z7protein_codingtolerated(0.11)benign(0.07)TCGA-E9-A3HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
PTGES2deletionFrame_Shift_Delnovelc.378delNp.Tyr127ThrfsTer6p.Y127Tfs*6Q9H7Z7protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PTGES2SNVMissense_Mutationnovelc.301N>Ap.Gln101Lysp.Q101KQ9H7Z7protein_codingtolerated(1)benign(0.001)TCGA-C5-A8YR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
PTGES2SNVMissense_Mutationc.848N>Tp.Ala283Valp.A283VQ9H7Z7protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PTGES2SNVMissense_Mutationrs199848207c.296G>Ap.Arg99Hisp.R99HQ9H7Z7protein_codingtolerated(0.27)benign(0)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PTGES2SNVMissense_Mutationc.955G>Tp.Gly319Cysp.G319CQ9H7Z7protein_codingdeleterious(0)probably_damaging(1)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PTGES2SNVMissense_Mutationrs368606962c.796N>Tp.Arg266Cysp.R266CQ9H7Z7protein_codingdeleterious(0)benign(0.38)TCGA-AJ-A3OJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
PTGES2SNVMissense_Mutationnovelc.520A>Gp.Thr174Alap.T174AQ9H7Z7protein_codingdeleterious(0)benign(0.094)TCGA-AX-A2HJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PTGES2SNVMissense_Mutationrs745728595c.1024N>Tp.Arg342Cysp.R342CQ9H7Z7protein_codingdeleterious(0.03)probably_damaging(0.979)TCGA-B5-A0JV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
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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
80142PTGES2ENZYMEinhibitor252827470
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