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: PTGDS

Gene summary for PTGDS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTGDS

Gene ID

5730

Gene nameprostaglandin D2 synthase
Gene AliasL-PGDS
Cytomap9q34.3
Gene Typeprotein-coding
GO ID

GO:0001516

UniProtAcc

A0A024R8G3


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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
5730PTGDSN_HPV_2HumanCervixN_HPV8.39e-043.18e-01-0.0131
5730PTGDSH2HumanCervixHSIL_HPV1.87e-052.38e-010.0632
5730PTGDSAEH-subject1HumanEndometriumAEH3.22e-42-9.45e-01-0.3059
5730PTGDSAEH-subject2HumanEndometriumAEH2.35e-23-8.39e-01-0.2525
5730PTGDSAEH-subject3HumanEndometriumAEH2.19e-27-8.41e-01-0.2576
5730PTGDSAEH-subject4HumanEndometriumAEH1.64e-03-5.18e-01-0.2657
5730PTGDSAEH-subject5HumanEndometriumAEH6.46e-28-8.74e-01-0.2953
5730PTGDSEEC-subject1HumanEndometriumEEC5.75e-25-8.42e-01-0.2682
5730PTGDSEEC-subject2HumanEndometriumEEC3.04e-39-9.38e-01-0.2607
5730PTGDSEEC-subject3HumanEndometriumEEC6.05e-38-8.84e-01-0.2525
5730PTGDSEEC-subject4HumanEndometriumEEC1.29e-20-7.29e-01-0.2571
5730PTGDSEEC-subject5HumanEndometriumEEC1.80e-20-7.77e-01-0.249
5730PTGDSGSM5276935HumanEndometriumEEC2.52e-35-9.15e-01-0.123
5730PTGDSGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC4.13e-31-9.56e-01-0.1869
5730PTGDSGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.66e-24-9.25e-01-0.1875
5730PTGDSGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.92e-32-9.55e-01-0.1883
5730PTGDSGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC3.83e-22-7.17e-01-0.1934
5730PTGDSGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.12e-50-9.71e-01-0.1917
5730PTGDSGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.87e-45-9.71e-01-0.1916
5730PTGDSGSM6177623_NYU_UCEC3_VisHumanEndometriumEEC3.43e-23-7.91e-01-0.1269
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
∗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:00024431CervixHSIL_HPVleukocyte mediated immunity41/737440/187233.14e-071.76e-0541
GO:00022631CervixHSIL_HPVcell activation involved in immune response28/737279/187235.84e-062.13e-0428
GO:000227411CervixHSIL_HPVmyeloid leukocyte activation23/737223/187232.53e-057.53e-0423
GO:0002366CervixHSIL_HPVleukocyte activation involved in immune response26/737275/187233.52e-059.72e-0426
GO:004645611CervixHSIL_HPVicosanoid biosynthetic process10/73756/187235.80e-051.40e-0310
GO:000151611CervixHSIL_HPVprostaglandin biosynthetic process7/73731/187231.64e-043.14e-037
GO:004645711CervixHSIL_HPVprostanoid biosynthetic process7/73731/187231.64e-043.14e-037
GO:00066927CervixHSIL_HPVprostanoid metabolic process8/73749/187235.99e-048.37e-038
GO:00066937CervixHSIL_HPVprostaglandin metabolic process8/73749/187235.99e-048.37e-038
GO:00066907CervixHSIL_HPVicosanoid metabolic process12/737123/187233.36e-033.04e-0212
GO:00066362CervixHSIL_HPVunsaturated fatty acid biosynthetic process7/73751/187233.65e-033.25e-027
GO:00024432CervixN_HPVleukocyte mediated immunity39/534440/187233.94e-102.24e-0739
GO:000227421CervixN_HPVmyeloid leukocyte activation21/534223/187231.78e-069.21e-0521
GO:00022632CervixN_HPVcell activation involved in immune response20/534279/187231.59e-042.82e-0320
GO:00023661CervixN_HPVleukocyte activation involved in immune response19/534275/187233.66e-045.35e-0319
GO:004645621CervixN_HPVicosanoid biosynthetic process7/53456/187231.02e-031.20e-027
GO:0043299CervixN_HPVleukocyte degranulation7/53473/187234.74e-033.51e-027
GO:0002444CervixN_HPVmyeloid leukocyte mediated immunity8/53499/187237.37e-034.80e-028
GO:00485119EndometriumAEHrhythmic process67/2100298/187231.69e-081.04e-0667
GO:00516568EndometriumAEHestablishment of organelle localization77/2100390/187234.89e-071.94e-0577
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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
PTGDSSNVMissense_Mutationrs192576424c.268G>Ap.Glu90Lysp.E90KP41222protein_codingtolerated(0.11)probably_damaging(0.972)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
PTGDSSNVMissense_Mutationrs761916489c.421N>Ap.Glu141Lysp.E141KP41222protein_codingtolerated(0.32)benign(0.18)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PTGDSSNVMissense_Mutationnovelc.454N>Tp.Thr152Serp.T152SP41222protein_codingtolerated(0.16)benign(0.007)TCGA-E2-A576-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
PTGDSSNVMissense_Mutationnovelc.34N>Cp.Ala12Prop.A12PP41222protein_codingdeleterious(0.03)benign(0.085)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PTGDSSNVMissense_Mutationc.63N>Tp.Gln21Hisp.Q21HP41222protein_codingtolerated(0.11)benign(0.045)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PTGDSSNVMissense_Mutationc.388N>Ap.Leu130Metp.L130MP41222protein_codingdeleterious(0.02)probably_damaging(0.978)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PTGDSSNVMissense_Mutationc.26N>Cp.Met9Thrp.M9TP41222protein_codingtolerated(0.18)benign(0.005)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PTGDSSNVMissense_Mutationnovelc.500N>Ap.Cys167Tyrp.C167YP41222protein_codingtolerated(0.14)possibly_damaging(0.793)TCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
PTGDSSNVMissense_Mutationnovelc.506N>Tp.Ala169Valp.A169VP41222protein_codingtolerated(0.08)benign(0.208)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PTGDSSNVMissense_Mutationnovelc.55N>Ap.Asp19Asnp.D19NP41222protein_codingtolerated(0.5)benign(0.006)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/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
5730PTGDSENZYME, TRANSPORTER, DRUGGABLE GENOMEHORMONES10387044
5730PTGDSENZYME, TRANSPORTER, DRUGGABLE GENOMEinhibitor381744942
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