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: PTGS2

Gene summary for PTGS2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTGS2

Gene ID

5743

Gene nameprostaglandin-endoperoxide synthase 2
Gene AliasCOX-2
Cytomap1q31.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P35354


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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
5743PTGS2CA_HPV_1HumanCervixCC4.42e-06-3.38e-010.0264
5743PTGS2CA_HPV_3HumanCervixCC3.42e-05-3.79e-010.0414
5743PTGS2HSIL_HPV_1HumanCervixHSIL_HPV3.79e-03-4.77e-010.0116
5743PTGS2HSIL_HPV_2HumanCervixHSIL_HPV3.67e-21-5.75e-010.0208
5743PTGS2CCI_2HumanCervixCC3.48e-04-6.44e-010.5249
5743PTGS2CCI_3HumanCervixCC1.36e-04-6.28e-010.516
5743PTGS2CCII_1HumanCervixCC5.10e-10-6.44e-010.3249
5743PTGS2TumorHumanCervixCC9.63e-19-6.01e-010.1241
5743PTGS2sample3HumanCervixCC2.31e-07-4.77e-010.1387
5743PTGS2L1HumanCervixCC3.88e-11-6.44e-010.0802
5743PTGS2T3HumanCervixCC2.50e-10-4.74e-010.1389
5743PTGS2LZE8THumanEsophagusESCC5.97e-05-2.52e-020.067
5743PTGS2LZE24THumanEsophagusESCC2.55e-02-2.90e-010.0596
5743PTGS2P9T-EHumanEsophagusESCC2.80e-311.89e+000.1131
5743PTGS2P10T-EHumanEsophagusESCC3.24e-02-2.03e-010.116
5743PTGS2P12T-EHumanEsophagusESCC1.89e-02-2.71e-010.1122
5743PTGS2P16T-EHumanEsophagusESCC3.36e-02-2.43e-010.1153
5743PTGS2P24T-EHumanEsophagusESCC7.63e-03-2.69e-010.1287
5743PTGS2P32T-EHumanEsophagusESCC1.67e-03-2.40e-010.1666
5743PTGS2P61T-EHumanEsophagusESCC5.69e-099.51e-010.099
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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
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
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
∗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:0050890ProstateBPHcognition69/3107296/187231.68e-039.69e-0369
GO:001407416ProstateBPHresponse to purine-containing compound39/3107148/187231.71e-039.84e-0339
GO:004542810ProstateBPHregulation of nitric oxide biosynthetic process20/310762/187231.80e-031.03e-0220
GO:004668316ProstateBPHresponse to organophosphorus35/3107131/187232.23e-031.23e-0235
GO:000223715ProstateBPHresponse to molecule of bacterial origin81/3107363/187232.63e-031.41e-0281
GO:00455982ProstateBPHregulation of fat cell differentiation36/3107139/187233.43e-031.76e-0236
GO:19907763ProstateBPHresponse to angiotensin11/310728/187233.51e-031.79e-0211
GO:00456005ProstateBPHpositive regulation of fat cell differentiation20/310766/187234.09e-032.03e-0220
GO:00714984ProstateBPHcellular response to fluid shear stress9/310721/187234.10e-032.03e-029
GO:0007611ProstateBPHlearning or memory59/3107255/187234.12e-032.04e-0259
GO:00601355ProstateBPHmaternal process involved in female pregnancy19/310762/187234.41e-032.16e-0219
GO:00714705ProstateBPHcellular response to osmotic stress14/310741/187234.75e-032.27e-0214
GO:00435343ProstateBPHblood vessel endothelial cell migration43/3107176/187234.79e-032.29e-0243
GO:000680910ProstateBPHnitric oxide biosynthetic process22/310776/187234.96e-032.34e-0222
GO:00435363ProstateBPHpositive regulation of blood vessel endothelial cell migration22/310776/187234.96e-032.34e-0222
GO:00346443ProstateBPHcellular response to UV25/310790/187235.18e-032.43e-0225
GO:004620910ProstateBPHnitric oxide metabolic process23/310781/187235.35e-032.49e-0223
GO:200105710ProstateBPHreactive nitrogen species metabolic process23/310782/187236.29e-032.88e-0223
GO:00094113ProstateBPHresponse to UV37/3107149/187236.40e-032.91e-0237
GO:00423032ProstateBPHmolting cycle28/3107107/187237.85e-033.43e-0228
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501018CervixCCAlzheimer disease113/1267384/84659.67e-143.92e-122.32e-12113
hsa0502218CervixCCPathways of neurodegeneration - multiple diseases128/1267476/84652.87e-129.29e-115.50e-11128
hsa0516720CervixCCKaposi sarcoma-associated herpesvirus infection60/1267194/84659.74e-091.58e-079.33e-0860
hsa0516318CervixCCHuman cytomegalovirus infection65/1267225/84654.59e-086.47e-073.83e-0765
hsa0465718CervixCCIL-17 signaling pathway31/126794/84658.71e-067.43e-054.39e-0531
hsa0472318CervixCCRetrograde endocannabinoid signaling42/1267148/84651.79e-051.42e-048.40e-0542
hsa052226CervixCCSmall cell lung cancer29/126792/84654.38e-053.09e-041.83e-0429
hsa051657CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa0514014CervixCCLeishmaniasis21/126777/84653.65e-031.34e-027.91e-0321
hsa046686CervixCCTNF signaling pathway28/1267114/84654.60e-031.62e-029.59e-0328
hsa046254CervixCCC-type lectin receptor signaling pathway25/1267104/84659.52e-032.94e-021.74e-0225
hsa049218CervixCCOxytocin signaling pathway34/1267154/84651.12e-023.42e-022.02e-0234
hsa0501019CervixCCAlzheimer disease113/1267384/84659.67e-143.92e-122.32e-12113
hsa0502219CervixCCPathways of neurodegeneration - multiple diseases128/1267476/84652.87e-129.29e-115.50e-11128
hsa05167110CervixCCKaposi sarcoma-associated herpesvirus infection60/1267194/84659.74e-091.58e-079.33e-0860
hsa0516319CervixCCHuman cytomegalovirus infection65/1267225/84654.59e-086.47e-073.83e-0765
hsa0465719CervixCCIL-17 signaling pathway31/126794/84658.71e-067.43e-054.39e-0531
hsa0472319CervixCCRetrograde endocannabinoid signaling42/1267148/84651.79e-051.42e-048.40e-0542
hsa0522213CervixCCSmall cell lung cancer29/126792/84654.38e-053.09e-041.83e-0429
hsa0516512CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
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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
PTGS2SNVMissense_Mutationnovelc.1298N>Ap.Val433Glup.V433EP35354protein_codingdeleterious(0.01)benign(0.219)TCGA-A8-A081-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PTGS2SNVMissense_Mutationrs200204426c.898G>Ap.Asp300Asnp.D300NP35354protein_codingdeleterious(0)probably_damaging(0.954)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PTGS2SNVMissense_Mutationc.112G>Ap.Asp38Asnp.D38NP35354protein_codingtolerated(0.1)benign(0.014)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
PTGS2SNVMissense_Mutationc.691C>Tp.Arg231Cysp.R231CP35354protein_codingdeleterious(0)probably_damaging(1)TCGA-E9-A1QZ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PTGS2SNVMissense_Mutationc.297N>Ap.Met99Ilep.M99IP35354protein_codingdeleterious(0)possibly_damaging(0.672)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PTGS2SNVMissense_Mutationnovelc.1565G>Ap.Gly522Aspp.G522DP35354protein_codingdeleterious(0)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PTGS2SNVMissense_Mutationc.1358G>Ap.Arg453Hisp.R453HP35354protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PTGS2SNVMissense_Mutationrs200132172c.284G>Ap.Arg95Glnp.R95QP35354protein_codingtolerated(0.11)benign(0.028)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PTGS2SNVMissense_Mutationc.1738N>Gp.Asn580Aspp.N580DP35354protein_codingtolerated(0.11)benign(0.205)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PTGS2SNVMissense_Mutationnovelc.1492N>Gp.Pro498Alap.P498AP35354protein_codingtolerated(0.19)benign(0.011)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<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
5743PTGS2DRUGGABLE GENOME, ENZYMETolmetinTOLMETIN
5743PTGS2DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL599MELOXICAM
5743PTGS2DRUGGABLE GENOME, ENZYMEIBUPROFENIBUPROFEN
5743PTGS2DRUGGABLE GENOME, ENZYMEPHENYLBUTAZONEPHENYLBUTAZONE
5743PTGS2DRUGGABLE GENOME, ENZYMENEPAFENACNEPAFENAC
5743PTGS2DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL2105683NAPROXEN ETEMESIL
5743PTGS2DRUGGABLE GENOME, ENZYMEatenololATENOLOL
5743PTGS2DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL876MECLOFENAMATE SODIUM
5743PTGS2DRUGGABLE GENOME, ENZYMEOXAPROZINOXAPROZIN
5743PTGS2DRUGGABLE GENOME, ENZYMEKETOPROFENKETOPROFEN
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