Distinctive blood and salivary proteomics signatures in Qatari individuals at high risk for cardiovascular disease

Abstract Cardiovascular disease (CVD) remains a leading cause of global morbidity and mortality. Timely diagnosis is important in reducing both short and long-term health complications. Saliva has emerged as a potential source for biomarker discovery, offering a non-invasive tool for early detection...

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Main Authors: Ghada Yousif, Selvasankar Murugesan, Mohamed Nadhir Djekidel, Annalisa Terranegra, Giusy Gentilcore, Jean Charles Grivel, Souhaila Al Khodor
Format: Article
Language:English
Published: Nature Portfolio 2025-02-01
Series:Scientific Reports
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Online Access:https://doi.org/10.1038/s41598-025-87596-2
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author Ghada Yousif
Selvasankar Murugesan
Mohamed Nadhir Djekidel
Annalisa Terranegra
Giusy Gentilcore
Jean Charles Grivel
Souhaila Al Khodor
author_facet Ghada Yousif
Selvasankar Murugesan
Mohamed Nadhir Djekidel
Annalisa Terranegra
Giusy Gentilcore
Jean Charles Grivel
Souhaila Al Khodor
author_sort Ghada Yousif
collection DOAJ
description Abstract Cardiovascular disease (CVD) remains a leading cause of global morbidity and mortality. Timely diagnosis is important in reducing both short and long-term health complications. Saliva has emerged as a potential source for biomarker discovery, offering a non-invasive tool for early detection of individuals at elevated risk for CVD, yet large-scale extensive proteomic analysis using saliva for a comprehensive biomarker discovery remains limited. In an effort to develop a diagnostic tool using saliva samples, our study aims to assess the salivary and plasma proteomes in subjects with high risk of developing CVD using a large-scale proteomic approach. Leveraging on the SOMAscan platform, we analyzed 1,317 proteins in saliva and plasma collected from subjects at a high risk of CVD (HR-CVD) and compared the profiles to subjects with low risk of CVD (LR-CVD). Our analysis revealed significant differences in the plasma and salivary proteins between the two groups. Pathway enrichment analysis of the differentially detected proteins revealed that the immune system activation and extracellular matrix remodeling are the most enriched pathways in the CVD-HR group. Comparing proteomic signatures between plasma and saliva, we found approximately 42 and 17 differentially expressed proteins associated with CVD-HR uniquely expressed in plasma and saliva respectively. Additionally, we identified eight common CVD-risk biomarkers shared between both plasma and saliva, demonstrating promising diagnostic tools for identifying individuals at high risk of developing CVD. In conclusion, saliva proteomics holds a significant promise to identify subjects with a high risk to develop CVD. Further studies are needed to validate our findings.
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spelling doaj-art-f10cfcd9b5da4717bce809f2e68e527c2025-02-09T12:32:46ZengNature PortfolioScientific Reports2045-23222025-02-0115111410.1038/s41598-025-87596-2Distinctive blood and salivary proteomics signatures in Qatari individuals at high risk for cardiovascular diseaseGhada Yousif0Selvasankar Murugesan1Mohamed Nadhir Djekidel2Annalisa Terranegra3Giusy Gentilcore4Jean Charles Grivel5Souhaila Al Khodor6 Research Department, Sidra Medicine Research Department, Sidra Medicine Research Department, Sidra Medicine Research Department, Sidra Medicine Research Department, Sidra Medicine Research Department, Sidra Medicine Research Department, Sidra MedicineAbstract Cardiovascular disease (CVD) remains a leading cause of global morbidity and mortality. Timely diagnosis is important in reducing both short and long-term health complications. Saliva has emerged as a potential source for biomarker discovery, offering a non-invasive tool for early detection of individuals at elevated risk for CVD, yet large-scale extensive proteomic analysis using saliva for a comprehensive biomarker discovery remains limited. In an effort to develop a diagnostic tool using saliva samples, our study aims to assess the salivary and plasma proteomes in subjects with high risk of developing CVD using a large-scale proteomic approach. Leveraging on the SOMAscan platform, we analyzed 1,317 proteins in saliva and plasma collected from subjects at a high risk of CVD (HR-CVD) and compared the profiles to subjects with low risk of CVD (LR-CVD). Our analysis revealed significant differences in the plasma and salivary proteins between the two groups. Pathway enrichment analysis of the differentially detected proteins revealed that the immune system activation and extracellular matrix remodeling are the most enriched pathways in the CVD-HR group. Comparing proteomic signatures between plasma and saliva, we found approximately 42 and 17 differentially expressed proteins associated with CVD-HR uniquely expressed in plasma and saliva respectively. Additionally, we identified eight common CVD-risk biomarkers shared between both plasma and saliva, demonstrating promising diagnostic tools for identifying individuals at high risk of developing CVD. In conclusion, saliva proteomics holds a significant promise to identify subjects with a high risk to develop CVD. Further studies are needed to validate our findings.https://doi.org/10.1038/s41598-025-87596-2ProteomeSalivaQatar biobankCVDQatar GenomeProjectMachine Learning
spellingShingle Ghada Yousif
Selvasankar Murugesan
Mohamed Nadhir Djekidel
Annalisa Terranegra
Giusy Gentilcore
Jean Charles Grivel
Souhaila Al Khodor
Distinctive blood and salivary proteomics signatures in Qatari individuals at high risk for cardiovascular disease
Scientific Reports
Proteome
Saliva
Qatar biobank
CVD
Qatar GenomeProject
Machine Learning
title Distinctive blood and salivary proteomics signatures in Qatari individuals at high risk for cardiovascular disease
title_full Distinctive blood and salivary proteomics signatures in Qatari individuals at high risk for cardiovascular disease
title_fullStr Distinctive blood and salivary proteomics signatures in Qatari individuals at high risk for cardiovascular disease
title_full_unstemmed Distinctive blood and salivary proteomics signatures in Qatari individuals at high risk for cardiovascular disease
title_short Distinctive blood and salivary proteomics signatures in Qatari individuals at high risk for cardiovascular disease
title_sort distinctive blood and salivary proteomics signatures in qatari individuals at high risk for cardiovascular disease
topic Proteome
Saliva
Qatar biobank
CVD
Qatar GenomeProject
Machine Learning
url https://doi.org/10.1038/s41598-025-87596-2
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