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Untargeted Metabolomics Profiling Reveals Perturbations in Arginine-NO Metabolism in Middle Eastern Patients with Coronary Heart Disease
Coronary heart disease (CHD) is a major cause of death in Middle Eastern (ME) populations, with current studies of the metabolic fingerprints of CHD lacking in diversity. Identification of specific biomarkers to uncover potential mechanisms for developing predictive models and targeted therapies for...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9230991/ https://www.ncbi.nlm.nih.gov/pubmed/35736450 http://dx.doi.org/10.3390/metabo12060517 |
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author | Ullah, Ehsan El-Menyar, Ayman Kunji, Khalid Elsousy, Reem Mokhtar, Haira R. B. Ahmad, Eiman Al-Nesf, Maryam Beotra, Alka Al-Maadheed, Mohammed Mohamed-Ali, Vidya Saad, Mohamad Al Suwaidi, Jassim |
author_facet | Ullah, Ehsan El-Menyar, Ayman Kunji, Khalid Elsousy, Reem Mokhtar, Haira R. B. Ahmad, Eiman Al-Nesf, Maryam Beotra, Alka Al-Maadheed, Mohammed Mohamed-Ali, Vidya Saad, Mohamad Al Suwaidi, Jassim |
author_sort | Ullah, Ehsan |
collection | PubMed |
description | Coronary heart disease (CHD) is a major cause of death in Middle Eastern (ME) populations, with current studies of the metabolic fingerprints of CHD lacking in diversity. Identification of specific biomarkers to uncover potential mechanisms for developing predictive models and targeted therapies for CHD is urgently needed for the least-studied ME populations. A case-control study was carried out in a cohort of 1001 CHD patients and 2999 controls. Untargeted metabolomics was used, generating 1159 metabolites. Univariate and pathway enrichment analyses were performed to understand functional changes in CHD. A metabolite risk score (MRS) was developed to assess the predictive performance of CHD using multivariate analysis and machine learning. A total of 511 metabolites were significantly different between the CHD patients and the controls (FDR p < 0.05). The enriched pathways (FDR p < 10(−300)) included D-arginine and D-ornithine metabolism, glycolysis, oxidation and degradation of branched chain fatty acids, and sphingolipid metabolism. MRS showed good discriminative power between the CHD cases and the controls (AUC = 0.99). In this first study in the Middle East, known and novel circulating metabolites and metabolic pathways associated with CHD were identified. A small panel of metabolites can efficiently discriminate CHD cases and controls and therefore can be used as a diagnostic/predictive tool. |
format | Online Article Text |
id | pubmed-9230991 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-92309912022-06-25 Untargeted Metabolomics Profiling Reveals Perturbations in Arginine-NO Metabolism in Middle Eastern Patients with Coronary Heart Disease Ullah, Ehsan El-Menyar, Ayman Kunji, Khalid Elsousy, Reem Mokhtar, Haira R. B. Ahmad, Eiman Al-Nesf, Maryam Beotra, Alka Al-Maadheed, Mohammed Mohamed-Ali, Vidya Saad, Mohamad Al Suwaidi, Jassim Metabolites Article Coronary heart disease (CHD) is a major cause of death in Middle Eastern (ME) populations, with current studies of the metabolic fingerprints of CHD lacking in diversity. Identification of specific biomarkers to uncover potential mechanisms for developing predictive models and targeted therapies for CHD is urgently needed for the least-studied ME populations. A case-control study was carried out in a cohort of 1001 CHD patients and 2999 controls. Untargeted metabolomics was used, generating 1159 metabolites. Univariate and pathway enrichment analyses were performed to understand functional changes in CHD. A metabolite risk score (MRS) was developed to assess the predictive performance of CHD using multivariate analysis and machine learning. A total of 511 metabolites were significantly different between the CHD patients and the controls (FDR p < 0.05). The enriched pathways (FDR p < 10(−300)) included D-arginine and D-ornithine metabolism, glycolysis, oxidation and degradation of branched chain fatty acids, and sphingolipid metabolism. MRS showed good discriminative power between the CHD cases and the controls (AUC = 0.99). In this first study in the Middle East, known and novel circulating metabolites and metabolic pathways associated with CHD were identified. A small panel of metabolites can efficiently discriminate CHD cases and controls and therefore can be used as a diagnostic/predictive tool. MDPI 2022-06-03 /pmc/articles/PMC9230991/ /pubmed/35736450 http://dx.doi.org/10.3390/metabo12060517 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Ullah, Ehsan El-Menyar, Ayman Kunji, Khalid Elsousy, Reem Mokhtar, Haira R. B. Ahmad, Eiman Al-Nesf, Maryam Beotra, Alka Al-Maadheed, Mohammed Mohamed-Ali, Vidya Saad, Mohamad Al Suwaidi, Jassim Untargeted Metabolomics Profiling Reveals Perturbations in Arginine-NO Metabolism in Middle Eastern Patients with Coronary Heart Disease |
title | Untargeted Metabolomics Profiling Reveals Perturbations in Arginine-NO Metabolism in Middle Eastern Patients with Coronary Heart Disease |
title_full | Untargeted Metabolomics Profiling Reveals Perturbations in Arginine-NO Metabolism in Middle Eastern Patients with Coronary Heart Disease |
title_fullStr | Untargeted Metabolomics Profiling Reveals Perturbations in Arginine-NO Metabolism in Middle Eastern Patients with Coronary Heart Disease |
title_full_unstemmed | Untargeted Metabolomics Profiling Reveals Perturbations in Arginine-NO Metabolism in Middle Eastern Patients with Coronary Heart Disease |
title_short | Untargeted Metabolomics Profiling Reveals Perturbations in Arginine-NO Metabolism in Middle Eastern Patients with Coronary Heart Disease |
title_sort | untargeted metabolomics profiling reveals perturbations in arginine-no metabolism in middle eastern patients with coronary heart disease |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9230991/ https://www.ncbi.nlm.nih.gov/pubmed/35736450 http://dx.doi.org/10.3390/metabo12060517 |
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