Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
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
_version_ 1784735218125504512
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
work_keys_str_mv AT ullahehsan untargetedmetabolomicsprofilingrevealsperturbationsinargininenometabolisminmiddleeasternpatientswithcoronaryheartdisease
AT elmenyarayman untargetedmetabolomicsprofilingrevealsperturbationsinargininenometabolisminmiddleeasternpatientswithcoronaryheartdisease
AT kunjikhalid untargetedmetabolomicsprofilingrevealsperturbationsinargininenometabolisminmiddleeasternpatientswithcoronaryheartdisease
AT elsousyreem untargetedmetabolomicsprofilingrevealsperturbationsinargininenometabolisminmiddleeasternpatientswithcoronaryheartdisease
AT mokhtarhairarb untargetedmetabolomicsprofilingrevealsperturbationsinargininenometabolisminmiddleeasternpatientswithcoronaryheartdisease
AT ahmadeiman untargetedmetabolomicsprofilingrevealsperturbationsinargininenometabolisminmiddleeasternpatientswithcoronaryheartdisease
AT alnesfmaryam untargetedmetabolomicsprofilingrevealsperturbationsinargininenometabolisminmiddleeasternpatientswithcoronaryheartdisease
AT beotraalka untargetedmetabolomicsprofilingrevealsperturbationsinargininenometabolisminmiddleeasternpatientswithcoronaryheartdisease
AT almaadheedmohammed untargetedmetabolomicsprofilingrevealsperturbationsinargininenometabolisminmiddleeasternpatientswithcoronaryheartdisease
AT mohamedalividya untargetedmetabolomicsprofilingrevealsperturbationsinargininenometabolisminmiddleeasternpatientswithcoronaryheartdisease
AT saadmohamad untargetedmetabolomicsprofilingrevealsperturbationsinargininenometabolisminmiddleeasternpatientswithcoronaryheartdisease
AT alsuwaidijassim untargetedmetabolomicsprofilingrevealsperturbationsinargininenometabolisminmiddleeasternpatientswithcoronaryheartdisease