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Al-Sulaiti H, Almaliti J, Naman CB, Al Thani AA, Yassine HM. Metabolomics Approaches for the Diagnosis, Treatment, and Better Disease Management of Viral Infections. Metabolites 2023; 13:948. [PMID: 37623891 PMCID: PMC10456346 DOI: 10.3390/metabo13080948] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Revised: 06/29/2023] [Accepted: 06/30/2023] [Indexed: 08/26/2023] Open
Abstract
Metabolomics is an analytical approach that involves profiling and comparing the metabolites present in biological samples. This scoping review article offers an overview of current metabolomics approaches and their utilization in evaluating metabolic changes in biological fluids that occur in response to viral infections. Here, we provide an overview of metabolomics methods including high-throughput analytical chemistry and multivariate data analysis to identify the specific metabolites associated with viral infections. This review also focuses on data interpretation and applications designed to improve our understanding of the pathogenesis of these viral diseases.
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Affiliation(s)
- Haya Al-Sulaiti
- QU Health, Qatar University, Doha P.O. Box 2713, Qatar; (H.A.-S.); (A.A.A.T.)
- Biomedical Research Center, Qatar University, Doha P.O. Box 2713, Qatar
| | - Jehad Almaliti
- Scripps Institution of Oceanography, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA P.O. Box 92093, USA;
- Department of Pharmaceutical Sciences, College of Pharmacy, The University of Jordan, Amman P.O. Box 11942, Jordan
| | - C. Benjamin Naman
- Department of Science and Conservation, San Diego Botanic Garden, Encinitas, CA P.O. Box 92024, USA;
| | - Asmaa A. Al Thani
- QU Health, Qatar University, Doha P.O. Box 2713, Qatar; (H.A.-S.); (A.A.A.T.)
- Biomedical Research Center, Qatar University, Doha P.O. Box 2713, Qatar
- College of Health Sciences, QU-Health, Qatar University, Doha P.O. Box 2713, Qatar
| | - Hadi M. Yassine
- Biomedical Research Center, Qatar University, Doha P.O. Box 2713, Qatar
- College of Health Sciences, QU-Health, Qatar University, Doha P.O. Box 2713, Qatar
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Systematic Review of NMR-Based Metabolomics Practices in Human Disease Research. Metabolites 2022; 12:metabo12100963. [PMID: 36295865 PMCID: PMC9609461 DOI: 10.3390/metabo12100963] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2022] [Revised: 10/10/2022] [Accepted: 10/10/2022] [Indexed: 12/02/2022] Open
Abstract
Nuclear magnetic resonance (NMR) spectroscopy is one of the principal analytical techniques for metabolomics. It has the advantages of minimal sample preparation and high reproducibility, making it an ideal technique for generating large amounts of metabolomics data for biobanks and large-scale studies. Metabolomics is a popular “omics” technology and has established itself as a comprehensive exploratory biomarker tool; however, it has yet to reach its collaborative potential in data collation due to the lack of standardisation of the metabolomics workflow seen across small-scale studies. This systematic review compiles the different NMR metabolomics methods used for serum, plasma, and urine studies, from sample collection to data analysis, that were most popularly employed over a two-year period in 2019 and 2020. It also outlines how these methods influence the raw data and the downstream interpretations, and the importance of reporting for reproducibility and result validation. This review can act as a valuable summary of NMR metabolomic workflows that are actively used in human biofluid research and will help guide the workflow choice for future research.
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Nuñez-Gil IJ, Andrés M, Benito B, Bernardo E, Vedia O, Ferreira-Gonzalez I, Barba I. Serum Metabolomic Analysis Suggests Impairment of Myocardial Energy Production in Takotsubo Syndrome. Metabolites 2021; 11:metabo11070439. [PMID: 34357333 PMCID: PMC8303832 DOI: 10.3390/metabo11070439] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2021] [Revised: 06/25/2021] [Accepted: 06/30/2021] [Indexed: 11/16/2022] Open
Abstract
INTRODUCTION Takotsubo syndrome is a complex entity that, although it usually has a good prognosis, can be life threatening. While recent advances have improved the knowledge of takotsubo syndrome, many aspects of its etiology still remain uncertain. Metabolomics, a hypothesis generating approach, could provide novel pathophysiology information about this disease. METHODS AND RESULTS Serum samples were obtained from takotsubo (n = 19) and acute myocardial infarction patients (n = 8) at the cath lab and, in the case of takotsubo, again once the patient had recovered, 3 months after the main event. 1H NMR spectra of the serum were acquired at 9.4T using a CPMG pulse sequence (32 ms effective delay). Supervised and unsupervised pattern recognition approaches where applied to the data. Pattern recognition was able to differentiate between takotsubo and acute myocardial infarction during the acute phase with 95% accuracy. Myocardial infarction patients showed an increase in lipid signals, a known risk factor for the disease while takotsubo patients showed a relative increase in acetate that could suggest a reduced turnover of the Krebs cycle. When comparing acute and recovered phases, we could detect an increase in alanine and creatine once patients recovered. CONCLUSIONS Our results demonstrate that takotsubo syndrome is metabolically different than AMI, showing limited myocardial energy production capacity during the acute phase. We achieved high classification success against AMI; however, this study should be considered as a proof of concept regarding clinical application of metabolic profiling in takotsubo cardiomyopathy.
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Affiliation(s)
- Iván J. Nuñez-Gil
- Interventional Cardiology Unit, Cardiovascular Institute, Hospital Clínico San Carlos, Calle del Prof Martín Lagos, s/n, 28040 Madrid, Spain; (I.J.N.-G.); (E.B.); (O.V.)
| | - Mireia Andrés
- Cardiovascular Diseases Research Group, Department of Cardiology, Vall d’Hebron Institut de Recerca (VHIR), Vall d’Hebron Hospital Universitari, Passeig Vall d’Hebron 119-129, 08035 Barcelona, Spain; (M.A.); (B.B.)
| | - Begoña Benito
- Cardiovascular Diseases Research Group, Department of Cardiology, Vall d’Hebron Institut de Recerca (VHIR), Vall d’Hebron Hospital Universitari, Passeig Vall d’Hebron 119-129, 08035 Barcelona, Spain; (M.A.); (B.B.)
- Centro de Investigación Biomédica en Red (CIBER) de Enfermedades Cardiovasculares (CIBERCV), Instituto de Salud Carlos III, 28029 Madrid, Spain
| | - Esther Bernardo
- Interventional Cardiology Unit, Cardiovascular Institute, Hospital Clínico San Carlos, Calle del Prof Martín Lagos, s/n, 28040 Madrid, Spain; (I.J.N.-G.); (E.B.); (O.V.)
| | - Oscar Vedia
- Interventional Cardiology Unit, Cardiovascular Institute, Hospital Clínico San Carlos, Calle del Prof Martín Lagos, s/n, 28040 Madrid, Spain; (I.J.N.-G.); (E.B.); (O.V.)
| | - Ignacio Ferreira-Gonzalez
- Cardiovascular Diseases Research Group, Department of Cardiology, Vall d’Hebron Institut de Recerca (VHIR), Vall d’Hebron Hospital Universitari, Passeig Vall d’Hebron 119-129, 08035 Barcelona, Spain; (M.A.); (B.B.)
- Centro de Investigación Biomédica en Red (CIBER) de Enfermedades Cardiovasculares (CIBERCV), Instituto de Salud Carlos III, 28029 Madrid, Spain
- Correspondence: (I.F.-G.); (I.B.)
| | - Ignasi Barba
- Cardiovascular Diseases Research Group, Department of Cardiology, Vall d’Hebron Institut de Recerca (VHIR), Vall d’Hebron Hospital Universitari, Passeig Vall d’Hebron 119-129, 08035 Barcelona, Spain; (M.A.); (B.B.)
- Faculty of Medicine, University of Vic-Central University of Catalonia (UVicUCC), Can Baumann, Ctra, de Roda, 70, 08500 Vic, Spain
- Vall d’Hebron Institut d’Oncologia (VHIO), CELLEX CENTER C/ Natzaret 115-117, 08035 Barcelona, Spain
- Correspondence: (I.F.-G.); (I.B.)
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Nicolescu A, Blanita D, Boiciuc C, Hlistun V, Cristea M, Rotaru D, Pinzari L, Oglinda A, Stamati A, Tarcomnicu I, Tutulan-Cunita A, Stambouli D, Gladun S, Revenco N, Uşurelu N, Deleanu C. Monitoring Methylmalonic Aciduria by NMR Urinomics. Molecules 2020; 25:molecules25225312. [PMID: 33202577 PMCID: PMC7697698 DOI: 10.3390/molecules25225312] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Revised: 10/28/2020] [Accepted: 11/06/2020] [Indexed: 12/19/2022] Open
Abstract
The paper reports on monitoring methylmalonic aciduria (MMA)-specific and non-specific metabolites via NMR urinomics. Five patients have been monitored over periods of time; things involved were diet, medication and occasional episodes of failing to comply with prescribed diets. An extended dataset of targeted metabolites is presented, and correlations with the type of MMA are underlined. A survey of previous NMR studies on MMA is also presented.
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Affiliation(s)
- Alina Nicolescu
- “Petru Poni” Institute of Macromolecular Chemistry, Romanian Academy, Aleea Grigore Ghica Voda 41A, RO-700487 Iasi, Romania;
- “C. D. Nenitescu” Centre of Organic Chemistry, Romanian Academy, Spl. Independentei 202B, RO-060023 Bucharest, Romania
- Correspondence: (A.N.); (N.U.); or (C.D.); Tel.: +40-744-340-456 (C.D.)
| | - Daniela Blanita
- Institute of Mother and Child, Str. Burebista 93, MD-2062 Chisinau, Moldova; (D.B.); (C.B.); (V.H.); (L.P.); (S.G.)
| | - Chiril Boiciuc
- Institute of Mother and Child, Str. Burebista 93, MD-2062 Chisinau, Moldova; (D.B.); (C.B.); (V.H.); (L.P.); (S.G.)
| | - Victoria Hlistun
- Institute of Mother and Child, Str. Burebista 93, MD-2062 Chisinau, Moldova; (D.B.); (C.B.); (V.H.); (L.P.); (S.G.)
| | - Mihaela Cristea
- “Petru Poni” Institute of Macromolecular Chemistry, Romanian Academy, Aleea Grigore Ghica Voda 41A, RO-700487 Iasi, Romania;
| | - Dorina Rotaru
- “Gheorghe Palade” City Clinical Hospital, Str. Melestiu 20, MD-2001 Chisinau, Moldova;
| | - Ludmila Pinzari
- Institute of Mother and Child, Str. Burebista 93, MD-2062 Chisinau, Moldova; (D.B.); (C.B.); (V.H.); (L.P.); (S.G.)
| | - Ana Oglinda
- “Nicolae Testemitanu” State University of Medicine and Pharmacy, Bd. Stefan cel Mare si Sfint 165, MD-2004 Chisinau, Moldova; (A.O.); (A.S.); (N.R.)
| | - Adela Stamati
- “Nicolae Testemitanu” State University of Medicine and Pharmacy, Bd. Stefan cel Mare si Sfint 165, MD-2004 Chisinau, Moldova; (A.O.); (A.S.); (N.R.)
| | - Isabela Tarcomnicu
- Cytogenomic Medical Laboratory, Calea Floreasca 35, RO-014453 Bucharest, Romania; (I.T.); (A.T.-C.); (D.S.)
| | - Andreea Tutulan-Cunita
- Cytogenomic Medical Laboratory, Calea Floreasca 35, RO-014453 Bucharest, Romania; (I.T.); (A.T.-C.); (D.S.)
| | - Danae Stambouli
- Cytogenomic Medical Laboratory, Calea Floreasca 35, RO-014453 Bucharest, Romania; (I.T.); (A.T.-C.); (D.S.)
| | - Sergiu Gladun
- Institute of Mother and Child, Str. Burebista 93, MD-2062 Chisinau, Moldova; (D.B.); (C.B.); (V.H.); (L.P.); (S.G.)
| | - Ninel Revenco
- “Nicolae Testemitanu” State University of Medicine and Pharmacy, Bd. Stefan cel Mare si Sfint 165, MD-2004 Chisinau, Moldova; (A.O.); (A.S.); (N.R.)
| | - Natalia Uşurelu
- Institute of Mother and Child, Str. Burebista 93, MD-2062 Chisinau, Moldova; (D.B.); (C.B.); (V.H.); (L.P.); (S.G.)
- Correspondence: (A.N.); (N.U.); or (C.D.); Tel.: +40-744-340-456 (C.D.)
| | - Calin Deleanu
- “Petru Poni” Institute of Macromolecular Chemistry, Romanian Academy, Aleea Grigore Ghica Voda 41A, RO-700487 Iasi, Romania;
- “C. D. Nenitescu” Centre of Organic Chemistry, Romanian Academy, Spl. Independentei 202B, RO-060023 Bucharest, Romania
- Correspondence: (A.N.); (N.U.); or (C.D.); Tel.: +40-744-340-456 (C.D.)
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Metabolomics Applications in Children: A Right Way to Go. Metabolites 2020; 10:metabo10090364. [PMID: 32911604 PMCID: PMC7569896 DOI: 10.3390/metabo10090364] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2020] [Accepted: 09/04/2020] [Indexed: 11/17/2022] Open
Abstract
Metabolomics is a new science based on the study of the metabolome, representing the set of all the metabolites of a biological organism, which are the final products of its gene expression. Metabolomics appears to be a promising tool in perinatal studies, such as hypoxic–ischemic encephalopathy (HIE), intrauterine growth restriction (IUGR), congenital infections, genetic diseases, neonatal nutrition.
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Beltran C, Pardo R, Bou-Teen D, Ruiz-Meana M, Villena JA, Ferreira-González I, Barba I. Enhancing Glycolysis Protects against Ischemia-Reperfusion Injury by Reducing ROS Production. Metabolites 2020; 10:metabo10040132. [PMID: 32235559 PMCID: PMC7240969 DOI: 10.3390/metabo10040132] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2020] [Accepted: 03/27/2020] [Indexed: 01/26/2023] Open
Abstract
After myocardial ischemia-reperfusion, fatty acid oxidation shows fast recovery while glucose oxidation rates remain depressed. A metabolic shift aimed at increasing glucose oxidation has shown to be beneficial in models of myocardial ischemia-reperfusion. However, strategies aimed at increasing glucose consumption in the clinic have provided mixed results and have not yet reached routine clinical practice. A better understanding of the mechanisms underlying the protection afforded by increased glucose oxidation may facilitate the transfer to the clinic. The purpose of this study was to evaluate if the modulation of reactive oxygen species (ROS) was involved in the protection afforded by increased glucose oxidation. Firstly, we characterized an H9C2 cellular model in which the use of glucose or galactose as substrates can modulate glycolysis and oxidative phosphorylation pathways. In this model, there were no differences in morphology, cell number, or ATP and PCr levels. However, galactose-grown cells consumed more oxygen and had an increased Krebs cycle turnover, while cells grown in glucose had increased aerobic glycolysis rate as demonstrated by higher lactate and alanine production. Increased aerobic glycolysis was associated with reduced ROS levels and protected the cells against simulated ischemia-reperfusion injury. Furthermore, ROS scavenger N-acetyl cysteine (NAC) was able to reduce the amount of ROS and to prevent cell death. Lastly, cells grown in galactose showed higher activation of mTOR/Akt signaling pathways. In conclusion, our results provide evidence indicating that metabolic shift towards increased glycolysis reduces mitochondrial ROS production and prevents cell death during ischemia-reperfusion injury.
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Affiliation(s)
- Claudia Beltran
- Cardiovascular Diseases Research Group, Department of Cardiology, Vall d’Hebron University Hospital and Research Institute, Universitat Autònoma de Barcelona, 08025 Barcelona, Spain; (C.B.); (D.B.-T.); (M.R.-M.)
| | - Rosario Pardo
- Laboratory of Metabolism and Obesity, Vall d’Hebron Research Institute, Universitat Autònoma de Barcelona, 08025 Barcelona, Spain; (R.P.); (J.A.V.)
| | - Diana Bou-Teen
- Cardiovascular Diseases Research Group, Department of Cardiology, Vall d’Hebron University Hospital and Research Institute, Universitat Autònoma de Barcelona, 08025 Barcelona, Spain; (C.B.); (D.B.-T.); (M.R.-M.)
| | - Marisol Ruiz-Meana
- Cardiovascular Diseases Research Group, Department of Cardiology, Vall d’Hebron University Hospital and Research Institute, Universitat Autònoma de Barcelona, 08025 Barcelona, Spain; (C.B.); (D.B.-T.); (M.R.-M.)
| | - Josep A. Villena
- Laboratory of Metabolism and Obesity, Vall d’Hebron Research Institute, Universitat Autònoma de Barcelona, 08025 Barcelona, Spain; (R.P.); (J.A.V.)
- Centro de Investigación Biomédica en Red sobre Diabetes y Enfermedades Metabólicas Asociadas (CIBER-DEM), 28029 Madrid, Spain
| | - Ignacio Ferreira-González
- Cardiovascular Diseases Research Group, Department of Cardiology, Vall d’Hebron University Hospital and Research Institute, Universitat Autònoma de Barcelona, 08025 Barcelona, Spain; (C.B.); (D.B.-T.); (M.R.-M.)
- Centro de Investigación Biomédica en Red sobre Epidemiología y Salud Pública (CIBERESP), 28029 Madrid, Spain
- Correspondence: (I.F.-G.); (I.B.)
| | - Ignasi Barba
- Cardiovascular Diseases Research Group, Department of Cardiology, Vall d’Hebron University Hospital and Research Institute, Universitat Autònoma de Barcelona, 08025 Barcelona, Spain; (C.B.); (D.B.-T.); (M.R.-M.)
- Centro de Investigación Biomédica en Red sobre Enfermedades Cardiovasculares (CIBER-CV), 28029 Madrid, Spain
- Facultat de Medicina. Universitat de Vic – Universitat Central de Catalunya (UVic- UCC), 08500 Vic, Barcelona, Spain
- Correspondence: (I.F.-G.); (I.B.)
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