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Cardiovascular risk of metabolically healthy obesity in two european populations: Prevention potential from a metabolomic study

BACKGROUND: A new definition of metabolically healthy obesity (MHO) has recently been proposed to stratify the heterogeneous mortality risk of obesity. Metabolomic profiling provides clues to metabolic alterations beyond clinical definition. We aimed to evaluate the association between MHO and cardi...

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Autores principales: Wei, Dongmei, González-Marrachelli, Vannina, Melgarejo, Jesus D, Liao, Chia-Te, Hu, Angie, Janssens, Stefan, Verhamme, Peter, Van Aelst, Lucas, Vanassche, Thomas, Redon, Josep, Tellez-Plaza, Maria, Martin-Escudero, Juan C, Monleon, Daniel, Zhang, Zhen-Yu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10082537/
https://www.ncbi.nlm.nih.gov/pubmed/37029406
http://dx.doi.org/10.1186/s12933-023-01815-6
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author Wei, Dongmei
González-Marrachelli, Vannina
Melgarejo, Jesus D
Liao, Chia-Te
Hu, Angie
Janssens, Stefan
Verhamme, Peter
Van Aelst, Lucas
Vanassche, Thomas
Redon, Josep
Tellez-Plaza, Maria
Martin-Escudero, Juan C
Monleon, Daniel
Zhang, Zhen-Yu
author_facet Wei, Dongmei
González-Marrachelli, Vannina
Melgarejo, Jesus D
Liao, Chia-Te
Hu, Angie
Janssens, Stefan
Verhamme, Peter
Van Aelst, Lucas
Vanassche, Thomas
Redon, Josep
Tellez-Plaza, Maria
Martin-Escudero, Juan C
Monleon, Daniel
Zhang, Zhen-Yu
author_sort Wei, Dongmei
collection PubMed
description BACKGROUND: A new definition of metabolically healthy obesity (MHO) has recently been proposed to stratify the heterogeneous mortality risk of obesity. Metabolomic profiling provides clues to metabolic alterations beyond clinical definition. We aimed to evaluate the association between MHO and cardiovascular events and assess its metabolomic pattern. METHODS: This prospective study included Europeans from two population-based studies, the FLEMENGHO and the Hortega study. A total of 2339 participants with follow-up were analyzed, including 2218 with metabolomic profiling. Metabolic health was developed from the third National Health and Nutrition Examination Survey and the UK biobank cohorts and defined as systolic blood pressure < 130 mmHg, no antihypertensive drugs, waist-to-hip ratio < 0.95 for women or 1.03 for men, and the absence of diabetes. BMI categories included normal weight, overweight, and obesity (BMI < 25, 25–30, ≥ 30 kg/m(2)). Participants were classified into six subgroups according to BMI category and metabolic healthy status. Outcomes were fatal and nonfatal composited cardiovascular events. RESULTS: Of 2339 participants, the mean age was 51 years, 1161 (49.6%) were women, 434 (18.6%) had obesity, 117 (5.0%) were classified as MHO, and both cohorts had similar characteristics. Over a median of 9.2-year (3.7–13.0) follow-up, 245 cardiovascular events occurred. Compared to those with metabolically healthy normal weight, individuals with metabolic unhealthy status had a higher risk of cardiovascular events, regardless of BMI category (adjusted HR: 3.30 [95% CI: 1.73–6.28] for normal weight, 2.50 [95% CI: 1.34–4.66] for overweight, and 3.42 [95% CI: 1.81–6.44] for obesity), whereas those with MHO were not at increased risk of cardiovascular events (HR: 1.11 [95% CI: 0.36–3.45]). Factor analysis identified a metabolomic factor mainly associated with glucose regulation, which was associated with cardiovascular events (HR: 1.22 [95% CI: 1.10–1.36]). Individuals with MHO tended to present a higher metabolomic factor score than those with metabolically healthy normal weight (0.175 vs. -0.057, P = 0.019), and the score was comparable to metabolically unhealthy obesity (0.175 vs. -0.080, P = 0.91). CONCLUSIONS: Individuals with MHO may not present higher short-term cardiovascular risk but tend to have a metabolomic pattern associated with higher cardiovascular risk, emphasizing a need for early intervention. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12933-023-01815-6.
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spelling pubmed-100825372023-04-09 Cardiovascular risk of metabolically healthy obesity in two european populations: Prevention potential from a metabolomic study Wei, Dongmei González-Marrachelli, Vannina Melgarejo, Jesus D Liao, Chia-Te Hu, Angie Janssens, Stefan Verhamme, Peter Van Aelst, Lucas Vanassche, Thomas Redon, Josep Tellez-Plaza, Maria Martin-Escudero, Juan C Monleon, Daniel Zhang, Zhen-Yu Cardiovasc Diabetol Research BACKGROUND: A new definition of metabolically healthy obesity (MHO) has recently been proposed to stratify the heterogeneous mortality risk of obesity. Metabolomic profiling provides clues to metabolic alterations beyond clinical definition. We aimed to evaluate the association between MHO and cardiovascular events and assess its metabolomic pattern. METHODS: This prospective study included Europeans from two population-based studies, the FLEMENGHO and the Hortega study. A total of 2339 participants with follow-up were analyzed, including 2218 with metabolomic profiling. Metabolic health was developed from the third National Health and Nutrition Examination Survey and the UK biobank cohorts and defined as systolic blood pressure < 130 mmHg, no antihypertensive drugs, waist-to-hip ratio < 0.95 for women or 1.03 for men, and the absence of diabetes. BMI categories included normal weight, overweight, and obesity (BMI < 25, 25–30, ≥ 30 kg/m(2)). Participants were classified into six subgroups according to BMI category and metabolic healthy status. Outcomes were fatal and nonfatal composited cardiovascular events. RESULTS: Of 2339 participants, the mean age was 51 years, 1161 (49.6%) were women, 434 (18.6%) had obesity, 117 (5.0%) were classified as MHO, and both cohorts had similar characteristics. Over a median of 9.2-year (3.7–13.0) follow-up, 245 cardiovascular events occurred. Compared to those with metabolically healthy normal weight, individuals with metabolic unhealthy status had a higher risk of cardiovascular events, regardless of BMI category (adjusted HR: 3.30 [95% CI: 1.73–6.28] for normal weight, 2.50 [95% CI: 1.34–4.66] for overweight, and 3.42 [95% CI: 1.81–6.44] for obesity), whereas those with MHO were not at increased risk of cardiovascular events (HR: 1.11 [95% CI: 0.36–3.45]). Factor analysis identified a metabolomic factor mainly associated with glucose regulation, which was associated with cardiovascular events (HR: 1.22 [95% CI: 1.10–1.36]). Individuals with MHO tended to present a higher metabolomic factor score than those with metabolically healthy normal weight (0.175 vs. -0.057, P = 0.019), and the score was comparable to metabolically unhealthy obesity (0.175 vs. -0.080, P = 0.91). CONCLUSIONS: Individuals with MHO may not present higher short-term cardiovascular risk but tend to have a metabolomic pattern associated with higher cardiovascular risk, emphasizing a need for early intervention. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12933-023-01815-6. BioMed Central 2023-04-07 /pmc/articles/PMC10082537/ /pubmed/37029406 http://dx.doi.org/10.1186/s12933-023-01815-6 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
Wei, Dongmei
González-Marrachelli, Vannina
Melgarejo, Jesus D
Liao, Chia-Te
Hu, Angie
Janssens, Stefan
Verhamme, Peter
Van Aelst, Lucas
Vanassche, Thomas
Redon, Josep
Tellez-Plaza, Maria
Martin-Escudero, Juan C
Monleon, Daniel
Zhang, Zhen-Yu
Cardiovascular risk of metabolically healthy obesity in two european populations: Prevention potential from a metabolomic study
title Cardiovascular risk of metabolically healthy obesity in two european populations: Prevention potential from a metabolomic study
title_full Cardiovascular risk of metabolically healthy obesity in two european populations: Prevention potential from a metabolomic study
title_fullStr Cardiovascular risk of metabolically healthy obesity in two european populations: Prevention potential from a metabolomic study
title_full_unstemmed Cardiovascular risk of metabolically healthy obesity in two european populations: Prevention potential from a metabolomic study
title_short Cardiovascular risk of metabolically healthy obesity in two european populations: Prevention potential from a metabolomic study
title_sort cardiovascular risk of metabolically healthy obesity in two european populations: prevention potential from a metabolomic study
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10082537/
https://www.ncbi.nlm.nih.gov/pubmed/37029406
http://dx.doi.org/10.1186/s12933-023-01815-6
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