Sex-specific dietary patterns and their association with metabolic syndrome: Insights from a cross-sectional analysis.

Cluster analysis Dietary patterns Metabolic syndrome Principal component analysis Sex approach

Journal

Diabetes & metabolic syndrome
ISSN: 1878-0334
Titre abrégé: Diabetes Metab Syndr
Pays: Netherlands
ID NLM: 101462250

Informations de publication

Date de publication:
24 Sep 2024
Historique:
received: 22 12 2023
revised: 17 09 2024
accepted: 19 09 2024
medline: 27 9 2024
pubmed: 27 9 2024
entrez: 26 9 2024
Statut: aheadofprint

Résumé

This study aims to identify a posteriori dietary patterns with a sex approach and to evaluate their association with metabolic syndrome criteria. Cross-sectional study conducted in 6821 men and women between 55 and 75 years of age. Forty-two food groups were analyzed from dietary information collected with food frequency questionnaires, using principal component analysis and cluster analysis and then information from both statistical methods was compared. Prevalences were calculated foreach cluster group, based on the number and types of metabolic syndrome criteria they met. Following principal component analysis, two dietary patterns labeled "healthy" and "unhealthy" were identified in both men and women, due to the presence of foods that are considered more or less healthy. These same dietary patterns were found in cluster analysis plus an "intermediate" cluster consisting of both healthy and unhealthy foods. The presence of metabolic syndrome is related to the "healthy" dietary pattern in women and to the "unhealthy" dietary pattern in men. Comparison of the two statistical approaches showed a high level of correlation between them (weighted Kappa = 0.703 in women and weighted Kappa = 0.691 in men). Adherence to both healthy and unhealthy dietary pattern appears to be related to the development of MS. The differences found by sex make it necessary to develop interventions with a sex-specific approach.

Identifiants

pubmed: 39326341
pii: S1871-4021(24)00184-X
doi: 10.1016/j.dsx.2024.103123
pii:
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

103123

Informations de copyright

Copyright © 2024 The Authors. Published by Elsevier Ltd.. All rights reserved.

Déclaration de conflit d'intérêts

Declaration of competing interest The authors declare the following financial interests/personal relationships which may be considered as potential competing interests: Miguel Angel Martinez Gonzalez reports financial support was provided by the European Research Council. Dr. Salas-Salvado and Dr. Vidal reports financial support was provided by Instituto de Salud Carlos III, through the Fondo de Investigación para la Salud, which is cofunded by the European Regional Development Fund. Dr Salas-Salvado reports financial support was provided by the Especial Action Project titled Implementación y evaluación de una intervención intensiva sobre la actividad física Cohorte PREDIMED-Plus grant. Dr Salas-Salvado reports financial support was provided by the Recercaixa grant (2013ACUP00194). PREDIMED-Plus study reports financial support was provided by Inter-institutional Council of Science and Technology. PREDIMED-Plus study reports financial support was provided by Government of Valencia. Dr. Estruch reports financial support was provided by Generalitat de Catalunya (SGR-2019). PREDIMED-Plus study reports financial support was provided by Consejería de Salud de la Junta de Andalucía. PREDIMED-Plus study reports financial support was provided by Government of Valencia. Vicente Martin Sanchez reports financial support was provided by A SEMERGEN (Sociedad Española de Médicos de Atención Primaria) grant. PREDIMED-Plus study reports financial support was provided by EU-COST (European Cooperation in Science and Technology) Action CA16112. Research group number 35 2011 reports financial support was provided by Balearic Islands Government. PREDIMED-Plus reports financial support was provided by Grants from IDISBA (Instituto de Investigación Sanitaria Islas Baleares). PREDIMED-Plus reports financial support was provided by European Regional Development Fund. PREDIMED-Plus reports financial support was provided by The European Commission (EAT2BENI-CE_H2020_SFS2016). Jadwiga Konieczna reports financial support was provided by State Agency of Research. PREDIMED-Plus reports financial support was provided by INSA-Ma María de Maeztu Unit of Excellence. Dr Estruch reports a relationship with Cerveza y Salud, Spain, and Fundacion Dieta Mediterranea that includes: funding grants. Dr Estruch reports a relationship with Brewers of Europe, Fundacion Cerveza y Salud, Pernod Ricard, Instituto Cervantes, Instituto Cervantes, Instituto Cervantes Japan, Lilly Laboratories, and Wine and Culinary International Forum that includes: speaking and lecture fees. Dr Ros reports a relationship with the California Walnut Commission, Alexion, Sanofi Aventis, Ferrer International, Danone, Merck Sharp Dohme, Amarin that includes: funding grants, non-financial support, and speaking and lecture fees. Dr Lamuela-Raventos reports a relationship with Cerveceros de España, Adventia, Ecoveritas, that includes: consulting or advisory. Dr Salas Salvado reports a relationship with Instituto de Salud Carlos III, Ministerio de Educación y Ciencia, the European Commission, the US National Institutes of Health that includes: non-financial support. Dr Salas Salvado reports a relationship with from Eroski Foundation, Instituto Danone, Nestle, and Abbott Laboratories that includes: consulting or advisory and travel reimbursement. Dr Salas Salvado reports a relationship with Hojiblanca, Patrimonio Comunal Olivarero, the California Walnut Commission, Almond Board of California, La Morella Nuts, Pistachio Growers, and Borges that includes: non-financial support. Dr Salas Salvado reports a relationship with International Nut and Dried Foundation and the Eroski Foundation that includes: board membership and funding grants. Dr Salas Salvado reports a relationship with Instituto Danone and Board of Danone Institute International that includes: board membership and consulting or advisory. If there are other authors, they declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Auteurs

Mónica Lavinia Popescu (ML)

Departamento de Ciencias Biomédicas, Área de Medicina Preventiva y Salud Pública, Universidad de León, León, Spain.

María Rubín-García (M)

Departamento de Ciencias Biomédicas, Área de Medicina Preventiva y Salud Pública, Universidad de León, León, Spain; Grupo de Investigación en Interacciones Gen-Ambiente y Salud (GIIGAS) / Instituto de Biomedicina (IBIOMED), Universidad de León, León, Spain; CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain. Electronic address: mrubig@unileon.es.

Laura Álvarez-Álvarez (L)

Departamento de Ciencias Biomédicas, Área de Medicina Preventiva y Salud Pública, Universidad de León, León, Spain; Grupo de Investigación en Interacciones Gen-Ambiente y Salud (GIIGAS) / Instituto de Biomedicina (IBIOMED), Universidad de León, León, Spain.

Estefanía Toledo (E)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; University of Navarra, Department of Preventive Medicine and Public Health, IDISNA, Pamplona, Spain.

Dolores Corella (D)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Department of Preventive Medicine, University of Valencia, Valencia, Spain.

Jordi Salas-Salvadó (J)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Universitat Rovira I Virgili, Departament de Bioquímica I Biotecnologia, Unitat de Nutrició, Reus, Spain; Institut D'Investigació Sanitària Pere Virgili (IISPV), Alimentació, Nutrició, Desenvolupament I Salut Mental (ANUT-DSM), Reus, Spain.

Karla Alejandra Pérez-Vega (KA)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Unit of Cardiovascular Risk and Nutrition, Hospital Del Mar Medical Research Institute (IMIM), Barcelona, Spain.

J Alfredo Martínez (JA)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Department of Nutrition, Food Sciences, and Physiology, Center for Nutrition Research, University of Navarra, IdiSNA, Pamplona, Spain; Precision Nutrition and Cardiometabolic Health Program. IMDEA Food, CEI UAM + CSIC, Madrid, Spain; Departamento de Medicina y Endocrinología, Universidad de Valladolid, Valladolid, Spain.

Ángel M Alonso-Gómez (ÁM)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Bioaraba Health Research Institute, Cardiovascular, Respiratory and Metabolic Area, Osakidetza Basque Health Service, Araba University Hospital, University of the Basque Country UPV/EHU, Vitoria-Gasteiz, Spain.

Julia Wärnberg (J)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Department of Nursing. University of Málaga, Institute of Biomedical Research in Malaga (IBIMA), Málaga, Spain.

Jesús Vioque (J)

CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain; Instituto de Investigación Sanitaria y Biomédica de Alicante. Universidad Miguel Hernández (ISABIAL-UMH). Alicante, Spain.

Dora Romaguera (D)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Research Group on Nutritional Epidemiology & Cardiovascular Physiopathology (NUTRECOR), Health Research Institute of the Balearic Islands (IdISBa), University Hospital Son Espases (HUSE), Palma de Mallorca, Spain.

José López-Miranda (J)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Department of Internal Medicine, Maimonides Biomedical Research Institute of Cordoba (IMIBIC), Reina Sofia University Hospital, University of Cordoba, Cordoba, Spain.

Ramón Estruch (R)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Department of Internal Medicine, Institut D'Investigacions Biomèdiques August Pi Sunyer (IDIBAPS), Hospital Clinic, Institut de Recerca en Nutrició I Seguretat Alimentaria (INSA-UB), University of Barcelona, Barcelona, Spain.

Francisco J Tinahones (FJ)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Virgen de La Victoria Hospital, Department of Endocrinology, Instituto de Investigación Biomédica de Málaga (IBIMA), University of Málaga, Málaga, Spain.

José Lapetra (J)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Department of Family Medicine, Research Unit, Distrito Sanitario Atención Primaria Sevilla, Sevilla, Spain.

Luís Serra-Majem (L)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Research Institute of Biomedical and Health Sciences (IUIBS), University of Las Palmas de Gran Canaria & Centro Hospitalario Universitario Insular Materno Infantil (CHUIMI), Canarian Health Service, Las Palmas de, Gran Canaria, Spain.

Naomi Cano-Ibáñez (N)

CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain; Department of Preventive Medicine and Public Health, University of Granada, Instituto de Investigación Biosanitaria Ibs.Granada, Granada, Spain.

Josep A Tur (JA)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Research Group on Community Nutrition & Oxidative Stress, University of Balearic Islands, Palma de, Mallorca, Spain.

Roi Naveiro (R)

CUNEF Universidad, Madrid, Spain.

Xavier Pintó (X)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Lipids and Vascular Risk Unit, Internal Medicine, Hospital Universitario de Bellvitge-IDIBELL, Hospitalet de Llobregat, Barcelona, Spain.

Miguel Delgado-Rodríguez (M)

CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain; Division of Preventive Medicine, Faculty of Medicine, University of Jaén, Jaén, Spain.

María Ortiz-Ramos (M)

Department of Endocrinology and Nutrition, Instituto de Investigación Sanitaria Hospital Clínico San Carlos (IdISSC), Madrid, Spain.

Josep Vidal (J)

CIBER Diabetes y Enfermedades Metabólicas (CIBERDEM), Instituto de Salud Carlos III (ISCIII), Madrid, Spain; Department of Endocrinology, Institut D' Investigacions Biomédiques August Pi Sunyer (IDIBAPS), Hospital Clinic, University of Barcelona, Barcelona, Spain.

Clotilde Vázquez (C)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Department of Endocrinology and Nutrition, Hospital Fundación Jimenez Díaz. Instituto de Investigaciones Biomédicas IISFJD. University Autonoma, Madrid, Spain.

Lidia Daimiel (L)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Nutritional Control of the Epigenome Group. Precision Nutrition and Obesity Program. IMDEA Food, CEI UAM + CSIC, Madrid, Spain; Departamento de Ciencias Farmacéuticas y de La Salud, Faculty de Farmacia, Universidad San Pablo-CEU, CEU Universities, Boadilla Del Monte, Spain.

Emilio Ros (E)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Lipid Clinic, Department of Endocrinology and Nutrition, Institut D'Investigacions Biomèdiques August Pi Sunyer (IDIBAPS), Hospital Clínic, Barcelona, Spain.

Zenaida Vázquez-Ruiz (Z)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; University of Navarra, Department of Preventive Medicine and Public Health, IDISNA, Pamplona, Spain.

Nancy Babio (N)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Universitat Rovira I Virgili, Departament de Bioquímica I Biotecnologia, Unitat de Nutrició, Reus, Spain; Institut D'Investigació Sanitària Pere Virgili (IISPV), Alimentació, Nutrició, Desenvolupament I Salut Mental (ANUT-DSM), Reus, Spain.

Jose V Sorlí (JV)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Department of Preventive Medicine, University of Valencia, Valencia, Spain.

Olga Castañer (O)

CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain; Unit of Cardiovascular Risk and Nutrition, Hospital Del Mar Medical Research Institute (IMIM), Barcelona, Spain.

Antonio García-Rios (A)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Department of Internal Medicine, Maimonides Biomedical Research Institute of Cordoba (IMIBIC), Reina Sofia University Hospital, University of Cordoba, Cordoba, Spain.

Sandra González-Palacios (S)

CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain; Instituto de Investigación Sanitaria y Biomédica de Alicante. Universidad Miguel Hernández (ISABIAL-UMH). Alicante, Spain.

María Zulet (M)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Department of Nutrition, Food Sciences, and Physiology, Center for Nutrition Research, University of Navarra, IdiSNA, Pamplona, Spain.

Jadwiga Konieczna (J)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Research Group on Nutritional Epidemiology & Cardiovascular Physiopathology (NUTRECOR), Health Research Institute of the Balearic Islands (IdISBa), University Hospital Son Espases (HUSE), Palma de Mallorca, Spain.

Rosa Casas (R)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Department of Internal Medicine, Institut D'Investigacions Biomèdiques August Pi Sunyer (IDIBAPS), Hospital Clinic, Institut de Recerca en Nutrició I Seguretat Alimentaria (INSA-UB), University of Barcelona, Barcelona, Spain.

Paloma Masso-Guijarro (P)

Department of Preventive Medicine and Public Health, University of Granada, Instituto de Investigación Biosanitaria Ibs.Granada, Granada, Spain; Instituto de Investigación Biosanitaria de Granada (IBS.GRANADA), Preventive Medicine Unit, Universitary Hospital Virgen de Las Nieves, Granada, Spain.

Lucas Tojal-Sierra (L)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Bioaraba Health Research Institute, Cardiovascular, Respiratory and Metabolic Area, Osakidetza Basque Health Service, Araba University Hospital, University of the Basque Country UPV/EHU, Vitoria-Gasteiz, Spain.

Ana M Gómez-Pérez (AM)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Virgen de La Victoria Hospital, Department of Endocrinology, Instituto de Investigación Biomédica de Málaga (IBIMA), University of Málaga, Málaga, Spain.

Juan Carlos Cenoz-Osinaga (JC)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain.

Irene Valverde (I)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Universitat Rovira I Virgili, Departament de Bioquímica I Biotecnologia, Unitat de Nutrició, Reus, Spain; Institut D'Investigació Sanitària Pere Virgili (IISPV), Alimentació, Nutrició, Desenvolupament I Salut Mental (ANUT-DSM), Reus, Spain.

Rebeca Fernández-Carrión (R)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Department of Preventive Medicine, University of Valencia, Valencia, Spain.

Helmut Schröder (H)

CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain; Unit of Cardiovascular Risk and Nutrition, Hospital Del Mar Medical Research Institute (IMIM), Barcelona, Spain.

Antonio P Arenas Larriva (AP)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Department of Internal Medicine, Maimonides Biomedical Research Institute of Cordoba (IMIBIC), Reina Sofia University Hospital, University of Cordoba, Cordoba, Spain.

Laura Torres-Collado (L)

CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain; Instituto de Investigación Sanitaria y Biomédica de Alicante. Universidad Miguel Hernández (ISABIAL-UMH). Alicante, Spain.

Ana García-Arellano (A)

University of Navarra, Department of Preventive Medicine and Public Health, IDISNA, Pamplona, Spain; Osasunbidea, Servicio Navarro de Salud, Atención Primaria, Pamplona, Spain.

Antoni Palau-Galindo (A)

Universitat Rovira I Virgili, Departament de Bioquímica I Biotecnologia, Unitat de Nutrició, Reus, Spain; Institut D'Investigació Sanitària Pere Virgili (IISPV), Alimentació, Nutrició, Desenvolupament I Salut Mental (ANUT-DSM), Reus, Spain; ABS Reus V. Centre D'Assistència Primària Marià Fortuny. Salut Sant Joan de Reus - Baix Camp, Reus, Spain.

Montserrat Fitó (M)

Centro de Investigación Biomédica en Red Fisiopatología de La Obesidad y La Nutrición (CIBEROBN), Institute of Health Carlos III, Madrid, Spain; Unit of Cardiovascular Risk and Nutrition, Hospital Del Mar Medical Research Institute (IMIM), Barcelona, Spain.

Vicente Martín-Sánchez (V)

Departamento de Ciencias Biomédicas, Área de Medicina Preventiva y Salud Pública, Universidad de León, León, Spain; Grupo de Investigación en Interacciones Gen-Ambiente y Salud (GIIGAS) / Instituto de Biomedicina (IBIOMED), Universidad de León, León, Spain; CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain.

Tania Fernández-Villa (T)

Departamento de Ciencias Biomédicas, Área de Medicina Preventiva y Salud Pública, Universidad de León, León, Spain; Grupo de Investigación en Interacciones Gen-Ambiente y Salud (GIIGAS) / Instituto de Biomedicina (IBIOMED), Universidad de León, León, Spain; CIBER de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain.

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