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Use of Different Food Classification Systems to Assess the Association between Ultra-Processed Food Consumption and Cardiometabolic Health in an Elderly Population with Metabolic Syndrome (PREDIMED-Plus Cohort)

Authors :
Josep Vidal
Jose M. Ordovas
José Alfredo Martínez
Ángel M. Alonso-Gómez
Estefanía Toledo
Nerea Becerra-Tomás
Dolores Corella
Aurora Bueno-Cavanillas
Jessica Vaquero-Luna
María Concepción Barceló-Iglesias
Beatriz Pérez-Sanz
Antonio García Ríos
María Julia Ajejas Bazán
Ramon Estruch
Vicente Martín Sánchez
Rodrigo San-Cristobal
Miguel Ángel Martínez-González
Xavier Pintó
Dora Romaguera
Jesús Vioque
José J. Gaforio
Pilar Matía-Martín
Lluis Serra-Majem
Itziar Abete
Camille Lassale
Júlia Muñoz-Martínez
Jose Lopez-Miranda
Stephanie K. Nishi
José Lapetra
Lidia Daimiel
Anai Moreno-Rodriguez
Clotilde Vázquez
José V. Sorlí
Celia Martinez-Perez
José Manuel Santos-Lozano
Maira Bes-Rastrollo
Julia Wärnberg
Emilio Ros
María Rosa Bernal-López
Pilar Guallar-Castillón
Nancy Babio
Oscar Lecea-Juarez
María Dolores Zomeño
Olga Castañer
Josep A. Tur
Jordi Salas-Salvadó
Francisco J. Tinahones
Olga Portolés
Jadwiga Konieczna
[Martinez-Perez,C
Ordovás,JM
Daimiel,L] Nutritional Genomics and Epigenomics Group, Precision Nutrition and Obesity Program, IMDEA Food, CEI UAM + CSIC, Madrid, Spain. [San-Cristobal,R
Martinez
JA] Cardiometabolic Nutrition Group, Precision Nutrition and Cardiometabolic Health Program, IMDEA Food, CEI UAM + CSIC, Madrid, Spain. [Guallar-Castillon,P] Cardiovascular and Nutritional Epidemiology Group, IMDEA Food, CEI UAM + CSIC, Madrid, Spain. [Guallar-Castillon,P] Department of Preventive Medicine and Public Health, School of Medicine, Universidad Autónoma de Madrid—IdiPaz Hospital, Madrid, Spain. [Guallar-Castillon,P
Vioque,J
Bueno-Cavanillas,A
Martín Sánchez,V
Gaforio,JJ] Centro de Investigación Biomédica en Red de Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain. [Guallar-Castillon,P] Welch Center for Prevention, Epidemiology and Clinical Research, Johns Hopkins University, Baltimore, USA. [Martínez-González,MA
Salas-Salvadó,J
Corella,D
Castañer,O
Martinez,JA
Alonso-Gómez,AM
Wärnberg,J
Romaguera,D
López-Miranda,J
Estruch,R
Tinahones,FJ
Lapetra,J
Serra-Majem,L
Tur,JA
Pintó,X
Vázquez,C
Ros,E
Bes-Rastrollo,M
Babio,N
Sorlí,JV
Lassale,C
Vaquero-Luna,J
Konieczna,J
García Ríos,A
Santos-Lozano,JM
Toledo,E
Becerra-Tomás,N
Portoles,O
Abete,I
Moreno-Rodriguez,A] Centro de Investigación Biomédica en Red Fisiopatología de la Obesidad y Nutrición (CIBEROBN), Instituto de Salud Carlos III (ISCIII), Madrid, Spain. [Martínez-González,MA
Toledo,E] Department of Preventive Medicine and Public Health, University of Navarra, IdiSNA, Pamplona, Spain. [Martínez-González,MA] Department of Nutrition, Harvard T. H. Chan School of Public Health, Boston, MA, USA. [Salas-Salvadó,J
Becerra-Tomás,T
Nishi,SK] Unitat de Nutrició Humana, Departament de Bioquímica i Biotecnologia, Universitat Rovira i Virgili, Reus, Spain. [Salas-Salvadó,J
Becerra-Tomás,N] Human Nutrition Unit, Institut d’Investigació Sanitària Pere Virgili (IISPV), Reus, Spain. [Corella,D
Portoles,O] Department of Preventive Medicine, University of Valencia, Valencia, Spain. [Castañer,O
Zomeño,MD
Muñoz-Martínez,J] Cardiovascular Risk and Nutrition Research Group (CARIN), Hospital del Mar Medical Research Institute (IMIM), Barcelona, Spain. [Martinez,JA
Pérez-Sanz,B
Abete,I] Department of Nutrition, Food Sciences and Physiology, University of Navarra, Pamplona, Spain. [Alonso-Gómez,AM
Moreno-Rodriguez,A] Bioaraba Health Research Institute, Osakidetza Basque Health Service, Araba University Hospital, University of the Basque Country UPV/EHU, Vitoria-Gasteiz, Spain. [Wärnberg
Ajejas Bazán,MJ] Department of Nursing, School of Health Sciences, Instituto de Investigación Biomédica de Málaga (IBIMA), University of Málaga, Málaga. [Vioque,J] Instituto de Investigación Sanitaria y Biomédica de Alicante (ISABIAL-UMH), Alicante, Spain. [Romaguera,D
Konieczna,J] 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. [López-Miranda,J
García Ríos,A] Lipids and Atherosclerosis Unit, Department of Internal Medicine, Maimonides Biomedical Research Institute of Cordoba (IMIBIC), Reina Sofia University Hospital, University of Cordoba, Córdoba, Spain. [Estruch,R] Department of Internal Medicine, IDIBAPS, Hospital Clinic, University of Barcelona, Barcelona, Spain. [Tinahones,FJ] Department of Endocrinology, Instituto de Investigación Biomédica de Málaga (IBIMA), Virgen de la Victoria Hospital, University of Málaga, Málaga, Spain. [Lapetra,J
Santos-Lozano,JM] Department of Family Medicine, Research Unit, Distrito Sanitario Atención Primaria Sevilla, Sevilla, Spain. [Serra-Majem,L] Research Institute of Biomedical and Health Sciences (IUIBS), University of Las Palmas de Gran Canaria and Service of Preventive Medicine, Complejo Hospitalario Universitario Insular Materno Infantil (CHUIMI), Canary Health Service, Las Palmas de Gran Canaria, Spain. [Bueno-Cavanillas,A] Department of Preventive Medicine and Public Health, University of Granada, Granada, Spain. [Tur,JA] Research Group on Community Nutrition & Oxidative Stress, University of Balearic Islands-IUNICS & IDISBA, Palma de Mallorca, Spain. [Martín Sánchez,V] Institute of Biomedicine (IBIOMED), University of León, León, Spain. [Pintó,X] Lipids and Vascular Risk Unit, Internal Medicine, Hospital Universitario de Bellvitge, Hospitalet de Llobregat, Barcelona, Spain. [Gaforio,JJ] Departamento de Ciencias de la Salud, Centro de Estudios Avanzados en Olivar y Aceites de Oliva, Universidad de Jaén, Jaén, Spain. [Matía-Martín,P] Department of Endocrinology and Nutrition, Instituto de Investigación Sanitaria Hospital Clínico San Carlos (IdISSC), Madrid, Spain. [Vidal,J] Biomedical Research Centre for Diabetes and Metabolic Diseases Network (CIBERDEM), Instituto de Salud Carlos III (ISCIII), Madrid, Spain. [Vidal,J
Ros,E] Endocrinology and Nutrition Service, IDIBAPS, Hospital Clinic, University of Barcelona, Barcelona, Spain. [Vázquez,C] Department of Endocrinology and Nutrition, Hospital Fundación Jiménez Díaz, Instituto de Investigaciones Biomédicas IISFJD, University Autónoma, Madrid, Spain. [Ajejas Bazán,MJ] Department of Nursing, Faculty of Nursing, Physiotherapy and Podiatry, Universidad Complutense de Madrid, Madrid, Spain. [Barceló-Iglesias,MC] Centro Salud Cabo Huertas, Alicante, Spain. [Bernal-López,MR] Internal Medicine Department, Instituto de Investigación Biomédica de Málaga (IBIMA), Regional University Hospital of Malaga, Malaga, Spain. [Zomeño,MD] School of Health Sciences, Blanquerna-Ramon Llull University, Barcelona, Spain. [Lecea-Juarez,O] Atención Primaria, Osasunbidea, Servicio Navarro de Salud, Pamplona, Spain. [Ordovás,JM] Nutrition and Genomics Laboratory, JM_USDA Human Nutrition Research Center on Aging, Tufts University, Boston, USA.
The PREDIMED-Plus trial was supported by the European Research Council (Advanced Research grant 2014–2019
agreement #340918
granted to M.Á.M.-G.)
the official Spanish institutions for funding scientific biomedical research, CIBER Fisiopatología de la Obesidad y Nutrición (CIBEROBN) and Instituto de Salud Carlos III (ISCIII) through the Fondo de Investigación para la Salud (FIS) which is co-funded by the European Regional Development Fund (coordinated FIS projects led by J.S-S. and J.V., including the following projects: PI13/00673, PI13/00492, PI13/00272, PI13/01123, PI13/00462, PI13/00233, PI13/02184, PI13/00728, PI13/01090, PI13/01056, PI14/01722, PI14/00636, PI14/00618, PI14/00696, PI14/01206, PI14/01919, PI14/00853, PI14/01374, PI14/00972, PI14/00728, PI14/01471, PI16/00473, PI16/00662, PI16/01873, PI16/01094, PI16/00501, PI16/00533, PI16/00381, PI16/00366, PI16/01522, PI16/01120, PI17/00764, PI17/01183, PI17/00855, PI17/01347, PI17/00525, PI17/01827, PI17/00532, PI17/00215, PI17/01441, PI17/00508, PI17/01732, PI17/00926, PI19/00957, PI19/00386, PI19/00309, PI19/01032, PI19/00576, PI19/00017, PI19/01226, PI19/00781, PI19/01560, PI19/01332), and the Especial Action Project 'Implementación y evaluación de una intervención intensiva sobre la actividad física Cohorte PREDIMED-Plus' (J.S.-S.)
the Recercaixa (grant number 2013ACUP00194) (J.S.-S.). Moreover, J.S-S. gratefully acknowledges the financial support by ICREA under the ICREA Academia program
the SEMERGEN grant
Department of Health of the Government of Navarra (61/2015), the Fundació La Marató de TV (Ref. 201630.10)
the AstraZeneca Young Investigators Award in Category of Obesity and T2D 2017 (D.R.)
grants from the Consejería de Salud de la Junta de Andalucía (PI0458/2013
PS0358/2016
PI0137/2018), the PROMETEO/2017/017 grant from the Generalitat Valenciana, the SEMERGEN grant
grant of support to research groups 35/2011 (Balearic Islands Government
FEDER funds) (J.A.T.). R.S.-C. acknowledges financial support from the Juan de la Cierva Program Training Grants of the Spanish State Research Agency of the Spanish Ministerio de Ciencia e Innovación y Ministerio de Universidades (FJC2018-038168- I). N.B.-T. acknowledges financial support from the Juan de la Cierva Formación Program Training Grants of the Spanish State Research Agency of the Spanish Ministerio de Ciencia e Innovación y Ministerio de Universidades (FJC2018-036016-I). M.R.B.-L. was supported by 'Miguel Servet Type I' program (CP15/00028) from the ISCIII-Madrid (Spain), cofinanced by the Fondo Europeo de Desarrollo Regional-FEDER. S.K.N. acknowledges financial support from the Canadian Institute for Health Research, CIHR Fellowship. J.K. was supported by the ‘FOLIUM’ programme within the FUTURMed project from the Fundación Instituto de Investigación Sanitaria Illes Balears (financed by 2017 annual plan of the sustainable tourism tax and at 50% with charge to the ESF Operational Program 2014–2020 of the Balearic Islands. C.M.-P. was financially supported by a joint grant from the Community of Madrid and the European Social Fund (grant PEJD-2019-POST/SAL-15892). The METHYL-UP project was supported by the Spanish Ministry of Science and Innovation (RTI2018-095569-B-I00, Programa de Proyectos Orientados a los Retos de la Sociedad 'Projects Toward Society Challenges Program').
Source :
Nutrients, Volume 13, Issue 7, Digibug. Repositorio Institucional de la Universidad de Granada, instname, r-ISABIAL. Repositorio Institucional de Producción Científica del Instituto de Investigación Biomédica y Sanitaria de Alicante, Nutrients, Vol 13, Iss 2471, p 2471 (2021), Dipòsit Digital de la UB, Universidad de Barcelona, E-Prints Complutense. Archivo Institucional de la UCM, Universidad Europea (UEM)
Publication Year :
2021
Publisher :
Multidisciplinary Digital Publishing Institute, 2021.

Abstract

The PREDIMED-Plus trial was supported by the European Research Council (Advanced Research grant 2014–2019; agreement #340918; granted to M.Á.M.-G.); the official Spanish institutions for funding scientific biomedical research, CIBER Fisiopatología de la Obesidad y Nutrición (CIBEROBN) and Instituto de Salud Carlos III (ISCIII) through the Fondo de Investigación para la Salud (FIS) which is co-funded by the European Regional Development Fund (coordinated FIS projects led by J.S-S. and J.V., including the following projects: PI13/00673, PI13/00492, PI13/00272, PI13/01123, PI13/00462, PI13/00233, PI13/02184, PI13/00728, PI13/01090, PI13/01056, PI14/01722, PI14/00636, PI14/00618, PI14/00696, PI14/01206, PI14/01919, PI14/00853, PI14/01374, PI14/00972, PI14/00728, PI14/01471, PI16/00473, PI16/00662, PI16/01873, PI16/01094, PI16/00501, PI16/00533, PI16/00381, PI16/00366, PI16/01522, PI16/01120, PI17/00764, PI17/01183, PI17/00855, PI17/01347, PI17/00525, PI17/01827, PI17/00532, PI17/00215, PI17/01441, PI17/00508, PI17/01732, PI17/00926, PI19/00957, PI19/00386, PI19/00309, PI19/01032, PI19/00576, PI19/00017, PI19/01226, PI19/00781, PI19/01560, PI19/01332), and the Especial Action Project “Implementación y evaluación de una intervención intensiva sobre la actividad física Cohorte PREDIMED-Plus” (J.S.-S.); the Recercaixa (grant number 2013ACUP00194) (J.S.-S.). Moreover, J.S-S. gratefully acknowledges the financial support by ICREA under the ICREA Academia program; the SEMERGEN grant; Department of Health of the Government of Navarra (61/2015), the Fundació La Marató de TV (Ref. 201630.10); the AstraZeneca Young Investigators Award in Category of Obesity and T2D 2017 (D.R.); grants from the Consejería de Salud de la Junta de Andalucía (PI0458/2013; PS0358/2016; PI0137/2018), the PROMETEO/2017/017 grant from the Generalitat Valenciana, the SEMERGEN grant; grant of support to research groups 35/2011 (Balearic Islands Government; FEDER funds) (J.A.T.). R.S.-C. acknowledges financial support from the Juan de la Cierva Program Training Grants of the Spanish State Research Agency of the Spanish Ministerio de Ciencia e Innovación y Ministerio de Universidades (FJC2018-038168- I). N.B.-T. acknowledges financial support from the Juan de la Cierva Formación Program Training Grants of the Spanish State Research Agency of the Spanish Ministerio de Ciencia e Innovación y Ministerio de Universidades (FJC2018-036016-I). M.R.B.-L. was supported by “Miguel Servet Type I” program (CP15/00028) from the ISCIII-Madrid (Spain), cofinanced by the Fondo Europeo de Desarrollo Regional-FEDER. S.K.N. acknowledges financial support from the Canadian Institute for Health Research, CIHR Fellowship. J.K. was supported by the ‘FOLIUM’ programme within the FUTURMed project from the Fundación Instituto de Investigación Sanitaria Illes Balears (financed by 2017 annual plan of the sustainable tourism tax and at 50% with charge to the ESF Operational Program 2014–2020 of the Balearic Islands. C.M.-P. was financially supported by a joint grant from the Community of Madrid and the European Social Fund (grant PEJD-2019- POST/SAL-15892). The METHYL-UP project was supported by the Spanish Ministry of Science and Innovation (RTI2018-095569-B-I00, Programa de Proyectos Orientados a los Retos de la Sociedad “Projects Toward Society Challenges Program”).<br />The association between ultra-processed food (UPF) and risk of cardiometabolic disorders is an ongoing concern. Different food processing-based classification systems have originated discrepancies in the conclusions among studies. To test whether the association between UPF consumption and cardiometabolic markers changes with the classification system, we used baseline data from 5636 participants (48.5% female and 51.5% male, mean age 65.1 4.9) of the PREDIMEDPlus (“PREvention with MEDiterranean DIet”) trial. Subjects presented with overweight or obesity and met at least three metabolic syndrome (MetS) criteria. Food consumption was classified using a 143-item food frequency questionnaire according to four food processing-based classifications: NOVA, International Agency for Research on Cancer (IARC), International Food Information Council (IFIC) and University of North Carolina (UNC). Mean changes in nutritional and cardiometabolic markers were assessed according to quintiles of UPF consumption for each system. The association between UPF consumption and cardiometabolic markers was assessed using linear regression analysis. The concordance of the different classifications was assessed with intra-class correlation coefficients (ICC3, overall = 0.51). The highest UPF consumption was obtained with the IARC classification (45.9%) and the lowest with NOVA (7.9%). Subjects with high UPF consumption showed a poor dietary profile. We detected a direct association between UPF consumption and BMI (p = 0.001) when using the NOVA system, and with systolic (p = 0.018) and diastolic (p = 0.042) blood pressure when using the UNC system. Food classification methodologies markedly influenced the association between UPF consumption and cardiometabolic risk markers.<br />European Research Council (ERC) European Commission #340918<br />Centro de Investigacion Biomedica en Red-Fisiopatologia de la Obesidad y Nutricion PI16/00473, PI16/00662, PI16/01873, PI16/01094, PI16/00501, PI16/00533, PI16/00381, PI16/00366, PI16/01522, PI16/01120, PI17/00764, PI17/01183, PI17/00855, PI17/01347, PI17/00525, PI17/01827, PI17/00532, PI17/00215, PI17/01441 PI13/00673, PI13/00492, PI13/00272, PI13/01123, PI13/00462, PI13/00233, PI13/02184, PI13/00728, PI13/01090, PI13/01056, PI14/01722, PI14/00636, PI14/00618, PI14/00696, PI14/01206, PI14/01919, PI14/00853, PI14/01374, PI14/00972, PI14/00728, PI14/01471 PI17/00508, PI17/01732, PI17/00926, PI19/00957, PI19/00386, PI19/00309, PI19/01032, PI19/00576, PI19/00017, PI19/01226, PI19/00781, PI19/01560, PI19/01332

Subjects

Subjects :
Síndrome metabólico
Male
Food processing
Mediterranean diet
NOVA
Obesidad
Índice de masa corporal
Organisms::Eukaryota::Animals::Chordata::Vertebrates::Mammals::Primates::Haplorhini::Catarrhini::Hominidae::Humans [Medical Subject Headings]
0302 clinical medicine
ultra-processed food
Medicine
TX341-641
Diseases::Pathological Conditions, Signs and Symptoms::Signs and Symptoms::Body Weight::Overweight [Medical Subject Headings]
Body mass index
classification systems
Incidence
IARC
Analytical, Diagnostic and Therapeutic Techniques and Equipment::Investigative Techniques::Epidemiologic Methods::Data Collection::Questionnaires [Medical Subject Headings]
Metabolic syndrome
3. Good health
Nutrición
Cohort
Manipulación de alimentos
Dieta
Factores de riesgo cardiometabólico
Concordance
UNC
Check Tags::Male [Medical Subject Headings]
Clasificación
Classification systems
Diet Surveys
Article
03 medical and health sciences
food processing
Humans
Diseases::Cardiovascular Diseases [Medical Subject Headings]
Aged
030109 nutrition & dietetics
Health Care::Health Care Economics and Organizations::Organizations::International Agencies [Medical Subject Headings]
Persons::Persons::Age Groups::Adult::Middle Aged [Medical Subject Headings]
PREDIMED-Plus
medicine.disease
Obesity
Diseases::Nutritional and Metabolic Diseases::Nutrition Disorders::Overnutrition::Obesity [Medical Subject Headings]
Blood pressure
Check Tags::Female [Medical Subject Headings]
Analytical, Diagnostic and Therapeutic Techniques and Equipment::Investigative Techniques::Epidemiologic Methods::Epidemiologic Study Characteristics as Topic::Epidemiologic Studies::Cohort Studies [Medical Subject Headings]
Linear Models
Fast Foods
Older people
0301 basic medicine
Síndrome metabòlica
Food Handling
Overweight
Diet, Mediterranean
Persones grans
Cohort Studies
cardiometabolic risk
Endocrinología
030212 general & internal medicine
Persons::Persons::Age Groups::Adult::Aged [Medical Subject Headings]
2. Zero hunger
Metabolic Syndrome
Nutrition and Dietetics
Technology and Food and Beverages::Technology, Industry, and Agriculture::Industry::Food Industry::Food Handling [Medical Subject Headings]
Analytical, Diagnostic and Therapeutic Techniques and Equipment::Therapeutics::Nutrition Therapy::Diet Therapy::Diet, Mediterranean [Medical Subject Headings]
Middle Aged
Analytical, Diagnostic and Therapeutic Techniques and Equipment::Investigative Techniques::Epidemiologic Methods::Data Collection::Health Surveys::Nutrition Surveys::Diet Surveys [Medical Subject Headings]
Female
Technology and Food and Beverages::Food and Beverages::Food::Fast Foods [Medical Subject Headings]
medicine.symptom
Diseases::Nutritional and Metabolic Diseases::Metabolic Diseases::Glucose Metabolism Disorders::Hyperinsulinism::Insulin Resistance::Metabolic Syndrome X [Medical Subject Headings]
Dietética y nutrición
Analytical, Diagnostic and Therapeutic Techniques and Equipment::Diagnosis::Diagnostic Techniques and Procedures::Physical Examination::Body Constitution::Body Weights and Measures::Body Mass Index [Medical Subject Headings]
Phenomena and Processes::Physiological Phenomena::Nutritional Physiological Phenomena::Diet [Medical Subject Headings]
Analytical, Diagnostic and Therapeutic Techniques and Equipment::Investigative Techniques::Epidemiologic Methods::Data Collection::Vital Statistics::Morbidity::Incidence [Medical Subject Headings]
Environmental health
Alimentos ultraprocesados
Analytical, Diagnostic and Therapeutic Techniques and Equipment::Investigative Techniques::Epidemiologic Methods::Statistics as Topic::Models, Statistical::Linear Models [Medical Subject Headings]
Nutrició
Nutrition
Geographical Locations::Geographic Locations::Europe::Spain [Medical Subject Headings]
business.industry
Nutrition. Foods and food supply
Cardiometabolic Risk Factors
Dieta mediterránea
Cardiometabolic risk
Ultra-processed food
Diet
Spain
IFIC
Sobrepeso
business
diet
Food Science

Details

Language :
English
ISSN :
20726643 and 20180381
Database :
OpenAIRE
Journal :
Nutrients
Accession number :
edsair.doi.dedup.....7b3a39038fe404439e2ae54134e689d0
Full Text :
https://doi.org/10.3390/nu13072471