The Effect of Physical Activity and High Body Mass Index on Health-Related Quality of Life in Individuals with Metabolic Syndrome
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Design
2.2. Ethical Considerations
2.3. Participants
2.4. HRQoL
2.5. PA and BMI
2.6. Other Covariables
2.7. Statistical Analysis
3. Results
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Conflicts of Interest
Steering Committee
Executive Committee
Dietary and Lifestyle Intervention Committee
Clinical Event Ascertainment Committee
Independent Data and Safety Monitoring Board:
Rovira i Virgili University, Department of Biochemistry and Biotechnology, Human Nutrition Unit, University Hospital of Sant Joan de Reus, Pere Virgili Institute for Health Research, Reus, Spain
Department of Preventive Medicine and Public Health, University of Navarra-Navarra Institute for Health Research (IdiSNA), Pamplona, Spain
Department of Preventive Medicine, University of Valencia, University Jaume I, Conselleria de Sanitat de la Generalitat Valenciana, Valencia, Spain
Cardiovascular Risk and Nutrition Research Group, Endocrinology Service, Neurosciences Programme, Clinical Research Unit at the Hospital del Mar Medical Research Institute (IMIM), Barcelona. Medicine Departament, Universitat Autònoma de Barcelona, Barcelona, Spain
Nutritional Epidemiology Unit, Miguel Hernandez University, ISABIAL-FISABIO, Alicante, Spain
Hospital Son Espases (HUSE) and Institute for Health Research Illes Balears (IdISBa), Palma de Mallorca, Spain
Department of Nutrition, Food Sciences, and Physiology, Center for Nutrition Research, University of Navarra, Pamplona, Spain
University of Málaga and Institute of Biomedical Research in Malaga (IBIMA), Málaga, Spain
Lipids and Atherosclerosis Unit, Department of Internal Medicine, Maimonides Biomedical Research Institute of Cordoba (IMIBIC), Reina Sofia University Hospital, University of Cordoba, Cordoba, Spain
Department of Internal Medicine, Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Hospital Clínic, University of Barcelona, Barcelona, Spain
Departament of Preventive Medicine and Public Health, University of Granada, Granada, 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
Research Group on Community Nutrition & Oxidative Stress, University of Balearic Islands and Institute for Health Research Illes Balears (IdISBa), Palma de Mallorca, Spain
Virgen de la Victoria Hospital, University of Málaga, Málaga, Spain
University of Las Palmas de Gran Canaria, Las Palmas, Spain
Biomedicine Institute (IBIOMED); University of León, and Primary Health Care Management of León (Sacyl), León, Spain: Biomedicine Institute (IBIOMED); University of León, and Primary Health Care Management of León (Sacyl), León, Spain
Department of Family Medicine, Distrito Sanitario Atención Primaria Sevilla, Sevilla, Spain
Department of Endocrinology and Nutrition, Hospital Fundación Jimenez Díaz. Instituto de Investigaciones Biomédicas IISFJD. University Autonoma, Madrid, Spain
Department of Endocrinology, IDIBAPS, Hospital Clinic, University of Barcelona, Barcelona, Spain
Nutritional Control of the Epigenome Group. Precision Nutrition and Obesity Program, Institute IMDEA-Food, CEI UAM+CSIC, Madrid, Spain
Division of Preventive Medicine, University of Jaén, Jaén, Spain
Department of Endocrinology and Nutrition, Hospital Clínico San Carlos, Instituto de Investigación Sanitaria del Hospital Clínico San Carlos (IdISSC), Madrid, España (Spain para internacionales)
Department of Basic and Clinical Psychology and Psychobiology, University Jaume I, Castellón de la Plana, Spain
Oxidative Pathology Unit. Department of Biochemistry and Molecular Biology, School of Medicine-INCLIVA, Service of Clinical Analyses, University Hospital Doctor Peset, Valencia, Spain. University of Valencia, Valencia Spain
Department of Preventive Medicine, University of Malaga, Malaga, Spain
Department of Psychiatry, University Hospital of Bellvitge, Barcelona, Spain
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PA | |||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Total | Men | Women | |||||||||||
Light | Moderate | Vigorous | p-Value | Light | Moderate | Vigorous | p-Value | Light | Moderate | Vigorous | p-Value | ||
METs–min/week | 0–1200 | 1200–2800 | >2800 | 0–1200 | 1200–2800 | >2800 | 0–1200 | 1200–2800 | >2800 | ||||
N | 2217 | 2206 | 2297 | 977 | 1079 | 1417 | 1240 | 1127 | 880 | ||||
Age (y) | 64 (5) | 65 (5) | 65 (5) | <0.001 | 62 (5) | 64 (5) | 64 (5) | <0.001 | 66 (4) | 66 (4) | 66(4) | 0.356 | |
Body-mass index (kg/m2) | 33.2 (3.5) | 32.4 (3.3) | 32.0 (3.1) | <0.001 | 33.0 (3.3) | 32.1 (3.1) | 31.9 (3.0) | <0.001 | 33.4 (3.6) | 33.7 (3.5) | 32.2 (3.3) | <0.001 | |
Type 2 Diabetes at baseline (%) | 29.4 | 26.1 | 26.3 | 0.048 | 30.6 | 28.8 | 28.5 | 0.579 | 28.4 | 23.5 | 22.7 | 0.017 | |
Depression at baseline (%) | 23.9 | 20.8 | 17.7 | <0.001 | 12.4 | 13.1 | 10.9 | 0.248 | 32.9 | 28.1 | 28.5 | 0.021 | |
Systolic blood pressure ≥140 mmHg (%) | 44.4 | 47.7 | 48.6 | 0.013 | 46.3 | 51.5 | 53.3 | 0.003 | 43 | 44.1 | 41 | 0.382 | |
Systolic blood pressure ≥90 mmHg (%) | 18.5 | 18.9 | 19.1 | 0.865 | 24.8 | 23.9 | 22.2 | 0.325 | 13.6 | 14.1 | 14.1 | 0.907 | |
History of cancer (%) | 8.5 | 7.3 | 5.8 | 0.002 | 4 | 5.9 | 4.2 | 0.068 | 12.1 | 8.6 | 8.4 | 0.004 | |
History of lung disease (%) | 5.2 | 4.1 | 4.3 | 0.157 | 5.7 | 4.5 | 4.7 | 0.415 | 4.9 | 3.7 | 3.5 | 0.238 | |
Smoking status (%) | <0.001 | <0.001 | 0.002 | ||||||||||
Current smoker | 47.4 | 44.9 | 39.9 | 22.6 | 19.6 | 23.1 | 66.9 | 69 | 66.9 | ||||
Former smoker | 37.8 | 43.4 | 48.9 | 56.4 | 63.8 | 62.5 | 23.2 | 24 | 27.2 | ||||
Never smoker | 14.8 | 11.7 | 11.2 | 21 | 16.6 | 14.5 | 10 | 7 | 5.9 | ||||
Marital status (%) | 0.004 | 0.150 | 10 | 0.234 | |||||||||
Married | 74.7 | 75.8 | 78.9 | 82.8 | 84.7 | 86.5 | 68.3 | 67.2 | 66.8 | ||||
Single | 5.4 | 5 | 5.1 | 5.6 | 4.3 | 4 | 5.2 | 5.6 | 7 | ||||
Divorced | 9.1 | 7.6 | 7.1 | 8.7 | 7.6 | 6.3 | 9.4 | 7.5 | 8.4 | ||||
Widowed/widower | 10.9 | 11.7 | 8.8 | 2.9 | 3.4 | 3.3 | 17.1 | 19.7 | 17.8 | ||||
Educational level (%) | 0.939 | 0.006 | 0.468 | ||||||||||
Primary school or less | 49.7 | 48.9 | 48.4 | 35.2 | 37.5 | 42 | 61.1 | 59.8 | 58.8 | ||||
Secondary school | 28.6 | 29.1 | 29.2 | 33.9 | 32.3 | 32 | 24.4 | 26.1 | 24.7 | ||||
High school or university | 21.7 | 22 | 22.4 | 30.9 | 30.2 | 26 | 14.4 | 14.1 | 16.6 |
BMI | |||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Total | Men | Women | |||||||||||||||
kg/m2 | <30 | 30–32.4 | 32.5–34.9 | >35 | p-Value | <30 | 30–32.4 | 32.5–34.9 | ≥35 | p-Value | <30 | 30–32.4 | 32.5–34.9 | ≥35 | p-Value | ||
N | 1.747 | 1.846 | 1.517 | 1.610 | 959 | 1.032 | 780 | 702 | 788 | 814 | 737 | 908 | |||||
Age (SD) | 65 (5) | 65 (5) | 65 (5) | 65 (5) | 0.093 | 64 (5) | 64 (5) | 63 (5) | 63 (5) | 0.003 | 66 (4) | 67 (4) | 66 (4) | 66 (4) | 0.352 | ||
PA (Mets-min/week) | 2724.6 (2309.4) | 2595.1 (2376.1) | 2473.1 (2381.4) | 2014.7 (2059.5) | <0.001 | 3108.9 (2524.7) | 2944.7 (2667.0) | 2852.5 (2711.9) | 2369.6 (2377.2) | <0.001 | 2256.8 (1916.9) | 2151.9 (1854.8) | 2071.6 (1893.0) | 1740.3 (1727.5) | <0.001 | ||
Type 2 diabetes at baseline (%) | 26.3 | 26.1 | 27.5 | 29.4 | 0.116 | 29.7 | 27.8 | 29 | 30.8 | 0.192 | 22.1 | 23.8 | 25.9 | 28.4 | 0.121 | ||
Depression at baseline (%) | 17.9 | 19.9 | 21.6 | 24 | <0.001 | 10.5 | 11.8 | 13.4 | 12.7 | 0.306 | 26.8 | 30 | 30.4 | 32.7 | 0.068 | ||
Systolic blood pressure ≥140 mmHg (%) | 42.9 | 48.2 | 46 | 50.8 | <0.001 | 47.3 | 50.5 | 51.4 | 55.1 | 0.019 | 37.4 | 45.3 | 40.3 | 47.4 | <0.001 | ||
Diastolic blood pressure ≥90 mmHg (%) | 15.3 | 19.1 | 20.4 | 20.9 | <0.001 | 19.7 | 23.6 | 25.5 | 26.2 | 0.006 | 9.9 | 13.5 | 15.1 | 16.7 | 0.001 | ||
History of cancer (%) | 7.6 | 6.7 | 7.2 | 7.5 | 0.736 | 6 | 4.3 | 5.1 | 3.1 | 0.048 | 9.5 | 9.7 | 9.4 | 10.8 | 0.749 | ||
History of lung disease (%) | 4.1 | 3.9 | 5 | 5.2 | 0.155 | 4.5 | 3.9 | 5.5 | 6.3 | 0.106 | 3.7 | 3.8 | 4.5 | 4.4 | 0.798 | ||
Smoking status (%) | <0.001 | 0.120 | <0.001 | ||||||||||||||
Current smoker | 42.6 | 40.5 | 44.7 | 48.8 | 23 | 21.5 | 20.6 | 22.2 | 66.4 | 64.7 | 70.2 | 69.3 | |||||
Former smoker | 42.1 | 46.8 | 43.4 | 41.2 | 57.5 | 62.8 | 63.8 | 60.9 | 23.4 | 26.5 | 21.9 | 26 | |||||
Never smoker | 15.3 | 12.7 | 11.9 | 10 | 19.5 | 15.7 | 15.7 | 16.9 | 10.2 | 8.9 | 7.9 | 4.8 | |||||
Marital status (%) | 0.078 | 0.113 | 0.702 | ||||||||||||||
Married | 77 | 77.8 | 77.5 | 73.6 | 84.5 | 85.1 | 86.7 | 83 | 67.7 | 68.4 | 67.8 | 66.3 | |||||
Single | 5 | 4.9 | 4.8 | 5.9 | 3.2 | 5 | 4.3 | 6 | 7.1 | 4.9 | 5.4 | 5.8 | |||||
Divorced | 8.7 | 7.6 | 7.3 | 8.1 | 8.6 | 7.2 | 5.9 | 7.6 | 8.7 | 8.1 | 8.7 | 8.5 | |||||
Widowed/widower | 9.5 | 9.7 | 10.4 | 12.6 | 3.7 | 2.7 | 3.1 | 3.4 | 16.5 | 18.6 | 18.1 | 19.5 | |||||
Educational level (%) | <0.001 | 0.259 | 0.003 | ||||||||||||||
Primary school or less | 44.1 | 48.3 | 51.9 | 52.4 | 35.7 | 38.8 | 41 | 40.2 | 54.3 | 60.4 | 63.4 | 61.9 | |||||
Secondary school | 30.2 | 29.4 | 27.9 | 28.3 | 33 | 32.8 | 32.1 | 32.6 | 26.8 | 25.1 | 23.5 | 24.9 | |||||
High school or university | 25.8 | 22.3 | 20.2 | 19.3 | 31.4 | 28.5 | 26.9 | 27.2 | 18.9 | 14.5 | 13.2 | 13.2 |
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Marcos-Delgado, A.; Fernández-Villa, T.; Martínez-González, M.Á.; Salas-Salvadó, J.; Corella, D.; Castañer, O.; Martínez, J.A.; Alonso-Gómez, Á.M.; Wärnberg, J.; Vioque, J.; et al. The Effect of Physical Activity and High Body Mass Index on Health-Related Quality of Life in Individuals with Metabolic Syndrome. Int. J. Environ. Res. Public Health 2020, 17, 3728. https://doi.org/10.3390/ijerph17103728
Marcos-Delgado A, Fernández-Villa T, Martínez-González MÁ, Salas-Salvadó J, Corella D, Castañer O, Martínez JA, Alonso-Gómez ÁM, Wärnberg J, Vioque J, et al. The Effect of Physical Activity and High Body Mass Index on Health-Related Quality of Life in Individuals with Metabolic Syndrome. International Journal of Environmental Research and Public Health. 2020; 17(10):3728. https://doi.org/10.3390/ijerph17103728
Chicago/Turabian StyleMarcos-Delgado, Alba, Tania Fernández-Villa, Miguel Ángel Martínez-González, Jordi Salas-Salvadó, Dolores Corella, Olga Castañer, J. Alfredo Martínez, Ángel M. Alonso-Gómez, Julia Wärnberg, Jesús Vioque, and et al. 2020. "The Effect of Physical Activity and High Body Mass Index on Health-Related Quality of Life in Individuals with Metabolic Syndrome" International Journal of Environmental Research and Public Health 17, no. 10: 3728. https://doi.org/10.3390/ijerph17103728
APA StyleMarcos-Delgado, A., Fernández-Villa, T., Martínez-González, M. Á., Salas-Salvadó, J., Corella, D., Castañer, O., Martínez, J. A., Alonso-Gómez, Á. M., Wärnberg, J., Vioque, J., Romaguera, D., López-Miranda, J., Estruch, R., Tinahones, F. J., Lapetra, J., Serra-Majem, J. L., García-Molina, L., Tur, J. A., de Paz, J. A., ... Martín, V., for the PREDIMED-Plus Investigators. (2020). The Effect of Physical Activity and High Body Mass Index on Health-Related Quality of Life in Individuals with Metabolic Syndrome. International Journal of Environmental Research and Public Health, 17(10), 3728. https://doi.org/10.3390/ijerph17103728