Association between Physical Activity, Body Composition, and Metabolic Disorders in Middle-Aged Women of Ksar el Kebir (Morocco)
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Design
2.2. Study Participants
2.3. Data Collection and Instrumentation
2.3.1. Menopausal Status
2.3.2. Anthropometric Measurements
2.3.3. Biological Parameters
2.3.4. Physical Activity
2.4. Diagnostic Criteria
2.5. Statistical Analysis
3. Results
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Kumari, M.; Stafford, M.; Marmot, M. The Menopausal Transition Was Associated in a Prospective Study with Decreased Health Functioning in Women Who Report Menopausal Symptoms. J. Clin. Epidemiol. 2005, 58, 719–727. [Google Scholar] [CrossRef] [PubMed]
- Greendale, G.A.; Lee, N.P.; Arriola, E.R. The Menopause. Lancet 1999, 353, 571–580. [Google Scholar] [CrossRef] [PubMed]
- Oppermann, K.; Fuchs, S.C.; Donato, G.; Bastos, C.A.; Spritzer, P.M. Physical, Psychological, and Menopause-Related Symptoms and Minor Psychiatric Disorders in a Community-Based Sample of Brazilian Premenopausal, Perimenopausal, and Postmenopausal Women. Menopause 2012, 19, 355–360. [Google Scholar] [CrossRef] [PubMed]
- De Aloysio, D.; Gambacciani, M.; Meschia, M.; Pansini, F.; Modena, A.B.; Bolis, P.F.; Massobrio, M.; Maiocchi, G.; Peruzzi, E. The Effect of Menopause on Blood Lipid and Lipoprotein Levels. Atherosclerosis 1999, 147, 147–153. [Google Scholar] [CrossRef]
- Kodoth, V.; Scaccia, S.; Aggarwal, B. Adverse Changes in Body Composition During the Menopausal Transition and Relation to Cardiovascular Risk: A Contemporary Review. Women’s Health Rep. 2022, 3, 573–581. [Google Scholar] [CrossRef]
- Fenton, A. Weight, Shape, and Body Composition Changes at Menopause. J. Midlife Health 2021, 12, 187. [Google Scholar] [CrossRef]
- Ambikairajah, A.; Walsh, E.; Tabatabaei-Jafari, H.; Cherbuin, N. Fat Mass Changes during Menopause: A Metaanalysis. Am. J. Obstet. Gynecol. 2019, 221, 393–409.e50. [Google Scholar] [CrossRef]
- Juppi, H.K.; Sipilä, S.; Cronin, N.J.; Karvinen, S.; Karppinen, J.E.; Tammelin, T.H.; Aukee, P.; Kovanen, V.; Kujala, U.M.; Laakkonen, E.K. Role of Menopausal Transition and Physical Activity in Loss of Lean and Muscle Mass: A Follow-Up Study in Middle-Aged Finnish Women. J. Clin. Med. 2020, 9, 1588. [Google Scholar] [CrossRef]
- Valéra, M.C.; Fontaine, C.; Noirrit-Esclassan, E.; Boudou, F.; Buscato, M.; Adlanmerini, M.; Trémollières, F.; Gourdy, P.; Lenfant, F.; Arnal, J.F. Vers Une Optimisation de La Modulation Du Récepteur Des Œstrogènes Dans Le Traitement Hormonal de La Ménopause. Médecine Sci. 2018, 34, 1056–1062. [Google Scholar] [CrossRef] [Green Version]
- Marlatt, K.L.; Pitynski-Miller, D.R.; Gavin, K.M.; Moreau, K.L.; Melanson, E.L.; Santoro, N.; Kohrt, W.M. Body Composition and Cardiometabolic Health across the Menopause Transition. Obesity (Silver Spring) 2022, 30, 14–27. [Google Scholar] [CrossRef]
- Zakir, F.; Mohapatra, S.; Farooq, U.; Mirza, M.A.; Iqbal, Z. Introduction to Metabolic Disorders. Drug Deliv. Syst. Metab. Disord. 2022, 1–20. [Google Scholar] [CrossRef]
- Singh, L.; Bhatti, R. Cellular and Molecular Mechanisms Involved in Metabolic Disorders. Drug Deliv. Syst. Metab. Disord. 2022, 21–29. [Google Scholar] [CrossRef]
- Stachowiak, G.; Pertyński, T.; Pertyńska-Marczewska, M. Metabolic Disorders in Menopause. Menopause Rev. Przegląd Menopauzalny 2015, 14, 59–64. [Google Scholar] [CrossRef] [PubMed]
- Carr, M.C. The Emergence of the Metabolic Syndrome with Menopause. J. Clin. Endocrinol. Metab. 2003, 88, 2404–2411. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- El Khoudary, S.R.; Aggarwal, B.; Beckie, T.M.; Hodis, H.N.; Johnson, A.E.; Langer, R.D.; Limacher, M.C.; Manson, J.E.; Stefanick, M.L.; Allison, M.A.; et al. Menopause Transition and Cardiovascular Disease Risk: Implications for Timing of Early Prevention: A Scientific Statement From the American Heart Association. Circulation 2020, 142, e506–e532. [Google Scholar] [CrossRef]
- World Health Organization. Recommandations Mondiales Sur l’activité Physique Pour La Santé; World Health Organization: Geneva, Switzerland, 2010. [Google Scholar]
- Warburton, D.E.R. Health Benefits of Physical Activity: The Evidence. Can. Med. Assoc. J. 2006, 174, 801–809. [Google Scholar] [CrossRef] [Green Version]
- Strasser, B. Physical Activity in Obesity and Metabolic Syndrome. Ann. N. Y. Acad. Sci. 2013, 1281, 141–159. [Google Scholar] [CrossRef] [Green Version]
- Lwow, F.; Bohdanowicz-Pawlak, A. Vitamin D and Selected Cytokine Concentrations in Postmenopausal Women in Relation to Metabolic Disorders and Physical Activity. Exp. Gerontol. 2020, 141, 111107. [Google Scholar] [CrossRef]
- Skrzypulec, V.; Dbrowska, J.; Drosdzol, A. The Influence of Physical Activity Level on Climacteric Symptoms in Menopausal Women. Climacteric 2010, 13, 355–361. [Google Scholar] [CrossRef]
- Lakka, T.A.; Laaksonen, D.E. Physical Activity in Prevention and Treatment of the Metabolic Syndrome. Appl. Physiol. Nutr. Metab. 2007, 32, 76–88. [Google Scholar] [CrossRef]
- Kim, B.; Kang, S. Regular Leisure-Time Physical Activity Is Effective in Boosting Neurotrophic Factors and Alleviating Menopause Symptoms. Int. J. Environ. Res. Public Health 2020, 17, 8624. [Google Scholar] [CrossRef] [PubMed]
- Ghoneim, H.M.; Abdelnaby, M.M. Impact of Physical Activity on General Health among Menopausal Women. Evid. Based Women’s Health J. 2020, 10, 333–347. [Google Scholar] [CrossRef]
- Benjelloun, S. Nutrition Transition in Morocco. Public Health Nutr. 2002, 5, 135–140. [Google Scholar] [CrossRef] [PubMed]
- Najdi, A.; El Achhab, Y.; Nejjari, C.; Norat, T.; Zidouh, A.; El Rhazi, K. Correlates of Physical Activity in Morocco. Prev. Med. (Baltim) 2011, 52, 355–357. [Google Scholar] [CrossRef]
- Ministry of Health of Morocco. Ministère de la Santé Rapport de L’enquête Nationale Sur Les Facteurs de Risque Communs Des Maladies Non Transmissibles. STEPS, (2017–2018); Ministry of Health of Morocco: Rabat, Morocco, 2019. [Google Scholar]
- Aparicio, V.; Aranda, P.; Carbonell-Baeza, A.; Delgado-Fernández, M.; Ortega, F.; Ruiz, J.; Fernández, M.; Senhaji, M.; Errami, M. Fitness, Fatness and Cardiovascular Profile in South Spanish and North Moroccan Women. Nutr. Hosp. 2012, 26, 227–231. [Google Scholar] [CrossRef]
- Aparicio, V.A.; Carbonell-Baeza, A.; Senhaji, M.; Martín, S.; Camiletti-Moirón, D.; Aranda, P. Usefulness of Fitness Testing to Establish Metabolic Syndrome in Perimenopausal Moroccan Women. Eur. J. Cardiovasc. Nurs. 2014, 13, 524–531. [Google Scholar] [CrossRef]
- Amiel, P. Des Cobayes et des hommes. In Expérimentation sur L’être Humain et Justice; Belles Lettres: Paris, France, 2011. [Google Scholar]
- Harraqui, K.; Oudghiri, D.E.; Hannoun, Z.; Mrabti, H.N.; Aboulghras, S.; Assaggaf, H.M.; Rajab, B.S.; Attar, A.A.; Bouyahya, A.; Bour, A.; et al. Frequency of Metabolic Syndrome and Study of Anthropometric, Clinical and Biological Characteristics in Peri- and Postmenopausal Women in the City of Ksar El Kebir (Northern Morocco). Int. J. Environ. Res. Public Health 2022, 19, 6109. [Google Scholar] [CrossRef]
- Harlow, S.D. STRAW+ 10 Collaborative Group. Executive Summary of the Stages of Reproductive Aging Workshop+ 10: Addressing the Unfinished Agenda of Staging Reproductive Aging. Climacteric 2012, 15, 105–114. [Google Scholar] [CrossRef]
- Snijder, M.B.; Dekker, J.M.; Visser, M.; Bouter, L.M.; Stehouwer, C.D.A.; Kostense, P.J.; Yudkin, J.S.; Heine, R.J.; Nijpels, G.; Seidell, J.C. Associations of Hip and Thigh Circumferences Independent of Waist Circumference with the Incidence of Type 2 Diabetes: The Hoorn Study. Am. J. Clin. Nutr. 2003, 77, 1192–1197. [Google Scholar] [CrossRef] [Green Version]
- Bauman, A.; Ainsworth, B.E.; Bull, F.; Craig, C.L.; Sallis, J.F.; Pratt, M. Progress and Pitfalls in the Use of the International Physical Activity Questionnaire (IPAQ) for Adult Physical Activity Surveillance. J. Phys. Act. Health 2009, 6, S5. [Google Scholar] [CrossRef]
- Forde, C. Scoring the International Physical Activity Questionnaire (IPAQ); University of Dublin: Dublin, Ireland, 2018; p. 3. [Google Scholar]
- World Health Organization. Obésité: Prévention et Prise En Charge de l’épidémie Mondiale: Rapport d’une Consultation de l’OMS; World Health Organization: Geneva, Switzerland, 2003; ISBN 9242208949. [Google Scholar]
- World Health Organization. Waist Circumference and Waist-Hip Ratio: Report of a WHO Expert Consultation; World Health Organization: Geneva, Switzerland, 2011. [Google Scholar]
- Unger, T.; Borghi, C.; Charchar, F.; Khan, N.A.; Poulter, N.R.; Prabhakaran, D.; Ramirez, A.; Schlaich, M.; Stergiou, G.S.; Tomaszewski, M.; et al. 2020 International Society of Hypertension Global Hypertension Practice Guidelines. Hypertension 2020, 75, 1334–1357. [Google Scholar] [CrossRef]
- Goldenberg, R.; Punthakee, Z. Définition, Classification et Diagnostic Du Diabète, Du Prédiabète et Du Syndrome Métabolique. Can. J. Diabetes 2013, 37, S369–S372. [Google Scholar] [CrossRef] [Green Version]
- National Cholesterol Education Program (US); Expert Panel on Detection and Treatment of High Blood Cholesterol in Adults. Third Report of the National Cholesterol Education Program (NCEP) Expert Panel on Detection, Evaluation, and Treatment of High Blood Cholesterol in Adults (Adult Treatment Panel III) Final Report; NIH: Bethesda, MD, USA, 2002; ISBN 158808003X. [Google Scholar]
- Cleeman, J.I. Executive Summary of the Third Report of The National Cholesterol Education Program (NCEP) Expert Panel on Detection, Evaluation, and Treatment of High Blood Cholesterol in Adults (Adult Treatment Panel III). JAMA 2001, 285, 2486–2497. [Google Scholar] [CrossRef]
- Bondarev, D.; Sipilä, S.; Finni, T.; Kujala, U.M.; Aukee, P.; Laakkonen, E.K.; Kovanen, V.; Kokko, K. The Role of Physical Activity in the Link between Menopausal Status and Mental Well-Being. Menopause 2020, 27, 398. [Google Scholar] [CrossRef]
- Moilanen, J.; Aalto, A.M.; Hemminki, E.; Aro, A.R.; Raitanen, J.; Luoto, R. Prevalence of Menopause Symptoms and Their Association with Lifestyle among Finnish Middle-Aged Women. Maturitas 2010, 67, 368–374. [Google Scholar] [CrossRef] [PubMed]
- Colpani, V.; Oppermann, K.; Spritzer, P.M. Association between Habitual Physical Activity and Lower Cardiovascular Risk in Premenopausal, Perimenopausal, and Postmenopausal Women: A Population-Based Study. Menopause 2013, 20, 525–531. [Google Scholar] [CrossRef] [PubMed]
- Karvinen, S.; Jergenson, M.J.; Hyvärinen, M.; Aukee, P.; Tammelin, T.; Sipilä, S.; Kovanen, V.; Kujala, U.M.; Laakkonen, E.K. Menopausal Status and Physical Activity Are Independently Associated with Cardiovascular Risk Factors of Healthy Middle-Aged Women: Cross-Sectional and Longitudinal Evidence. Front. Endocrinol. (Lausanne) 2019, 10, 589. [Google Scholar] [CrossRef] [Green Version]
- El Hajj, A.; Wardy, N.; Haidar, S.; Bourgi, D.; Haddad, M.E.; Chammas, D.E.; El Osta, N.; Rabbaa Khabbaz, L.; Papazian, T. Menopausal Symptoms, Physical Activity Level and Quality of Life of Women Living in the Mediterranean Region. PLoS ONE 2020, 15, e0230515. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- DiPietro, L. Physical Activity in AgingChanges in Patterns and Their Relationship to Health and Function. J. Gerontol. Ser. A 2001, 56, 13–22. [Google Scholar] [CrossRef] [PubMed]
- Lara, S.; Casanova, G.; Spritzer, P.M. Influence of Habitual Physical Activity on Body Composition, Fat Distribution and Metabolic Variables in Early Postmenopausal Women Receiving Hormonal Therapy. Eur. J. Obstet. Gynecol. Reprod. Biol. 2010, 150, 52–56. [Google Scholar] [CrossRef]
- Lwow, F.; Jedrzejuk, D.; Dunajska, K.; Milewicz, A.; Szmigiero, L. Cardiovascular Disease Risk Factors Associated with Low Level of Physical Activity in Postmenopausal Polish Women. Gynecol. Endocrinol. 2013, 29, 683–686. [Google Scholar] [CrossRef]
- Ogwumike, O.O.; Adeniyi, A.F.; Dosa, B.T.; Sanya, A.O.; Awolola, K.O. Physical Activity and Pattern of Blood Pressure in Postmenopausal Women With Hypertension in Nigeria. Ethiop. J. Health Sci. 2014, 24, 153–160. [Google Scholar] [CrossRef] [Green Version]
- Hajian-Tilaki, K.; Heidari, B.; Firouzjahi, A.; Bagherzadeh, M.; Hajian-Tilaki, A.; Halalkhor, S. Prevalence of Metabolic Syndrome and the Association with Socio-Demographic Characteristics and Physical Activity in Urban Population of Iranian Adults: A Population-Based Study. Diabetes Metab. Syndr. Clin. Res. Rev. 2014, 8, 170–176. [Google Scholar] [CrossRef]
- Woolf, K.; Reese, C.E.; Mason, M.P.; Beaird, L.C.; Tudor-Locke, C.; Vaughan, L.A. Physical Activity Is Associated with Risk Factors for Chronic Disease across Adult Women’s Life Cycle. J. Am. Diet. Assoc. 2008, 108, 948–959. [Google Scholar] [CrossRef]
- Laakkonen, E.K.; Kulmala, J.; Aukee, P.; Hakonen, H.; Kujala, U.M.; Lowe, D.A.; Kovanen, V.; Tammelin, T.; Sipilä, S. Female Reproductive Factors Are Associated with Objectively Measured Physical Activity in Middle-Aged Women. PLoS ONE 2017, 12, e0172054. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Thompson, D.L.; Rakow, J.; Perdue, S.M. Relationship between Accumulated Walking and Body Composition in Middle-Aged Women. Med. Sci. Sports Exerc. 2004, 36, 911–914. [Google Scholar] [CrossRef] [PubMed]
- Krumm, E.M.; Dessieux, O.L.; Andrews, P.; Thompson, D.L. The Relationship between Daily Steps and Body Composition in Postmenopausal Women. J. Womens Health 2006, 15, 202–210. [Google Scholar] [CrossRef]
- Eaton, C.B.; Lap Ane, K.L.; Garber, C.E.; Assaf, A.R.; Lasater, T.M.; Carleton, R.A. Physical Activity, Physical Fitness, and Coronary Heart Disease Risk Factors. Med. Sci. Sports Exerc. 1995, 27, 340–346. [Google Scholar] [CrossRef]
- Mainous, A.G.; Tanner, R.J.; Anton, S.D.; Jo, A.; Luetke, M.C. Physical Activity and Abnormal Blood Glucose Among Healthy Weight Adults. Am. J. Prev. Med. 2017, 53, 42–47. [Google Scholar] [CrossRef] [Green Version]
- Hyvärinen, M.; Juppi, H.K.; Taskinen, S.; Karppinen, J.E.; Karvinen, S.; Tammelin, T.H.; Kovanen, V.; Aukee, P.; Kujala, U.M.; Rantalainen, T.; et al. Metabolic Health, Menopause, and Physical Activity—A 4-Year Follow-up Study. Int. J. Obes. 2021, 46, 544–554. [Google Scholar] [CrossRef]
- Skoumas, J.; Pitsavos, C.; Panagiotakos, D.B.; Chrysohoou, C.; Zeimbekis, A.; Papaioannou, I.; Toutouza, M.; Toutouzas, P.; Stefanadis, C. Physical Activity, High Density Lipoprotein Cholesterol and Other Lipids Levels, in Men and Women from the ATTICA Study. Lipids Health Dis. 2003, 2, 3. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Owens, J.F.; Matthews, K.A.; Wing, R.R.; Kuller, L.H. Can Physical Activity Mitigate the Effects of Aging in Middle-Aged Women? Circulation 1992, 85, 1265–1270. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Esteghamati, A.; Khalilzadeh, O.; Rashidi, A.; Meysamie, A.; Haghazali, M.; Abbasi, M.; Asgari, F.; Gouya, M.M. Association between Physical Activity and Metabolic Syndrome in Iranian Adults: National Surveillance of Risk Factors of Noncommunicable Diseases (SuRFNCD-2007). Metabolism 2009, 58, 1347–1355. [Google Scholar] [CrossRef] [PubMed]
- Lee, G.; Choi, H.Y. Factors Associated with Dietary Control and Physical Activity in the Management of Metabolic Syndrome in Korean Menopausal Women. Int. J. Environ. Res. Public Health 2020, 17, 6901. [Google Scholar] [CrossRef] [PubMed]
- Eshtiaghi, R.; Esteghamati, A.; Nakhjavani, M. Menopause Is an Independent Predictor of Metabolic Syndrome in Iranian Women. Maturitas 2010, 65, 262–266. [Google Scholar] [CrossRef]
- Lobo, R.A. Metabolic Syndrome after Menopause and the Role of Hormones. Maturitas 2008, 60, 10–18. [Google Scholar] [CrossRef]
- Laaksonen, D.E.; Lakka, H.-M.; Salonen, J.T.; Niskanen, L.K.; Rauramaa, R.; Lakka, T.A. Low Levels of Leisure-Time Physical Activity and Cardiorespiratory Fitness Predict Development of the Metabolic Syndrome. Diabetes Care 2002, 25, 1612–1618. [Google Scholar] [CrossRef] [Green Version]
- Duclos, M. Prévention et Traitement Du Syndrome Métabolique: Rôle de l’activité Physique. Sci. Sports 2007, 22, 129–134. [Google Scholar] [CrossRef]
- Ward, E.; Gold, E.B.; Johnson, W.O.; Ding, F.; Chang, P.-Y.; Song, P.; el Khoudary, S.R.; Karvonen-Gutierrez, C.; Ylitalo, K.R.; Lee, J.S. Patterns of Cardiometabolic Health as Midlife Women Transition to Menopause: A Prospective Multiethnic Study. J Clin. Endocrinol. Metab. 2019, 104, 1404–1412. [Google Scholar] [CrossRef]
- Riesco, E.; Vallée, K.; Tessier, S.; Mauriège, P. Impact de l’activité Physique Seule Ou Combinée à Une Diète Sur Le Syndrome Métabolique Chez Les Femmes Ménopausées. Obésité 2008, 3, 177–183. [Google Scholar] [CrossRef]
Perimenopause (n = 160) | PostMenopause (n = 213) | ||||
---|---|---|---|---|---|
n (%) | Mean ± SD (MET-min/Week) | n (%) | Mean ± SD (MET-min/Week) | p-Value | |
Low PA | 7 (4.38) | 498.86 ± 51.89 | 25 (11.74) | 460.82 ± 118.62 | 0.927 |
Moderate PA | 135 (84.37) | 1517.6 3 ± 505.46 | 172 (80.75) | 1416.07 ± 502.33 | 0.045 * |
Intense PA | 18 (11.25) | 3388.28 ± 421.85 | 16 (7.51) | 3371.29 ± 364.86 | 0.717 |
Total Score IPAQ | 160 | 1683.51 ± 805.36 | 213 | 1450.81 ± 780.67 | 0.001 * |
Physical Activity (IPAQ) | ||||||||
---|---|---|---|---|---|---|---|---|
Perimenopause (n = 160) | PostMenopause (n = 213) | |||||||
PA Levels | Low | Moderate | Intense | p-Value | Low | Moderate | Intense | p-Value |
Age (years) | 49.43 ± 3.05 | 48.84 ± 2.44 | 48.61 ± 1.94 | 0.917 | 59.16 ± 3.77 | 56.48 ± 4.30 | 54.63 ± 3.36 | 0.001 * |
Age group, n (%) | ||||||||
45–49 | 4 (57.1) | 84 (62.2) | 10 (55.6) | 0.926 | 1 (4) | 11 (6.4) | 0 (0) | 0.003 * |
50–54 | 3 (42.9) | 47 (34.8) | 7 (38.9) | 2 (8) | 47 (27.3) | 10 (62.5) | ||
55–59 | 0 (0) | 4 (3) | 1 (5.6) | 8 (32) | 61 (35.5) | 5 (31.3) | ||
60–64 | NA | NA | NA | 14 (56) | 53 (30.8) | 1 (6.2) | ||
Anthropometry, Body composition | ||||||||
Weight (kg) | 95.76 ± 10.98 | 76.22 ± 11.8 | 66.11 ± 7.06 | 0.000 * | 94.22 ± 18.5 | 78.78 ± 13.53 | 67.02 ± 10.29 | 0.000 * |
BMI (kg/m2) | 39.88 ± 3.7 | 30.08 ± 4.29 | 26.56 ± 2.33 | 0.000 * | 37.17 ± 6.44 | 31.58 ± 4.92 | 26.95 ± 3.69 | 0.000 * |
WC (cm) | 115.43 ± 11.17 | 99.16 ± 9.96 | 92.5 ± 6.33 | 0.000 * | 114.64 ± 13.06 | 104.03 ± 10.4 | 95 ± 9.75 | 0.000 * |
HC (cm) | 119.71 ± 10.17 | 106.3 ± 9.62 | 99.94 ± 5.26 | 0.000 * | 120.88 ± 12.77 | 108.72 ± 10.15 | 102.19 ± 10.89 | 0.000 * |
Body fat (%) | 47.23 ± 1.89 | 39.88 ± 5.5 | 35.01 ± 6.14 | 0.000 * | 45.45 ± 5.22 | 41.58 ± 5.42 | 34.63 ± 6.3 | 0.000 * |
Biological parameters | ||||||||
SBP (mmHg) | 141.57 ± 22.63 | 127.12 ± 16.07 | 125.44 ± 13.87 | 0.223 | 138.8 ± 13.33 | 131.08 ± 16.22 | 133 ± 18.53 | 0.053 |
DBP (mmHg) | 85.14 ± 21.28 | 76.11 ± 10.77 | 75.22 ± 14.48 | 0.635 | 82.68 ± 10.11 | 78.22 ± 11.47 | 76.81 ± 13.66 | 0.057 |
FBG (g/L) | 1.52 ± 0.46 | 1.21 ± 0.5 | 0.96 ± 0.35 | 0.001 * | 1.69 ± 0.59 | 1.31 ± 0.52 | 1.08 ± 0.4 | 0.000 * |
TC (g/L) | 3.00 ± 0.53 | 1.67 ± 0.5 | 1.38 ± 0.15 | 0.000 * | 2.68 ± 0.71 | 1.91 ± 0.62 | 1.53 ± 0.54 | 0.000 * |
TG (g/L) | 2.15 ± 0.55 | 1.02 ± 0.46 | 0.76 ± 0.18 | 0.000 * | 1.91 ± 0.62 | 1.3 ± 0.66 | 1.00 ± 0.58 | 0.000 * |
LDL-C (g/L) | 2.12 ± 0.37 | 1.01 ± 0.41 | 0.81 ± 0.15 | 0.000 * | 1.81 ± 0.55 | 1.19 ± 0.5 | 0.87 ± 0.47 | 0.000 * |
HDL-C (g/L) | 0.41 ± 0.06 | 0.43 ± 0.08 | 0.39 ± 0.07 | 0.102 | 0.43 ± 0.06 | 0.42 ± 0.06 | 0.42 ± 0.08 | 0.893 |
Physical Activity (IPAQ) | ||||||||
---|---|---|---|---|---|---|---|---|
Perimenopause (n = 160) | PostMenopause (n = 213) | |||||||
PA Levels | Low | Moderate | Intense | p-Value | Low | Moderate | Intense | p-Value |
Overweight, obesity, n (%) | ||||||||
BMI, n (%) | ||||||||
Underweight | NA | NA | NA | 0.000 * | 0 (0) | 1 (0.5) | 0 (0) | 0.000 * |
Normal weight | 0 (0) | 65 (48.1) | 12 (66.7) | 1 (4) | 8 (4.7) | 6 (37.5) | ||
Overweight | 2 (28.6) | 46 (34.1) | 1 (5.5) | 2 (8) | 62 (36) | 6 (37.5) | ||
Obesity | 5 (71.4) | 24 (17.8) | 5 (27.8) | 22 (88) | 101 (58.8) | 4 (25) | ||
Body fat, n (%) | ||||||||
Underfat | 0 (0) | 1 (0.7) | 2 (11.1) | 0.000 * | 0 (0) | 2 (1.2) | 1 (6.3) | 0.000 * |
Healthy | 0 (0) | 17 (12.6) | 5 (27.8) | 1 (4) | 17 (9.9) | 7 (43.8) | ||
Overfat | 0 (0) | 53 (39.3) | 10 (55.6) | 7 (28) | 62 (36) | 6 (37.5) | ||
Obese | 7 (100) | 64 (47.4) | 1 (5.5) | 17 (68) | 91 (52.9) | 2 (12.4) | ||
Abdominal obesity, n (%) | ||||||||
WC, n (%) | ||||||||
Normal | 0 (0) | 3 (2.2) | 1 (5.6) | 0.000 * | 0 (0) | 1 (0.6) | 1 (6.3) | 0.000 * |
Abdominale | 7 (100) | 132 (97.8) | 17 (94.4) | 25 (100) | 171 (99.4) | 15 (93.7) | ||
obesity | ||||||||
WHR, n (%) | ||||||||
Normal | 0 (0) | 1 (0.7) | 0 (0) | 0.001 * | 0 (0) | 1 (0.6) | 0 (0) | 0.001 * |
High | 7 (100) | 134 (99.3) | 18 (100) | 25 (100) | 171 (99.4) | 16 (100) | ||
Blood pressure (HTA), n (%) | ||||||||
Normal | 3 (42.8) | 108 (80) | 15 (83.3) | 0.887 | 13 (52) | 113 (65.7) | 11 (68.8) | 0.449 |
High BP | 4 (57.2) | 27 (20) | 3 (16.7) | 12 (48) | 59 (34.3) | 5 (31.2) | ||
Diabetes type 2, n (%) | ||||||||
Non-diabetics | 1 (14.3) | 87 (64.4) | 16 (88.9) | 0.000 * | 4 (16) | 94 (54.7) | 12 (75) | 0.001 * |
Pre-diabetes | 1 (14.3) | 1 (0.8) | 0 (0) | 2 (8) | 3 (1.7) | 0 (0) | ||
Diabetes | 5 (71.4) | 47 (34.8) | 2 (11.1) | 19 (76) | 75 (43.6) | 4 (25) | ||
Dyslipidemia, n (%) | ||||||||
TC, n (%) | ||||||||
Normal | 0 (0) | 113 (83.7) | 18 (100) | 0.000 * | 6 (24) | 116 (67.4) | 14 (87.5) | 0.000 * |
High | 7 (100) | 22 (16.3) | 0 (0) | 16 (76) | 56 (32.6) | 2 (12.5) | ||
TG, n (%) | ||||||||
Normal | 1 (14.3) | 119 (88.1) | 18 (100) | 0.000 * | 7 (28) | 113 (65.7) | 14 (87.5) | 0.001 * |
High | 6 (85.7) | 16 (11.9) | 0 (0) | 18 (72) | 59 (34.3) | 2 (12.5) | ||
LDL-C, n (%) | ||||||||
Normal | 0 (0) | 87 (64.4) | 17 (94.4) | 0.000 * | 2 (8) | 90 (52.3) | 13 (81.1) | 0.000 * |
High | 7 (100) | 48 (35.6) | 1 (5.6) | 23 (92) | 82 (47.7) | 3 (18.9) | ||
HDL-C, n (%) | ||||||||
Low | 0 (0) | 1 (0.7) | 0 (0) | 0.886 | 0 (0) | 1 (0.6) | 1 (6.2) | 0.302 |
Normal | 0 (0) | 5 (3.7) | 0 (0) | 0 (0) | 9 (5.2) | 4 (25) | ||
High | 7 (100) | 129 (95.6) | 18 (100) | 25 (100) | 162 (94.2) | 11 (68.8) | ||
Metabolic syndrome, n (%) | ||||||||
−MetS | 0 (0) | 68 (50.4) | 11 (61.1) | 0.020 * | 1 (4) | 48 (27.9) | 6 (37.5) | 0.021 * |
+MetS | 7 (100) | 67 (49.6) | 7 (38.9) | 24 (96) | 124 (72.1) | 10 (62.5) | ||
Number of MetS components, n (%) | ||||||||
3 components | 2 (28.6) | 35 (25.9) | 7 (38.9) | 0.001 * | 4 (16) | 44 (25.6) | 8 (50) | 0.000 * |
4 components | 2 (28.6) | 29 (21.5) | 0 (0) | 7 (28) | 46 (26.7) | 0(0) | ||
5 components | 3 (42.9) | 3 (2.2) | 0 (0) | 13 (52) | 34 (19.8) | 2 (12.5) | ||
mean ± SD | 4.14 ± 0.90 | 2.58 ± 1.10 | 2.17 ± 0.79 | 0.001 * | 4.24 ± 1.01 | 3.32 ± 1.20 | 2.56 ± 1.32 | 0.000 * |
Score-IPAQ (MET-min/Week) | ||||
---|---|---|---|---|
Perimenopause (n = 160) | PostMenopause (n = 213) | |||
r-Value | p-Value | r-Value | p-Value | |
Age (years) | 0.006 | 0.937 | −0.192 | 0.005 ** |
Weight (kg) | −0.341 | 0.000 ** | −0.336 | 0.000 ** |
BMI (kg/m2) | −0.402 | 0.000 ** | −0.339 | 0.000 ** |
Waist circumference (cm) | −0.333 | 0.000 ** | −0.301 | 0.000 ** |
Hip circumference (cm) | −0.294 | 0.000 ** | −0.320 | 0.000 ** |
WHR | −0.111 | 0.163 | 0.013 | 0.851 |
Body fat (%) | −0.301 | 0.000 ** | −0.346 | 0.000 ** |
SBP (mmHg) | −0.079 | 0.318 | −0.016 | 0.819 |
DBP (mmHg) | −0.001 | 0.994 | −0.008 | 0.910 |
Fasting blood glucose (g/l) | −0.214 | 0.007 ** | −0.141 | 0.039 * |
Total cholesterol (g/L) | −0.369 | 0.000 ** | −0.277 | 0.000 ** |
Triglycerides (g/L) | −0.367 | 0.000 ** | −0.137 | 0.045 * |
LDL-C (g/L) | −0.356 | 0.000 ** | −0.297 | 0.000 ** |
HDL-C (g/L) | −0.057 | 0.472 | −0.075 | 0.275 |
Number of MetS components | −0.345 | 0.000 ** | −0.200 | 0.003 ** |
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Harraqui, K.; Oudghiri, D.E.; Mrabti, H.N.; Hannoun, Z.; Lee, L.-H.; Assaggaf, H.; Qasem, A.; Goh, K.W.; Ming, L.C.; Tan, C.S.; et al. Association between Physical Activity, Body Composition, and Metabolic Disorders in Middle-Aged Women of Ksar el Kebir (Morocco). Int. J. Environ. Res. Public Health 2023, 20, 1739. https://doi.org/10.3390/ijerph20031739
Harraqui K, Oudghiri DE, Mrabti HN, Hannoun Z, Lee L-H, Assaggaf H, Qasem A, Goh KW, Ming LC, Tan CS, et al. Association between Physical Activity, Body Composition, and Metabolic Disorders in Middle-Aged Women of Ksar el Kebir (Morocco). International Journal of Environmental Research and Public Health. 2023; 20(3):1739. https://doi.org/10.3390/ijerph20031739
Chicago/Turabian StyleHarraqui, Khouloud, Dia Eddine Oudghiri, Hanae Naceiri Mrabti, Zineb Hannoun, Learn-Han Lee, Hamza Assaggaf, Ahmed Qasem, Khang Wen Goh, Long Chiau Ming, Ching Siang Tan, and et al. 2023. "Association between Physical Activity, Body Composition, and Metabolic Disorders in Middle-Aged Women of Ksar el Kebir (Morocco)" International Journal of Environmental Research and Public Health 20, no. 3: 1739. https://doi.org/10.3390/ijerph20031739