Food Insecurity Is Associated with Mild Cognitive Impairment among Middle-Aged and Older Adults in South Africa: Findings from a Nationally Representative Survey
Abstract
:1. Introduction
2. Materials and Methods
2.1. Mild Cognitive Impairment (MCI)
2.2. Food Insecurity
2.3. Control Variables
2.4. Statistical Analysis
3. Results
4. Discussion
5. Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
References
- Wimo, A.; Guerchet, M.; Ali, G.C.; Wu, Y.T.; Prina, A.M.; Winblad, B.; Jonsson, L.; Liu, Z.; Prince, M. The worldwide costs of dementia 2015 and comparisons with 2010. Alzheimers Dement. 2017, 13, 1–7. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- GBD 2016 Dementia Collaborators. Global, regional, and national burden of Alzheimer’s disease and other dementias, 1990–2016: A systematic analysis for the Global Burden of Disease Study 2016. Lancet Neurol. 2019, 18, 88–106. [Google Scholar] [CrossRef]
- World Health Organization. Available online: https://www.who.int/news-room/fact-sheets/detail/dementia (accessed on 20 February 2019).
- Livingston, G.; Sommerlad, A.; Orgeta, V.; Costafreda, S.G.; Huntley, J.; Ames, D.; Ballard, C.; Banerjee, S.; Burns, A.; Cohen-Mansfield, J.; et al. Dementia prevention, intervention, and care. Lancet 2017, 390, 2673–2734. [Google Scholar] [CrossRef] [Green Version]
- Solfrizzi, V.; Panza, F.; Colacicco, A.M.; D’Introno, A.; Capurso, C.; Torres, F.; Grigoletto, F.; Maggi, S.; Del Parigi, A.; Reiman, E.M.; et al. Vascular risk factors, incidence of MCI, and rates of progression to dementia. Neurology 2004, 63, 1882–1891. [Google Scholar] [CrossRef]
- Frith, E.; Loprinzi, P.D. Food insecurity and cognitive function in older adults: Brief report. Clin. Nutr. 2017. [Google Scholar] [CrossRef]
- Wong, J.C.; Scott, T.; Wilde, P.; Li, Y.G.; Tucker, K.L.; Gao, X. Food Insecurity Is Associated with Subsequent Cognitive Decline in the Boston Puerto Rican Health Study. J. Nutr. 2016, 146, 1740–1745. [Google Scholar] [CrossRef] [PubMed]
- Gao, X.; Scott, T.; Falcon, L.M.; Wilde, P.E.; Tucker, K.L. Food insecurity and cognitive function in Puerto Rican adults. Am. J. Clin. Nutr. 2009, 89, 1197–1203. [Google Scholar] [CrossRef] [PubMed]
- Bickel, G.; Nord, M.; Price, C.; Hamilton, W.; Cook, J. Guide to Measuring Household Food Security; Department of Agriculture, Food and Nutrition Service: Alexandria, VA, USA, 2000.
- FAO; IFAD; UNICEF; WFP; WHO. The State of Food Security and Nutrition in the World 2017; Building Resilience for Peace and Food Security; FAO: Rome, Italy, 2017. [Google Scholar]
- Misselhorn, A.; Hendriks, S.L. A systematic review of sub-national food insecurity research in South Africa: Missed opportunities for policy insights. PLoS ONE 2017, 12, e0182399. [Google Scholar] [CrossRef]
- Altman, M.; Hart, T.G.; Jacobs, P.T. Household food security status in South Africa. Agrekon 2009, 48, 345–361. [Google Scholar] [CrossRef]
- Misselhorn, A.A. What drives food insecurity in southern Africa? A meta-analysis of household economy studies. Glob. Environ. Chang. 2005, 15, 33–43. [Google Scholar] [CrossRef]
- Stubbs, B.; Vancampfort, D.; Veronese, N.; Schofield, P.; Lin, P.Y.; Tseng, P.T.; Solmi, M.; Thompson, T.; Carvalho, A.F.; Koyanagi, A. Multimorbidity and perceived stress: A population-based cross-sectional study among older adults across six low- and middle-income countries. Maturitas 2018, 107, 84–91. [Google Scholar] [CrossRef]
- World Alzheimer Report 2015. Available online: https://www.alz.co.uk/research/world-report-2015 (accessed on 31 January 2019).
- Albert, M.S.; DeKosky, S.T.; Dickson, D.; Dubois, B.; Feldman, H.H.; Fox, N.C.; Gamst, A.; Holtzman, D.M.; Jagust, W.J.; Petersen, R.C.; et al. The diagnosis of mild cognitive impairment due to Alzheimer’s disease: Recommendations from the National Institute on Aging-Alzheimer’s Association workgroups on diagnostic guidelines for Alzheimer’s disease. Alzheimers Dement. 2011, 7, 270–279. [Google Scholar] [CrossRef] [Green Version]
- Koyanagi, A.; Lara, E.; Stubbs, B.; Carvalho, A.F.; Oh, H.; Stickley, A.; Veronese, N.; Vancampfort, D. Chronic Physical Conditions, Multimorbidity, and Mild Cognitive Impairment in Low- and Middle-Income Countries. J. Am. Geriatr. Soc. 2018. [Google Scholar] [CrossRef] [PubMed]
- Koyanagi, A.; Oh, H.; Vancampfort, D.; Carvalho, A.F.; Veronese, N.; Stubbs, B.; Lara, E. Perceived Stress and Mild Cognitive Impairment among 32,715 Community-Dwelling Older Adults across Six Low- and Middle-Income Countries. Gerontology 2019, 65, 155–163. [Google Scholar] [CrossRef]
- Morris, J.C.; Heyman, A.; Mohs, R.C.; Hughes, J.P.; van Belle, G.; Fillenbaum, G.; Mellits, E.D.; Clark, C. The Consortium to Establish a Registry for Alzheimer’s Disease (CERAD). Part I. Clinical and neuropsychological assessment of Alzheimer’s disease. Neurology 1989, 39, 1159–1165. [Google Scholar]
- The Psychological Corporation. The Psychological Corporation: The WAIS III-WMS III Updated Technical Manual; The Psychological Corporation: San Antonio, TX, USA, 2002. [Google Scholar]
- Katz, S.; Ford, A.B.; Moskowitz, R.W.; Jackson, B.A.; Jaffe, M.W. Studies of illness in the aged. The index of ADL: A standardized measure of biological and psychosocial function. JAMA 1963, 185, 914–919. [Google Scholar] [CrossRef]
- Schrock, J.M.; McClure, H.H.; Snodgrass, J.J.; Liebert, M.A.; Charlton, K.E.; Arokiasamy, P.; Naidoo, N.; Kowal, P. Food insecurity partially mediates associations between social disadvantage and body composition among older adults in india: Results from the study on global AGEing and adult health (SAGE). Am. J. Hum. Biol. 2017, 29. [Google Scholar] [CrossRef] [PubMed]
- Bull, F.C.; Maslin, T.S.; Armstrong, T. Global physical activity questionnaire (GPAQ): Nine country reliability and validity study. J. Phys. Act. Health 2009, 6, 790–804. [Google Scholar] [CrossRef] [PubMed]
- Vancampfort, D.; Stubbs, B.; Lara, E.; Vandenbulcke, M.; Swinnen, N.; Koyanagi, A. Mild cognitive impairment and physical activity in the general population: Findings from six low- and middle-income countries. Exp. Gerontol. 2017, 100, 100–105. [Google Scholar] [CrossRef] [PubMed]
- Vancampfort, D.; Stubbs, B.; Mugisha, J.; Firth, J.; Schuch, F.B.; Koyanagi, A. Correlates of sedentary behavior in 2,375 people with depression from 6 low- and middle-income countries. J. Affect. Disord. 2018, 234, 97–104. [Google Scholar] [CrossRef]
- Amieva, H.; Jacqmin-Gadda, H.; Orgogozo, J.M.; Le Carret, N.; Helmer, C.; Letenneur, L.; Barberger-Gateau, P.; Fabrigoule, C.; Dartigues, J.F. The 9 year cognitive decline before dementia of the Alzheimer type: A prospective population-based study. Brain 2005, 128 Pt 5, 1093–1101. [Google Scholar] [CrossRef]
- World Alzheimer Report 2014. Available online: https://www.alz.co.uk/research/world-report-2014 (accessed on 29 January 2019).
- Lara, E.; Koyanagi, A.; Olaya, B.; Lobo, A.; Miret, M.; Tyrovolas, S.; Ayuso-Mateos, J.L.; Haro, J.M. Mild cognitive impairment in a Spanish representative sample: Prevalence and associated factors. Int. J. Geriatr. Psychiatry 2016, 31, 858–867. [Google Scholar] [CrossRef]
- Pruessner, J.C.; Dedovic, K.; Pruessner, M.; Lord, C.; Buss, C.; Collins, L.; Dagher, A.; Lupien, S.J. Stress regulation in the central nervous system: Evidence from structural and functional neuroimaging studies in human populations—2008 Curt Richter Award Winner. Psychoneuroendocrinology 2010, 35, 179–191. [Google Scholar] [CrossRef]
- Leonard, B.E. The HPA and immune axes in stress: The involvement of the serotonergic system. Eur. Psychiatry 2005, 20 (Suppl. 3), S302–S306. [Google Scholar] [CrossRef]
- Lai, K.S.P.; Liu, C.S.; Rau, A.; Lanctot, K.L.; Kohler, C.A.; Pakosh, M.; Carvalho, A.F.; Herrmann, N. Peripheral inflammatory markers in Alzheimer’s disease: A systematic review and meta-analysis of 175 studies. J. Neurol. Neurosurg. Psychiatry 2017. [Google Scholar] [CrossRef] [PubMed]
- Pilgrim, A.; Barker, M.; Jackson, A.; Ntani, G.; Crozier, S.; Inskip, H.; Godfrey, K.; Cooper, C.; Robinson, S. Does living in a food insecure household impact on the diets and body composition of young children? Findings from the Southampton Women’s Survey. J. Epidemiol. Community Health 2012, 66, e6. [Google Scholar] [CrossRef]
- Fenech, M. Vitamins Associated with Brain Aging, Mild Cognitive Impairment, and Alzheimer Disease: Biomarkers, Epidemiological and Experimental Evidence, Plausible Mechanisms, and Knowledge Gaps. Adv. Nutr. 2017, 8, 958–970. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Bo, Y.; Zhang, X.; Wang, Y.; You, J.; Cui, H.; Zhu, Y.; Pang, W.; Liu, W.; Jiang, Y.; Lu, Q. The n-3 Polyunsaturated Fatty Acids Supplementation Improved the Cognitive Function in the Chinese Elderly with Mild Cognitive Impairment: A Double-Blind Randomized Controlled Trial. Nutrients 2017, 9, 54. [Google Scholar] [CrossRef] [PubMed]
- Ma, F.; Li, Q.; Zhou, X.; Zhao, J.; Song, A.; Li, W.; Liu, H.; Xu, W.; Huang, G. Effects of folic acid supplementation on cognitive function and Abeta-related biomarkers in mild cognitive impairment: A randomized controlled trial. Eur. J. Nutr. 2017. [Google Scholar] [CrossRef]
- Roberts, R.O.; Roberts, L.A.; Geda, Y.E.; Cha, R.H.; Pankratz, V.S.; O’Connor, H.M.; Knopman, D.S.; Petersen, R.C. Relative intake of macronutrients impacts risk of mild cognitive impairment or dementia. J. Alzheimers Dis. 2012, 32, 329–339. [Google Scholar] [CrossRef] [PubMed]
- Lupien, S.J.; Maheu, F.; Tu, M.; Fiocco, A.; Schramek, T.E. The effects of stress and stress hormones on human cognition: Implications for the field of brain and cognition. Brain Cogn. 2007, 65, 209–237. [Google Scholar] [CrossRef] [Green Version]
- Jorm, A.F.; Jolley, D. The incidence of dementia: A meta-analysis. Neurology 1998, 51, 728–733. [Google Scholar] [CrossRef] [PubMed]
- Lindbergh, C.A.; Dishman, R.K.; Miller, L.S. Functional Disability in Mild Cognitive Impairment: A Systematic Review and Meta-Analysis. Neuropsychol. Rev. 2016, 26, 129–159. [Google Scholar] [CrossRef]
- Lara, E.; Koyanagi, A.; Domenech-Abella, J.; Miret, M.; Ayuso-Mateos, J.L.; Haro, J.M. The Impact of Depression on the Development of Mild Cognitive Impairment over 3 Years of Follow-Up: A Population-Based Study. Dement. Geriatr. Cogn. Disord. 2017, 43, 155–169. [Google Scholar] [CrossRef]
- Petersen, R.C. Mild Cognitive Impairment. Continuum (Minneap Minn) 2016, 22, 404–418. [Google Scholar] [CrossRef] [Green Version]
- Masa, R.; Chowa, G.; Nyirenda, V. Prevalence and Predictors of Food Insecurity among People Living with HIV Enrolled in Antiretroviral Therapy and Livelihood Programs in Two Rural Zambian Hospitals. Ecol. Food Nutr. 2017, 56, 256–276. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Kanmogne, G.D.; Fonsah, J.Y.; Tang, B.; Doh, R.F.; Kengne, A.M.; Umlauf, A.; Tagny, C.T.; Nchindap, E.; Kenmogne, L.; Franklin, D.; et al. Effects of HIV on executive function and verbal fluency in Cameroon. Sci. Rep. 2018, 8, 17794. [Google Scholar] [CrossRef] [PubMed]
Characteristic | Overall | Food Insecurity | p-Value a | |||
---|---|---|---|---|---|---|
None | Moderate | Severe | ||||
Sex | Female | 56.0 | 54.4 | 56.5 | 62.8 | 0.047 |
Male | 44.0 | 43.5 | 37.2 | 43.6 | ||
Age (years) | Mean (SD) | 61.4 (18.3) | 61.7 (18.9) | 62.5 (17.4) | 60.1 (17.1) | 0.074 |
Education (years) | Mean (SD) | 6.1 (10.1) | 6.8 (11.0) | 4.5 (8.1) | 4.7 (7.3) | <0.001 |
Wealth | Poorest | 20.7 | 14.7 | 27.7 | 32.7 | <0.001 |
Poorer | 19.9 | 17.9 | 20.8 | 26.4 | ||
Middle | 18.5 | 17.7 | 25.1 | 19.8 | ||
Richer | 19.8 | 22.1 | 20.3 | 13.2 | ||
Richest | 21.1 | 27.6 | 6.0 | 7.9 | ||
Race | Black | 74.3 | 68.2 | 80.1 | 88.9 | <0.001 |
White | 9.2 | 12.9 | 2.0 | 1.5 | ||
Other | 16.5 | 19.0 | 17.9 | 9.6 | ||
Low physical activity | No | 50.0 | 54.1 | 39.5 | 41.9 | 0.002 |
Yes | 50.0 | 45.9 | 60.5 | 58.1 | ||
Smoking | Never | 66.6 | 66.1 | 69.0 | 66.7 | 0.162 |
Past | 23.8 | 23.3 | 20.2 | 27.3 | ||
Current | 9.7 | 10.7 | 10.8 | 6.0 | ||
Alcohol consumption | No | 86.0 | 86.8 | 91.1 | 80.7 | 0.007 |
Yes | 14.0 | 13.2 | 8.9 | 19.3 | ||
BMI (kg/m2) | Normal | 24.0 | 23.3 | 21.5 | 25.8 | 0.382 |
Overweight | 26.5 | 27.8 | 22.1 | 25.5 | ||
Obese | 46.6 | 46.4 | 51.9 | 45.1 | ||
Underweight | 2.9 | 2.5 | 4.5 | 3.6 | ||
Diabetes | No | 90.9 | 91.3 | 88.1 | 90.5 | 0.465 |
Yes | 9.1 | 8.7 | 11.9 | 9.5 | ||
Stroke | No | 96.6 | 96.6 | 96.7 | 96.3 | 0.951 |
Yes | 3.4 | 3.4 | 3.3 | 3.7 | ||
Hypertension | No | 21.4 | 21.8 | 16.7 | 20.5 | 0.278 |
Yes | 78.6 | 78.2 | 83.3 | 79.5 | ||
Depression | No | 97.1 | 97.7 | 97.6 | 95.0 | 0.064 |
Yes | 2.9 | 2.3 | 2.4 | 5.0 |
Characteristic | Category | Age | |||||
---|---|---|---|---|---|---|---|
Overall | 50–64 years | ≥65 years | |||||
OR | 95%CI | OR | 95%CI | OR | 95%CI | ||
Food insecurity | None | 1.00 | 1.00 | 1.00 | |||
Moderate | 2.82 *** | [1.65,4.84] | 2.84 ** | [1.41,5.69] | 2.76 * | [1.19,6.41] | |
Severe | 2.51 *** | [1.63,3.87] | 1.98 * | [1.06,3.72] | 3.87 *** | [2.20,6.81] | |
Sex | Female | 1.00 | 1.00 | 1.00 | |||
Male | 0.56 ** | [0.37,0.85] | 0.59 | [0.32,1.06] | 0.54 | [0.26,1.10] | |
Age (years) | 1.05 *** | [1.03,1.07] | 1.05 | [0.99,1.11] | 1.04 * | [1.01,1.08] | |
Education (years) | 0.98 | [0.93,1.03] | 0.95 | [0.89,1.02] | 1.01 | [0.94,1.09] | |
Wealth | Poorest | 1.00 | 1.00 | 1.00 | |||
Poorer | 1.08 | [0.64,1.83] | 0.68 | [0.34,1.36] | 2.32 | [0.99,5.40] | |
Middle | 1.51 | [0.82,2.80] | 1.06 | [0.52,2.16] | 2.95 | [0.98,8.87] | |
Richer | 1.82 | [0.96,3.46] | 1.54 | [0.73,3.27] | 2.45 | [0.87,6.93] | |
Richest | 1.35 | [0.60,3.04] | 1.12 | [0.37,3.42] | 2.11 | [0.63,7.09] | |
Race | Black | 1.00 | 1.00 | 1.00 | |||
White | 0.23 * | [0.07,0.74] | 0.18 | [0.03,1.02] | 0.24 * | [0.06,0.96] | |
Other | 0.87 | [0.50,1.50] | 0.92 | [0.46,1.80] | 0.58 | [0.25,1.34] | |
Low physical activity | No | 1.00 | 1.00 | 1.00 | |||
Yes | 0.79 | [0.52,1.20] | 0.72 | [0.40,1.31] | 0.75 | [0.45,1.23] | |
Smoking | Never | 1.00 | 1.00 | 1.00 | |||
Past | 1.11 | [0.67,1.82] | 1.45 | [0.76,2.77] | 0.71 | [0.36,1.37] | |
Current | 1.15 | [0.63,2.11] | 1.16 | [0.54,2.48] | 1.1 | [0.41,2.93] | |
Alcohol consumption | No | 1.00 | 1.00 | 1.00 | |||
Yes | 2.44 ** | [1.39,4.28] | 2.90 ** | [1.49,5.64] | 1.57 | [0.71,3.48] | |
BMI (kg/m2) | Normal | 1.00 | 1.00 | 1.00 | |||
Overweight | 0.95 | [0.53,1.69] | 1.69 | [0.82,3.49] | 0.40 * | [0.18,0.89] | |
Obese | 1.17 | [0.74,1.85] | 1.63 | [0.85,3.11] | 0.61 | [0.31,1.21] | |
Underweight | 0.89 | [0.40,2.01] | 0.92 | [0.30,2.84] | 0.76 | [0.20,2.80] | |
Diabetes | No | 1.00 | 1.00 | 1.00 | |||
Yes | 0.9 | [0.46,1.76] | 0.97 | [0.39,2.43] | 0.87 | [0.33,2.29] | |
Stroke | No | 1.00 | 1.00 | 1.00 | |||
Yes | 4.64 *** | [1.91,11.29] | 5.02 ** | [1.81,13.91] | 2.92 * | [1.02,8.39] | |
Hypertension | No | 1.00 | 1.00 | 1.00 | |||
Yes | 0.9 | [0.55,1.46] | 1.17 | [0.58,2.34] | 0.56 | [0.30,1.03] | |
Depression | No | 1.00 | 1.00 | 1.00 | |||
Yes | 1.77 | [0.68,4.58] | 2.41 | [0.92,6.31] | 0.58 | [0.06,6.00] |
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Koyanagi, A.; Veronese, N.; Stubbs, B.; Vancampfort, D.; Stickley, A.; Oh, H.; Shin, J.I.; Jackson, S.; Smith, L.; Lara, E. Food Insecurity Is Associated with Mild Cognitive Impairment among Middle-Aged and Older Adults in South Africa: Findings from a Nationally Representative Survey. Nutrients 2019, 11, 749. https://doi.org/10.3390/nu11040749
Koyanagi A, Veronese N, Stubbs B, Vancampfort D, Stickley A, Oh H, Shin JI, Jackson S, Smith L, Lara E. Food Insecurity Is Associated with Mild Cognitive Impairment among Middle-Aged and Older Adults in South Africa: Findings from a Nationally Representative Survey. Nutrients. 2019; 11(4):749. https://doi.org/10.3390/nu11040749
Chicago/Turabian StyleKoyanagi, Ai, Nicola Veronese, Brendon Stubbs, Davy Vancampfort, Andrew Stickley, Hans Oh, Jae Il Shin, Sarah Jackson, Lee Smith, and Elvira Lara. 2019. "Food Insecurity Is Associated with Mild Cognitive Impairment among Middle-Aged and Older Adults in South Africa: Findings from a Nationally Representative Survey" Nutrients 11, no. 4: 749. https://doi.org/10.3390/nu11040749
APA StyleKoyanagi, A., Veronese, N., Stubbs, B., Vancampfort, D., Stickley, A., Oh, H., Shin, J. I., Jackson, S., Smith, L., & Lara, E. (2019). Food Insecurity Is Associated with Mild Cognitive Impairment among Middle-Aged and Older Adults in South Africa: Findings from a Nationally Representative Survey. Nutrients, 11(4), 749. https://doi.org/10.3390/nu11040749