Skip to main content
Top
Published in: The journal of nutrition, health & aging 5/2017

01-05-2017

Obesity and cognitive decline in adults: Effect of methodological choices and confounding by age in a longitudinal study

Authors: Kay Deckers, M. P. J. van Boxtel, F. R. J. Verhey, S. Köhler

Published in: The journal of nutrition, health & aging | Issue 5/2017

Login to get access

Abstract

Background and Objectives

Obesity has been associated with increased risk of cognitive impairment or dementia, but recent findings are contradictory, possibly due to methodological differences. The present study tries to clarify these inconsistencies by following the cognitive trajectories of individuals with obesity over 12 years and studying the effect of obesity status (obesity at baseline versus incident obesity at follow-up), chronicity, definition, potential confounding (e.g. age, cardiovascular factors), and non-linear associations.

Design

Longitudinal study with 12 years follow-up.

Setting

Community based.

Participants

1,807 cognitively healthy individuals (aged 24-83) from the Maastricht Aging Study (1992-2004).

Measurements

Memory, executive function and processing speed were assessed at baseline and at 6- and 12-year follow-up. Obesity was defined as having a body mass index (BMI) of ≥ 30.0 kg/m2 or waist circumference (WC) of > 102 cm for men and > 88 cm for women.

Results

At baseline, 545 persons were obese (BMI: 329 (18%); WC: 494 (27%); both: 278 (15%). They showed faster decline in memory, executive function, and processing speed. Chronic obese showed less widespread impairment than those who regained normal weight. Associations across cognitive domains were weaker for obesity defined by BMI than for WC. At follow-up, 190 developed obesity, and they performed worse on executive function at baseline, but showed less decline compared with participants with normal weight. Yet, age-stratification and post-hoc analyses showed that most of these associations were confounded by age.

Conclusions

This study shows that the association between obesity and cognitive decline was confounded by the effect of age on rate of decline. Future studies should take this into account.
Literature
1.
go back to reference Ferri CP, Prince M, Brayne C, Brodaty H, Fratiglioni L, Ganguli M, et al. Global prevalence of dementia: a Delphi consensus study. Lancet 2005;366:2112–7. doi: 10.1016/s0140-6736(05)67889-0.CrossRefPubMedPubMedCentral Ferri CP, Prince M, Brayne C, Brodaty H, Fratiglioni L, Ganguli M, et al. Global prevalence of dementia: a Delphi consensus study. Lancet 2005;366:2112–7. doi: 10.1016/s0140-6736(05)67889-0.CrossRefPubMedPubMedCentral
2.
go back to reference Alzheimer’s Disease International. Dementia and risk reduction: an analysis of protective and modifiable factors. London: Alzheimer’s Disease International, 2014. Alzheimer’s Disease International. Dementia and risk reduction: an analysis of protective and modifiable factors. London: Alzheimer’s Disease International, 2014.
3.
go back to reference Barnes DE, Yaffe K. The projected effect of risk factor reduction on Alzheimer’s disease prevalence. Lancet Neurol 2011;10:819–28. doi: 10.1016/s1474-4422(11)70072-2.CrossRefPubMedPubMedCentral Barnes DE, Yaffe K. The projected effect of risk factor reduction on Alzheimer’s disease prevalence. Lancet Neurol 2011;10:819–28. doi: 10.1016/s1474-4422(11)70072-2.CrossRefPubMedPubMedCentral
4.
go back to reference Finucane MM, Stevens GA, Cowan MJ, Danaei G, Lin JK, Paciorek CJ, et al. National, regional, and global trends in body-mass index since 1980: systematic analysis of health examination surveys and epidemiological studies with 960 countryyears and 9.1 million participants. Lancet 2011;377:557–67. doi: 10.1016/s0140-6736(10)62037-5.CrossRefPubMedPubMedCentral Finucane MM, Stevens GA, Cowan MJ, Danaei G, Lin JK, Paciorek CJ, et al. National, regional, and global trends in body-mass index since 1980: systematic analysis of health examination surveys and epidemiological studies with 960 countryyears and 9.1 million participants. Lancet 2011;377:557–67. doi: 10.1016/s0140-6736(10)62037-5.CrossRefPubMedPubMedCentral
5.
go back to reference Norton S, Matthews FE, Barnes DE, Yaffe K, Brayne C. Potential for primary prevention of Alzheimer’s disease: an analysis of population-based data. Lancet Neurol 2014;13:788–94. doi: 10.1016/s1474-4422(14)70136-x.CrossRefPubMed Norton S, Matthews FE, Barnes DE, Yaffe K, Brayne C. Potential for primary prevention of Alzheimer’s disease: an analysis of population-based data. Lancet Neurol 2014;13:788–94. doi: 10.1016/s1474-4422(14)70136-x.CrossRefPubMed
6.
go back to reference Stevens G, Singh G, Lu Y, Danaei G, Lin J, Finucane M, et al. National, regional, and global trends in adult overweight and obesity prevalences. Population Health Metrics 2012;10:22. doi: 10.1186/1478-7954-10-22.CrossRefPubMedPubMedCentral Stevens G, Singh G, Lu Y, Danaei G, Lin J, Finucane M, et al. National, regional, and global trends in adult overweight and obesity prevalences. Population Health Metrics 2012;10:22. doi: 10.1186/1478-7954-10-22.CrossRefPubMedPubMedCentral
7.
go back to reference Deckers K, van Boxtel MP, Schiepers OJ, de Vugt M, Munoz Sanchez JL, Anstey KJ, et al. Target risk factors for dementia prevention: a systematic review and Delphi consensus study on the evidence from observational studies. Int J Geriatr Psychiatry 2015;30:234–46. doi: 10.1002/gps.4245.CrossRefPubMed Deckers K, van Boxtel MP, Schiepers OJ, de Vugt M, Munoz Sanchez JL, Anstey KJ, et al. Target risk factors for dementia prevention: a systematic review and Delphi consensus study on the evidence from observational studies. Int J Geriatr Psychiatry 2015;30:234–46. doi: 10.1002/gps.4245.CrossRefPubMed
8.
go back to reference Albanese E, Davis B, Jonsson PV, Chang M, Aspelund T, Garcia M, et al. Overweight and Obesity in Midlife and Brain Structure and Dementia 26 Years Later: The AGES-Reykjavik Study. American Journal of Epidemiology 2015;181:672–9. doi: 10.1093/aje/kwu331.CrossRefPubMedPubMedCentral Albanese E, Davis B, Jonsson PV, Chang M, Aspelund T, Garcia M, et al. Overweight and Obesity in Midlife and Brain Structure and Dementia 26 Years Later: The AGES-Reykjavik Study. American Journal of Epidemiology 2015;181:672–9. doi: 10.1093/aje/kwu331.CrossRefPubMedPubMedCentral
9.
go back to reference Aslan AK, Starr JM, Pattie A, Deary I. Cognitive consequences of overweight and obesity in the ninth decade of life? Age Ageing 2015;44:59–65. doi: 10.1093/ageing/afu108.CrossRefPubMed Aslan AK, Starr JM, Pattie A, Deary I. Cognitive consequences of overweight and obesity in the ninth decade of life? Age Ageing 2015;44:59–65. doi: 10.1093/ageing/afu108.CrossRefPubMed
10.
go back to reference de Bruijn RF, Bos MJ, Portegies ML, Hofman A, Franco OH, Koudstaal PJ, et al. The potential for prevention of dementia across two decades: the prospective, populationbased Rotterdam Study. BMC Med 2015;13:132. doi: 10.1186/s12916-015-0377-5.CrossRefPubMedPubMedCentral de Bruijn RF, Bos MJ, Portegies ML, Hofman A, Franco OH, Koudstaal PJ, et al. The potential for prevention of dementia across two decades: the prospective, populationbased Rotterdam Study. BMC Med 2015;13:132. doi: 10.1186/s12916-015-0377-5.CrossRefPubMedPubMedCentral
11.
go back to reference Qizilbash N, Gregson J, Johnson ME, Pearce N, Douglas I, Wing K, et al. BMI and risk of dementia in two million people over two decades: a retrospective cohort study. Lancet Diabetes Endocrinol 2015;3:431–6. doi: 10.1016/s2213-8587(15)00033-9.CrossRefPubMed Qizilbash N, Gregson J, Johnson ME, Pearce N, Douglas I, Wing K, et al. BMI and risk of dementia in two million people over two decades: a retrospective cohort study. Lancet Diabetes Endocrinol 2015;3:431–6. doi: 10.1016/s2213-8587(15)00033-9.CrossRefPubMed
12.
go back to reference Profenno LA, Porsteinsson AP, Faraone SV. Meta-analysis of Alzheimer’s disease risk with obesity, diabetes, and related disorders. Biol Psychiatry 2010;67:505–12. doi: 10.1016/j.biopsych.2009.02.013.CrossRefPubMed Profenno LA, Porsteinsson AP, Faraone SV. Meta-analysis of Alzheimer’s disease risk with obesity, diabetes, and related disorders. Biol Psychiatry 2010;67:505–12. doi: 10.1016/j.biopsych.2009.02.013.CrossRefPubMed
13.
go back to reference Whitmer RA, Gunderson EP, Quesenberry CP, Jr., Zhou J, Yaffe K. Body mass index in midlife and risk of Alzheimer disease and vascular dementia. Curr Alzheimer Res 2007;4:103–9.CrossRefPubMed Whitmer RA, Gunderson EP, Quesenberry CP, Jr., Zhou J, Yaffe K. Body mass index in midlife and risk of Alzheimer disease and vascular dementia. Curr Alzheimer Res 2007;4:103–9.CrossRefPubMed
14.
go back to reference Jolles J, Houx PJ, van Boxtel MPJ, Ponds RWHM. Maastricht Aging Study. Maastricht: Neuropsych Publishers; 1995. Jolles J, Houx PJ, van Boxtel MPJ, Ponds RWHM. Maastricht Aging Study. Maastricht: Neuropsych Publishers; 1995.
15.
go back to reference Metsemakers JF, Hoppener P, Knottnerus JA, Kocken RJ, Limonard CB. Computerized health information in The Netherlands: a registration network of family practices. Br J Gen Pract 1992;42:102–6.PubMedPubMedCentral Metsemakers JF, Hoppener P, Knottnerus JA, Kocken RJ, Limonard CB. Computerized health information in The Netherlands: a registration network of family practices. Br J Gen Pract 1992;42:102–6.PubMedPubMedCentral
16.
go back to reference World Health Organization. Waist circumference and waist–hip ratio: Report of a WHO expert consultation. Geneva, Switzerland 2008. World Health Organization. Waist circumference and waist–hip ratio: Report of a WHO expert consultation. Geneva, Switzerland 2008.
17.
go back to reference Van der Elst W, van Boxtel MP, van Breukelen GJ, Jolles J. Rey’s verbal learning test: normative data for 1855 healthy participants aged 24-81 years and the influence of age, sex, education, and mode of presentation. J Int Neuropsychol Soc 2005;11:290–302. doi: 10.1017/s1355617705050344.PubMed Van der Elst W, van Boxtel MP, van Breukelen GJ, Jolles J. Rey’s verbal learning test: normative data for 1855 healthy participants aged 24-81 years and the influence of age, sex, education, and mode of presentation. J Int Neuropsychol Soc 2005;11:290–302. doi: 10.1017/s1355617705050344.PubMed
18.
go back to reference Van der Elst W, Van Boxtel MP, Van Breukelen GJ, Jolles J. The Concept Shifting Test: adult normative data. Psychol Assess 2006;18:424–32. doi: 10.1037/1040-3590.18.4.424.CrossRefPubMed Van der Elst W, Van Boxtel MP, Van Breukelen GJ, Jolles J. The Concept Shifting Test: adult normative data. Psychol Assess 2006;18:424–32. doi: 10.1037/1040-3590.18.4.424.CrossRefPubMed
19.
go back to reference van der Elst W, van Boxtel MP, van Breukelen GJ, Jolles J. The Letter Digit Substitution Test: normative data for 1,858 healthy participants aged 24-81 from the Maastricht Aging Study (MAAS): influence of age, education, and sex. J Clin Exp Neuropsychol 2006;28:998–1009. doi: 10.1080/13803390591004428.CrossRefPubMed van der Elst W, van Boxtel MP, van Breukelen GJ, Jolles J. The Letter Digit Substitution Test: normative data for 1,858 healthy participants aged 24-81 from the Maastricht Aging Study (MAAS): influence of age, education, and sex. J Clin Exp Neuropsychol 2006;28:998–1009. doi: 10.1080/13803390591004428.CrossRefPubMed
20.
go back to reference Guidelines Subcommittee. 1999 World Health Organization-International Society of Hypertension Guidelines for the Management of Hypertension.. J Hypertens 1999;17:151–83. Guidelines Subcommittee. 1999 World Health Organization-International Society of Hypertension Guidelines for the Management of Hypertension.. J Hypertens 1999;17:151–83.
21.
go back to reference Arrindell WA, Ettema JHM. Handleiding Bij Een Multidimensionele Psychopathologie-Indicator [SCL-90. Manual of a Multidimensional Psychopathology Indicator] Lisse, The Netherlands: Swets Test Publishers; 2003. Arrindell WA, Ettema JHM. Handleiding Bij Een Multidimensionele Psychopathologie-Indicator [SCL-90. Manual of a Multidimensional Psychopathology Indicator] Lisse, The Netherlands: Swets Test Publishers; 2003.
22.
go back to reference World Health Organization. Problems Related to Alcohol Consumption: Report of WHO Expert Committee. Geneva, Switzerland 1980. World Health Organization. Problems Related to Alcohol Consumption: Report of WHO Expert Committee. Geneva, Switzerland 1980.
23.
go back to reference Dahl AK, Hassing LB. Obesity and Cognitive Aging. Epidemiologic Reviews 2013;35:22–32. doi: 10.1093/epirev/mxs002.CrossRefPubMed Dahl AK, Hassing LB. Obesity and Cognitive Aging. Epidemiologic Reviews 2013;35:22–32. doi: 10.1093/epirev/mxs002.CrossRefPubMed
24.
go back to reference Dahl A, Hassing LB, Fransson E, Berg S, Gatz M, Reynolds CA, et al. Being overweight in midlife is associated with lower cognitive ability and steeper cognitive decline in late life. J Gerontol A Biol Sci Med Sci 2010;65:57–62. doi: 10.1093/gerona/glp035.CrossRefPubMed Dahl A, Hassing LB, Fransson E, Berg S, Gatz M, Reynolds CA, et al. Being overweight in midlife is associated with lower cognitive ability and steeper cognitive decline in late life. J Gerontol A Biol Sci Med Sci 2010;65:57–62. doi: 10.1093/gerona/glp035.CrossRefPubMed
25.
go back to reference Debette S, Seshadri S, Beiser A, Au R, Himali JJ, Palumbo C, et al. Midlife vascular risk factor exposure accelerates structural brain aging and cognitive decline. Neurology 2011;77:461–8. doi: 10.1212/WNL.0b013e318227b227.CrossRefPubMedPubMedCentral Debette S, Seshadri S, Beiser A, Au R, Himali JJ, Palumbo C, et al. Midlife vascular risk factor exposure accelerates structural brain aging and cognitive decline. Neurology 2011;77:461–8. doi: 10.1212/WNL.0b013e318227b227.CrossRefPubMedPubMedCentral
26.
go back to reference Hassing LB, Dahl AK, Pedersen NL, Johansson B. Overweight in midlife is related to lower cognitive function 30 years later: a prospective study with longitudinal assessments. Dement Geriatr Cogn Disord 2010;29:543–52. doi: 10.1159/000314874.CrossRefPubMedPubMedCentral Hassing LB, Dahl AK, Pedersen NL, Johansson B. Overweight in midlife is related to lower cognitive function 30 years later: a prospective study with longitudinal assessments. Dement Geriatr Cogn Disord 2010;29:543–52. doi: 10.1159/000314874.CrossRefPubMedPubMedCentral
28.
go back to reference Kiliaan AJ, Arnoldussen IAC, Gustafson DR. Adipokines: a link between obesity and dementia? The Lancet Neurology 2014;13:913–23. doi: http://dx.doi.org/10.1016/S1474-4422(14)70085-7.CrossRefPubMedPubMedCentral Kiliaan AJ, Arnoldussen IAC, Gustafson DR. Adipokines: a link between obesity and dementia? The Lancet Neurology 2014;13:913–23. doi: http://​dx.​doi.​org/​10.​1016/​S1474-4422(14)70085-7.CrossRefPubMedPubMedCentral
29.
go back to reference Debette S, Wolf C, Lambert JC, Crivello F, Soumare A, Zhu YC, et al. Abdominal obesity and lower gray matter volume: a Mendelian randomization study. Neurobiol Aging 2014;35:378–86. doi: 10.1016/j.neurobiolaging.2013.07.022.CrossRefPubMed Debette S, Wolf C, Lambert JC, Crivello F, Soumare A, Zhu YC, et al. Abdominal obesity and lower gray matter volume: a Mendelian randomization study. Neurobiol Aging 2014;35:378–86. doi: 10.1016/j.neurobiolaging.2013.07.022.CrossRefPubMed
30.
go back to reference Gustafson D. Adiposity indices and dementia. Lancet Neurol 2006;5:713–20. doi: 10.1016/s1474-4422(06)70526-9.CrossRefPubMed Gustafson D. Adiposity indices and dementia. Lancet Neurol 2006;5:713–20. doi: 10.1016/s1474-4422(06)70526-9.CrossRefPubMed
31.
32.
go back to reference Plassman BL, Williams JW, Jr., Burke JR, Holsinger T, Benjamin S. Systematic review: factors associated with risk for and possible prevention of cognitive decline in later life. Ann Intern Med 2010;153:182–93. doi: 10.7326/0003-4819-153-3-201008030-00258.CrossRefPubMed Plassman BL, Williams JW, Jr., Burke JR, Holsinger T, Benjamin S. Systematic review: factors associated with risk for and possible prevention of cognitive decline in later life. Ann Intern Med 2010;153:182–93. doi: 10.7326/0003-4819-153-3-201008030-00258.CrossRefPubMed
33.
go back to reference Singh-Manoux A, Czernichow S, Elbaz A, Dugravot A, Sabia S, Hagger-Johnson G, et al. Obesity phenotypes in midlife and cognition in early old age: the Whitehall II cohort study. Neurology 2012;79:755–62. doi: 10.1212/WNL.0b013e3182661f63.CrossRefPubMedPubMedCentral Singh-Manoux A, Czernichow S, Elbaz A, Dugravot A, Sabia S, Hagger-Johnson G, et al. Obesity phenotypes in midlife and cognition in early old age: the Whitehall II cohort study. Neurology 2012;79:755–62. doi: 10.1212/WNL.0b013e3182661f63.CrossRefPubMedPubMedCentral
34.
go back to reference Smith E, Hay P, Campbell L, Trollor JN. A review of the association between obesity and cognitive function across the lifespan: implications for novel approaches to prevention and treatment. Obes Rev 2011;12:740–55. doi: 10.1111/j.1467-789X.2011.00920.x.CrossRefPubMed Smith E, Hay P, Campbell L, Trollor JN. A review of the association between obesity and cognitive function across the lifespan: implications for novel approaches to prevention and treatment. Obes Rev 2011;12:740–55. doi: 10.1111/j.1467-789X.2011.00920.x.CrossRefPubMed
35.
go back to reference Handing EP, Small BJ, Reynolds SL, Kumar NB. Impact of dietary factors and inflammation on cognition among older adults. J Prev Alz Dis 2015;2:220–6. doi: http://dx.doi.org/10.14283/jpad.2015.50. Handing EP, Small BJ, Reynolds SL, Kumar NB. Impact of dietary factors and inflammation on cognition among older adults. J Prev Alz Dis 2015;2:220–6. doi: http://​dx.​doi.​org/​10.​14283/​jpad.​2015.​50.​
36.
go back to reference Kesse-Guyot E, Andreeva VA, Touvier M, Jeandel C, Ferry M, Hercberg S, et al. Overall and abdominal adiposity in midlife and subsequent cognitive function. J Nutr Health Aging 2015;19:183–9. doi: 10.1007/s12603-014-0508-2.CrossRefPubMed Kesse-Guyot E, Andreeva VA, Touvier M, Jeandel C, Ferry M, Hercberg S, et al. Overall and abdominal adiposity in midlife and subsequent cognitive function. J Nutr Health Aging 2015;19:183–9. doi: 10.1007/s12603-014-0508-2.CrossRefPubMed
37.
go back to reference do Nascimento Jacinto de Souza BF, Marín-León L. Living and health conditions associated with overweight and obesity among elderly. J Frailty Aging 2015;4:198–206. doi: http://dx.doi.org/10.14283/jfa.2015.55.PubMed do Nascimento Jacinto de Souza BF, Marín-León L. Living and health conditions associated with overweight and obesity among elderly. J Frailty Aging 2015;4:198–206. doi: http://​dx.​doi.​org/​10.​14283/​jfa.​2015.​55.​PubMed
Metadata
Title
Obesity and cognitive decline in adults: Effect of methodological choices and confounding by age in a longitudinal study
Authors
Kay Deckers
M. P. J. van Boxtel
F. R. J. Verhey
S. Köhler
Publication date
01-05-2017
Publisher
Springer Paris
Published in
The journal of nutrition, health & aging / Issue 5/2017
Print ISSN: 1279-7707
Electronic ISSN: 1760-4788
DOI
https://doi.org/10.1007/s12603-016-0757-3

Other articles of this Issue 5/2017

The journal of nutrition, health & aging 5/2017 Go to the issue
Live Webinar | 27-06-2024 | 18:00 (CEST)

Keynote webinar | Spotlight on medication adherence

Live: Thursday 27th June 2024, 18:00-19:30 (CEST)

WHO estimates that half of all patients worldwide are non-adherent to their prescribed medication. The consequences of poor adherence can be catastrophic, on both the individual and population level.

Join our expert panel to discover why you need to understand the drivers of non-adherence in your patients, and how you can optimize medication adherence in your clinics to drastically improve patient outcomes.

Prof. Kevin Dolgin
Prof. Florian Limbourg
Prof. Anoop Chauhan
Developed by: Springer Medicine
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine

Highlights from the ACC 2024 Congress

Year in Review: Pediatric cardiology

Watch Dr. Anne Marie Valente present the last year's highlights in pediatric and congenital heart disease in the official ACC.24 Year in Review session.

Year in Review: Pulmonary vascular disease

The last year's highlights in pulmonary vascular disease are presented by Dr. Jane Leopold in this official video from ACC.24.

Year in Review: Valvular heart disease

Watch Prof. William Zoghbi present the last year's highlights in valvular heart disease from the official ACC.24 Year in Review session.

Year in Review: Heart failure and cardiomyopathies

Watch this official video from ACC.24. Dr. Biykem Bozkurt discusses last year's major advances in heart failure and cardiomyopathies.