The Relation of Having Experienced a Fall in the Past to Lower Cognitive Functioning in Old Age Is Mediated via Less Physical Activity Engagement as Cognitive Reserve Contributor
Abstract
:Simple Summary
Abstract
1. Introduction
2. Materials and Methods
2.1. Sample and Study Design
2.2. Instruments
2.2.1. Cognitive Functioning Measures
2.2.2. Having Experienced a Fall in the Past
2.2.3. Physical Activity Engagement
2.3. Statistical Analyses
3. Results
3.1. Descriptive Statistics
3.2. Mediation Analyses
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Moreno-Agostino, D.; Daskalopoulou, C.; Wu, Y.-T.; Koukounari, A.; Haro, J.M.; Tyrovolas, S.; Panagiotakos, D.B.; Prince, M.; Prina, A.M. The impact of physical activity on healthy ageing trajectories: Evidence from eight cohort studies. Int. J. Behav. Nutr. Phys. Act. 2020, 17, 92. [Google Scholar] [CrossRef]
- Silva, F.M.; Petrica, J.; Serrano, J.; Paulo, R.; Ramalho, A.; Lucas, D.; Ferreira, J.P.; Duarte-Mendes, P. The Sedentary Time and Physical Activity Levels on Physical Fitness in the Elderly: A Comparative Cross Sectional Study. Int. J. Environ. Res. Public Health 2019, 16, 3697. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Physical Activity Guidelines Advisory Committee. 2018 Physical Activity Guidelines Advisory Committee Scientific Report; US Department of Health and Human Services: Washington, DC, USA, 2018.
- De Souto Barreto, P.; Cesari, M.; Andrieu, S.; Vellas, B.; Rolland, Y. Physical activity and incident chronic diseases: A longi-tudinal observational study in 16 European countries. Am. J. Prev. Med. 2017, 52, 373–378. [Google Scholar] [CrossRef] [PubMed]
- Sezgin, E.; Kaiser, H.J.; Baumgart, T.; Schwille, P.; Simons, K.; Levental, I. Elucidating membrane structure and protein behavior using giant plasma membrane vesicles. Nat. Protoc. 2012, 7, 1042–1051. [Google Scholar] [CrossRef] [PubMed]
- WHO. WHO Guidelines on Physical Activity and Sedentary Behaviour; WHO: Geneva, Switzerland, 2020. [Google Scholar]
- Lazarus, N.R.; Lord, J.M.; Harridge, S.D.R. The relationships and interactions between age, exercise and physiological function. J. Physiol. 2018, 597, 1299–1309. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Stillman, C.M.; Cohen, J.; Lehman, M.E.; Erickson, K.I. Mediators of Physical Activity on Neurocognitive Function: A Review at Multiple Levels of Analysis. Front. Hum. Neurosci. 2016, 10, 626. [Google Scholar] [CrossRef] [Green Version]
- Hillman, C.H.; Erickson, K.I.; Kramer, A.F. Be smart, exercise your heart: Exercise effects on brain and cognition. Nat. Rev. Neurosci. 2008, 9, 58–65. [Google Scholar] [CrossRef]
- Van Praag, H. Neurogenesis and Exercise: Past and Future Directions. NeuroMolecular Med. 2008, 10, 128–140. [Google Scholar] [CrossRef]
- Cotman, C.W.; Berchtold, N.C.; Christie, L.-A. Exercise builds brain health: Key roles of growth factor cascades and in-flammation. Trends Neurosci. 2007, 30, 464–472. [Google Scholar] [CrossRef]
- Cotman, C.W.; Berchtold, N.C. Exercise: A behavioral intervention to enhance brain health and plasticity. Trends Neurosci. 2002, 25, 295–301. [Google Scholar] [CrossRef]
- Yu, Q.; Herold, F.; Becker, B.; Klugah-Brown, B.; Zhang, Y.; Perrey, S.; Veronese, N.; Müller, N.G.; Kramer, A.F.; Zou, L. Cognitive benefits of exercise interventions: An fMRI activation likelihood estimation meta-analysis. Anat. Embryol. 2021, 226, 601–619. [Google Scholar] [CrossRef] [PubMed]
- Sexton, C.E.; Betts, J.F.; Demnitz, N.; Dawes, H.; Ebmeier, K.P.; Johansen-Berg, H. A systematic review of MRI studies examining the relationship between physical fitness and activity and the white matter of the ageing brain. NeuroImage 2016, 131, 81–90. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Oberlin, L.E.; Verstynen, T.D.; Burzynska, A.Z.; Voss, M.W.; Prakash, R.S.; Chaddock-Heyman, L.; Wong, C.; Fanning, J.; Awick, E.; Gothe, N.; et al. White matter microstructure mediates the relationship between cardiorespiratory fitness and spatial working memory in older adults. NeuroImage 2015, 131, 91–101. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Makizako, H.; Liu-Ambrose, T.; Shimada, H.; Doi, T.; Park, H.; Tsutsumimoto, K.; Uemura, K.; Suzuki, T. Moderate-Intensity Physical Activity, Hippocampal Volume, and Memory in Older Adults with Mild Cognitive Impairment. J. Gerontol. Ser. A 2014, 70, 480–486. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Hillman, C.H.; Pontifex, M.B.; Castelli, D.M.; Khan, N.A.; Raine, L.B.; Scudder, M.R.; Drollette, E.S.; Moore, R.D.; Wu, C.-T.; Kamijo, K. Effects of the FITKids Randomized Controlled Trial on Executive Control and Brain Function. Pediatrics 2014, 134, e1063–e1071. [Google Scholar] [CrossRef] [Green Version]
- Weinstein, A.M.; Voss, M.W.; Prakash, R.S.; Chaddock, L.; Szabo, A.; White, S.M.; Wojcicki, T.R.; Mailey, E.; McAuley, E.; Kramer, A.F.; et al. The association between aerobic fitness and executive function is mediated by prefrontal cortex volume. Brain Behav. Immun. 2012, 26, 811–819. [Google Scholar] [CrossRef] [Green Version]
- Verstynen, T.D.; Lynch, B.; Miller, D.L.; Voss, M.W.; Prakash, R.S.; Chaddock, L.; Basak, C.; Szabo, A.; Olson, E.A.; Wojcicki, T.R.; et al. Caudate Nucleus Volume Mediates the Link between Cardiorespiratory Fitness and Cognitive Flexibility in Older Adults. J. Aging Res. 2012, 2012, 939285. [Google Scholar] [CrossRef] [Green Version]
- Erickson, K.I.; Voss, M.W.; Prakash, R.S.; Basak, C.; Szabo, A.; Chaddock, L.; Kim, J.S.; Heo, S.; Alves, H.; White, S.M.; et al. Exercise training increases size of hippocampus and improves memory. Proc. Natl. Acad. Sci. USA 2011, 108, 3017–3022. [Google Scholar] [CrossRef] [Green Version]
- Colcombe, S.J.; Kramer, A.F.; Erickson, K.I.; Scalf, P.; McAuley, E.; Cohen, N.J.; Webb, A.; Jerome, G.J.; Marquez, D.X.; Elavsky, S. Cardiovascular fitness, cortical plasticity, and aging. Proc. Natl. Acad. Sci. USA 2004, 101, 3316–3321. [Google Scholar] [CrossRef] [Green Version]
- Hamer, M.; Terrera, G.M.; Demakakos, P. Physical activity and trajectories in cognitive function: English Longitudinal Study of Ageing. J. Epidemiol. Community Health 2018, 72, 477–483. [Google Scholar] [CrossRef]
- Tolppanen, A.M.; Solomon, A.; Kulmala, J.; Kareholt, I.; Ngandu, T.; Rusanen, M.; Laatikainen, T.; Soininen, H.; Kivipelto, M. Leisure-time physical activity from mid- to late life, body mass index, and risk of dementia. Alzheimers Dement 2015, 11, 434–443. [Google Scholar] [CrossRef] [PubMed]
- Bielak, A.A.M.; Cherbuin, N.; Bunce, D.; Anstey, K.J. Preserved Differentiation Between Physical Activity and Cognitive Performance Across Young, Middle, and Older Adulthood Over 8 Years. Journals Gerontol. Ser. B Psychol. Sci. Soc. Sci. 2014, 69, 523–532. [Google Scholar] [CrossRef] [Green Version]
- Lindwall, M.; Cimino, C.R.; Gibbons, L.E.; Mitchell, M.B.; Benitez, A.; Brown, C.L.; Kennison, R.F.; Shirk, S.D.; Atri, A.; Robitaille, A.; et al. Dynamic Associations of Change in Physical Activity and Change in Cognitive Function: Coordinated Analyses of Four Longitudinal Studies. J. Aging Res. 2012, 2012, 493598. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Sofi, F.; Valecchi, D.; Bacci, D.; Abbate, R.; Gensini, G.F.; Casini, A.; Macchi, C. Physical activity and risk of cognitive decline: A meta-analysis of prospective studies. J. Intern. Med. 2010, 269, 107–117. [Google Scholar] [CrossRef] [PubMed]
- Hamer, M.; Chida, Y. Physical activity and risk of neurodegenerative disease: A systematic review of prospective evidence. Psychol. Med. 2009, 39, 3–11. [Google Scholar] [CrossRef] [PubMed]
- Kramer, A.F.; Bherer, L.; Colcombe, S.J.; Dong, W.; Greenough, W.T. Environmental Influences on Cognitive and Brain Plasticity During Aging. J. Gerontol. Ser. A Boil. Sci. Med Sci. 2004, 59, M940–M957. [Google Scholar] [CrossRef] [Green Version]
- Stern, Y. What is cognitive reserve? J. Int. Neuropsychol. Soc. 2002, 8, 448–460. [Google Scholar] [CrossRef]
- Stern, Y. An approach to studying the neural correlates of reserve. Brain Imaging Behav. 2016, 11, 410–416. [Google Scholar] [CrossRef] [Green Version]
- Stern, Y. Cognitive reserve in ageing and Alzheimer’s disease. Lancet Neurol. 2012, 11, 1006–1012. [Google Scholar] [CrossRef] [Green Version]
- Ihle, A.; Bavelier, D.; Maurer, J.; Oris, M.; Kliegel, M. Internet use in old age predicts smaller cognitive decline only in men. Sci. Rep. 2020, 10, 8969. [Google Scholar] [CrossRef]
- Song, S.; Stern, Y.; Gu, Y. Modifiable lifestyle factors and cognitive reserve: A systemic review of current evidence. Ageing Res. Rev. 2021, 74, 101551. [Google Scholar] [CrossRef] [PubMed]
- Ihle, A.; Rimmele, U.; Oris, M.; Maurer, J.; Kliegel, M. The Longitudinal Relationship of Perceived Stress Predicting Subsequent Decline in Executive Functioning in Old Age Is Attenuated in Individuals with Greater Cognitive Reserve. Gerontology 2019, 66, 65–73. [Google Scholar] [CrossRef] [PubMed]
- Ihle, A.; Ghisletta, P.; Ballhausen, N.; Fagot, D.; Vallet, F.; Baeriswyl, M.; Sauter, J.; Oris, M.; Maurer, J.; Kliegel, M. The role of cognitive reserve accumulated in midlife for the relation between chronic diseases and cognitive decline in old age: A lon-gitudinal follow-up across six years. Neuropsychologia 2018, 121, 37–46. [Google Scholar] [CrossRef] [PubMed]
- Clare, L.; Wu, Y.T.; Teale, J.C.; MacLeod, C.; Matthews, F.; Brayne, C.; Woods, B.; CFAS-Wales Study Team. Potentially modifiable lifestyle factors, cognitive reserve, and cognitive function in later life: A cross-sectional study. PLoS Med. 2017, 14, e1002259. [Google Scholar] [CrossRef] [Green Version]
- Cheng, S.-T. Cognitive Reserve and the Prevention of Dementia: The Role of Physical and Cognitive Activities. Curr. Psychiatry Rep. 2016, 18, 85. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Ihle, A.; Grotz, C.; Adam, S.; Oris, M.; Fagot, D.; Gabriel, R.; Kliegel, M. The association of timing of retirement with cognitive performance in old age: The role of leisure activities after retirement. Int. Psychogeriatrics 2016, 28, 1659–1669. [Google Scholar] [CrossRef]
- Ihle, A.; Oris, M.; Fagot, D.; Baeriswyl, M.; Guichard, E.; Kliegel, M. The Association of Leisure Activities in Middle Adulthood with Cognitive Performance in Old Age: The Moderating Role of Educational Level. Gerontology 2015, 61, 543–550. [Google Scholar] [CrossRef]
- Wang, H.-X.; Jin, Y.; Hendrie, H.C.; Liang, C.; Yang, L.; Cheng, Y.; Unverzagt, F.W.; Ma, F.; Hall, K.S.; Murrell, J.R.; et al. Late Life Leisure Activities and Risk of Cognitive Decline. J. Gerontol. Ser. A 2012, 68, 205–213. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Paillard-Borg, S.; Fratiglioni, L.; Xu, W.; Winblad, B.; Wang, H.-X. An Active Lifestyle Postpones Dementia Onset by More than One Year in Very Old Adults. J. Alzheimer’s Dis. 2012, 31, 835–842. [Google Scholar] [CrossRef]
- Nithianantharajah, J.; Hannan, A.J. The neurobiology of brain and cognitive reserve: Mental and physical activity as mod-ulators of brain disorders. Prog. Neurobiol. 2009, 89, 369–382. [Google Scholar] [CrossRef]
- Hertzog, C.; Kramer, A.F.; Wilson, R.S.; Lindenberger, U. Enrichment effects on adult cognitive development: Can the functional capacity of older adults be preserved and enhanced? Psychol. Sci. Public Interest 2008, 9, 1–65. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Karp, A.; Paillard-Borg, S.; Wang, H.-X.; Silverstein, M.; Winblad, B.; Fratiglioni, L. Mental, Physical and Social Components in Leisure Activities Equally Contribute to Decrease Dementia Risk. Dement. Geriatr. Cogn. Disord. 2006, 21, 65–73. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Alqahtani, B.A.; Alshehri, M.M.; Hoover, J.; Alenazi, A.M. Prevalence of falls among older adults in the Gulf Cooperation Council countries: A systematic review and meta-analysis. Arch. Gerontol. Geriatr. 2019, 83, 169–174. [Google Scholar] [CrossRef] [PubMed]
- Filho, J.E.; Borel, W.P.; Diz, J.B.M.; Barbosa, A.W.C.; Britto, R.R.; Felício, D.C. Prevalence of falls and associated factors in community-dwelling older Brazilians: A systematic review and meta-analysis. Cad. Saude Publica 2019, 35, e00115718. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Jia, H.; Lubetkin, E.I.; DeMichele, K.; Stark, D.S.; Zack, M.M.; Thompson, W.W. Prevalence, risk factors, and burden of disease for falls and balance or walking problems among older adults in the US. Prev. Med. 2019, 126, 105737. [Google Scholar] [CrossRef]
- Cruz, D.T.D.; Ribeiro, L.C.; Vieira, M.D.T.; Teixeira, M.T.B.; Bastos, R.R.; Leite, I.C.G. Prevalence of falls and associated factors in elderly individuals. Rev. Saúde Pública 2012, 46, 138–146. [Google Scholar] [CrossRef] [Green Version]
- Siqueira, F.V.; Facchini, L.A.; Da Silveira, D.S.; Piccini, R.X.; Tomasi, E.; Thumé, E.; Silva, S.M.; Dilélio, A. Prevalence of falls in elderly in Brazil: A countrywide analysis. Cad. Saude Publica 2011, 27, 1819–1826. [Google Scholar] [CrossRef] [Green Version]
- Gill, T.; Taylor, A.W.; Pengelly, A. A Population-Based Survey of Factors Relating to the Prevalence of Falls in Older People. Gerontology 2005, 51, 340–345. [Google Scholar] [CrossRef]
- Blake, A.J.; Morgan, K.; Bendall, M.J.; Dallosso, H.; Ebrahim, S.B.J.; Arie, T.H.D.; Fentem, P.H.; Bassey, E.J. Falls by elderly people at home: Prevalence and associated factors. Age Ageing 1988, 17, 365–372. [Google Scholar] [CrossRef]
- Moreland, B.; Kakara, R.; Henry, A. Trends in nonfatal falls and fall-related injuries among adults aged ≥65 years—United States, 2012–2018. Morb. Mortal. Wkly. Rep. 2020, 69, 875–881. [Google Scholar] [CrossRef]
- Tu, C.; Shields, N.; Gill, S.D.; Tacey, M.; Lindner, C.; Hill, K.D. Longitudinal changes in physical activity levels and fear of falling after hip fracture. Physiother. Res. Int. 2020, 26, e1884. [Google Scholar] [CrossRef] [PubMed]
- Moreira, N.B.; Rodacki, A.L.F.; Pereira, G.; Bento, P.C.B. Does functional capacity, fall risk awareness and physical activity level predict falls in older adults in different age groups? Arch. Gerontol. Geriatr. 2018, 77, 57–63. [Google Scholar] [CrossRef] [PubMed]
- Sawa, R.; Asai, T.; Doi, T.; Misu, S.; Murata, S.; Ono, R. The Association Between Physical Activity, Including Physical Activity Intensity, and Fear of Falling Differs by Fear Severity in Older Adults Living in the Community. J. Gerontol. Ser. B 2018, 75, 953–960. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Sales, M.; Levinger, P.; Polman, R. Relationships between self perceptions and physical activity behaviour, fear of falling, and physical function among older adults. Eur. Rev. Aging Phys. Act. 2017, 14, 17. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Jefferis, B.J.; Iliffe, S.; Kendrick, D.; Kerse, N.; Trost, S.; Lennon, L.T.; Ash, S.; Sartini, C.; Morris, R.W.; Wannamethee, S.G.; et al. How are falls and fear of falling associated with objectively measured physical activity in a cohort of com-munity-dwelling older men? BMC Geriatr. 2014, 14, 114. [Google Scholar] [CrossRef] [Green Version]
- Doi, T.; Ono, R.; Ono, K.; Yamaguchi, R.; Makiura, D.; Hirata, S. The Association between Fear of Falling and Physical Activity in Older Women. J. Phys. Ther. Sci. 2012, 24, 859–862. [Google Scholar] [CrossRef] [Green Version]
- Wijlhuizen, G.J.; Chorus, A.M.; Hopman-Rock, M. Fragility, fear of falling, physical activity and falls among older persons: Some theoretical considerations to interpret mediation. Prev. Med. 2008, 46, 612–614. [Google Scholar] [CrossRef]
- Wijlhuizen, G.J.; de Jong, R.; Hopman-Rock, M. Older persons afraid of falling reduce physical activity to prevent outdoor falls. Prev. Med. 2007, 44, 260–264. [Google Scholar] [CrossRef]
- Bruce, D.G.; Devine, A.; Prince, R.L. Recreational physical activity levels in healthy older women: The importance of fear of falling. J. Am. Geriatr. Soc. 2002, 50, 84–89. [Google Scholar] [CrossRef]
- A Raji, M.; Padubidri, A.; Samper-Ternent, R.; Al Snih, S.; Markides, K.S.; Ottenbacher, K.J. Falls and cognitive decline in Mexican Americans 75 years and older. Clin. Interv. Aging 2014, 9, 719–726. [Google Scholar] [CrossRef]
- Gouveia, É.R.; Ihle, A.; Kliegel, M.; Freitas, D.L.; Jurema, J.; Tinôco, M.A.; Odim, A.; Machado, F.T.; Muniz, B.R.; Antunes, A.A.; et al. The relationship of physical activity to high-density lipoprotein cholesterol level in a sample of community-dwelling older adults from Amazonas, Brazil. Arch. Gerontol. Geriatr. 2017, 73, 195–198. [Google Scholar] [CrossRef] [PubMed]
- Bertolucci, P.H.; Brucki, S.M.; Campacci, S.R.; Juliano, Y. O mini-exame do estado mental em uma população geral: Impacto da escolaridade [The Mini-Mental State Examination in an outpatient population: Influence of literacy]. Arq. De Neuro-Psiquiatr. 1994, 52, 1–7. [Google Scholar] [CrossRef]
- Folstein, M.F.; Folstein, S.E.; McHugh, P.R. “Mini-Mental State”. A Practical Method for Grading the Cognitive State of Patients for the Clinician. J. Psychiatr. Res. 1975, 12, 189–198. [Google Scholar] [CrossRef]
- Wechsler, D. Escala de Memória de Wechsler. 3a Edição: Manual Técnico [Wechsler Memory Scale], 3rd ed.; Cegoc: Lisbon, Portugal, 2008. [Google Scholar]
- Wechsler, D. Wechsler Memory Scale, Revised Manual; Psychological Corporation: San Antonio, TX, USA, 1987. [Google Scholar]
- Ihle, A.; Gouveia, É.R.; Gouveia, B.R.; Kliegel, M. The Cognitive Telephone Screening Instrument (COGTEL): A Brief, Reliable, and Valid Tool for Capturing Interindividual Differences in Cognitive Functioning in Epidemiological and Aging Studies. Dement. Geriatr. Cogn. Disord. Extra 2017, 7, 339–345. [Google Scholar] [CrossRef] [PubMed]
- Ihle, A.; Gouveia, É.R.; Gouveia, B.R.; Freitas, D.L.; Jurema, J.; Tinôco, M.A.; Kliegel, M. High-Density Lipoprotein Cholesterol Level Relates to Working Memory, Immediate and Delayed Cued Recall in Brazilian Older Adults: The Role of Cognitive Reserve. Dement. Geriatr. Cogn. Disord. 2017, 44, 84–91. [Google Scholar] [CrossRef]
- Wechsler, D. Escala de Inteligência de Wechsler para Adultos. 3a edição [Wechsler Adult Intelligence Scale], 3rd ed.; Cegoc: Lisbon, Portugal, 2008. [Google Scholar]
- Wechsler, D. Manual for the Wechsler Adult Intelligence Scale-Revised; Psychological Corporation: New York, NY, USA, 1981. [Google Scholar]
- Marques, A.; de Matos, M.G.; Bordado, J.; Gouveia, É.R.; Peralta, M.; Gomez-Baya, D. Different levels of physical activity and depression symptoms among older adults from 18 countries: A population-based study from the Survey of Health, Ageing and Retirement in Europe (SHARE). Eur. J. Sport Sci. 2020, 21, 887–894. [Google Scholar] [CrossRef]
- Peralta, M.; Santos, J.; Bordado, J.; Henriques-Neto, D.; Martins, J.; Cruz, P.; Gouveia, É.R.; Marques, A. Participation in Physical Activity is Associated with Well-being in European University Students. Montenegrin J. Sports Sci. Med. 2021, 10, 41–46. [Google Scholar] [CrossRef]
- Marques, A.; Bordado, J.; Peralta, M.; Gouveia, E.R.; Tesler, R.; Demetriou, Y.; Gomez Baya, D. Cross-sectional and prospective relationship between physical activity and depression symptoms. Sci. Rep. 2020, 10, 16114. [Google Scholar] [CrossRef]
- Marques, A.; Peralta, M.; Gouveia, É.R.; Martins, J.; Sarmento, H.; Gomez-Baya, D. Leisure-time physical activity is negatively associated with depression symptoms independently of the socioeconomic status. Eur. J. Sport Sci. 2020, 20, 1268–1276. [Google Scholar] [CrossRef]
- Hayes, A.F. Introduction to Mediation, Moderation, and Conditional Process Analysis: A Regression-Based Approach; Guilford Publications: New York, NY, USA, 2013. [Google Scholar]
- Preacher, K.J.; Rucker, D.D.; Hayes, A.F. Addressing Moderated Mediation Hypotheses: Theory, Methods, and Prescriptions. Multivar. Behav. Res. 2007, 42, 185–227. [Google Scholar] [CrossRef]
- Preacher, K.J.; Hayes, A.F. Asymptotic and Resampling Strategies for Assessing and Comparing Indirect Effects in Multiple Mediator Models. Behav. Res. Methods 2008, 40, 879–891. [Google Scholar] [CrossRef] [PubMed]
Fall | Physical Activity | |
---|---|---|
General cognition | −0.14 *** | 0.27 *** |
Long-term memory | −0.10 ** | 0.35 *** |
Working memory | −0.07 ’ | 0.27 *** |
Physical activity | −0.09 * | --- |
Indirect Relation | Residual Direct Relation | |
---|---|---|
General cognition | −0.02 * (16.3%) | −0.12 ** |
Long-term memory | −0.03 * (30.6%) | −0.07 ’ |
Working memory | −0.02 * (33.1%) | −0.05 ns |
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. |
© 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Ihle, A.; Gouveia, É.R.; Gouveia, B.R.; Marques, A.; Marconcin, P.; Nascimento, M.d.M.; Haas, M.; Jurema, J.; Tinôco, M.A.; Kliegel, M. The Relation of Having Experienced a Fall in the Past to Lower Cognitive Functioning in Old Age Is Mediated via Less Physical Activity Engagement as Cognitive Reserve Contributor. Biology 2022, 11, 1754. https://doi.org/10.3390/biology11121754
Ihle A, Gouveia ÉR, Gouveia BR, Marques A, Marconcin P, Nascimento MdM, Haas M, Jurema J, Tinôco MA, Kliegel M. The Relation of Having Experienced a Fall in the Past to Lower Cognitive Functioning in Old Age Is Mediated via Less Physical Activity Engagement as Cognitive Reserve Contributor. Biology. 2022; 11(12):1754. https://doi.org/10.3390/biology11121754
Chicago/Turabian StyleIhle, Andreas, Élvio R. Gouveia, Bruna R. Gouveia, Adilson Marques, Priscila Marconcin, Marcelo de Maio Nascimento, Maximilian Haas, Jefferson Jurema, Maria A. Tinôco, and Matthias Kliegel. 2022. "The Relation of Having Experienced a Fall in the Past to Lower Cognitive Functioning in Old Age Is Mediated via Less Physical Activity Engagement as Cognitive Reserve Contributor" Biology 11, no. 12: 1754. https://doi.org/10.3390/biology11121754
APA StyleIhle, A., Gouveia, É. R., Gouveia, B. R., Marques, A., Marconcin, P., Nascimento, M. d. M., Haas, M., Jurema, J., Tinôco, M. A., & Kliegel, M. (2022). The Relation of Having Experienced a Fall in the Past to Lower Cognitive Functioning in Old Age Is Mediated via Less Physical Activity Engagement as Cognitive Reserve Contributor. Biology, 11(12), 1754. https://doi.org/10.3390/biology11121754