1,429
Views
1
CrossRef citations to date
0
Altmetric
General

Longitudinal health behaviour patterns among adults aged ≥50 years in China and their associations with trajectories of depressive symptoms

ORCID Icon, ORCID Icon, ORCID Icon, ORCID Icon & ORCID Icon
Pages 1843-1852 | Received 02 May 2022, Accepted 15 Nov 2022, Published online: 29 Nov 2022

References

  • Andresen, E. M., Malmgren, J. A., Carter, W. B., & Patrick, D. L. (1994). Screening for depression in well older adults: Evaluation of a short form of the CES-D. American Journal of Preventive Medicine, 10(2), 77–84. https://doi.org/10.1016/S0749-3797(18)30622-6
  • Barboza Solís, C., Fantin, R., Castagné, R., Lang, T., Delpierre, C., & Kelly-Irving, M. (2016). Mediating pathways between parental socio-economic position and allostatic load in mid-life: Findings from the 1958 British birth cohort. Social Science & Medicine, 165, 19–27. https://doi.org/10.1016/j.socscimed.2016.07.031
  • Barnett, T. A., Gauvin, L., Craig, C. L., & Katzmarzyk, P. T. (2008). Distinct trajectories of leisure time physical activity and predictors of trajectory class membership: A 22 year cohort study. The International Journal of Behavioral Nutrition and Physical Activity, 5(1), 57. https://doi.org/10.1186/1479-5868-5-57
  • Berlin, K. S., Parra, G. R., & Williams, N. A. (2014). An introduction to latent variable mixture modeling (Part 2): Longitudinal latent class growth analysis and growth mixture models. Journal of Pediatric Psychology, 39(2), 188–203. https://doi.org/10.1093/jpepsy/jst085
  • Bhaskaran, K., & Smeeth, L. (2014). What is the difference between missing completely at random and missing at random? International Journal of Epidemiology, 43(4), 1336–1339. https://doi.org/10.1093/ije/dyu080
  • Bishwajit, G., O’Leary, D. P., Ghosh, S., Yaya, S., Shangfeng, T., & Feng, Z. (2017). Physical inactivity and self-reported depression among middle- and older-aged population in South Asia: World health survey. BMC Geriatrics, 17(1), 100. https://doi.org/10.1186/s12877-017-0489-1
  • Burgard, S. A., Lin, K. Y. P., Segal, B. D., Elliott, M. R., & Seelye, S. (2020). Stability and change in health behavior profiles of U.S. adults. The Journals of Gerontology Series B: Psychological Sciences and Social Sciences, 75(3), 674–683. https://doi.org/10.1093/geronb/gby088
  • Chen, H., & Mui, A. C. (2014). Factorial validity of the Center for Epidemiologic Studies Depression Scale short form in older population in China. International Psychogeriatrics, 26(1), 49–57. https://doi.org/10.1017/S1041610213001701
  • Chen, Y., Bennett, D., Clarke, R., Guo, Y., Yu, C., Bian, Z., Ma, L., Huang, Y., Sun, Q., Zhang, N., Zheng, X., Chen, J., Peto, R., Kendler, K. S., Li, L., & Chen, Z. (2017). Patterns and correlates of major depression in Chinese adults: A cross-sectional study of 0.5 million men and women. Psychological Medicine, 47(5), 958–970. https://doi.org/10.1017/S0033291716002889
  • Chen, Z., Peto, R., Zhou, M., Iona, A., Smith, M., Yang, L., Guo, Y., Chen, Y., Bian, Z., Lancaster, G., Sherliker, P., Pang, S., Wang, H., Su, H., Wu, M., Wu, X., Chen, J., Collins, R., & Li, L. (2015). Contrasting male and female trends in tobacco-attributed mortality in China: Evidence from successive nationwide prospective cohort studies. The Lancet, 386(10002), 1447–1456. https://doi.org/10.1016/S0140-6736(15)00340-2
  • Chiao, C., Weng, L.-J., & Botticello, A. L. (2011). Social participation reduces depressive symptoms among older adults: An 18-year longitudinal analysis in Taiwan. BMC Public Health, 11(1), 292. 292. https://doi.org/10.1186/1471-2458-11-292
  • Conner, M. (2008). Initiation and maintenance of health behaviors. Applied Psychology, 57(1), 42–50. https://doi.org/10.1111/j.1464-0597.2007.00321.x
  • Conry, M. C., Morgan, K., Curry, P., McGee, H., Harrington, J., Ward, M., & Shelley, E. (2011). The clustering of health behaviours in Ireland and their relationship with mental health, self-rated health and quality of life. BMC Public Health, 11(1), 692. https://doi.org/10.1186/1471-2458-11-692
  • Dal Grande, E., Fullerton, S., & Taylor, A. W. (2012). Reliability of self-reported health risk factors and chronic conditions questions collected using the telephone in South Australia, Australia. BMC Medical Research Methodology, 12(1), 108. 108. https://doi.org/10.1186/1471-2288-12-108
  • Daw, J., Margolis, R., & Wright, L. (2017). Emerging adulthood, emergent health lifestyles: Sociodemographic determinants of trajectories of smoking, binge drinking, obesity, and sedentary behavior. Journal of Health and Social Behavior, 58(2), 181–197. https://doi.org/10.1177/0022146517702421
  • Dempster, A. P., Laird, N. M., & Rubin, D. B. (1977). Maximum likelihood from incomplete data via the EM algorithm. Journal of the Royal Statistical Society Series B: Methodological, 39(1), 1–38. https://doi.org/10.2307/2984875
  • deRuiter, W. K., Cairney, J., Leatherdale, S. T., & Faulkner, G. E. J. (2014). A longitudinal examination of the interrelationship of multiple health behaviors. American Journal of Preventive Medicine, 47(3), 283–289. https://doi.org/10.1016/j.amepre.2014.04.019
  • Du, M., Dai, W., Liu, J., & Tao, J. (2022). Less social participation is associated with a higher risk of depressive symptoms among Chinese older adults: A community-based longitudinal prospective cohort study. Frontiers in Public Health, 10, 781771. https://doi.org/10.3389/fpubh.2022.781771
  • Dziak, J. J., Coffman, D. L., Lanza, S. T., Li, R., & Jermiin, L. S. (2020). Sensitivity and specificity of information criteria. Briefings in Bioinformatics, 21(2), 553–565. https://doi.org/10.1093/bib/bbz016
  • Feng, Z., Cramm, J. M., & Nieboer, A. P. (2019). A healthy diet and physical activity are important to promote healthy ageing among older Chinese people. The Journal of International Medical Research, 47(12), 6061–6081. https://doi.org/10.1177/0300060519882590
  • Feng, Z., Cramm, J. M., & Nieboer, A. P. (2020). Social participation is an important health behaviour for health and quality of life among chronically ill older Chinese people. BMC Geriatrics, 20(1), 299. https://doi.org/10.1186/s12877-020-01713-6
  • Feng, Z., Cramm, J. M., & Nieboer, A. P. (2021). Associations of social cohesion and socioeconomic status with health behaviours among middle-aged and older Chinese people. International Journal of Environmental Research and Public Health, 18(9), 4894. https://doi.org/10.3390/ijerph18094894
  • Fine, L. J., Philogene, G. S., Gramling, R., Coups, E. J., & Sinha, S. (2004). Prevalence of multiple chronic disease risk factors: 2001 National Health Interview Survey. American Journal of Preventive Medicine, 27(2 Suppl), 18–24. https://doi.org/10.1016/j.amepre.2004.04.017
  • Goldstein, J. (1991). The stigmatization of smokers: An empirical investigation. Journal of Drug Education, 21(2), 167–182. https://doi.org/10.2190/Y71P-KXVJ-LR9H-H1MG
  • Grundy, E., & Read, S. (2015). Pathways from fertility history to later life health: Results from analyses of the English Longitudinal Study of Ageing. Demographic Research, 32(1), 107–146. https://doi.org/10.4054/DemRes.2015.32.4
  • Grundy, E., Van den Broek, T., & Keenan, K. (2019). Number of children, partnership status, and later-life depression in Eastern and Western Europe. The Journals of Gerontology Series B: Psychological Sciences and Social Sciences, 74(2), 353–363. https://doi.org/10.1093/geronb/gbx050
  • Harrington, J., Perry, I. J., Lutomski, J., Fitzgerald, A. P., Shiely, F., McGee, H., Barry, M. M., Van Lente, E., Morgan, K., & Shelley, E. (2010). Living longer and feeling better: Healthy lifestyle, self-rated health, obesity and depression in Ireland. European Journal of Public Health, 20(1), 91–95. https://doi.org/10.1093/eurpub/ckp102
  • Hodgekins, J., Birchwood, M., Christopher, R., Marshall, M., Coker, S., Everard, L., Lester, H., Jones, P., Amos, T., Singh, S., Sharma, V., Freemantle, N., & Fowler, D. (2015). Investigating trajectories of social recovery in individuals with first-episode psychosis: A latent class growth analysis. The British Journal of Psychiatry, 207(6), 536–543. https://doi.org/10.1192/bjp.bp.114.153486
  • Holt-Lunstad, J., Smith, T. B., & Layton, J. B. (2010). Social relationships and mortality risk: A meta-analytic review. PLoS Medicine, 7(7), e1000316. https://doi.org/10.1371/journal.pmed.1000316
  • Hui Chian Teh, J., Brown, L. J. E., & Bryant, C. (2020). Perspectives on successful ageing: The views of Chinese older adults living in Australia on what it means to age well. Australasian Journal on Ageing, 39(1), e24–e31. https://doi.org/10.1111/ajag.12677
  • Jacka, F. N., & Berk, M. (2013). Depression, diet and exercise. The Medical Journal of Australia, 199(S6), S21–S23. https://doi.org/10.5694/mja12.10508
  • Johnson, S. K., Von Sternberg, K., & Velasquez, M. M. (2018). Changing multiple health risk behaviors in CHOICES. Preventive Medicine Reports, 11, 69–73. https://doi.org/10.1016/j.pmedr.2018.05.006
  • Jung, T., & Wickrama, K. A. S. (2008). An introduction to latent class growth analysis and growth mixture modeling. Social and Personality Psychology Compass, 2(1), 302–317. https://doi.org/10.1111/j.1751-9004.2007.00054.x
  • Kendler, K. S., Aggen, S. H., Li, Y., Lewis, C. M., Breen, G., Boomsma, D. I., Bot, M., Penninx, B. W. J. H., & Flint, J. (2015). The similarity of the structure of DSM-IV criteria for major depression in depressed women from China, the United States and Europe. Psychological Medicine, 45(9), 1945–1954. https://doi.org/10.1017/S0033291714003067
  • Kowal, P., Chatterji, S., Naidoo, N., Biritwum, R., Fan, W., Lopez Ridaura, R., Maximova, T., Arokiasamy, P., Phaswana-Mafuya, N., Williams, S., Snodgrass, J. J., Minicuci, N., D’Este, C., Peltzer, K., Boerma, J. T., & SAGE Collaborators. (2012). Data resource profile: The World Health Organization Study on global AGEing and adult health (SAGE). International Journal of Epidemiology, 41(6), 1639–1649. https://doi.org/10.1093/ije/dys210
  • Lei, X., Sun, X., Strauss, J., Zhang, P., & Zhao, Y. (2014). Depressive symptoms and SES among the mid-aged and elderly in China: Evidence from the China Health and Retirement Longitudinal Study national baseline. Social Science & Medicine, 120, 224–232. https://doi.org/10.1016/j.socscimed.2014.09.028
  • Li, F. (2016). Physical activity and health in the presence of China’s economic growth: Meeting the public health challenges of the aging population. Journal of Sport and Health Science, 5(3), 258–269. https://doi.org/10.1016/j.jshs.2016.06.004
  • Li, J., Pang, H., Sun, Z., Zhao, L., & Bai, C. (2020). Health status of middle-aged and older cancer survivors: A nationwide cross-sectional study from the China Health and Retirement Longitudinal Study (CHARLS). Annals of Translational Medicine, 8(5), 183–183. https://doi.org/10.21037/atm.2020.01.105
  • Little, R. J. A., & Rubin, D. B. (1989). The analysis of social science data with missing values. Sociological Methods & Research, 18(2-3), 292–326. https://doi.org/10.1177/0049124189018002004
  • Mackenzie, C. S., & Abdulrazaq, S. (2021). Social engagement mediates the relationship between participation in social activities and psychological distress among older adults. Aging & Mental Health, 25(2), 299–305. https://doi.org/10.1080/13607863.2019.1697200
  • Margolis, R. (2013). Educational differences in healthy behavior changes and adherence among middle-aged Americans. Journal of Health and Social Behavior, 54(3), 353–368. https://doi.org/10.1177/0022146513489312
  • McEwen, B. S. (1998). Stress, adaptation, and disease: Allostasis and allostatic load. Annals of the New York Academy of Sciences, 840(1), 33–44. https://doi.org/10.1111/j.1749-6632.1998.tb09546.x
  • Oftedal, S., Vandelanotte, C., & Duncan, M. J. (2019). Patterns of diet, physical activity, sitting and sleep are associated with socio-demographic, behavioural, and health-risk indicators in adults. International Journal of Environmental Research and Public Health, 16(13), 2375. https://doi.org/10.3390/ijerph16132375
  • Pan, A., Franco, O. H., Wang, Y., Yu, Z., Ye, X., & Lin, X. (2008). Prevalence and geographic disparity of depressive symptoms among middle-aged and elderly in China. Journal of Affective Disorders, 105(1–3), 167–175. https://doi.org/10.1016/j.jad.2007.05.003
  • Patrick, D. L., Cheadle, A., Thompson, D. C., Diehr, P., Koepsell, T., & Kinne, S. (1994). The validity of self-reported smoking: A review and meta-analysis. American Journal of Public Health, 84(7), 1086–1093. https://doi.org/10.2105/ajph.84.7.1086
  • Phillips, D., Green, H., Petrosyan, S., Shao, K., Wilkens, J., Lee, J. (2021). Harmonized CHARLS documentation, version D (2011–2018). http://charls.pku.edu.cn/Public/ashelf/public/uploads/document/harmonized_charls/application/Harmonized_CHARLS_D.pdf
  • Phillips, M. R., Zhang, J., Shi, Q., Song, Z., Ding, Z., Pang, S., Li, X., Zhang, Y., & Wang, Z. (2009). Prevalence, treatment, and associated disability of mental disorders in four provinces in China during 2001–05: An epidemiological survey. The Lancet, 373(9680), 2041–2053. https://doi.org/10.1016/S0140-6736(09)60660-7
  • Poortinga, W. (2007). The prevalence and clustering of four major lifestyle risk factors in an English adult population. Preventive Medicine, 44(2), 124–128. https://doi.org/10.1016/j.ypmed.2006.10.006
  • Prochaska, J. O. (2008). Multiple health behavior research represents the future of preventive medicine. Preventive Medicine, 46(3), 281–285. https://doi.org/10.1016/j.ypmed.2008.01.015
  • Radloff, L. S. (1977). The CES-D scale: A self-report depression scale for research in the general population. Applied Psychological Measurement, 1(3), 385–401. https://doi.org/10.1177/014662167700100306
  • Read, S., Grundy, E., & Foverskov, E. (2016). Socio-economic position and subjective health and well-being among older people in Europe: A systematic narrative review. Aging & Mental Health, 20(5), 529–542. https://doi.org/10.1080/13607863.2015.1023766
  • Saint Onge, J. M., & Krueger, P. M. (2017). Health lifestyle behaviors among U.S. adults. SSM - Population Health, 3, 89–98. https://doi.org/10.1016/j.ssmph.2016.12.009
  • Shaw, B. A., & Agahi, N. (2012). A prospective cohort study of health behavior profiles after age 50 and mortality risk. BMC Public Health, 12(1), 803. https://doi.org/10.1186/1471-2458-12-803
  • Shaw, B. A., & Agahi, N. (2014). Smoking and physical inactivity patterns during midlife as predictors of all-cause mortality and disability: A 39-year prospective study. European Journal of Ageing, 11(3), 195–204. https://doi.org/10.1007/s10433-013-0298-0
  • Sibalija, J., Savundranayagam, M. Y., Orange, J. B., & Kloseck, M. (2020). Social support, social participation, and depression among caregivers and non-caregivers in Canada: A population health perspective. Aging & Mental Health, 24(5), 765–773. https://doi.org/10.1080/13607863.2018.1544223
  • Steptoe, A., Wardle, J., Cui, W., Bellisle, F., Zotti, A.-M., Baranyai, R., & Sanderman, R. (2002). Trends in smoking, diet, physical exercise, and attitudes toward health in European university students from 13 countries, 1990–2000. Preventive Medicine, 35(2), 97–104. https://doi.org/10.1006/pmed.2002.1048
  • Stubbs, B., Vancampfort, D., Firth, J., Solmi, M., Siddiqi, N., Smith, L., Carvalho, A. F., & Koyanagi, A. (2018). Association between depression and smoking: A global perspective from 48 low- and middle-income countries. Journal of Psychiatric Research, 103, 142–149. https://doi.org/10.1016/j.jpsychires.2018.05.018
  • Van den Broek, T. (2021a). Early-life circumstances, health behavior profiles, and later-life health in Great Britain. Journal of Aging and Health, 33(5–6), 317–330. https://doi.org/10.1177/0898264320981233
  • Van den Broek, T. (2021b). Is having more children beneficial for mothers’ mental health in later life? Causal evidence from the national health and aging trends study. Aging & Mental Health, 25(10), 1950–1958. https://doi.org/10.1080/13607863.2020.1774739
  • Van den Broek, T., & Fleischmann, M. (2021). The causal effect of number of children on later-life overweight and obesity in parous women. An instrumental variable study. Preventive Medicine Reports, 24, 101528. https://doi.org/10.1016/j.pmedr.2021.101528
  • Verger, P., Lions, C., & Ventelou, B. (2009). Is depression associated with health risk-related behaviour clusters in adults? European Journal of Public Health, 19(6), 618–624. https://doi.org/10.1093/eurpub/ckp057
  • von Faber, M., Bootsma-van der Wiel, A., van Exel, E., Gussekloo, J., Lagaay, A. M., van Dongen, E., Knook, D. L., van der Geest, S., & Westendorp, R. G. (2001). Successful aging in the oldest old: Who can be characterized as successfully aged? Archives of Internal Medicine, 161(22), 2694–2700. https://doi.org/10.1001/archinte.161.22.2694
  • Wiium, N., Breivik, K., & Wold, B. (2015). Growth trajectories of health behaviors from adolescence through young adulthood. International Journal of Environmental Research and Public Health, 12(11), 13711–13729. https://doi.org/10.3390/ijerph121113711
  • World Health Organization. (2021). Factsheet depression. Retrieved November 27, 2021, from https://www.who.int/news-room/fact-sheets/detail/depression
  • Ye, Y., Wang, P., Qu, G., Yuan, S., Phongsavan, P., & He, Q. (2016). Associations between multiple health risk behaviors and mental health among Chinese college students. Psychology, Health & Medicine, 21(3), 377–385. https://doi.org/10.1080/13548506.2015.1070955
  • Zaninotto, P., Head, J., & Steptoe, A. (2020). Behavioural risk factors and healthy life expectancy: Evidence from two longitudinal studies of ageing in England and the US. Scientific Reports, 10(1), 6955. https://doi.org/10.1038/s41598-020-63843-6
  • Zhai, Y., Yi, H., Shen, W., Xiao, Y., Fan, H., He, F., Li, F., Wang, X., Shang, X., & Lin, J. (2015). Association of empty nest with depressive symptom in a Chinese elderly population: A cross-sectional study. Journal of Affective Disorders, 187, 218–223. https://doi.org/10.1016/j.jad.2015.08.031
  • Zhang, W., Liu, S., & Wu, B. (2018). Defining successful aging: Perceptions from elderly Chinese in Hawai’i. Gerontology & Geriatric Medicine, 4, 2333721418778182. https://doi.org/10.1177/2333721418778182
  • Zhao, Y., Hu, Y., Smith, J. P., Strauss, J., & Yang, G. (2014). Cohort profile: The China Health and Retirement Longitudinal Study (CHARLS). International Journal of Epidemiology, 43(1), 61–68. https://doi.org/10.1093/ije/dys203
  • Zhao, Y., Strauss, J., Yang, G., Giles, J., Hu, P., Hu, Y., Lei, X., Liu, M., Park, A., Smith, J. P., & Wang, Y. (2013). China Health and Retirement Longitudinal Study: 2011–2012 national baseline users’ guide. Retrieved from http://charls.pku.edu.cn/Public/ashelf/public/uploads/document/2011-charls-wave1/application/CHARLS_nationalbaseline_users_guide.pdf