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Published in: International Journal of Public Health 1/2013

01-02-2013 | Original Article

Joint trajectories of multiple health-related behaviors among the elderly

Authors: Hui-Chuan Hsu, Dih-Ling Luh, Wen-Chiung Chang, Ling-Yen Pan

Published in: International Journal of Public Health | Issue 1/2013

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Abstract

Objectives

The main goal of this study was to identify the multiple trajectories of the following four health behaviors among the elderly by gender: smoking, drinking alcohol, getting regular exercise, and having a health checkup

Methods

Data were from a longitudinal survey conducted among the elderly from 1996 to 2007 in Taiwan. In total, 5,880 respondents were included in the analysis

Results

The trajectories of health-related behaviors differed between males and females. Five groups of male elderly were identified: smoking, inactive, healthy lifestyle, smoking and drinking, and quitting. Three groups of female elderly were identified: smoking and drinking, inactive, and healthy lifestyle. Age, education, self-rated health, depressive symptoms, and economic satisfaction at baseline were associated with the health behavior trajectories

Conclusion

The nature of healthy behaviors and risky behaviors may differ. Thus, multiple trajectories can exhibit patterns that differ from those of single behavior trajectories. Strategies designed to promote health need to consider both gender and behavior patterns which may change over time.
Literature
go back to reference Ammon L, Bond J, Matzger H, Weisner C (2008) Gender differences in the relationship of community services and informal support to seven-year drinking trajectories of alcohol-dependent and problem drinkers. J Stud Alcohol Drugs 69:140–150PubMed Ammon L, Bond J, Matzger H, Weisner C (2008) Gender differences in the relationship of community services and informal support to seven-year drinking trajectories of alcohol-dependent and problem drinkers. J Stud Alcohol Drugs 69:140–150PubMed
go back to reference Ashe MC, Miller WC, Eng JJ, Noreau L (2009) Physical Activity and Chronic Conditions Research Team. Older adults, chronic disease and leisure-time physical activity. Gerontology 55:64–72. doi:10.1159/000141518 PubMedCrossRef Ashe MC, Miller WC, Eng JJ, Noreau L (2009) Physical Activity and Chronic Conditions Research Team. Older adults, chronic disease and leisure-time physical activity. Gerontology 55:64–72. doi:10.​1159/​000141518 PubMedCrossRef
go back to reference Barnett TA, Gauvin L, Craig CL, Katzmarzyk PT (2008) Distinct trajectories of leisure time physical activity and predictors of trajectory class membership: a 22-year cohort study. Int J Behav Nutr Phys Act 5:57–64. doi:10.1186/1479-5868-5-57 PubMedCrossRef Barnett TA, Gauvin L, Craig CL, Katzmarzyk PT (2008) Distinct trajectories of leisure time physical activity and predictors of trajectory class membership: a 22-year cohort study. Int J Behav Nutr Phys Act 5:57–64. doi:10.​1186/​1479-5868-5-57 PubMedCrossRef
go back to reference Conklin CA, Perkins KA, Sheidow AJ, Jones BL, Levine MD, Marcus MD (2005) The return to smoking: 1-year relapse trajectories among female smokers. Nicotine Tob Res 7:533–540PubMedCrossRef Conklin CA, Perkins KA, Sheidow AJ, Jones BL, Levine MD, Marcus MD (2005) The return to smoking: 1-year relapse trajectories among female smokers. Nicotine Tob Res 7:533–540PubMedCrossRef
go back to reference Culberson JW (2006) Alcohol use in the elderly: beyond the CAGE. Part 1 of 2: prevalence and patterns of problem drinking. Geriatrics 61:23–27PubMed Culberson JW (2006) Alcohol use in the elderly: beyond the CAGE. Part 1 of 2: prevalence and patterns of problem drinking. Geriatrics 61:23–27PubMed
go back to reference Eigenbrodt ML, Mosley TH Jr, Hutchinson RG, Watson RL, Chambless LE, Szklo M (2001) Alcohol consumption with age: a cross-sectional and longitudinal study of the Atherosclerosis risk in communities (ARIC) study, 1987–1995. Am J Epidemiol 153:1102–1111. doi:10.1093/aje/153.11.1102 PubMedCrossRef Eigenbrodt ML, Mosley TH Jr, Hutchinson RG, Watson RL, Chambless LE, Szklo M (2001) Alcohol consumption with age: a cross-sectional and longitudinal study of the Atherosclerosis risk in communities (ARIC) study, 1987–1995. Am J Epidemiol 153:1102–1111. doi:10.​1093/​aje/​153.​11.​1102 PubMedCrossRef
go back to reference Fenton JJ, Elmore JG, Buist DS, Reid RJ, Tancredi DJ, Baldwin LM (2010) Longitudinal adherence with fecal occult blood test screening in community practice. Ann Fam Med 8:397–401. doi:10.1370/afm.1133 PubMedCrossRef Fenton JJ, Elmore JG, Buist DS, Reid RJ, Tancredi DJ, Baldwin LM (2010) Longitudinal adherence with fecal occult blood test screening in community practice. Ann Fam Med 8:397–401. doi:10.​1370/​afm.​1133 PubMedCrossRef
go back to reference Hajat S, Haines A, Bulpitt C, Fletcher A (2004) Patterns and determinants of alcohol consumption in people aged 75 years and older: results from the MRC trial of assessment and management of older people in the community. Age Ageing 33:170–177. doi:10.1093/ageing/afh046 PubMedCrossRef Hajat S, Haines A, Bulpitt C, Fletcher A (2004) Patterns and determinants of alcohol consumption in people aged 75 years and older: results from the MRC trial of assessment and management of older people in the community. Age Ageing 33:170–177. doi:10.​1093/​ageing/​afh046 PubMedCrossRef
go back to reference Hammond WP, Matthews D, Corbie-Smith G (2010) Psychosocial factors associated with routine health examination scheduling and receipt among African American men. J Natl Med Assoc 102:276–289PubMed Hammond WP, Matthews D, Corbie-Smith G (2010) Psychosocial factors associated with routine health examination scheduling and receipt among African American men. J Natl Med Assoc 102:276–289PubMed
go back to reference Ilomäki J, Korhonen MJ, Lavikainen P, Lipton R, Enlund H, Kauhanen J (2009) Changes in alcohol consumption and drinking patterns during 11 years of follow-up among ageing men: the FinDrink study. Eur J Public Health 20:133–138. doi:10.1093/eurpub/ckp079 PubMedCrossRef Ilomäki J, Korhonen MJ, Lavikainen P, Lipton R, Enlund H, Kauhanen J (2009) Changes in alcohol consumption and drinking patterns during 11 years of follow-up among ageing men: the FinDrink study. Eur J Public Health 20:133–138. doi:10.​1093/​eurpub/​ckp079 PubMedCrossRef
go back to reference Jones BL, Nagin DS (2007) Advances in group-based trajectory modeling and an SAS procedure for estimating them. Sociol Methods Res 35:542–571CrossRef Jones BL, Nagin DS (2007) Advances in group-based trajectory modeling and an SAS procedure for estimating them. Sociol Methods Res 35:542–571CrossRef
go back to reference Jones BL, Nagin DS, Roeder K (2001) A SAS procedure based on mixture models for estimating developmental trajectories. Sociol Methods Res 29:374–393CrossRef Jones BL, Nagin DS, Roeder K (2001) A SAS procedure based on mixture models for estimating developmental trajectories. Sociol Methods Res 29:374–393CrossRef
go back to reference Kaholokula JK, Braun KL, Kana’iaupuni S, Grandinetti A, Chang HK (2006) Ethnic-by-gender differences in cigarette smoking among Asian and Pacific Islanders. Nicotine Tob Res 8:275–286PubMedCrossRef Kaholokula JK, Braun KL, Kana’iaupuni S, Grandinetti A, Chang HK (2006) Ethnic-by-gender differences in cigarette smoking among Asian and Pacific Islanders. Nicotine Tob Res 8:275–286PubMedCrossRef
go back to reference Kohout FJ, Berkman LF, Evans DA, Cornoni-Huntley J (1993) Two shorter forms of the CES-D Depression Symptom Index. J Aging Health 5:179–193PubMedCrossRef Kohout FJ, Berkman LF, Evans DA, Cornoni-Huntley J (1993) Two shorter forms of the CES-D Depression Symptom Index. J Aging Health 5:179–193PubMedCrossRef
go back to reference McAuley E, Hall KS, Motl RW, White SM, Wójcicki TR, Hu L, Doerksen SE (2009) Trajectory of declines in physical activity in community-dwelling older women: social cognitive influences. J Gerontol B Psychol Sci Soc Sci 64B:543–550. doi:10.1093/geronb/gbp049 CrossRef McAuley E, Hall KS, Motl RW, White SM, Wójcicki TR, Hu L, Doerksen SE (2009) Trajectory of declines in physical activity in community-dwelling older women: social cognitive influences. J Gerontol B Psychol Sci Soc Sci 64B:543–550. doi:10.​1093/​geronb/​gbp049 CrossRef
go back to reference Nagin DS (2005) Group-based modeling of development. Harvard University Press, Cambridge Nagin DS (2005) Group-based modeling of development. Harvard University Press, Cambridge
go back to reference Neumark YD, Lopez-Quintero C, Grinshpoon A, Levinson D (2007) Alcohol drinking patterns and prevalence of alcohol-abuse and dependence in the Israel National Health Survey. Isr J Psychiatry Relat Sci 44:126–135PubMed Neumark YD, Lopez-Quintero C, Grinshpoon A, Levinson D (2007) Alcohol drinking patterns and prevalence of alcohol-abuse and dependence in the Israel National Health Survey. Isr J Psychiatry Relat Sci 44:126–135PubMed
go back to reference Platt A, Sloan FA, Costanzo P (2010) Alcohol-consumption trajectories and associated characteristics among adults older than age 50. J Stud Alcohol Drugs 71:169–179PubMed Platt A, Sloan FA, Costanzo P (2010) Alcohol-consumption trajectories and associated characteristics among adults older than age 50. J Stud Alcohol Drugs 71:169–179PubMed
go back to reference Schneider S, Huy C, Schuessler M, Diehl K, Schwarz S (2009) Optimising lifestyle interventions: identification of health behaviour patterns by cluster analysis in a German 50+ survey. Eur J Public Health 19:271–277. doi:10.1093/eurpub/ckn144 PubMedCrossRef Schneider S, Huy C, Schuessler M, Diehl K, Schwarz S (2009) Optimising lifestyle interventions: identification of health behaviour patterns by cluster analysis in a German 50+ survey. Eur J Public Health 19:271–277. doi:10.​1093/​eurpub/​ckn144 PubMedCrossRef
go back to reference Scott-Sheldon LA, Carey MP, Senn TE, Vanable PA (2010) Smoking behavior among low-income black adults: patterns and correlates of smoking trajectories. Nicotine Tob Res 12:1019–1028. doi:10.1093/ntr/ntq142 PubMedCrossRef Scott-Sheldon LA, Carey MP, Senn TE, Vanable PA (2010) Smoking behavior among low-income black adults: patterns and correlates of smoking trajectories. Nicotine Tob Res 12:1019–1028. doi:10.​1093/​ntr/​ntq142 PubMedCrossRef
go back to reference Shaw BA, Liang J, Krause N, Gallant M, McGeever K (2010) Age differences and social stratification in the long-term trajectories of leisure-time physical activity. J Gerontol B Psychol Sci Soc Sci 65:756–766. doi:10.1093/geronb/gbq073 PubMedCrossRef Shaw BA, Liang J, Krause N, Gallant M, McGeever K (2010) Age differences and social stratification in the long-term trajectories of leisure-time physical activity. J Gerontol B Psychol Sci Soc Sci 65:756–766. doi:10.​1093/​geronb/​gbq073 PubMedCrossRef
go back to reference Shimada H, Lord SR, Yoshida H, Kim H, Suzuki T (2007) Predictors of cessation of regular leisure-time physical activity in community-dwelling elderly people. Gerontology 53:293–297PubMedCrossRef Shimada H, Lord SR, Yoshida H, Kim H, Suzuki T (2007) Predictors of cessation of regular leisure-time physical activity in community-dwelling elderly people. Gerontology 53:293–297PubMedCrossRef
go back to reference Slingerland AS, van Lenthe FJ, Jukema JW, Kamphuis CB, Looman C, Giskes K, Huisman M, Narayan KM, Mackenbach JP, Brug J (2007) Aging, retirement, and changes in physical activity: prospective cohort findings from the GLOBE study. Am J Epidemiol 165:1356–1363. doi:10.1093/aje/kwm053 PubMedCrossRef Slingerland AS, van Lenthe FJ, Jukema JW, Kamphuis CB, Looman C, Giskes K, Huisman M, Narayan KM, Mackenbach JP, Brug J (2007) Aging, retirement, and changes in physical activity: prospective cohort findings from the GLOBE study. Am J Epidemiol 165:1356–1363. doi:10.​1093/​aje/​kwm053 PubMedCrossRef
go back to reference Zimmermann E, Ekholm O, Grønbaek M, Curtis T (2008) Predictors of changes in physical activity in a prospective cohort study of the Danish adult population. Scand J Public Health 36:235–241PubMedCrossRef Zimmermann E, Ekholm O, Grønbaek M, Curtis T (2008) Predictors of changes in physical activity in a prospective cohort study of the Danish adult population. Scand J Public Health 36:235–241PubMedCrossRef
Metadata
Title
Joint trajectories of multiple health-related behaviors among the elderly
Authors
Hui-Chuan Hsu
Dih-Ling Luh
Wen-Chiung Chang
Ling-Yen Pan
Publication date
01-02-2013
Publisher
SP Birkhäuser Verlag Basel
Published in
International Journal of Public Health / Issue 1/2013
Print ISSN: 1661-8556
Electronic ISSN: 1661-8564
DOI
https://doi.org/10.1007/s00038-012-0358-9

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