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Published in: BMC Geriatrics 1/2016

Open Access 01-12-2016 | Research Article

Socioeconomic status as a moderator between frailty and mortality at old ages

Authors: Danan Gu, Fang Yang, Jessica Sautter

Published in: BMC Geriatrics | Issue 1/2016

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Abstract

Background

Despite the well-established power of frailty to predict mortality, and the known associations of socioeconomic status (SES) with mortality, it is largely unknown whether the linkage between frailty and mortality varies across different SES groups. This study aims to investigate whether SES moderates the association between frailty and mortality.

Methods

We relied on the 2008/2009 and 2011/2012 waves of the Chinese Longitudinal Healthy Longevity Survey, a nationwide sample of 13,731 adults aged 65 or older in China. Frailty was constructed using a cumulative index of 38 items (with 39 deficits) reflecting different dimensions of health; the index or the proportion of deficits ranges from 0 to 1, with greater scores indicating poorer health condition. SES was measured by a socioeconomic vulnerability index (SEVI) also from a similar cumulative approach consisting of 6 deficits; the proportion of deficits ranges from 0 to 1 with higher scores indicating lower SES. Eight Weibull hazard regression models were performed to examine how SES moderates the linkage between frailty and mortality.

Results

We found that a one percentage point increase in the frailty index was associated with an increased hazard ratio (HR) by 2.7 % (HR = 1.027, 95 % CI: 1.025–1.027); a one percentage point increase in SEVI score was associated with an increased hazard ratio by 0.6 % (HR = 1.006, 95 % CI: 1.004–1.008) controlling for demographics. When interactions between SEVI and frailty index were modeled, the increased mortality risk associated with frailty was weaker among people with lower SES than among people with higher SES (HR = 0.983, 95 % CI: 0.967–0.992). However, the moderating role of SES was diminished when interactions between SES and age and between frailty and age were modeled. With increasing age, the increased mortality risks associated with frailty and socioeconomic vulnerability weakened.

Conclusions

Frailty was a stronger predictor of mortality among individuals with higher SES than those with lower SES. The increased mortality risks associated with socioeconomic vulnerability and frailty weakened with age. Public health programs aimed at improving SES and promoting healthy longevity should start early in old age, or even earlier, and target poor and frail older adults for maximum impact.
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Literature
4.
go back to reference Rockwood K, Song X, MacKnight C, Bergman H, Hogan DB, McDowell I, Mitnitski A. A global clinical measure of fitness and frailty in elderly people. Can Med Assoc J. 2005;173:489–95. doi:10.1503/cmaj.050051.CrossRef Rockwood K, Song X, MacKnight C, Bergman H, Hogan DB, McDowell I, Mitnitski A. A global clinical measure of fitness and frailty in elderly people. Can Med Assoc J. 2005;173:489–95. doi:10.​1503/​cmaj.​050051.CrossRef
6.
go back to reference Yashin AI, Arbeev KG, Kulminski A, Akushevich I, Akushevich L, Ukraintseva SV. Cumulative index of elderly disorders and its dynamic contribution to mortality and longevity. Rejuvenation Res. 2007;10(1):75–86. doi:10.1089/rej.2006.0500.CrossRefPubMed Yashin AI, Arbeev KG, Kulminski A, Akushevich I, Akushevich L, Ukraintseva SV. Cumulative index of elderly disorders and its dynamic contribution to mortality and longevity. Rejuvenation Res. 2007;10(1):75–86. doi:10.​1089/​rej.​2006.​0500.CrossRefPubMed
9.
go back to reference Rockwood K, Mitnitski A. Frailty in relation to the accumulation of deficits. J Gerontol A Biol Sci Med Sci. 2007;62(7):722–7.CrossRefPubMed Rockwood K, Mitnitski A. Frailty in relation to the accumulation of deficits. J Gerontol A Biol Sci Med Sci. 2007;62(7):722–7.CrossRefPubMed
13.
go back to reference Kulminski A, Yashin A, Arbeev K, Akushevich I, Ukraintseva S, Land K, Manton K. Cumulative index of health disorders as an indicator of aging-associated processes in the elderly: results from analyses of the National Long Term Care Survey. Mech Ageing Dev. 2007;128:250–8. doi:10.1016/j.mad.2006.12.004.CrossRefPubMed Kulminski A, Yashin A, Arbeev K, Akushevich I, Ukraintseva S, Land K, Manton K. Cumulative index of health disorders as an indicator of aging-associated processes in the elderly: results from analyses of the National Long Term Care Survey. Mech Ageing Dev. 2007;128:250–8. doi:10.​1016/​j.​mad.​2006.​12.​004.CrossRefPubMed
14.
go back to reference Kennedy CC, Ioannidis G, Rockwood K, Thabane L, Adachi JD, Kirkland S, Pickard LE, Papaioannon A. A frailty index predicts 10-year fracture risk in adults age 25 years and older: results from the Canadian Multicentre Osteoporosis Study (CaMos). Osteoporos Int. 2014;25:2825–32. doi:10.1007/s00198-014-2828-9.CrossRefPubMedPubMedCentral Kennedy CC, Ioannidis G, Rockwood K, Thabane L, Adachi JD, Kirkland S, Pickard LE, Papaioannon A. A frailty index predicts 10-year fracture risk in adults age 25 years and older: results from the Canadian Multicentre Osteoporosis Study (CaMos). Osteoporos Int. 2014;25:2825–32. doi:10.​1007/​s00198-014-2828-9.CrossRefPubMedPubMedCentral
15.
go back to reference Rockwood MR, MacDOnald E, Sutton E, Rockwood K, Canadian Scleroderma Research Group, Baron M. Frailty index to measure health status in people with systemic sclerosis. J Rheumatol. 2014;41(4):698–705. doi:10.3899/jrheum.130182.CrossRefPubMed Rockwood MR, MacDOnald E, Sutton E, Rockwood K, Canadian Scleroderma Research Group, Baron M. Frailty index to measure health status in people with systemic sclerosis. J Rheumatol. 2014;41(4):698–705. doi:10.​3899/​jrheum.​130182.CrossRefPubMed
16.
go back to reference Mitnitski A, Rockwood K. Aging as a process of deficit accumulation: its utility and origin. In: Ayshin AI, Jazwinski SM, editors. Aging and Health-A systems biology perspective. Interdisciplinary topics in gerontology and geriatrics, vol. 40. Basel: Karger Medical and Scientific Publisher; 2014. p. 85–98. Mitnitski A, Rockwood K. Aging as a process of deficit accumulation: its utility and origin. In: Ayshin AI, Jazwinski SM, editors. Aging and Health-A systems biology perspective. Interdisciplinary topics in gerontology and geriatrics, vol. 40. Basel: Karger Medical and Scientific Publisher; 2014. p. 85–98.
18.
go back to reference Fang X, Shi J, Song X, Mitnitski A, Tang Z, Wang C, et al. Frailty and mortality in older Chinese adults: results from the Beijing longitudinal study of aging. J Nutr Health Aging. 2013;16(10):903–7. doi:10.1007/s12603-012-0368-6.CrossRef Fang X, Shi J, Song X, Mitnitski A, Tang Z, Wang C, et al. Frailty and mortality in older Chinese adults: results from the Beijing longitudinal study of aging. J Nutr Health Aging. 2013;16(10):903–7. doi:10.​1007/​s12603-012-0368-6.CrossRef
23.
go back to reference Steenland K, Hu S, Walker J. All-cause and cause-specific mortality by socioeconomic status among employed persons in 27 US states, 1984-1997. Am J Public Health. 2004;94:1037–42.CrossRefPubMedPubMedCentral Steenland K, Hu S, Walker J. All-cause and cause-specific mortality by socioeconomic status among employed persons in 27 US states, 1984-1997. Am J Public Health. 2004;94:1037–42.CrossRefPubMedPubMedCentral
27.
29.
go back to reference Gareth H, Beverly R, David B, Severine S, David GB, Alexis E, et al. Neuroticism and cardiovascular disease mortality: socioeconomic status modifies the risk in women (UK Health and Lifestyle Survey). Psychosom Med. 2012;74(6):596–603. doi:10.1097/PSY.0b013e31825c85ca.CrossRef Gareth H, Beverly R, David B, Severine S, David GB, Alexis E, et al. Neuroticism and cardiovascular disease mortality: socioeconomic status modifies the risk in women (UK Health and Lifestyle Survey). Psychosom Med. 2012;74(6):596–603. doi:10.​1097/​PSY.​0b013e31825c85ca​.CrossRef
30.
go back to reference Yong V, Saito Y. Are there education differentials in disability and mortality transitions and active life expectancy among Japanese older adults? Findings from 10-year prospective cohort study. J Gerontol Soc Sci. 2012;67(3):343–53. doi:10.1093/geronb/gbs029.CrossRef Yong V, Saito Y. Are there education differentials in disability and mortality transitions and active life expectancy among Japanese older adults? Findings from 10-year prospective cohort study. J Gerontol Soc Sci. 2012;67(3):343–53. doi:10.​1093/​geronb/​gbs029.CrossRef
31.
33.
35.
go back to reference Lima-Costa MF, Steptoe A, Cesar CC, De Oliveira C, Proietti FA, Marmot M. The influence of socioeconomic status on the predictive power of self-rated health for 6-year mortality in English and Brazilian older adults: The ELSA and Bambui cohort studies. Ann Epidemiol. 2012;22:644–8. doi:10.1016/j.annepidem.2012.06.101.CrossRefPubMed Lima-Costa MF, Steptoe A, Cesar CC, De Oliveira C, Proietti FA, Marmot M. The influence of socioeconomic status on the predictive power of self-rated health for 6-year mortality in English and Brazilian older adults: The ELSA and Bambui cohort studies. Ann Epidemiol. 2012;22:644–8. doi:10.​1016/​j.​annepidem.​2012.​06.​101.CrossRefPubMed
36.
go back to reference Singh-Manoux A, Dugravot A, Shipley MJ, Ferrie JE, Martikainen P, Goldberg M, et al. The association between self-rated health and mortality in different socioeconomic groups in the GAZEL cohort study. Int J Epidemiol. 2007;36:1222–8. doi:10.1093/ije/dym170.CrossRefPubMedPubMedCentral Singh-Manoux A, Dugravot A, Shipley MJ, Ferrie JE, Martikainen P, Goldberg M, et al. The association between self-rated health and mortality in different socioeconomic groups in the GAZEL cohort study. Int J Epidemiol. 2007;36:1222–8. doi:10.​1093/​ije/​dym170.CrossRefPubMedPubMedCentral
37.
go back to reference Jurges H. Self-assessed health, reference levels and mortality. Paper No. 0547, MEA Discussion Paper Series, Mannheim Research Institute for the Economics of Aging. University of Mannheim, 2005. Jurges H. Self-assessed health, reference levels and mortality. Paper No. 0547, MEA Discussion Paper Series, Mannheim Research Institute for the Economics of Aging. University of Mannheim, 2005.
41.
go back to reference Nishi A, Kawachi I, Shirai K, Hirai H, Jeong S, Kondo K. Sex/gender and socioeconomic differences in the predictive ability of self-rated health for mortality. PLoS One. 7(1):e30179. doi:10.1371/journal.pone.0030179. Nishi A, Kawachi I, Shirai K, Hirai H, Jeong S, Kondo K. Sex/gender and socioeconomic differences in the predictive ability of self-rated health for mortality. PLoS One. 7(1):e30179. doi:10.​1371/​journal.​pone.​0030179.
42.
go back to reference Zeng Y, Poston Jr DL, Vlosky DA, Gu D. Healthy longevity in China: demographic, socioeconomic, and psychological dimensions. Dordrecht: Springer; 2008. Zeng Y, Poston Jr DL, Vlosky DA, Gu D. Healthy longevity in China: demographic, socioeconomic, and psychological dimensions. Dordrecht: Springer; 2008.
43.
go back to reference Gu D. Health cumulative deficit index and its validity among the Chinese elderly. Popul Econ. 2009;176(5):52–7 [in Chinese]. Gu D. Health cumulative deficit index and its validity among the Chinese elderly. Popul Econ. 2009;176(5):52–7 [in Chinese].
50.
go back to reference House JS, Lantz PM, Herd P. Continuity and change in the social stratification of aging and health over the life course: Evidence from a nationally representative longitudinal study from 1986 to 2001/2002 (Americans’ Changing Lives Study). J Gerontol B Psychol Sci Soc Sci. 2005;60B(Special Issue II):15–26.CrossRef House JS, Lantz PM, Herd P. Continuity and change in the social stratification of aging and health over the life course: Evidence from a nationally representative longitudinal study from 1986 to 2001/2002 (Americans’ Changing Lives Study). J Gerontol B Psychol Sci Soc Sci. 2005;60B(Special Issue II):15–26.CrossRef
52.
go back to reference Feng Q, Zhu H, Zhen Z, Gu D. Self-rated health, interviewer-rated health, and their predictive powers on mortality in old age. J Gerontol B Psychol Sci Soc Sci. 2015. doi:10.1093/geronb/gbu186.PubMed Feng Q, Zhu H, Zhen Z, Gu D. Self-rated health, interviewer-rated health, and their predictive powers on mortality in old age. J Gerontol B Psychol Sci Soc Sci. 2015. doi:10.​1093/​geronb/​gbu186.PubMed
55.
go back to reference Nie X, Li Y, Li L, Huang X. A study on health information literacy among urban and suburban residents in six provinces in China. Zhonghua Yu Fang Yi Xue Za Zhi. 2014;48(7):566–70 [in Chinese].PubMed Nie X, Li Y, Li L, Huang X. A study on health information literacy among urban and suburban residents in six provinces in China. Zhonghua Yu Fang Yi Xue Za Zhi. 2014;48(7):566–70 [in Chinese].PubMed
56.
go back to reference Xiao L, Ma Y, Li Y, Hu J, Cheng YL, Chen GY, Tao MX. Study on the health literacy status and its influencing factors of urban and rural residents in China. Chin J Health Educ. 2009;25:323–6 [in Chinese]. Xiao L, Ma Y, Li Y, Hu J, Cheng YL, Chen GY, Tao MX. Study on the health literacy status and its influencing factors of urban and rural residents in China. Chin J Health Educ. 2009;25:323–6 [in Chinese].
57.
go back to reference Kutner M, Greenburg E, Jin Y, Paulsen C. The Health Literacy of America’s Adults: Results from the 2003 National Assessment of Adult Literacy (NCES 2006-483). U.S. Department of Education. Washington, DC: National Center for Education Statistics; 2006. Kutner M, Greenburg E, Jin Y, Paulsen C. The Health Literacy of America’s Adults: Results from the 2003 National Assessment of Adult Literacy (NCES 2006-483). U.S. Department of Education. Washington, DC: National Center for Education Statistics; 2006.
58.
go back to reference Feinglass J, Lin S, Thompson J, Sudano J, Dunlop D, Song J, Baker DW. Baseline health, socioeconomic status, and 10-year mortality among older middle-aged Americans: findings from the Health and Retirement Study, 1992—2002. J Gerontol B Psychol Sci Soc Sci. 2007;62(4):S209–17.CrossRefPubMed Feinglass J, Lin S, Thompson J, Sudano J, Dunlop D, Song J, Baker DW. Baseline health, socioeconomic status, and 10-year mortality among older middle-aged Americans: findings from the Health and Retirement Study, 1992—2002. J Gerontol B Psychol Sci Soc Sci. 2007;62(4):S209–17.CrossRefPubMed
60.
go back to reference Morciano M, Hancock RM, Pudney SE. Birth-cohort trends in older age functional disability and their relationship with socio-economic status: evidence from a pooling of repeated cross-sectional population-based studies for the UK. Soc Sci Med. 2015;136–137:1–9. doi:10.1016/j.socscimed.2015.04.035.CrossRefPubMed Morciano M, Hancock RM, Pudney SE. Birth-cohort trends in older age functional disability and their relationship with socio-economic status: evidence from a pooling of repeated cross-sectional population-based studies for the UK. Soc Sci Med. 2015;136–137:1–9. doi:10.​1016/​j.​socscimed.​2015.​04.​035.CrossRefPubMed
66.
go back to reference O'Loughlin J. Understanding the role of ethnicity in chronic disease: a challenge for the new millennium. CMAJ. 1999;161:152–3.PubMedPubMedCentral O'Loughlin J. Understanding the role of ethnicity in chronic disease: a challenge for the new millennium. CMAJ. 1999;161:152–3.PubMedPubMedCentral
68.
go back to reference Silverstein M, Cong Z, Li S. Intergenerational transfers and living arrangements of older people in rural China: consequences for psychological well-being. J Gerontol B Soc Sci. 2006;61(5):S256–66.CrossRef Silverstein M, Cong Z, Li S. Intergenerational transfers and living arrangements of older people in rural China: consequences for psychological well-being. J Gerontol B Soc Sci. 2006;61(5):S256–66.CrossRef
72.
go back to reference Mitnitski A, Song X, Skoog I, Broe GA, Cox JL, Grunfeld E, Rockwood K. Relative fitness and frailty of elderly men and women in developed countries and their relationship with mortality. J Am Geriatr Soc. 2005;53:2184–9.CrossRefPubMed Mitnitski A, Song X, Skoog I, Broe GA, Cox JL, Grunfeld E, Rockwood K. Relative fitness and frailty of elderly men and women in developed countries and their relationship with mortality. J Am Geriatr Soc. 2005;53:2184–9.CrossRefPubMed
Metadata
Title
Socioeconomic status as a moderator between frailty and mortality at old ages
Authors
Danan Gu
Fang Yang
Jessica Sautter
Publication date
01-12-2016
Publisher
BioMed Central
Published in
BMC Geriatrics / Issue 1/2016
Electronic ISSN: 1471-2318
DOI
https://doi.org/10.1186/s12877-016-0322-2

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