Skip to main content
Top
Published in: BMC Public Health 1/2017

Open Access 01-12-2017 | Research article

Adolescent reserve capacity, socioeconomic status and school achievement as predictors of mortality in Finland - a longitudinal study

Authors: Paulyn Jean Acacio-Claro, Leena Kristiina Koivusilta, Judith Rafaelita Borja, Arja Hannele Rimpelä

Published in: BMC Public Health | Issue 1/2017

Login to get access

Abstract

Background

Despite robust evidence on the inverse relationship between socioeconomic status (SES) and mortality, deviations from expected results have been observed likely due to school achievement and psychosocial resources, termed as “reserve capacity.” Since adolescence is a critical period in developing sound psychological and behavioural patterns and adolescent markers of SES were seldom used, we determine if family SES in adolescence predicts later mortality. We also study how reserve capacity (perceived health, health-promoting behaviour and social support) and school achievement modify this relationship and reduce the negative effects of low SES.

Methods

A longitudinal study was designed by linking baseline data on 12 to 18 year-old Finns in 1985–95 (N = 41,833) from the Adolescent Health and Lifestyle Surveys with register data on mortality and SES from Statistics Finland. Average follow-up time was 18.4 years with a total of 770,161 person-years. Cox regression models, stratified by sex, were fitted to determine the effects of variables measured during adolescence: family SES, reserve capacity and school achievement on mortality risk.

Results

All reserve capacity dimensions significantly predicted mortality in boys. Perceived health and social support predicted that in girls. Adolescents with the lowest school achievement were more than twice at risk of dying compared to those with better school performance. Low SES increased the risk of death in boys (Hazard ratios: 1.6, 95% CI 1.1–2.4) but not in girls. Reserve capacity and school achievement weakened the effects of low SES on boys’ risk of death.

Conclusions

High reserve capacity and good school achievement in adolescence significantly reduce the risk of mortality. In boys, these also mitigate the negative effect of low SES on mortality. These findings underscore the roles of reserve capacity and school achievement during adolescence as likely causal or modifying factors in SES-health inequalities.
Literature
1.
go back to reference Adler NE, Newman K. Socioeconomic disparities in health: pathways and policies. Health Aff (Millwood). 2002;21(2):60–76.CrossRef Adler NE, Newman K. Socioeconomic disparities in health: pathways and policies. Health Aff (Millwood). 2002;21(2):60–76.CrossRef
2.
go back to reference Gottfredson LS. Intelligence: is it the Epidemiologists' elusive "fundamental cause" of social class inequalities in health? Journal of Personality & Social Psychology. 2004;86(1):174–99.CrossRef Gottfredson LS. Intelligence: is it the Epidemiologists' elusive "fundamental cause" of social class inequalities in health? Journal of Personality & Social Psychology. 2004;86(1):174–99.CrossRef
3.
go back to reference Smith GD, Hart C, Blane D, Gillis C, Hawthorne V. Lifetime socioeconomic position and mortality: prospective observational study. BMJ. 1997;314(7080):547.CrossRefPubMedPubMedCentral Smith GD, Hart C, Blane D, Gillis C, Hawthorne V. Lifetime socioeconomic position and mortality: prospective observational study. BMJ. 1997;314(7080):547.CrossRefPubMedPubMedCentral
4.
go back to reference Liu L, Xue F, Ma J, Ma M, Long Y, Newschaffer CJ. Social position and chronic conditions across the life span and risk of stroke: a life course epidemiological analysis of 22 847 American adults in ages over 50. Int J Stroke. 2013;8:50–5.CrossRefPubMed Liu L, Xue F, Ma J, Ma M, Long Y, Newschaffer CJ. Social position and chronic conditions across the life span and risk of stroke: a life course epidemiological analysis of 22 847 American adults in ages over 50. Int J Stroke. 2013;8:50–5.CrossRefPubMed
5.
go back to reference Kuh D, Hardy R, Langenberg C, Richards M, Wadsworth ME. Mortality in adults aged 26-54 years related to socioeconomic conditions in childhood and adulthood: post war birth cohort study. BMJ. 2002;325(7372):1076–80.CrossRefPubMedPubMedCentral Kuh D, Hardy R, Langenberg C, Richards M, Wadsworth ME. Mortality in adults aged 26-54 years related to socioeconomic conditions in childhood and adulthood: post war birth cohort study. BMJ. 2002;325(7372):1076–80.CrossRefPubMedPubMedCentral
6.
go back to reference Juárez SP, Goodman A, Koupil I. From cradle to grave: tracking socioeconomic inequalities in mortality in a cohort of 11 868 men and women born in Uppsala, Sweden, 1915–1929. J Epidemiol Community Health. 2016;70(6):569–75.CrossRefPubMedPubMedCentral Juárez SP, Goodman A, Koupil I. From cradle to grave: tracking socioeconomic inequalities in mortality in a cohort of 11 868 men and women born in Uppsala, Sweden, 1915–1929. J Epidemiol Community Health. 2016;70(6):569–75.CrossRefPubMedPubMedCentral
7.
go back to reference Phelan JC, Link BG, Tehranifar P. Social conditions as fundamental causes of health inequalities: theory, evidence, and policy implications. J Health Soc Behav. 2010;51(1):Suppl 28–40. doi:10.1177/0022146510383498.CrossRef Phelan JC, Link BG, Tehranifar P. Social conditions as fundamental causes of health inequalities: theory, evidence, and policy implications. J Health Soc Behav. 2010;51(1):Suppl 28–40. doi:10.​1177/​0022146510383498​.CrossRef
8.
go back to reference Mackenbach JP, Kulhanova I, Bopp M, Deboosere P, Eikemo TA, Hoffmann R, et al. Variations in the relation between education and cause-specific mortality in 19 European populations: a test of the "fundamental causes" theory of social inequalities in health. Soc Sci Med. 2015;127:51–62.CrossRefPubMed Mackenbach JP, Kulhanova I, Bopp M, Deboosere P, Eikemo TA, Hoffmann R, et al. Variations in the relation between education and cause-specific mortality in 19 European populations: a test of the "fundamental causes" theory of social inequalities in health. Soc Sci Med. 2015;127:51–62.CrossRefPubMed
9.
10.
go back to reference Phillips SP, Hamberg K. Women's relative immunity to the socio-economic health gradient: artifact or real? Glob Health Action. 2015;8:27259.CrossRef Phillips SP, Hamberg K. Women's relative immunity to the socio-economic health gradient: artifact or real? Glob Health Action. 2015;8:27259.CrossRef
11.
12.
go back to reference Gluckman PD, Hanson MA, Spencer HG, Bateson P. Environmental influences during development and their later consequences for health and disease: implications for the interpretation of empirical studies. Proc R Soc B Biol Sci. 2004;272(1564):671–7.CrossRef Gluckman PD, Hanson MA, Spencer HG, Bateson P. Environmental influences during development and their later consequences for health and disease: implications for the interpretation of empirical studies. Proc R Soc B Biol Sci. 2004;272(1564):671–7.CrossRef
13.
go back to reference McDade TW, Rutherford J, Adair L, Kuzawa CW. Early origins of inflammation: microbial exposures in infancy predict lower levels of C-reactive protein in adulthood. Proc R Soc B Biol Sci. 2009;277(1684):1129–37.CrossRef McDade TW, Rutherford J, Adair L, Kuzawa CW. Early origins of inflammation: microbial exposures in infancy predict lower levels of C-reactive protein in adulthood. Proc R Soc B Biol Sci. 2009;277(1684):1129–37.CrossRef
14.
go back to reference Cozen W, Hamilton AS, Zhao P, Salam MT, Deapen DM, Nathwani BN, et al. A protective role for early oral exposures in the etiology of young adult Hodgkin lymphoma. Blood. 2009;114(19):4014–20.CrossRefPubMedPubMedCentral Cozen W, Hamilton AS, Zhao P, Salam MT, Deapen DM, Nathwani BN, et al. A protective role for early oral exposures in the etiology of young adult Hodgkin lymphoma. Blood. 2009;114(19):4014–20.CrossRefPubMedPubMedCentral
15.
go back to reference Lynch SV, Wood RA, Boushey H, Bacharier LB, Bloomberg GR, Kattan M, et al. Effects of Early Life Exposure to Allergens and Bacteria on Recurrent Wheeze and Atopy in Urban Children. J Allergy Clin Immunol 2014;134(3):593–601.e12. Lynch SV, Wood RA, Boushey H, Bacharier LB, Bloomberg GR, Kattan M, et al. Effects of Early Life Exposure to Allergens and Bacteria on Recurrent Wheeze and Atopy in Urban Children. J Allergy Clin Immunol 2014;134(3):593–601.e12.
17.
go back to reference Matthews KA, Gallo LC, Taylor SE. Are psychosocial factors mediators of socioeconomic status and health connections? A progress report and blueprint for the future. Ann N Y Acad Sci. 2010;1186:146–73.CrossRefPubMed Matthews KA, Gallo LC, Taylor SE. Are psychosocial factors mediators of socioeconomic status and health connections? A progress report and blueprint for the future. Ann N Y Acad Sci. 2010;1186:146–73.CrossRefPubMed
18.
go back to reference Gallo LC. The reserve capacity model as a framework for understanding psychosocial factors in health disparities. Applied Psychology: Health and Well-Being. 2009;1(1):62–72. Gallo LC. The reserve capacity model as a framework for understanding psychosocial factors in health disparities. Applied Psychology: Health and Well-Being. 2009;1(1):62–72.
19.
go back to reference Gallo LC, Espinosa de los Monteros K, Shivpuri S. Socioeconomic status and health: what is the role of reserve capacity? Curr Dir Psychol Sci. 2009;18(5):269–74.CrossRefPubMedPubMedCentral Gallo LC, Espinosa de los Monteros K, Shivpuri S. Socioeconomic status and health: what is the role of reserve capacity? Curr Dir Psychol Sci. 2009;18(5):269–74.CrossRefPubMedPubMedCentral
20.
go back to reference Moor I, Rathmann K, Stronks K, Levin K, Spallek J, Richter M. Psychosocial and behavioural factors in the explanation of socioeconomic inequalities in adolescent health: a multilevel analysis in 28 European and north American countries. J Epidemiol Community Health. 2014;68(10):912–21. doi:10.1136/jech-2014-203933.CrossRefPubMed Moor I, Rathmann K, Stronks K, Levin K, Spallek J, Richter M. Psychosocial and behavioural factors in the explanation of socioeconomic inequalities in adolescent health: a multilevel analysis in 28 European and north American countries. J Epidemiol Community Health. 2014;68(10):912–21. doi:10.​1136/​jech-2014-203933.CrossRefPubMed
21.
go back to reference Pakpour AH, Sniehotta FF. Perceived behavioural control and coping planning predict dental brushing behaviour among Iranian adolescents. J Clin Periodontol. 2012;39(2):132–7.CrossRefPubMed Pakpour AH, Sniehotta FF. Perceived behavioural control and coping planning predict dental brushing behaviour among Iranian adolescents. J Clin Periodontol. 2012;39(2):132–7.CrossRefPubMed
22.
go back to reference Cinar AB, Tseveenjav B, Murtomaa H. Oral health-related self-efficacy beliefs and toothbrushing: Finnish and Turkish pre-adolescents' and their mothers' responses. Oral Health Prev Dent. 2009;7(2):173–81.PubMed Cinar AB, Tseveenjav B, Murtomaa H. Oral health-related self-efficacy beliefs and toothbrushing: Finnish and Turkish pre-adolescents' and their mothers' responses. Oral Health Prev Dent. 2009;7(2):173–81.PubMed
23.
go back to reference Robbins LB, Pender NJ, Ronis DL, Kazanis AS, Pis MB. Physical activity, self-efficacy, and perceived exertion among adolescents. Res Nurs Health. 2004;27(6):435–46.CrossRefPubMed Robbins LB, Pender NJ, Ronis DL, Kazanis AS, Pis MB. Physical activity, self-efficacy, and perceived exertion among adolescents. Res Nurs Health. 2004;27(6):435–46.CrossRefPubMed
25.
go back to reference Koivusilta L, West P, Saaristo VMA, Nummi T, Rimpela A. From childhood socio-economic position to adult educational level - do health behaviours in adolescence matter? A longitudinal study. BMC Public Health. 2013;13(1):711.CrossRefPubMedPubMedCentral Koivusilta L, West P, Saaristo VMA, Nummi T, Rimpela A. From childhood socio-economic position to adult educational level - do health behaviours in adolescence matter? A longitudinal study. BMC Public Health. 2013;13(1):711.CrossRefPubMedPubMedCentral
27.
go back to reference Lê-Scherban F, Diez Roux AV, Li Y, Morgenstern H. Does academic achievement during childhood and adolescence benefit later health? Ann Epidemiol. 2016;24(5):344–55.CrossRef Lê-Scherban F, Diez Roux AV, Li Y, Morgenstern H. Does academic achievement during childhood and adolescence benefit later health? Ann Epidemiol. 2016;24(5):344–55.CrossRef
28.
go back to reference Finkelstein DM, Kubzansky LD, Capitman J, Goodman E. Socioeconomic differences in adolescent stress: the role of psychological resources. J Adolesc Health. 2007;40(2):127–34.CrossRefPubMedPubMedCentral Finkelstein DM, Kubzansky LD, Capitman J, Goodman E. Socioeconomic differences in adolescent stress: the role of psychological resources. J Adolesc Health. 2007;40(2):127–34.CrossRefPubMedPubMedCentral
31.
go back to reference Bozdogan H. Model selection and Akaike's information criterion (AIC): the general theory and its analytical extensions. Psychometrika. 1987;52(3):345–70.CrossRef Bozdogan H. Model selection and Akaike's information criterion (AIC): the general theory and its analytical extensions. Psychometrika. 1987;52(3):345–70.CrossRef
32.
go back to reference Remes H, Martikainen P, Valkonen T. Mortality inequalities by parental education among children and young adults in Finland 1990-2004. J Epidemiol Community Health. 2010;64(2):136–41.CrossRefPubMed Remes H, Martikainen P, Valkonen T. Mortality inequalities by parental education among children and young adults in Finland 1990-2004. J Epidemiol Community Health. 2010;64(2):136–41.CrossRefPubMed
33.
go back to reference Torikka A, Kaltiala-Heino R, Rimpelä A, Marttunen M, Luukkaala T, Rimpelä M. Self-reported depression is increasing among socio-economically disadvantaged adolescents-repeated cross-sectional surveys from Finland from 2000 to 2011. BMC Public Health. 2014;14(1):1–10.CrossRef Torikka A, Kaltiala-Heino R, Rimpelä A, Marttunen M, Luukkaala T, Rimpelä M. Self-reported depression is increasing among socio-economically disadvantaged adolescents-repeated cross-sectional surveys from Finland from 2000 to 2011. BMC Public Health. 2014;14(1):1–10.CrossRef
34.
go back to reference Piko BF, Fitzpatrick KM. Socioeconomic status, psychosocial health and health Behaviours among Hungarian adolescents. Eur J Pub Health. 2007;17(4):353–60.CrossRef Piko BF, Fitzpatrick KM. Socioeconomic status, psychosocial health and health Behaviours among Hungarian adolescents. Eur J Pub Health. 2007;17(4):353–60.CrossRef
35.
go back to reference Sjogren E, Kristenson M. Linquest group. Can gender differences in psychosocial factors be explained by socioeconomic status? Scand J Public Health. 2006;34(1):59–68.CrossRefPubMed Sjogren E, Kristenson M. Linquest group. Can gender differences in psychosocial factors be explained by socioeconomic status? Scand J Public Health. 2006;34(1):59–68.CrossRefPubMed
36.
go back to reference DeSalvo KB, Bloser N, Reynolds K, He J, Muntner P. Mortality prediction with a single general self-rated health question: a meta-analysis. J Gen Intern Med. 2005;21(3):267–75.CrossRefPubMed DeSalvo KB, Bloser N, Reynolds K, He J, Muntner P. Mortality prediction with a single general self-rated health question: a meta-analysis. J Gen Intern Med. 2005;21(3):267–75.CrossRefPubMed
37.
go back to reference Mackenbach JP, Simon JG, Looman CWN, Joung IMA. Self-assessed health and mortality: could psychosocial factors explain the association? Int J Epidemiol. 2002;31(6):1162–8.CrossRefPubMed Mackenbach JP, Simon JG, Looman CWN, Joung IMA. Self-assessed health and mortality: could psychosocial factors explain the association? Int J Epidemiol. 2002;31(6):1162–8.CrossRefPubMed
38.
go back to reference Todd MA, Goldman N. Do interviewer and physician health ratings predict mortality?: a comparison with self-rated health. Epidemiology. 2013;24(6) Todd MA, Goldman N. Do interviewer and physician health ratings predict mortality?: a comparison with self-rated health. Epidemiology. 2013;24(6)
39.
go back to reference Page RM, Simonek J, Ihász F, Hantiu I, Uvacsek M, Kalabiska I, et al. Self-rated health, psychosocial functioning, and other dimensions of adolescent health in central and eastern European adolescents. The European Journal of Psychiatry. 2009;23(2):101–14.CrossRef Page RM, Simonek J, Ihász F, Hantiu I, Uvacsek M, Kalabiska I, et al. Self-rated health, psychosocial functioning, and other dimensions of adolescent health in central and eastern European adolescents. The European Journal of Psychiatry. 2009;23(2):101–14.CrossRef
40.
go back to reference Moore GF, Littlecott HJ. School- and family-level socioeconomic status and health behaviors: multilevel analysis of a National Survey in Wales, United Kingdom. J Sch Health. 2015;85(4):267–75.CrossRefPubMedPubMedCentral Moore GF, Littlecott HJ. School- and family-level socioeconomic status and health behaviors: multilevel analysis of a National Survey in Wales, United Kingdom. J Sch Health. 2015;85(4):267–75.CrossRefPubMedPubMedCentral
41.
go back to reference Salonna F, Geckova AM, Zezula I, Sleskova M, Groothoff JW, Reijneveld SA, et al. Does social support mediate or moderate socioeconomic differences in self-rated health among adolescents? Int J Public Health. 2012;57(3):609–17.CrossRefPubMed Salonna F, Geckova AM, Zezula I, Sleskova M, Groothoff JW, Reijneveld SA, et al. Does social support mediate or moderate socioeconomic differences in self-rated health among adolescents? Int J Public Health. 2012;57(3):609–17.CrossRefPubMed
42.
go back to reference East L, Jackson D, O'Brien L. Father absence and adolescent development: a review of the literature. Journal of Child Health Care. 2006;10(4):283–95.CrossRefPubMed East L, Jackson D, O'Brien L. Father absence and adolescent development: a review of the literature. Journal of Child Health Care. 2006;10(4):283–95.CrossRefPubMed
Metadata
Title
Adolescent reserve capacity, socioeconomic status and school achievement as predictors of mortality in Finland - a longitudinal study
Authors
Paulyn Jean Acacio-Claro
Leena Kristiina Koivusilta
Judith Rafaelita Borja
Arja Hannele Rimpelä
Publication date
01-12-2017
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2017
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/s12889-017-4990-4

Other articles of this Issue 1/2017

BMC Public Health 1/2017 Go to the issue