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Revisiting causal neighborhood effects on individual ischemic heart disease risk: A quasi-experimental multilevel analysis among Swedish siblings

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  • Merlo, Juan
  • Ohlsson, Henrik
  • Chaix, Basile
  • Lichtenstein, Paul
  • Kawachi, Ichiro
  • Subramanian, S.V.

Abstract

Neighborhood socioeconomic disadvantage is associated to increased individual risk of ischemic heart disease (IHD). However, the value of this association for causal inference is uncertain. Moreover, neighborhoods are often defined by available administrative boundaries without evaluating in which degree these boundaries embrace a relevant socio-geographical context that condition individual differences in IHD risk. Therefore, we performed an analysis of variance, and also compared the associations obtained by conventional multilevel analyses and by quasi-experimental family-based design that provides stronger evidence for causal inference. Linking the Swedish Multi-Generation Register to several other national registers, we analyzed 184,931 families embracing 415,540 full brothers 45–64 years old in 2004, and residing in 8408 small-area market statistics (SAMS) considered as “neighborhoods” in our study. We investigated the association between low neighborhood income (categorized in groups by deciles) and IHD risk in the next four years. We distinguished between family mean and intrafamilial-centered low neighborhood income, which allowed us to investigate both unrelated individuals from different families and full brothers within families. We applied multilevel logistic regression techniques to obtain odds ratios (OR), variance partition coefficients (VPC) and 95% credible intervals (CI). In unrelated individuals a decile unit increase of low neighborhood income increased individual IHD risk (OR = 1.04, 95% CI: 1.03–1.07). In the intrafamilial analysis this association was reduced (OR = 1.02, 95% CI: 1.02–1.04). Low neighborhood income seems associated with IHD risk in middle-aged men. However, despite the family-based design, we cannot exclude residual confounding by genetic and non-shared environmental factors. Besides, the low neighborhood level VPC = 1.5% suggest that the SAMS are a rather inappropriate construct of the socio-geographic context that conditions individual variance in IHD risk. In contrast the high family level VPC = 20.1% confirms the relevance of the family context for understanding IHD risk.

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  • Merlo, Juan & Ohlsson, Henrik & Chaix, Basile & Lichtenstein, Paul & Kawachi, Ichiro & Subramanian, S.V., 2013. "Revisiting causal neighborhood effects on individual ischemic heart disease risk: A quasi-experimental multilevel analysis among Swedish siblings," Social Science & Medicine, Elsevier, vol. 76(C), pages 39-46.
  • Handle: RePEc:eee:socmed:v:76:y:2013:i:c:p:39-46
    DOI: 10.1016/j.socscimed.2012.08.034
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    References listed on IDEAS

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    Cited by:

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    2. Sol Pía Juárez & Juan Merlo, 2013. "Revisiting the Effect of Maternal Smoking during Pregnancy on Offspring Birthweight: A Quasi-Experimental Sibling Analysis in Sweden," PLOS ONE, Public Library of Science, vol. 8(4), pages 1-7, April.
    3. Juan Merlo & Philippe Wagner & Nermin Ghith & George Leckie, 2016. "An Original Stepwise Multilevel Logistic Regression Analysis of Discriminatory Accuracy: The Case of Neighbourhoods and Health," PLOS ONE, Public Library of Science, vol. 11(4), pages 1-31, April.
    4. Lina Hedman & David Manley & Maarten van Ham, 2019. "Using sibling data to explore the impact of neighbourhood histories and childhood family context on income from work," PLOS ONE, Public Library of Science, vol. 14(5), pages 1-21, May.
    5. Sol Pía Juárez & Juan Merlo, 2013. "The Effect of Swedish Snuff (Snus) on Offspring Birthweight: A Sibling Analysis," PLOS ONE, Public Library of Science, vol. 8(6), pages 1-6, June.
    6. Per E Gustafsson & Miguel San Sebastian & Urban Janlert & Töres Theorell & Hugo Westerlund & Anne Hammarström, 2013. "Residential Selection across the Life Course: Adolescent Contextual and Individual Determinants of Neighborhood Disadvantage in Mid-Adulthood," PLOS ONE, Public Library of Science, vol. 8(11), pages 1-11, November.
    7. Manley, David & van Ham, Maarten & Hedman, Lina, 2018. "Experienced and Inherited Disadvantage: A Longitudinal Study of Early Adulthood Neighbourhood Careers of Siblings," IZA Discussion Papers 11335, Institute of Labor Economics (IZA).
    8. Hedman, Lina & Manley, David & van Ham, Maarten, 2017. "Sorting out Neighbourhood Effects Using Sibling Data," IZA Discussion Papers 11178, Institute of Labor Economics (IZA).
    9. Per E Gustafsson & Miguel San Sebastian, 2014. "When Does Hardship Matter for Health? Neighborhood and Individual Disadvantages and Functional Somatic Symptoms from Adolescence to Mid-Life in the Northern Swedish Cohort," PLOS ONE, Public Library of Science, vol. 9(6), pages 1-9, June.

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