TY - JOUR
T1 - Neighbourhood disadvantage and self-reported type 2 diabetes, heart disease and comorbidity
T2 - A cross-sectional multilevel study
AU - Rachele, Jerome N.
AU - Giles-Corti, Billie
AU - Turrell, Gavin
N1 - Funding Information:
The HABITAT study is funded by the National Health and Medical Research Council (NHMRC) ( 497236 , 339718 , 1047453 ). J.N.R. is supported by the NHMRC Center for Research Excellence in Healthy Liveable Communities ( 1061404 ) and The Australian Prevention Partnership Center ( 9100001 ). B.G.C. is supported by an NHMRC Principal Research Fellow Award ( 1004900 ). G.T. is supported by an NHMRC Senior Research Fellowship ( 1003710 ).
Publisher Copyright:
© 2016 Elsevier Inc.
PY - 2016
Y1 - 2016
N2 - Purpose: This study examines associations between neighborhood socioeconomic disadvantage and self-reported type 2 diabetes and heart disease, occurring separately and concurrently at a single time point (comorbidity). Methods: This study included 11,035 residents from 200 neighborhoods in Brisbane, Australia. Respondents self-reported type 2 diabetes and heart disease as long-term health conditions. Neighborhood socioeconomic disadvantage was measured using a census-derived composite index. Individual socioeconomic position was measured using education, occupation, and household income. Data were analyzed using multilevel multinomial mixed-effects logistic regression using Markov chain Monte Carlo simulation. Results: Compared with the most advantaged neighborhoods, residents of the most-disadvantaged neighborhoods were more likely to report type 2 diabetes (odds ratio [OR] = 2.21, 95% credible interval [CrI] = 1.55-3.15), heart disease (OR = 1.72, 95% CrI = 1.25-2.38), and comorbidity (OR = 4.38, 95% CrI = 2.27-8.66). This relationship attenuated after adjustment for individual-level socioeconomic position, but remained statistically significant for type 2 diabetes (OR = 1.81, 95% CrI = 1.15-2.83) and comorbidity (OR = 3.00, 95% CrI = 1.49-6.13). Conclusions: Studies of neighborhood disadvantage that fail to include individual-level socioeconomic measures may inflate associations. Establishing why residents of disadvantaged neighborhoods are more likely to experience the co-occurrence of heart disease and type 2 diabetes independent of their individual socioeconomic position warrants further investigation.
AB - Purpose: This study examines associations between neighborhood socioeconomic disadvantage and self-reported type 2 diabetes and heart disease, occurring separately and concurrently at a single time point (comorbidity). Methods: This study included 11,035 residents from 200 neighborhoods in Brisbane, Australia. Respondents self-reported type 2 diabetes and heart disease as long-term health conditions. Neighborhood socioeconomic disadvantage was measured using a census-derived composite index. Individual socioeconomic position was measured using education, occupation, and household income. Data were analyzed using multilevel multinomial mixed-effects logistic regression using Markov chain Monte Carlo simulation. Results: Compared with the most advantaged neighborhoods, residents of the most-disadvantaged neighborhoods were more likely to report type 2 diabetes (odds ratio [OR] = 2.21, 95% credible interval [CrI] = 1.55-3.15), heart disease (OR = 1.72, 95% CrI = 1.25-2.38), and comorbidity (OR = 4.38, 95% CrI = 2.27-8.66). This relationship attenuated after adjustment for individual-level socioeconomic position, but remained statistically significant for type 2 diabetes (OR = 1.81, 95% CrI = 1.15-2.83) and comorbidity (OR = 3.00, 95% CrI = 1.49-6.13). Conclusions: Studies of neighborhood disadvantage that fail to include individual-level socioeconomic measures may inflate associations. Establishing why residents of disadvantaged neighborhoods are more likely to experience the co-occurrence of heart disease and type 2 diabetes independent of their individual socioeconomic position warrants further investigation.
KW - Chronic disease
KW - Comorbidity
KW - Heart disease
KW - Multilevel
KW - Neighborhood disadvantage
KW - Socioeconomic disadvantage
KW - Type 2 diabetes
UR - http://www.scopus.com/inward/record.url?scp=84952683579&partnerID=8YFLogxK
U2 - 10.1016/j.annepidem.2015.11.008
DO - 10.1016/j.annepidem.2015.11.008
M3 - Article
C2 - 26762963
AN - SCOPUS:84952683579
SN - 1047-2797
VL - 26
SP - 146
EP - 150
JO - Annals of Epidemiology
JF - Annals of Epidemiology
IS - 2
ER -