Citation

Cerdá M, Gaidus A, Keyes KM, Ponicki W, Martins S, Galea S, Gruenewald P. Addiction 2016; 112(1): 103-112.

Affiliation

Prevention Research Center, Pacific Institute for Research and Evaluation, Oakland, CA, USA.

Copyright

(Copyright © 2016, John Wiley and Sons)

DOI

10.1111/add.13543

PMID

27470224

Abstract

AIMS: To determine (1) whether prescription opioid poisoning (PO) hospital discharges spread across space over time, (2) the locations of "hot spots" of PO-related hospital discharges, (3) how features of the local environment contribute to the growth in PO-related hospital discharges and (4) where each environmental feature makes the strongest contribution.

DESIGN: Hierarchical Bayesian Poisson space-time analysis to relate annual discharges from community hospitals to postal code characteristics over ten years. SETTING: California, USA. PARTICIPANTS: Residents of 18,517 postal codes in California, 2001-2011. MEASUREMENTS: Annual postal code level counts of hospital discharges due to PO poisoning were related to postal code pharmacy density, measures of medical need for POs (i.e., rates of cancer and arthritis-related hospital discharges), economic stressors (i.e., median household income, percent of families in poverty, and the unemployment rate) and concentration of manual labor industries.

FINDINGS: PO-related hospital discharges spread from rural and suburban/exurban "hot spots" to urban areas. They increased more in postal codes with greater pharmacy density (rate ratio (RR): 1.03; 95% credible interval (CI): 1.01, 1.05), more arthritis-related hospital discharges (RR: 1.08; 95% CI: 1.06, 1.11), lower income (RR: 0.85; 95% CI: 0.83, 0.87), and more manual labor industries (RR: 1.15; 95% CI: 1.10, 1.19 for construction; RR: 1.12; 95% CI: 1.04, 1.20 for manufacturing industries). Changes in pharmacy density primarily affected PO-related discharges in urban areas, while changes in income and manual labor industries especially affected PO-related discharges in suburban/exurban and rural areas.

CONCLUSIONS: Hospital discharge rates for prescription opioid (PO) poisoning spread from rural and suburban/exurban "hot spots" to urban areas, suggesting spatial contagion. The distribution of age-related and workplace-related sources of medical need for POs in rural areas, and to a lesser extent, the availability of POs through pharmacies in urban areas, partly explain the growth of PO poisoning across California, USA.

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Language: en