Location, location, location: geographic clustering of lower-extremity amputation among Medicare beneficiaries with diabetes - PubMed (original) (raw)

. 2011 Nov;34(11):2363-7.

doi: 10.2337/dc11-0807. Epub 2011 Sep 20.

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Location, location, location: geographic clustering of lower-extremity amputation among Medicare beneficiaries with diabetes

David J Margolis et al. Diabetes Care. 2011 Nov.

Abstract

OBJECTIVE Lower-extremity amputation (LEA) is common among persons with diabetes. The goal of this study was to identify geographic variation and the influence of location on the incidence of LEA among U.S. Medicare beneficiaries with diabetes. RESEARCH DESIGN AND METHODS We conducted a cohort study of beneficiaries of Medicare. The geographic unit of analysis was hospital referral regions (HRRs). Tests of spatial autocorrelation and geographically weighted regression were used to evaluate the incidence of LEA by HRRs as a function of geographic location in the U.S. Evaluated covariates covered sociodemographic factors, risk factors for LEA, diabetes severity, provider access, and cost of care. RESULTS Among persons with diabetes, the annual incidence per 1,000 of LEA was 5.0 in 2006, 4.6 in 2007, and 4.5 in 2008 and varied by the HRR. The incidence of LEA was highly concentrated in neighboring HRRs. High rates of LEA clustered in contiguous portions of Texas, Oklahoma, Louisiana, Arkansas, and Mississippi. Accounting for geographic location greatly improved our ability to understand the variability in LEA. Additionally, covariates associated with LEA per HRR included socioeconomic status, prevalence of African Americans, age, diabetes, and mortality rate associated with having a foot ulcer. CONCLUSIONS There is profound "region-correlated" variation in the rate of LEA among Medicare beneficiaries with diabetes. In other words, location matters and whereas the likelihood of an amputation varies dramatically across the U.S. overall, neighboring locations have unexpectedly similar amputation rates, some being uniformly high and others uniformly low.

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Figure 1

Figure 1

Maps of incidence of LEA among diabetic Medicare beneficiaries by HRR, 2008. A: Map of LEA incidence per 1,000 persons on Medicare with diabetes by HRR in 2008. B: Local index of spatial autocorrelation map of LEA incidence showing spatially correlated HRRs of highest incidence of LEA and lowest incidence of LEA in 2008.

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References

    1. Sui DZ. Tobler's first law of geography: a big idea for a small world? Ann Assoc Am Geogr 2004;94:269–277
    1. Tobler WR. A computer movie simulating urban growth in the Detroit region. Econ Geogr 1970;46:234–240
    1. Margolis D, Malay DS, Hoffstad OJ, et al. Incidence of diabetic foot ulcer and lower extremity amputation among Medicare beneficiaries, 2006 to 2008. Data Points #2. Rockville, MD, Agency for Healthcare Research and Quality, U.S. Dept. of Health and Human Services, January 2011 (AHRQ Publ. No. 10[11]-EHC009-1-EF) - PubMed
    1. Iversen MM, Tell GS, Riise T, et al. . History of foot ulcer increases mortality among individuals with diabetes: ten-year follow-up of the Nord-Trøndelag Health Study, Norway. Diabetes Care 2009;32:2193–2199 - PMC - PubMed
    1. Boulton AJ. The diabetic foot: grand overview, epidemiology and pathogenesis. Diabetes Metab Res Rev 2008;24(Suppl. 1):S3–S6 - PubMed

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