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      County-level air quality and the prevalence of diagnosed chronic kidney disease in the US Medicare population

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          Abstract

          Background

          Considerable geographic variation exists in the prevalence of chronic kidney disease across the United States. While some of this variability can be explained by differences in patient-level risk factors, substantial variability still exists. We hypothesize this may be due to understudied environmental exposures such as air pollution.

          Methods

          Using data on 1.1 million persons from the 2010 5% Medicare sample and Environmental Protection Agency air-quality measures, we examined the association between county-level particulate matter ≤2.5 μm (PM 2.5) and the prevalence of diagnosed CKD, based on claims. Modified Poisson regression was used to estimate associations (prevalence ratios [PR]) between county PM 2.5 concentration and individual-level diagnosis of CKD, adjusting for age, sex, race/ethnicity, hypertension, diabetes, and urban/rural status.

          Results

          Prevalence of diagnosed CKD ranged from 0% to 60% by county (median = 16%). As a continuous variable, PM 2.5 concentration shows adjusted PR of diagnosed CKD = 1.03 (95% CI: 1.02–1.05; p<0.001) for an increase of 4 μg/m 3 in PM 2.5. Investigation by quartiles shows an elevated prevalence of diagnosed CKD for mean PM 2.5 levels ≥14 μg/m 3 (highest quartile: PR = 1.05, 95% CI: 1.03–1.07), which is consistent with current ambient air quality standard of 12 μg/m 3, but much lower than the level typically considered healthy for sensitive groups (~40 μg/m 3).

          Conclusion

          A positive association was observed between county-level PM 2.5 concentration and diagnosed CKD. The reliance on CKD diagnostic codes likely identified associations with the most severe CKD cases. These results can be strengthened by exploring laboratory-based diagnosis of CKD, individual measures of exposure to multiple pollutants, and more control of confounding.

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          Most cited references46

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          A modified poisson regression approach to prospective studies with binary data.

          G Zou (2004)
          Relative risk is usually the parameter of interest in epidemiologic and medical studies. In this paper, the author proposes a modified Poisson regression approach (i.e., Poisson regression with a robust error variance) to estimate this effect measure directly. A simple 2-by-2 table is used to justify the validity of this approach. Results from a limited simulation study indicate that this approach is very reliable even with total sample sizes as small as 100. The method is illustrated with two data sets.
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            Chronic kidney disease as a global public health problem: approaches and initiatives - a position statement from Kidney Disease Improving Global Outcomes.

            Chronic kidney disease (CKD) is increasingly recognized as a global public health problem. There is now convincing evidence that CKD can be detected using simple laboratory tests, and that treatment can prevent or delay complications of decreased kidney function, slow the progression of kidney disease, and reduce the risk of cardiovascular disease (CVD). Translating these advances to simple and applicable public health measures must be adopted as a goal worldwide. Understanding the relationship between CKD and other chronic diseases is important to developing a public health policy to improve outcomes. The 2004 Kidney Disease Improving Global Outcomes (KDIGO) Controversies Conference on 'Definition and Classification of Chronic Kidney Disease' represented an important endorsement of the Kidney Disease Outcome Quality Initiative definition and classification of CKD by the international community. The 2006 KDIGO Controversies Conference on CKD was convened to consider six major topics: (1) CKD classification, (2) CKD screening and surveillance, (3) public policy for CKD, (4) CVD and CVD risk factors as risk factors for development and progression of CKD, (5) association of CKD with chronic infections, and (6) association of CKD with cancer. This report contains the recommendations from the meeting. It has been reviewed by the conference participants and approved as position statement by the KDIGO Board of Directors. KDIGO will work in collaboration with international and national public health organizations to facilitate implementation of these recommendations.
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              The contribution of chronic kidney disease to the global burden of major noncommunicable diseases.

              Noncommunicable diseases (NCDs) are the most common causes of premature death and morbidity and have a major impact on health-care costs, productivity, and growth. Cardiovascular disease, cancer, diabetes, and chronic respiratory disease have been prioritized in the Global NCD Action Plan endorsed by the World Health Assembly, because they share behavioral risk factors amenable to public-health action and represent a major portion of the global NCD burden. Chronic kidney disease (CKD) is a key determinant of the poor health outcomes of major NCDs. CKD is associated with an eight- to tenfold increase in cardiovascular mortality and is a risk multiplier in patients with diabetes and hypertension. Milder CKD (often due to diabetes and hypertension) affects 5-7% of the world population and is more common in developing countries and disadvantaged and minority populations. Early detection and treatment of CKD using readily available, inexpensive therapies can slow or prevent progression to end-stage renal disease (ESRD). Interventions targeting CKD, particularly to reduce urine protein excretion, are efficacious, cost-effective methods of improving cardiovascular and renal outcomes, especially when applied to high-risk groups. Integration of these approaches within NCD programs could minimize the need for renal replacement therapy. Early detection and treatment of CKD can be implemented at minimal cost and will reduce the burden of ESRD, improve outcomes of diabetes and cardiovascular disease (including hypertension), and substantially reduce morbidity and mortality from NCDs. Prevention of CKD should be considered in planning and implementation of national NCD policy in the developed and developing world.
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                Author and article information

                Contributors
                Role: ConceptualizationRole: Data curationRole: Formal analysisRole: InvestigationRole: MethodologyRole: SoftwareRole: ValidationRole: Writing – original draft
                Role: ConceptualizationRole: InvestigationRole: MethodologyRole: Validation
                Role: InvestigationRole: MethodologyRole: Writing – review & editing
                Role: ValidationRole: Writing – review & editing
                Role: Writing – review & editing
                Role: Writing – review & editing
                Role: Writing – review & editing
                Role: Writing – original draftRole: Writing – review & editing
                Role: Writing – review & editing
                Role: InvestigationRole: SupervisionRole: Writing – review & editing
                Role: Editor
                Journal
                PLoS One
                PLoS ONE
                plos
                plosone
                PLoS ONE
                Public Library of Science (San Francisco, CA USA )
                1932-6203
                31 July 2018
                2018
                : 13
                : 7
                : e0200612
                Affiliations
                [1 ] Department of Internal Medicine—Nephrology, University of Michigan, Ann Arbor, MI, United States of America
                [2 ] Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, United States of America
                [3 ] Department of Environmental Health Sciences, School of Public Health, University of Michigan, Ann Arbor, MI, United States of America
                [4 ] Department of Urology, Medical School, University of Michigan, Ann Arbor, MI, United States of America
                [5 ] Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, United States of America
                [6 ] Centers for Disease Control and Prevention, Atlanta, GA, United States of America
                [7 ] Department of Medicine University of California, San Francisco, CA, United States of America
                [8 ] Priscilla Chan and Mark Zuckerberg San Francisco General Hospital, San Francisco, CA, United States of America
                University Medical Center Groningan and University of Groningan, NETHERLANDS
                Author notes

                Competing Interests: The authors have declared that no competing interests exist.

                ¶ Membership of the CDC CKD Surveillance System team is provided in the Acknowledgments.

                Author information
                http://orcid.org/0000-0002-9069-9489
                Article
                PONE-D-17-37958
                10.1371/journal.pone.0200612
                6067706
                30063741
                7f9e5d52-cff8-4823-8677-31712f8735f6

                This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 public domain dedication.

                History
                : 24 October 2017
                : 29 June 2018
                Page count
                Figures: 3, Tables: 1, Pages: 13
                Funding
                Funded by: funder-id http://dx.doi.org/10.13039/100000030, Centers for Disease Control and Prevention;
                Award ID: U58 DP006254
                Award Recipient :
                This research was supported by the Supporting, Maintaining and Improving the Surveillance System for Chronic Kidney Disease in the U.S., Cooperative Agreement Number, U58 DP006254, funded by the Centers for Disease Control and Prevention. Its contents are solely the responsibility of the authors and do not necessarily represent the official position of the Centers for Disease Control and Prevention or the Department of Health and Human Services. The funder had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
                Categories
                Research Article
                Medicine and Health Sciences
                Nephrology
                Chronic Kidney Disease
                Engineering and Technology
                Environmental Engineering
                Pollution
                Air Pollution
                Biology and Life Sciences
                Anatomy
                Renal System
                Kidneys
                Medicine and Health Sciences
                Anatomy
                Renal System
                Kidneys
                Social Sciences
                Political Science
                Public Policy
                Medicare
                Medicine and Health Sciences
                Endocrinology
                Endocrine Disorders
                Diabetes Mellitus
                Medicine and Health Sciences
                Metabolic Disorders
                Diabetes Mellitus
                Medicine and Health Sciences
                Vascular Medicine
                Blood Pressure
                Hypertension
                People and places
                Geographical locations
                North America
                United States
                Physical Sciences
                Materials Science
                Materials by Structure
                Mixtures
                Particulates
                Custom metadata
                All PM2.5 files are available from the CDC Wonder database ( https://wonder.cdc.gov/nasa-pm.html). Medicare Data are available from the Centers for Medicare and Medicaid through ResDAC ( https://www.resdac.org/).

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