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Research Article| Volume 51, ISSUE 1, P78-89, July 2016

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Neighborhood Greenness and Chronic Health Conditions in Medicare Beneficiaries

      Introduction

      Prior studies suggest that exposure to the natural environment may impact health. The present study examines the association between objective measures of block-level greenness (vegetative presence) and chronic medical conditions, including cardiometabolic conditions, in a large population-based sample of Medicare beneficiaries in Miami-Dade County, Florida.

      Methods

      The sample included 249,405 Medicare beneficiaries aged ≥65 years whose location (ZIP+4) within Miami-Dade County, Florida, did not change, from 2010 to 2011. Data were obtained in 2013 and multilevel analyses conducted in 2014 to examine relationships between greenness, measured by mean Normalized Difference Vegetation Index from satellite imagery at the Census block level, and chronic health conditions in 2011, adjusting for neighborhood median household income, individual age, gender, race, and ethnicity.

      Results

      Higher greenness was significantly associated with better health, adjusting for covariates: An increase in mean block-level Normalized Difference Vegetation Index from 1 SD less to 1 SD more than the mean was associated with 49 fewer chronic conditions per 1,000 individuals, which is approximately similar to a reduction in age of the overall study population by 3 years. This same level of increase in mean Normalized Difference Vegetation Index was associated with a reduced risk of diabetes by 14%, hypertension by 13%, and hyperlipidemia by 10%. Planned post-hoc analyses revealed stronger and more consistently positive relationships between greenness and health in lower- than higher-income neighborhoods.

      Conclusions

      Greenness or vegetative presence may be effective in promoting health in older populations, particularly in poor neighborhoods, possibly due to increased time outdoors, physical activity, or stress mitigation.
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      References

        • Patel C.J.
        • Ioannidis J.P.A.
        Studying the elusive environment in large scale.
        JAMA. 2014; 311: 2173-2174https://doi.org/10.1001/jama.2014.4129
        • Hartig T.
        • Mitchell R.
        • de Vries S.
        • Frumkin H.
        Nature and health.
        Annual Rev Public Health. 2014; 35: 207-228https://doi.org/10.1146/annurev-publhealth-032013-182443
        • James P.
        • Banay R.F.
        • Hart J.E.
        • Laden F.
        A review of the health benefits of greenness.
        Curr Epidemiol Rep. 2015; 2: 131-142https://doi.org/10.1007/s40471-015-0043-7
        • Brown S.C.
        • Lombard J.
        Neighborhoods and social interaction.
        in: Cooper R. Burton E. Cooper C.L. Wellbeing and the Environment: Wellbeing: A Complete Reference Guide. Volume II. John Wiley & Sons, Ltd., West Sussex, UK2014: 91-118https://doi.org/10.1002/9781118539415.wbwell059
        • Ulrich R.S.
        View through a window may influence recovery from surgery.
        Science. 1984; 224: 420-421https://doi.org/10.1126/science.6143402
        • Kaplan S.
        The restorative benefits of nature: toward an integrative framework.
        J Environ Psychol. 1995; 15: 169-182https://doi.org/10.1016/0272-4944(95)90001-2
        • Kuo F.E.
        • Sullivan W.C.
        Aggression and violence in the inner city: effects of environment via mental fatigue.
        Environ Behav. 2001; 33: 543-571https://doi.org/10.1177/00139160121973124
        • Sullivan W.C.
        • Kuo F.E.
        • De Pooter S.F.
        The fruit of urban nature: vital neighborhood spaces.
        Environ Behav. 2004; 36: 678-700https://doi.org/10.1177/0193841X04264945
        • Mitchell R.
        • Popham F.
        Effect of exposure to natural environment on health inequalities: an observational population study.
        Lancet. 2008; 372: 1655-1660https://doi.org/10.1016/S0140-6736(08)61689-X
        • Mitchell R.J.
        • Richardson E.A.
        • Shortt N.K.
        • Pearce J.R.
        Neighborhood environments and socioeconomic inequalities in mental well-being.
        Am J Prev Med. 2015; 49: 80-84https://doi.org/10.1016/j.amepre.2015.01.017
        • Fan Y.
        • Das K.V.
        • Chen Q.
        Neighborhood green, social support, physical activity, and stress: assessing the cumulative impact.
        Health Place. 2011; 17: 1201-1211https://doi.org/10.1016/j.healthplace.2011.08.008
        • Donovan G.H.
        • Michael Y.L.
        • Gatziolis D.
        • Prestemon J.P.
        • Whitsel E.A.
        Is tree loss associated with cardiovascular-disease risk in the Women’s Health Initiative? A natural experiment.
        Health Place. 2015; 36: 1-7https://doi.org/10.1016/j.healthplace.2015.08.007
        • Kerr J.
        • Rosenberg D.
        • Frank L.
        The role of the built environment in healthy aging: community design, physical activity, and health among older adults.
        J Plan Lit. 2012; 27: 43-60https://doi.org/10.1177/0885412211415283
        • Tilt J.H.
        • Unfried T.M.
        • Roca B.
        Using objective and subjective measures of neighborhood greenness and accessible destinations for understanding walking trips and BMI in Seattle, Washington.
        Am J Health Promot. 2007; 21: 371-379https://doi.org/10.4278/0890-1171-21.4s.371
        • Bell J.F.
        • Wilson J.S.
        • Liu G.C.
        Neighborhood greenness and 2-year changes in body mass index of children and youth.
        Am J Prev Med. 2008; 35: 547-553https://doi.org/10.1016/j.amepre.2008.07.006
        • Pereira G.
        • Christian H.
        • Foster S.
        • et al.
        The association between neighborhood greenness and weight status: an observational study in Perth Western Australia.
        Environ Health. 2013; 12https://doi.org/10.1186/1476-069x-12-49
        • Pereira G.
        • Foster S.
        • Martin K.
        • et al.
        The association between neighborhood greenness and cardiovascular disease: an observational study.
        BMC Public Health. 2012; 12https://doi.org/10.1186/1471-2458-12-466
        • Dadvand P.
        • de Nazelle A.
        • Figueras F.
        • et al.
        Green space, health inequality and pregnancy.
        Environ Int. 2012; 40: 110-115
        • Dadvand P.
        • Villanueva C.M.
        • Font-Ribera L.
        • et al.
        Risks and benefits of green spaces for children: a cross-sectional study of associations with sedentary behavior, obesity, asthma, and allergy.
        Environ Health Perspect. 2014; 122https://doi.org/10.1289/ehp.1308038
        • Beyer K.M.M.
        • Kaltenbach A.
        • Szabo A.
        • Bogar S.
        • Javier Nieto F.
        • Malecki K.M.
        Exposure to neighborhood green space and mental health: evidence from the Survey of the Health of Wisconsin.
        Int J Environ Res Public Health. 2014; 11: 3453-3472https://doi.org/10.3390/ijerph110303453
        • Lindsey G.
        • Han Y.
        • Wilson J.
        • Yang J.
        Neighborhood correlates of urban trail use.
        J Phys Act Health. 2006; 3: S139-S157
        • Sugiyama T.
        • Leslie E.
        • Giles-Corti B.
        • Owen N.
        Associations of neighbourhood greenness with physical and mental health: do walking, social coherence and local social interaction explain the relationships?.
        J Epidemiol Community Health. 2008; 62https://doi.org/10.1136/jech.2007.064287
        • Maas J.
        • van Dillen S.M.E.
        • Verheij R.A.
        • Groenewegen P.P.
        Social contacts as a possible mechanism behind the relation between green space and health.
        Health Place. 2009; 15: 586-595https://doi.org/10.1016/j.healthplace.2008.09.006
        • Dadvand P.
        • Rivas I.
        • Basagaña X.
        • et al.
        The association between greenness and traffic-related air pollution at schools.
        Sci Total Environ. 2015; 523: 59-63https://doi.org/10.1016/j.scitotenv.2015.03.103
        • Kumar D.
        • Shekhar S.
        Statistical analysis of land surface temperature-vegetation indexes relationship through thermal remote sensing.
        Ecotoxicol Environ Saf. 2015; 121: 39-44https://doi.org/10.1016/j.ecoenv.2015.07.004
        • Rhew I.C.
        • Vander Stoep A.
        • Kearney A.
        • Smith N.L.
        • Dunbar M.D.
        Validation of the Normalized Difference Vegetation Index as a measure of neighborhood greenness.
        Ann Epidemiol. 2011; 21: 946-952https://doi.org/10.1016/j.annepidem.2011.09.001
        • Wilson J.S.
        • Clay M.
        • Martin E.
        • Stuckey D.
        • Vedder-Risch K.
        Evaluating environmental influences of zoning in urban ecoysystems with remote sensing.
        Remote Sens Environ. 2003; 86: 303-321https://doi.org/10.1016/S0034-4257(03)00084-1
        • Almanza E.
        • Jerrett M.
        • Dunton G.
        • Seto E.
        • Penz M.A.
        A study of community design, greenness and physical activity in children using satellite, GPS and accelerometer data.
        Health Place. 2012; 18: 46-54https://doi.org/10.1016/j.healthplace.2011.09.003
        • Steering Committee on Improving Health Care Cost Projection for the Medicare Population (National Research Council of the National Academies). Improving Health Care Cost Projections for the Medicare Population: Summary of a Workshop
        National Academies Press, Washington, DC2010 (Accessed January 4, 2016)
        • Brown S.C.
        • Mason C.A.
        • Perrino T.
        • et al.
        Built environment and physical functioning in Hispanic elders: the role of “eyes on the street”.
        Environ Health Perspect. 2008; 116: 1300-1307https://doi.org/10.1289/ehp.11160
        • Szapocznik J.
        • Lombard J.
        • Martinez F.
        • et al.
        The impact of the built environment on children’s school conduct grades: the role of diversity of use in a Hispanic neighborhood.
        Am J Community Psychol. 2006; 38: 299-310https://doi.org/10.1007/s10464-006-9084-x
        • Ludwig J.
        • Sanbonmatsu L.
        • Gennetian L.
        • et al.
        Neighborhoods, obesity, and diabetes—a randomized social experiment.
        N Engl J Med. 2011; 365: 1509-1519https://doi.org/10.1056/NEJMsa1103216
        • Ludwig J.
        • Duncan G.J.
        • Gennetian L.A.
        • et al.
        Neighborhood effects on the long-term well-being of low-income adults.
        Science. 2012; 337: 1505-1510https://doi.org/10.1126/science.1224648
        • Eicheldinger C.
        • Bonito A.
        More accurate racial and ethnic codes for Medicare administrative data.
        Health Care Financ Rev. 2008; 29: 27-42
      1. Centers for Medicare and Medicaid Services (CMS). Condition Categories: Updated Chronic Conditions (available for file years 1999−forward). www.ccwdata.org/web/guest/condition-categories. Published 2015. Accessed January 4, 2016.

        • Professional Research Consultants (PRC) 2013 PRC Miami-Dade County Community Health Needs Assessment Household Survey Report
        PRC, Omaha, NE2013 (Accessed January 4, 2016)
        • Leal C.
        • Chaix B.
        The influence of geographic life environments on cardiometabolic risk factors: a systematic review, a methodological assessment and a research agenda.
        Obes Rev. 2011; 12: 217-230https://doi.org/10.1111/j.1467-789X.2010.00726.x
        • Müller-Riemenschneider F.
        • Pereira G.
        • Villanueva K.
        • et al.
        Neighborhood walkability and cardiometabolic risk factors in Australian adults: an observational study.
        BMC Public Health. 2013; 13https://doi.org/10.1186/1471-2458-13-755
        • Astell-Burt T.
        • Feng X.
        • Kolt G.S.
        Is neighborhood green space associated with a lower risk of Type 2 Diabetes? Evidence from 267,072 Australians.
        Diabetes Care. 2014; 37: 197-201https://doi.org/10.2337/dc13-1325
      2. Geolytics. Zip+4 2014. 2014. www.geolytics.com/USCensus,Zip4,Products.asp. Accessed January 4, 2016.

      3. U.S. Census Bureau. Population 65 years and over in the United States: 2009-2013 American Community Survey 5-year estimates: Miami-Dade County, Florida. 2014. http://factfinder.census.gov/faces/tableservices/jsf/pages/productview.xhtml?src=CF. Accessed January 4, 2016.

        • Frank L.D.
        • Saelens B.E.
        • Powell K.E.
        • Chapman J.E.
        Stepping towards causation: do built environments or neighborhood and travel preferences explain physical activity, driving, and obesity?.
        Soc Sci Med. 2007; 65: 1898-1914https://doi.org/10.1016/j.socscimed.2007.05.053
        • Brown S.C.
        • Pantin H.
        • Lombard J.
        • et al.
        Walk Score®: associations with purposive walking in recent Cuban immigrants.
        Am J Prev Med. 2013; 45: 202-206https://doi.org/10.1016/j.amepre.2013.03.021
        • Hartig T.
        • Evans G.W.
        • Jamner L.D.
        • Davis D.S.
        • Gärling T.
        Tracking restoration in natural and urban field settings.
        J Environ Psychol. 2003; 23: 109-123https://doi.org/10.1016/S0272-4944(02)00109-3
        • Finlay J.
        • Franke T.
        • McKay H.
        • Sims-Gould J.
        Therapeutic landscapes and wellbeing in later life: impacts of blue and green spaces for older adults.
        Health Place. 2015; 34: 97-106https://doi.org/10.1016/j.healthplace.2015.05.001
        • Simonsick E.M.
        • Guralnik J.M.
        • Volpato S.
        • Balfour J.
        • Fried L.P.
        Just get out the door! Importance of walking outside the home for maintaining mobility: findings from the Women’s Health and Aging Study.
        J Am Geriatr Soc. 2005; 53: 198-203https://doi.org/10.1111/j.1532-5415.2005.53103.x
        • Orchard T.J.
        • Temprosa M.
        • Goldberg R.
        • et al.
        The effect of metformin and intensive lifestyle intervention on the metabolic syndrome: the Diabetes Prevention Program randomized trial.
        Ann Intern Med. 2005; 142: 611-619https://doi.org/10.7326/0003-4819-142-8-200504190-00009
        • Pahor M.
        • Guralnik J.M.
        • Ambrosius W.T.
        • et al.
        Effect of structured physical activity on prevention of major mobility disability in older adults: the LIFE Study randomized clinical trial.
        JAMA. 2014; 311: 2387-2396https://doi.org/10.1001/jama.2014.5616