Skip to main content
Top
Published in: Journal of General Internal Medicine 4/2020

01-04-2020 | Care | Original Research

Neighborhood Environment Characteristics and Control of Hypertension and Diabetes in a Primary Care Patient Sample

Authors: M. Maya McDoom, PhD, MPH, Lisa A. Cooper, MD, MPH, Yea-Jen Hsu, PhD, Abhay Singh, BA, Jamie Perin, PhD, Rachel L. J. Thornton, MD, PhD

Published in: Journal of General Internal Medicine | Issue 4/2020

Login to get access

Abstract

Background

Hypertension control and diabetes control are important for reducing cardiovascular disease burden. A growing body of research suggests an association between neighborhood environment and hypertension or diabetes control among patients engaged in clinical care.

Objective

To investigate whether neighborhood conditions (i.e., healthy food availability, socioeconomic status (SES), and crime) were associated with hypertension and diabetes control.

Design

Cross-sectional analyses using electronic medical record (EMR) data, U.S. Census data, and secondary data characterizing neighborhood food environments. Multivariate logistic regression analyses adjusted for potential confounders. Analyses were conducted in 2017.

Participants

Five thousand nine hundred seventy adults receiving primary care at three Baltimore City clinics in 2010–2011.

Main Measures

Census tract–level neighborhood healthy food availability, neighborhood SES, and neighborhood crime. Hypertension control defined as systolic blood pressure < 140 mmHg and diastolic blood pressure < 90 mmHg. Diabetes control defined as HgbA1c < 7.

Key Results

Among patients with hypertension, neighborhood conditions were not associated with lower odds of blood pressure control after accounting for patient and physician characteristics. However, among patients with diabetes, in fully adjusted models accounting for patient and physician characteristics, we found that patients residing in neighborhoods with low and moderate SES had reduced odds of diabetes control (OR = 0.74 (95% CI = 0.57–0.97) and OR = 0.75 (95% CI = 0.57–0.98), respectively) compared to those living in high-SES neighborhoods.

Conclusions

Neighborhood disadvantage may contribute to poor diabetes control among patients in clinical care. Community-based chronic disease care management strategies to improve diabetes control may be optimally effective if they also address neighborhood SES among patients engaged in care.
Appendix
Available only for authorised users
Literature
1.
go back to reference Ettehad D, Emdin CA, Kiran A, et al. Blood pressure lowering for prevention of cardiovascular disease and death: a systematic review and meta-analysis. Lancet. 2016;387(10022):957–967.CrossRef Ettehad D, Emdin CA, Kiran A, et al. Blood pressure lowering for prevention of cardiovascular disease and death: a systematic review and meta-analysis. Lancet. 2016;387(10022):957–967.CrossRef
2.
go back to reference Rapsomaniki E, Timmis A, George J, et al. Blood pressure and incidence of twelve cardiovascular diseases: lifetime risks, healthy life-years lost, and age-specific associations in 1.25 million people. Lancet. 2014;383(9932):1899–1911.CrossRef Rapsomaniki E, Timmis A, George J, et al. Blood pressure and incidence of twelve cardiovascular diseases: lifetime risks, healthy life-years lost, and age-specific associations in 1.25 million people. Lancet. 2014;383(9932):1899–1911.CrossRef
3.
go back to reference Benjamin EJ, Blaha MJ, Chiuve SE, et al. Heart Disease and Stroke Statistics-2017 Update: A Report From the American Heart Association. Circulation. 2017;135(10):e146–e603.CrossRef Benjamin EJ, Blaha MJ, Chiuve SE, et al. Heart Disease and Stroke Statistics-2017 Update: A Report From the American Heart Association. Circulation. 2017;135(10):e146–e603.CrossRef
4.
go back to reference Carr LJ, Bartee RT, Dorozynski C, Broomfield JF, Smith ML, Smith DT. Internet-delivered behavior change program increases physical activity and improves cardiometabolic disease risk factors in sedentary adults: results of a randomized controlled trial. Prev Med. 2008;46(5):431–438.CrossRef Carr LJ, Bartee RT, Dorozynski C, Broomfield JF, Smith ML, Smith DT. Internet-delivered behavior change program increases physical activity and improves cardiometabolic disease risk factors in sedentary adults: results of a randomized controlled trial. Prev Med. 2008;46(5):431–438.CrossRef
5.
go back to reference Selvin E, Parrinello CM, Sacks DB, Coresh J. Trends in prevalence and control of diabetes in the United States, 1988-1994 and 1999-2010. Ann Intern Med. 2014;160(8):517–525.CrossRef Selvin E, Parrinello CM, Sacks DB, Coresh J. Trends in prevalence and control of diabetes in the United States, 1988-1994 and 1999-2010. Ann Intern Med. 2014;160(8):517–525.CrossRef
6.
go back to reference Benoit SR, Fleming R, Philis-Tsimikas A, Ji M. Predictors of glycemic control among patients with Type 2 diabetes: a longitudinal study. BMC Public Health. 2005;5:36.CrossRef Benoit SR, Fleming R, Philis-Tsimikas A, Ji M. Predictors of glycemic control among patients with Type 2 diabetes: a longitudinal study. BMC Public Health. 2005;5:36.CrossRef
7.
go back to reference Wang X, Auchincloss AH, Barber S, et al. Neighborhood social environment as risk factors to health behavior among African Americans: The Jackson Heart Study. Health Place. 2017;45:199–207.CrossRef Wang X, Auchincloss AH, Barber S, et al. Neighborhood social environment as risk factors to health behavior among African Americans: The Jackson Heart Study. Health Place. 2017;45:199–207.CrossRef
8.
go back to reference Yoon SS, Carroll MD, Fryar CD. Hypertension Prevalence and Control Among Adults: United States, 2011-2014. NCHS Data Brief. 2015(220):1–8. Yoon SS, Carroll MD, Fryar CD. Hypertension Prevalence and Control Among Adults: United States, 2011-2014. NCHS Data Brief. 2015(220):1–8.
9.
go back to reference Debnath S, Thameem F, Alves T, et al. Diabetic nephropathy among Mexican Americans. Clin Nephrol. 2012;77(4):332–344.CrossRef Debnath S, Thameem F, Alves T, et al. Diabetic nephropathy among Mexican Americans. Clin Nephrol. 2012;77(4):332–344.CrossRef
10.
go back to reference Tarver-Carr ME, Powe NR, Eberhardt MS, et al. Excess risk of chronic kidney disease among African-American versus white subjects in the United States: a population-based study of potential explanatory factors. J Am Soc Nephrol. 2002;13(9):2363–2370.CrossRef Tarver-Carr ME, Powe NR, Eberhardt MS, et al. Excess risk of chronic kidney disease among African-American versus white subjects in the United States: a population-based study of potential explanatory factors. J Am Soc Nephrol. 2002;13(9):2363–2370.CrossRef
11.
go back to reference Diez Roux AV, Merkin SS, Arnett D, et al. Neighborhood of residence and incidence of coronary heart disease. N Engl J Med. 2001;345(2):99–106.CrossRef Diez Roux AV, Merkin SS, Arnett D, et al. Neighborhood of residence and incidence of coronary heart disease. N Engl J Med. 2001;345(2):99–106.CrossRef
12.
go back to reference 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(3):217–230.CrossRef 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(3):217–230.CrossRef
13.
go back to reference Bilal U, Auchincloss AH, Diez-Roux AV. Neighborhood Environments and Diabetes Risk and Control. Curr Diab Rep. 2018;18(9):62.CrossRef Bilal U, Auchincloss AH, Diez-Roux AV. Neighborhood Environments and Diabetes Risk and Control. Curr Diab Rep. 2018;18(9):62.CrossRef
14.
go back to reference Buczynski AB, Freishtat H, Buzogany S.Mapping Baltimore City’s Food Environment: 2015 Report. Johns Hopkins Center for a Livable Future;2015. Buczynski AB, Freishtat H, Buzogany S.Mapping Baltimore City’s Food Environment: 2015 Report. Johns Hopkins Center for a Livable Future;2015.
15.
go back to reference Franco M, Diez-Roux AV, Nettleton JA, et al. Availability of healthy foods and dietary patterns: the Multi-Ethnic Study of Atherosclerosis. Am J Clin Nutr. 2009;89(3):897–904.CrossRef Franco M, Diez-Roux AV, Nettleton JA, et al. Availability of healthy foods and dietary patterns: the Multi-Ethnic Study of Atherosclerosis. Am J Clin Nutr. 2009;89(3):897–904.CrossRef
16.
go back to reference Gucciardi E, Vahabi M, Norris N, Del Monte JP, Farnum C. The Intersection between Food Insecurity and Diabetes: A Review. Curr Nutr Rep. 2014;3(4):324–332.CrossRef Gucciardi E, Vahabi M, Norris N, Del Monte JP, Farnum C. The Intersection between Food Insecurity and Diabetes: A Review. Curr Nutr Rep. 2014;3(4):324–332.CrossRef
17.
go back to reference Kelli HM, Kim JH, Samman Tahhan A, et al. Living in Food Deserts and Adverse Cardiovascular Outcomes in Patients With Cardiovascular Disease. J Am Heart Assoc. 2019;8(4):e010694.CrossRef Kelli HM, Kim JH, Samman Tahhan A, et al. Living in Food Deserts and Adverse Cardiovascular Outcomes in Patients With Cardiovascular Disease. J Am Heart Assoc. 2019;8(4):e010694.CrossRef
18.
go back to reference Cooper LA, Marsteller JA, Noronha GJ, et al. A multi-level system quality improvement intervention to reduce racial disparities in hypertension care and control: study protocol. Implement Sci. 2013;8:60.CrossRef Cooper LA, Marsteller JA, Noronha GJ, et al. A multi-level system quality improvement intervention to reduce racial disparities in hypertension care and control: study protocol. Implement Sci. 2013;8:60.CrossRef
19.
go back to reference Diez-Roux AV, Kiefe CI, Jacobs DR, Jr., et al. Area characteristics and individual-level socioeconomic position indicators in three population-based epidemiologic studies. Ann Epidemiol. 2001;11(6):395–405.CrossRef Diez-Roux AV, Kiefe CI, Jacobs DR, Jr., et al. Area characteristics and individual-level socioeconomic position indicators in three population-based epidemiologic studies. Ann Epidemiol. 2001;11(6):395–405.CrossRef
20.
go back to reference Diez Roux AV. Investigating neighborhood and area effects on health. Am J Public Health. 2001;91(11):1783–1789.CrossRef Diez Roux AV. Investigating neighborhood and area effects on health. Am J Public Health. 2001;91(11):1783–1789.CrossRef
21.
go back to reference Jennings JM, Milam AJ, Greiner A, Furr-Holden CD, Curriero FC, Thornton RJ. Neighborhood alcohol outlets and the association with violent crime in one mid-Atlantic City: the implications for zoning policy. J Urban Health. 2014;91(1):62–71.CrossRef Jennings JM, Milam AJ, Greiner A, Furr-Holden CD, Curriero FC, Thornton RJ. Neighborhood alcohol outlets and the association with violent crime in one mid-Atlantic City: the implications for zoning policy. J Urban Health. 2014;91(1):62–71.CrossRef
22.
go back to reference Chobanian AV, Bakris GL, Black HR, et al. Seventh report of the Joint National Committee on Prevention, Detection, Evaluation, and Treatment of High Blood Pressure. Hypertension. 2003;42(6):1206–1252.CrossRef Chobanian AV, Bakris GL, Black HR, et al. Seventh report of the Joint National Committee on Prevention, Detection, Evaluation, and Treatment of High Blood Pressure. Hypertension. 2003;42(6):1206–1252.CrossRef
23.
go back to reference Standards of Medical Care in Diabetes-2017: Summary of Revisions. Diabetes Care. 2017;40(Suppl 1):S4–S5. Standards of Medical Care in Diabetes-2017: Summary of Revisions. Diabetes Care. 2017;40(Suppl 1):S4–S5.
24.
go back to reference Charlson ME, Pompei P, Ales KL, MacKenzie CR. A new method of classifying prognostic comorbidity in longitudinal studies: development and validation. J Chronic Dis. 1987;40(5):373–383.CrossRef Charlson ME, Pompei P, Ales KL, MacKenzie CR. A new method of classifying prognostic comorbidity in longitudinal studies: development and validation. J Chronic Dis. 1987;40(5):373–383.CrossRef
25.
go back to reference Egan BM, Zhao Y, Axon RN. US trends in prevalence, awareness, treatment, and control of hypertension, 1988-2008. JAMA. 2010;303(20):2043–2050.CrossRef Egan BM, Zhao Y, Axon RN. US trends in prevalence, awareness, treatment, and control of hypertension, 1988-2008. JAMA. 2010;303(20):2043–2050.CrossRef
26.
go back to reference Tabaei BP, Rundle AG, Wu WY, et al. Associations of Residential Socioeconomic, Food, and Built Environments With Glycemic Control in Persons With Diabetes in New York City From 2007-2013. Am J Epidemiol. 2018;187(4):736–745.CrossRef Tabaei BP, Rundle AG, Wu WY, et al. Associations of Residential Socioeconomic, Food, and Built Environments With Glycemic Control in Persons With Diabetes in New York City From 2007-2013. Am J Epidemiol. 2018;187(4):736–745.CrossRef
27.
go back to reference de Vries McClintock HF, Wiebe DJ, O’Donnell AJ, Morales KH, Small DS, Bogner HR. Neighborhood social environment and patterns of adherence to oral hypoglycemic agents among patients with type 2 diabetes mellitus. Fam Community Health. 2015;38(2):169–179.CrossRef de Vries McClintock HF, Wiebe DJ, O’Donnell AJ, Morales KH, Small DS, Bogner HR. Neighborhood social environment and patterns of adherence to oral hypoglycemic agents among patients with type 2 diabetes mellitus. Fam Community Health. 2015;38(2):169–179.CrossRef
28.
go back to reference Sims M, Diez Roux AV, Boykin S, et al. The socioeconomic gradient of diabetes prevalence, awareness, treatment, and control among African Americans in the Jackson Heart Study. Ann Epidemiol. 2011;21(12):892–898.CrossRef Sims M, Diez Roux AV, Boykin S, et al. The socioeconomic gradient of diabetes prevalence, awareness, treatment, and control among African Americans in the Jackson Heart Study. Ann Epidemiol. 2011;21(12):892–898.CrossRef
29.
go back to reference Weiner SJ, Schwartz A, Weaver F, et al. Contextual errors and failures in individualizing patient care: a multicenter study. Ann Intern Med. 2010;153(2):69–75.CrossRef Weiner SJ, Schwartz A, Weaver F, et al. Contextual errors and failures in individualizing patient care: a multicenter study. Ann Intern Med. 2010;153(2):69–75.CrossRef
30.
go back to reference Morland K, Diez Roux AV, Wing S. Supermarkets, other food stores, and obesity: the atherosclerosis risk in communities study. Am J Prev Med. 2006;30(4):333–339.CrossRef Morland K, Diez Roux AV, Wing S. Supermarkets, other food stores, and obesity: the atherosclerosis risk in communities study. Am J Prev Med. 2006;30(4):333–339.CrossRef
31.
go back to reference Lovasi GS, Hutson MA, Guerra M, Neckerman KM. Built environments and obesity in disadvantaged populations. Epidemiol Rev. 2009;31:7–20.CrossRef Lovasi GS, Hutson MA, Guerra M, Neckerman KM. Built environments and obesity in disadvantaged populations. Epidemiol Rev. 2009;31:7–20.CrossRef
32.
go back to reference Delamater A. Improving Patient Adherence. Clin Diabetes. 2006;24(2):71–77.CrossRef Delamater A. Improving Patient Adherence. Clin Diabetes. 2006;24(2):71–77.CrossRef
33.
go back to reference Krieger N. Embodiment: a conceptual glossary for epidemiology. J Epidemiol Community Health. 2005;59(5):350–355.CrossRef Krieger N. Embodiment: a conceptual glossary for epidemiology. J Epidemiol Community Health. 2005;59(5):350–355.CrossRef
34.
go back to reference Berube A, McDearman B. Good fortune, dire poverty, and inequality in Baltimore: An American story. In. Vol 2017. Brookings 2015. Berube A, McDearman B. Good fortune, dire poverty, and inequality in Baltimore: An American story. In. Vol 2017. Brookings 2015.
35.
go back to reference Pietila A.Not in My Neighborhood: How Bigotry Shaped a Great American City.: Rowman & Littlefield; 2012. Pietila A.Not in My Neighborhood: How Bigotry Shaped a Great American City.: Rowman & Littlefield; 2012.
36.
go back to reference White K, Haas JS, Williams DR. Elucidating the role of place in health care disparities: the example of racial/ethnic residential segregation. Health Serv Res. 2012;47(3 Pt 2):1278–1299.CrossRef White K, Haas JS, Williams DR. Elucidating the role of place in health care disparities: the example of racial/ethnic residential segregation. Health Serv Res. 2012;47(3 Pt 2):1278–1299.CrossRef
37.
go back to reference Arnett DK, Blumenthal RS, Albert MA, et al. 2019 ACC/AHA Guideline on the Primary Prevention of Cardiovascular Disease: Executive Summary: A Report of the American College of Cardiology/American Heart Association Task Force on Clinical Practice Guidelines. J Am Coll Cardiol. 2019;74(10):1376–1414.CrossRef Arnett DK, Blumenthal RS, Albert MA, et al. 2019 ACC/AHA Guideline on the Primary Prevention of Cardiovascular Disease: Executive Summary: A Report of the American College of Cardiology/American Heart Association Task Force on Clinical Practice Guidelines. J Am Coll Cardiol. 2019;74(10):1376–1414.CrossRef
38.
go back to reference National Academies of Sciences, Engineering, and Medicine. Integrating Social Care into the Delivery of Health Care: Moving Upstream to Improve the Nation’s Health. Washington: The National Academies Press 2019. National Academies of Sciences, Engineering, and Medicine. Integrating Social Care into the Delivery of Health Care: Moving Upstream to Improve the Nation’s Health. Washington: The National Academies Press 2019.
39.
go back to reference Hibbard JH, Greene J. What the evidence shows about patient activation: better health outcomes and care experiences; fewer data on costs. Health Aff (Millwood). 2013;32(2):207–214.CrossRef Hibbard JH, Greene J. What the evidence shows about patient activation: better health outcomes and care experiences; fewer data on costs. Health Aff (Millwood). 2013;32(2):207–214.CrossRef
Metadata
Title
Neighborhood Environment Characteristics and Control of Hypertension and Diabetes in a Primary Care Patient Sample
Authors
M. Maya McDoom, PhD, MPH
Lisa A. Cooper, MD, MPH
Yea-Jen Hsu, PhD
Abhay Singh, BA
Jamie Perin, PhD
Rachel L. J. Thornton, MD, PhD
Publication date
01-04-2020
Publisher
Springer International Publishing
Published in
Journal of General Internal Medicine / Issue 4/2020
Print ISSN: 0884-8734
Electronic ISSN: 1525-1497
DOI
https://doi.org/10.1007/s11606-020-05671-y

Other articles of this Issue 4/2020

Journal of General Internal Medicine 4/2020 Go to the issue