Place matters: Neighborhood deprivation and cardiometabolic risk factors in the Diabetes Study of Northern California (DISTANCE)

Social Science and Medicine

Volumn 74, Issue 7, 2012, Pages 1082-1090

  Laraia, Barbara A ^a,b   Karter, Andrew J ^c   Warton, E Margaret ^c   Schillinger, Dean ^d,e   Moffet, Howard H ^c   Adler, Nancy ^b  

^a UNIVERSITY OF CALIFORNIA   (United States)

^b UNIVERSITY OF CALIFORNIA   (United States)

^c DIVISION OF RESEARCH   (United States)

^d SAN FRANCISCO GENERAL HOSPITAL   (United States)

^e California Diabetes Program   (United States)

Author keywords

BMI; Cardiometabolic risk factors; Diabetes; Glycosylated hemoglobin; Neighborhood deprivation; Obesity; USA

Indexed keywords

HEMOGLOBIN A1C; LOW DENSITY LIPOPROTEIN;

BODY MASS; CARDIOVASCULAR DISEASE; COHORT ANALYSIS; DIABETES; DISEASE PREVALENCE; HEMOGLOBIN; METABOLISM; NEIGHBORHOOD; OBESITY; RISK FACTOR;

ADULT; AGED; ARTICLE; BODY MASS; CARDIOMETABOLIC RISK; CARDIOVASCULAR RISK; COHORT ANALYSIS; CONTROLLED STUDY; DISEASE ASSOCIATION; DISEASE SEVERITY; ETHNICITY; FEMALE; GLYCEMIC CONTROL; HEALTH SURVEY; HEMOGLOBIN BLOOD LEVEL; HUMAN; HYPERCHOLESTEROLEMIA; MAJOR CLINICAL STUDY; MALE; NEIGHBORHOOD DEPRIVATION; NON INSULIN DEPENDENT DIABETES MELLITUS; OBESITY; OUTCOME ASSESSMENT; RISK ASSESSMENT; SOCIAL ISOLATION; SOCIOECONOMICS; SYSTOLIC BLOOD PRESSURE;

ADULT; CALIFORNIA; CARDIOVASCULAR DISEASES; EDUCATIONAL STATUS; EMPLOYMENT; FEMALE; HOUSING; HUMANS; INCOME; MALE; PRINCIPAL COMPONENT ANALYSIS; RISK FACTORS; SOCIOECONOMIC FACTORS;

CALIFORNIA; UNITED STATES;

EID: 84857910494     PISSN: 02779536     EISSN: 18735347     Source Type: Journal    
DOI: 10.1016/j.socscimed.2011.11.036     Document Type: Article

References (67)

1. Adam T.C., Epel E.S. Stress, eating and the reward system. Physiology & Behavior 2007, 91(4):449-458.
2. Adams R.J., Howard N., Tucker G., Appleton S., Taylor A.W., Chittleborough C., et al. Effects of area deprivation on health risks and outcomes: a multilevel, cross-sectional, Australian population study. International Journal of Public Health 2009, 54(3):183-192.
3. Adler N. Overview of health disparities. Examining the health disparities research plan of the NIH: Unfinished business 2006, 121-173. NationalAcademy Press, Washington, D.C. 1st ed. G.E. Thomson, M. Faith, W. Monique (Eds.).
4. Adler N.E., Epel E.S., Castellazzo G., Ickovics J.R. Relationship of subjective and objective social status with psychological and physiological functioning: preliminary data in healthy white women. Health Psychology 2000, 19(6):586-592.
5. Adler N.E., Newman K. Socioeconomic disparities in health: pathways and policies. Health Affairs 2002, 21(2):60-76.
6. Auchincloss A.H., Diez Roux A.V., Brown D.G., O'Meara E.S., Raghunathan T.E. Association of insulin resistance with distance to wealthy areas: the multi-ethnic study of atherosclerosis. American Journal of Epidemiology 2007, 165(4):389-397.
7. Barros A.J., Hirakata V.N. Alternatives for logistic regression in cross-sectional studies: an empirical comparison of models that directly estimate the prevalence ratio. BMC Medical Research Methodology 2003, 3:21.
8. Black J.L., Macinko J., Dixon L.B., Fryer G.E. Neighborhoods and obesity in New York City. Health & Place 2010, 16(3):489-499.
9. Centers for Disease Control and Prevention National diabetes fact sheet: General information and national estimates on diabetes in the United States, 2007 2008, U.S. Department of Health and Human Services, Centers for Disease Control and Prevention, Atlanta, GA.
10. Cowie C.C., Rust K.F., Byrd-Holt D.D., Eberhardt M.S., Flegal K.M., Engelgau M.M., et al. Prevalence of diabetes and impaired fasting glucose in adults in the U.S. population: National Health And Nutrition Examination Survey 1999-2002. Diabetes Care 2006, 29(6):1263-1268.
11. Cox M., Boyle P.J., Davey P.G., Feng Z., Morris A.D. Locality deprivation and Type 2 diabetes incidence: a local test of relative inequalities. Social Science & Medicine 2007, 65(9):1953-1964.
12. Cox M., Boyle P.J., Davey P., Morris A. Does health-selective migration following diagnosis strengthen the relationship between Type 2 diabetes and deprivation?. Social Science & Medicine 2007, 65(1):32-42.
13. Cubbin C., Sundquist K., Ahlen H., Johansson S.E., Winkleby M.A., Sundquist J. Neighborhood deprivation and cardiovascular disease risk factors: protective and harmful effects. Scandinavian Journal of Public Health 2006, 34(3):228-237.
14. Cubbin C., Winkleby M.A. Food availability, personal constraints, and community resources. Journal of Epidemiology & Community Health 2007, 61(11):932.
15. Department of Health and Human Services Annual update of the HSS poverty guidelines. Federal Register 2005, 70(33):8373-8375.
16. Diez Roux A.V., Jacobs D.R., Kiefe C.I. Neighborhood characteristics and components of the insulin resistance syndrome in young adults: the coronary artery risk development in young adults (CARDIA) study. Diabetes Care 2002, 25(11):1976-1982.
17. Diez Roux A.V., Mair C. Neighborhoods and health. Annals of the New York Academy of Sciences 2010, 1186:125-145.
18. Diez-Roux A.V., Kiefe C.I., Jacobs D.R., Haan M., Jackson S.A., Nieto F.J., et al. Area characteristics and individual-level socioeconomic position indicators in three population-based epidemiologic studies. Annals of Epidemiology 2001, 11(6):395-405.
19. Doubeni C.A., Schootman M., Major J.M., Torres Stone R.A., Laiyemo A.O., Park Y., et al. Health status, neighborhood socioeconomic context, and premature mortality in the United States: the National Institutes of Health-AARP Diet and Health Study. American Journal of Public Health Aug 18 2011.
20. Dragano N., Bobak M., Wege N., Peasey A., Verde P.E., Kubinova R., et al. Neighbourhood socioeconomic status and cardiovascular risk factors: a multilevel analysis of nine cities in the Czech Republic and Germany. BMC Public Health 2007, 7:255.
21. Duru O.K., Mangione C.M., Steers N.W., Herman W.H., Karter A.J., Kountz D., et al. The association between clinical care strategies and the attenuation of racial/ethnic disparities in diabetes care: the Translating Research Into Action for Diabetes (TRIAD) Study. Medical Care 2006, 44(12):1121-1128.
22. Elo I.T., Culhane J.F., Kohler I.V., O'Campo P., Burke J.G., Messer L.C., et al. Neighbourhood deprivation and small-for-gestational-age term births in the United States. Pediatric and Perinatal Epidemiology 2009, 23(1):87-96.
23. Epel E., Jimenez S., Brownwell K., Stroud L., Stoney C., Niaura R. Are stress eaters at risk for the metabolic syndrome?. Annals of the New York Academy of Sciences 2004, 1032:208-210.
24. Epel E., Lapidus R., McEwen B., Brownell K. Stress may add bite to appetite in women: a laboratory study of stress-induced cortisol and eating behavior. Psychoneuroendocrinology 2001, 26(1):37-49.
25. Giskes K., van Lenthe F.J., Turrell G., Brug J., Mackenbach J.P. Smokers living in deprived areas are less likely to quit: a longitudinal follow-up. Tobacco Control 2006, 15(6):485-488.
26. Gordon, N. P. (2006). How does the adult Kaiser Permanente Membership in Northern California compare with the larger community? Kaiser Permanente Northern California Division of Research. Personal communication.
27. Grafova I.B., Freedman V.A., Kumar R., Rogowski J. Neighborhoods and obesity in later life. American Journal of Public Health 2008, 98(11):2065-2071.
28. Harris M.I., Cowie C.C., Eastman R. Health-insurance coverage for adults with diabetes in the U.S. population. Diabetes Care 1994, 17(6):585-591.
29. Holzman C., Eyster J., Kleyn M., Messer L.C., Kaufman J.S., Laraia B.A., et al. Maternal weathering and risk of preterm delivery. American Journal of Public Health 2009, 99(10):1864-1871.
30. Inagami S., Cohen D.A., Finch B.K., Asch S.M. You are where you shop: grocery store locations, weight, and neighborhoods. American Journal of Preventive Medicine 2006, 31(1):10-17.
31. Kannel W.B., McGee D.L. Diabetes and cardiovascular disease. The Framingham study. Journal of the American Medical Association 1979, 241:2035-2038.
32. Karter A.J., Ackerson L.M., Darbinian J.A., D'Agostino R.B., Ferrara A., Liu J., et al. Self-monitoring of blood glucose levels and glycemic control: the Northern California Kaiser Permanente Diabetes registry. American Journal of Medicine 2001, 111(1):1-9.
33. Karter A.J., Ferrara A., Liu J.Y., Moffet H.H., Ackerson L.M., Selby J.V. Ethnic disparities in diabetic complications in an insured population. Journal of the American Medical Association 2002, 287(19):2519-2527.
34. Karter A.J., Moffet H.H., Liu J., Parker M.M., Ahmed A.T., Ferrara A., et al. Achieving good glycemic control: initiation of new antihyperglycemic therapies in patients with type 2 diabetes from the Kaiser Permanente Northern California Diabetes Registry. American Journal of Managed Care 2005, 11(4):262-270.
35. Kopp M., Skrabski A., Rethelyi J., Kawachi I., Adler N.E. Self-rated health, subjective social status, and middle-aged mortality in a changing society. Behavioral Medicine 2004, 30(2):65-70.
36. Koskinen P., Manttari M., Manninen V., Huttunen J.K., Heinonen O.P., Frick M.H. Coronary heart disease incidence in NIDDM patients in the Helsinki Heart Study. Diabetes Care 1992, 15(7):820-825.
37. Leal C., Chaix B. The influence of geographic life environments on cardiometabolic risk factors: a systematic review, a methodological assessment and a research agenda. Obesity Review 2011, 12(3):217-230.
38. Macintyre S. Deprivation amplification revisited; or, is it always true that poorer places have poorer access to resources for healthy diets and physical activity?. International Journal of Behavioral, Nutrition and Physical Activity 2007, 4:32.
39. Martin T.L., Selby J.V., Zhang D. Physician and patient prevention practices in NIDDM in a large urban managed-care organization. Diabetes Care 1995, 18(8):1124-1132.
40. Matheson F.I., Moineddin R., Glazier R.H. The weight of place: a multilevel analysis of gender, neighborhood material deprivation, and body mass index among Canadian adults. Social Science & Medicine 2008, 66(3):675-690.
41. Messer L.C., Laraia B.A., Kaufman J.S., Eyster J., Holzman C., Culhane J., et al. The development of a standardized neighborhood deprivation index. Journal of Urban Health 2006, 83(6):1041-1062.
42. Millstein R.A., Yeh H.C., Brancati F.L., Batts-Turner M., Gary T.L. Food availability, neighborhood socioeconomic status, and dietary patterns among blacks with type 2 diabetes mellitus. Medscape Journal of Medicine 2009, 11(1):15.
43. Mobley L.R., Root E.D., Finkelstein E.A., Khavjou O., Farris R.P., Will J.C. Environment, obesity, and cardiovascular disease risk in low-income women. American Journal of Preventive Medicine 2006, 30(4):327-332.
44. Moffet H.H., Adler N., Schillinger D., Ahmed A.T., Laraia B., Selby J.V., et al. Cohort profile: the Diabetes Study of Northern California (DISTANCE) - objectives and design of a survey follow-up study of social health disparities in a managed care population. International Journal of Epidemiology 2009, 38(1):38-47.
45. Mujahid M.S., Diez Roux A.V., Borrell L.N., Nieto F.J. Cross-sectional and longitudinal associations of BMI with socioeconomic characteristics. Obesity Research 2005, 13(8):1412-1421.
46. National Institutes of Health, National Heart, Lung, and Blood Institute Clinical guidelines on the identification, evaluation, and treatment of overweight and obesity in adults - executive summary clinical guidelines 1998, U.S. Department of Health and Human Services PHS, National Institutes of Health National Heart, Lung, and Blood Institute, Washington, D.C.
47. O'Campo P., Burke J.G., Culhane J., Elo I.T., Eyster J., Holzman C., et al. Neighborhood deprivation and preterm birth among non-Hispanic Black and White women in eight geographic areas in the United States. American Journal of Epidemiology 2008, 167(2):155-163.
48. Rabe-Hesketh S., Skrondal A., Pickles A. Reliable estimation of generalized linear mixed models using adaptive quadrature. The Stata Journal 2002, 2(1):1-21.
49. Rabe-Hesketh S., Skrondal A., Pickles A. Maximum likelihood estimation of limited and discrete dependent variable models with nested random effects. Journal of Econometrics 2005, 128(2):301-323.
50. Rundle A., Neckerman K.M., Freeman L., Lovasi G.S., Purciel M., Quinn J., et al. Neighborhood food environment and walkability predict obesity in New York City. Environmental Health Perspectives 2009, 117(3):442-447.
51. Selby J.V., Karter A.J., Ackerson L.M., Ferrara A., Liu J. Developing a prediction rule from automated clinical databases to identify high-risk patients in a large population with diabetes. Diabetes Care 2001, 24(9):1547-1555.
52. Seligman H.K., Bindman A.B., Vittinghoff E., Kanaya A.M., Kushel M.B. Food insecurity is associated with diabetes mellitus: results from the National Health Examination and Nutrition Examination Survey (NHANES) 1999-2002. Journal of General Internal Medicine 2007, 22(7):1018-1023.
53. Seligman H.K., Laraia B.A., Kushel M.B. Food insecurity is associated with chronic disease among low-income NHANES participants. Journal of Nutrition 2010, 140(2):304-310.
54. Shah A.S., Dolan L.M., Gao Z., Kimball T.R., Urbina E.M. Racial differences in arterial stiffness among adolescents and young adults with type 2 diabetes. Pediatric Diabetes 2011, in press.
55. Singh G.K., Siahpush M. Increasing inequalities in all-cause and cardiovascular mortality among US adults aged 25-64 years by area socioeconomic status, 1969-1998. International Journal of Epidemiology 2002, 31(3):600-613.
56. Singh-Manoux A., Marmot M.G., Adler N.E. Does subjective social status predict health and change in health status better than objective status?. Psychosomatic Medicine 2005, 67(6):855-861.
57. Stafford M., Brunner E.J., Head J., Ross N.A. Deprivation and the development of obesity a multilevel, longitudinal study in England. American Journal of Preventive Medicine 2010, 39(2):130-139.
58. Stevens R.J., Kothari V., Adler A.I., Stratton I.M., United Kingdom Propsective Diabetes Study (UKPDS) Group The UKPDS risk engine: a model for the risk of coronary heart disease in Type II diabetes (UKPDS 56). Clinical Science 2001, 101(6):671-679.
59. Stimpson J.P., Ju H., Raji M.A., Eschbach K. Neighborhood deprivation and health risk behaviors in NHANES III. American Journal of Health Behavior 2007, 31(2):215-222.
60. Stimpson J.P., Nash A.C., Ju H., Eschbach K. Neighborhood deprivation is associated with lower levels of serum carotenoids among adults participating in the Third National Health and Nutrition Examination Survey. Journal of the American Dietetic Association 2007, 107(11):1895-1902.
61. Sundquist K., Malmstrom M., Johansson S.E. Neighbourhood deprivation and incidence of coronary heart disease: a multilevel study of 2.6 million women and men in Sweden. Journal of Epidemiology & Community Health 2004, 58(1):71-77.
62. Sundquist K., Theobald H., Yang M., Li X., Johansson S.E., Sundquist J. Neighborhood violent crime and unemployment increase the risk of coronary heart disease: a multilevel study in an urban setting. Social Science & Medicine 2006, 62(8):2061-2071.
63. Sundquist K., Winkleby M., Ahlen H., Johansson S.E. Neighborhood socioeconomic environment and incidence of coronary heart disease: a follow-up study of 25,319 women and men in Sweden. American Journal of Epidemiology 2004, 159(7):655-662.
64. Tabassum F., Breeze E., Kumari M. Coronary heart disease risk factors and regional deprivation in England: does age matter?. Age Ageing 2010, 39(2):253-256.
65. The American Association for Public Opinion Research Standard definitions: Final disposition of case codes and outcome rates for surveys 2008, Research TAAfPO, Lenexa, Kansas.
66. Winkleby M., Sundquist K., Cubbin C. Inequities in CHD incidence and case fatality by neighborhood deprivation. American Journal of Preventive Medicine 2007, 32(2):97-106.
67. Zou G. A modified Poisson regression approach to prospective studies with binary data. American Journal of Epidemiology 2004, 159(7):702-706.