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Published in: BMC Health Services Research 1/2015

Open Access 01-06-2015 | Research article

Assessing the relationship between neighborhood factors and diabetes related health outcomes and self-care behaviors

Authors: Brittany L. Smalls, Chris M. Gregory, James S. Zoller, Leonard E. Egede

Published in: BMC Health Services Research | Issue 1/2015

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Abstract

Background

Studies have shown that community and neighborhood characteristics can impact health outcomes of those with chronic illness, including T2DM. Factors, such as crime, violence, and lack of resources have been shown to be barriers to optimal health outcomes in diabetes. Thus, the objective of this study is to assess the effects of neighborhood factors on diabetes-related health outcomes and self-care behaviors.

Methods

Adult patients (N = 615) with type 2 diabetes mellitus (T2DM) were recruited from an academic medical center and a Veterans Affairs medical center in the southeastern United States. Validated scales and indices were used to assess neighborhood factors and diabetes-related self-care behaviors. The most recent HbA1c, blood pressure, and LDL cholesterol were abstracted from each patients’ electronic medical record.

Results

In the fully adjusted model, significant associations were between neighborhood aesthetics and diabetes knowledge (β = 0.141) and general diet (β = -0.093); neighborhood comparison and diabetes knowledge (β = 0.452); neighborhood activities and general diet (β = -0.072), exercise (β = -0.104), and foot care (β = -0.114); food insecurity and medication adherence (β = -0.147), general diet (β = -0.125), and blood sugar testing (β = -0.172); and social support and medication adherence (β = 0.009), foot care (β = 0.010), and general diet (β = 0.016). Significant associations were also found between neighborhood violence and LDL Cholesterol (β = 4.04), walking environment and exercise (β = -0.040), and social cohesion and HbA1c (β = -0.086).

Discussion

We found that neighborhood violence, aesthetics, walking environment, activities, food insecurity, neighborhood comparison, social cohesion and social support have statistically significant associations with self-care behaviors and outcomes to varying degrees. However, the key neighborhood factors that had independent associations with multiple self-care behaviors and outcomes were food insecurity, neighborhood activities and social support.

Conclusion

This study suggests that food insecurity, neighborhood activities, aesthetics, and social support may be important targets for interventions in individuals with T2DM.
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Literature
1.
go back to reference National Diabetes Statistics, 2011. [diabetes.niddk.nih.gov/DM/PUBS/statistics] National Diabetes Statistics, 2011. [diabetes.niddk.nih.gov/DM/PUBS/statistics]
3.
go back to reference Hill J, Nielson M, Fox MH. Understanding the social factors that contribute to diabetes: a means of informing health care and social policies for the chronically ill. Permanent J. 2013;17(2):67–72.CrossRef Hill J, Nielson M, Fox MH. Understanding the social factors that contribute to diabetes: a means of informing health care and social policies for the chronically ill. Permanent J. 2013;17(2):67–72.CrossRef
4.
go back to reference Centers for Disease Control and Prevention. National diabetes fact sheet: national estimates and general information on diabetes and prediabetes in the United States, 2011. Atlanta: Department of Health and Human Services, Centers for Disease Control and Prevention; 2011. Centers for Disease Control and Prevention. National diabetes fact sheet: national estimates and general information on diabetes and prediabetes in the United States, 2011. Atlanta: Department of Health and Human Services, Centers for Disease Control and Prevention; 2011.
5.
go back to reference Narayan KMV, Boyle JP, Thompson TJ, Sorenson SW, Williamson DF. Lifetime risk of diabetes mellitus in the united states. JAMA. 2003;290(14):1884–90.CrossRefPubMed Narayan KMV, Boyle JP, Thompson TJ, Sorenson SW, Williamson DF. Lifetime risk of diabetes mellitus in the united states. JAMA. 2003;290(14):1884–90.CrossRefPubMed
6.
go back to reference American Diabetes Association (ADA). Economic costs of diabetes in the US in 2012. Diabetes Care. 2013;36:1033–46.CrossRef American Diabetes Association (ADA). Economic costs of diabetes in the US in 2012. Diabetes Care. 2013;36:1033–46.CrossRef
8.
go back to reference Gary TL, Safford MM, Gerzoff RB, Ettner SL, Karter AJ, Beckles GL, et al. Perception of neighborhood problems, health behaviors, and diabetes outcomes among adults with diabetes in managed care: the translating research into action for diabetes (TRIAD) study. Diabetes Care. 2008;31(2):273–8.CrossRefPubMed Gary TL, Safford MM, Gerzoff RB, Ettner SL, Karter AJ, Beckles GL, et al. Perception of neighborhood problems, health behaviors, and diabetes outcomes among adults with diabetes in managed care: the translating research into action for diabetes (TRIAD) study. Diabetes Care. 2008;31(2):273–8.CrossRefPubMed
9.
go back to reference Brown AF, Ang A, Pebley AR. The relationship between neighborhood characteristics and self-rated health for adults with chronic conditions. Am J Public Health. 2007;97(5):926–32.CrossRefPubMedPubMedCentral Brown AF, Ang A, Pebley AR. The relationship between neighborhood characteristics and self-rated health for adults with chronic conditions. Am J Public Health. 2007;97(5):926–32.CrossRefPubMedPubMedCentral
10.
go back to reference Gariepy G, Smith KJ, Schmitz N. Diabetes distress and neighborhood characteristics in people with type 2 diabetes. J Psychometr Res. 2013;75:147–52.CrossRef Gariepy G, Smith KJ, Schmitz N. Diabetes distress and neighborhood characteristics in people with type 2 diabetes. J Psychometr Res. 2013;75:147–52.CrossRef
11.
go back to reference Kollannoor-Samuel G, Vega-López S, Chhabra J, Segura-Pérez S, Damio G, Pérez-Escamilla R. Food insecurity and low self-efficacy are associated with health care access barriers among Puerto-Ricans with type 2 diabetes. J Immigr Minor Health. 2012;14:552–62.CrossRefPubMedPubMedCentral Kollannoor-Samuel G, Vega-López S, Chhabra J, Segura-Pérez S, Damio G, Pérez-Escamilla R. Food insecurity and low self-efficacy are associated with health care access barriers among Puerto-Ricans with type 2 diabetes. J Immigr Minor Health. 2012;14:552–62.CrossRefPubMedPubMedCentral
12.
go back to reference Billimek J, Sorkin DH. Self-reported neighborhood safety and nonadherence to treatment regimens among patients with type 2 diabetes. J Gen Intern Med. 2011;27(3):292–6.CrossRefPubMedPubMedCentral Billimek J, Sorkin DH. Self-reported neighborhood safety and nonadherence to treatment regimens among patients with type 2 diabetes. J Gen Intern Med. 2011;27(3):292–6.CrossRefPubMedPubMedCentral
13.
go back to reference Stoddard PJ, Laraia BA, Warton EM, Moffet HH, Adler NE, Schillinger D, et al. Neighborhood deprivation and change in BMI among adults with type 2 diabetes. Diabetes Care. 2013;36:1200–8.CrossRefPubMedPubMedCentral Stoddard PJ, Laraia BA, Warton EM, Moffet HH, Adler NE, Schillinger D, et al. Neighborhood deprivation and change in BMI among adults with type 2 diabetes. Diabetes Care. 2013;36:1200–8.CrossRefPubMedPubMedCentral
14.
go back to reference Salois MJ. Obesity and diabetes, the built environment, and the ‘local’ food economy is the United States, 2007. Econ Hum Biol. 2012;10:35–42.CrossRefPubMed Salois MJ. Obesity and diabetes, the built environment, and the ‘local’ food economy is the United States, 2007. Econ Hum Biol. 2012;10:35–42.CrossRefPubMed
15.
go back to reference Jack L, Jack NH, Hayes SC. Social determinants of health in minority populations: a call for multidisciplinary approaches to eliminate diabetes-related health disparities. Diabetes Spectrum. 2012;45:9–13.CrossRef Jack L, Jack NH, Hayes SC. Social determinants of health in minority populations: a call for multidisciplinary approaches to eliminate diabetes-related health disparities. Diabetes Spectrum. 2012;45:9–13.CrossRef
16.
go back to reference Gary-Webb TL, Baptiste-Roberts K, Pham L, Wesche-Thobaben J, Patricio J, Pi-Sunyer FX, et al. Neighborhood socioeconomic status, depression and health status in the Look AHEAD (Action for Health in Diabetes) study. BMC Public Health. 2011;11:349–56.CrossRefPubMedPubMedCentral Gary-Webb TL, Baptiste-Roberts K, Pham L, Wesche-Thobaben J, Patricio J, Pi-Sunyer FX, et al. Neighborhood socioeconomic status, depression and health status in the Look AHEAD (Action for Health in Diabetes) study. BMC Public Health. 2011;11:349–56.CrossRefPubMedPubMedCentral
17.
go back to reference Brown RL, Rounds LA. Conjoint screening questionnaires for alcohol and other drug abuse: criterion validity in a primary care practice. Wis Med J. 1994;94(3):135–40. Brown RL, Rounds LA. Conjoint screening questionnaires for alcohol and other drug abuse: criterion validity in a primary care practice. Wis Med J. 1994;94(3):135–40.
18.
20.
go back to reference Bickel G, Nord M, Price C, Hamilton W, Cook J. Guide to Measuring Household Food Security, Revised 2000. Alexandria: U.S. Department of Agriculture, Food and Nutrition Service; 2000. Bickel G, Nord M, Price C, Hamilton W, Cook J. Guide to Measuring Household Food Security, Revised 2000. Alexandria: U.S. Department of Agriculture, Food and Nutrition Service; 2000.
21.
go back to reference Morisky DE, Green LW, Levine DM. Concurrent and predictive validity of a self-reported measure of medication adherence. Med Care. 1986;24:67–74.CrossRefPubMed Morisky DE, Green LW, Levine DM. Concurrent and predictive validity of a self-reported measure of medication adherence. Med Care. 1986;24:67–74.CrossRefPubMed
22.
go back to reference Toobert DJ, Hampson SE, Glasgow RE. The summary of diabetes self-care activities measure: results from 7 studies and a revised scale. Diabetes Care Jul. 2000;23(7):943–50.CrossRef Toobert DJ, Hampson SE, Glasgow RE. The summary of diabetes self-care activities measure: results from 7 studies and a revised scale. Diabetes Care Jul. 2000;23(7):943–50.CrossRef
23.
go back to reference Cohen J. Statistical power analysis for behavioral sciences. 2nd ed. Hillsdale: Eribaum; 1988. Cohen J. Statistical power analysis for behavioral sciences. 2nd ed. Hillsdale: Eribaum; 1988.
24.
go back to reference Rios R, Aiken LS, Zautra AJ. Neighborhood contexts and the mediating role of neighborhood social cohesion on health and psychological distress among Hispanic and non-Hispanic residents. Ann Behav Med. 2012;43:50–61.CrossRefPubMed Rios R, Aiken LS, Zautra AJ. Neighborhood contexts and the mediating role of neighborhood social cohesion on health and psychological distress among Hispanic and non-Hispanic residents. Ann Behav Med. 2012;43:50–61.CrossRefPubMed
25.
go back to reference Kim ES, Park N, Peterson C. Perceived neighborhood social cohesion and stroke. Soc Sci Med. 2013;97:49–55.CrossRefPubMed Kim ES, Park N, Peterson C. Perceived neighborhood social cohesion and stroke. Soc Sci Med. 2013;97:49–55.CrossRefPubMed
26.
go back to reference Schmitz MF, Giunta N, Parikh NS, Chen KK, Fahs MC, Gallo WT. The association between neighbourhood social cohesion and hypertension management strategies in older. Age Ageing. 2012;41:388–95.CrossRefPubMed Schmitz MF, Giunta N, Parikh NS, Chen KK, Fahs MC, Gallo WT. The association between neighbourhood social cohesion and hypertension management strategies in older. Age Ageing. 2012;41:388–95.CrossRefPubMed
27.
go back to reference Cramm JM, van Dijk HM, Neiboer AP. The importance of neighborhood social cohesion and social capital for the well being of older adults in the community. Gerontologist. 2012;53(1):142–50.CrossRefPubMed Cramm JM, van Dijk HM, Neiboer AP. The importance of neighborhood social cohesion and social capital for the well being of older adults in the community. Gerontologist. 2012;53(1):142–50.CrossRefPubMed
28.
go back to reference Inoue S, Yorifuji T, Takao S, Doi H, Kawachi I. Social cohesion and mortality: a survival analysis of older adults in Japan. Am J Public Health. 2013;103(12):e60–6.CrossRefPubMedPubMedCentral Inoue S, Yorifuji T, Takao S, Doi H, Kawachi I. Social cohesion and mortality: a survival analysis of older adults in Japan. Am J Public Health. 2013;103(12):e60–6.CrossRefPubMedPubMedCentral
29.
go back to reference Billimek J, Sorkin DH. Food insecurity, process of care, and self-reported medication underuse in patients with type 2 diabetes: results from the California health review survey. Health Serv Res. 2012;47(6):2159–68.CrossRefPubMedPubMedCentral Billimek J, Sorkin DH. Food insecurity, process of care, and self-reported medication underuse in patients with type 2 diabetes: results from the California health review survey. Health Serv Res. 2012;47(6):2159–68.CrossRefPubMedPubMedCentral
30.
go back to reference Kollannoor-Samuel G, Wagner J, Damio G, Segura-Pérez S, Chhabra J, Vega-López S, et al. Social support modifies the association between household food insecurity and depression among Latinos with uncontrolled type 2 diabetes. J Immigr Minor Health. 2011;13:982–9.CrossRefPubMedPubMedCentral Kollannoor-Samuel G, Wagner J, Damio G, Segura-Pérez S, Chhabra J, Vega-López S, et al. Social support modifies the association between household food insecurity and depression among Latinos with uncontrolled type 2 diabetes. J Immigr Minor Health. 2011;13:982–9.CrossRefPubMedPubMedCentral
31.
go back to reference Maddigan SL, Feeny DH, Majundar SR, Farris KB, Johnson JA. Understanding the determinants of health for people with type 2 diabetes. Am J Public Health. 2006;96:1649–55.CrossRefPubMedPubMedCentral Maddigan SL, Feeny DH, Majundar SR, Farris KB, Johnson JA. Understanding the determinants of health for people with type 2 diabetes. Am J Public Health. 2006;96:1649–55.CrossRefPubMedPubMedCentral
32.
go back to reference Seligman HK, Jacobs EA, López A, Tschann J, Fernandez A. Food insecurity and glycemic control among low-income patients with type 2 diabetes. Diabetes Care. 2012;35:233–8.CrossRefPubMedPubMedCentral Seligman HK, Jacobs EA, López A, Tschann J, Fernandez A. Food insecurity and glycemic control among low-income patients with type 2 diabetes. Diabetes Care. 2012;35:233–8.CrossRefPubMedPubMedCentral
33.
34.
go back to reference Smalls BL, Gregory CM, Zoller JS, Egede LE. Direct and indirect effect of neighborhood factors and self-care on glycemic control in adults with type 2 diabetes. J Diabetes Complications. 2015;29(2):186–91.CrossRefPubMed Smalls BL, Gregory CM, Zoller JS, Egede LE. Direct and indirect effect of neighborhood factors and self-care on glycemic control in adults with type 2 diabetes. J Diabetes Complications. 2015;29(2):186–91.CrossRefPubMed
Metadata
Title
Assessing the relationship between neighborhood factors and diabetes related health outcomes and self-care behaviors
Authors
Brittany L. Smalls
Chris M. Gregory
James S. Zoller
Leonard E. Egede
Publication date
01-06-2015
Publisher
BioMed Central
Published in
BMC Health Services Research / Issue 1/2015
Electronic ISSN: 1472-6963
DOI
https://doi.org/10.1186/s12913-015-1086-7

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