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Published in: Journal of General Internal Medicine 5/2011

Open Access 01-05-2011 | Original Research

Primary Language, Income and the Intensification of Anti-glycemic Medications in Managed Care: the (TRIAD) Study

Authors: O. Kenrik Duru, MD, MS, Dori Bilik, MBA, Laura N. McEwen, PhD, Arleen F. Brown, MD, PhD, Andrew J. Karter, PhD, J. David Curb, MD, David G. Marrero, PhD, Shou-En Lu, PhD, Michael Rodriguez, MD, Carol M. Mangione, MD, MSPH

Published in: Journal of General Internal Medicine | Issue 5/2011

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ABSTRACT

BACKGROUND

Patients who speak Spanish and/or have low socioeconomic status are at greater risk of suboptimal glycemic control. Inadequate intensification of anti-glycemic medications may partially explain this disparity.

OBJECTIVE

To examine the associations between primary language, income, and medication intensification.

DESIGN

Cohort study with 18-month follow-up.

PARTICIPANTS

One thousand nine hundred and thirty-nine patients with Type 2 diabetes who were not using insulin enrolled in the Translating Research into Action for Diabetes Study (TRIAD), a study of diabetes care in managed care.

MEASUREMENTS

Using administrative pharmacy data, we compared the odds of medication intensification for patients with baseline A1c ≥ 8%, by primary language and annual income. Covariates included age, sex, race/ethnicity, education, Charlson score, diabetes duration, baseline A1c, type of diabetes treatment, and health plan.

RESULTS

Overall, 42.4% of patients were taking intensified regimens at the time of follow-up. We found no difference in the odds of intensification for English speakers versus Spanish speakers. However, compared to patients with incomes <$15,000, patients with incomes of $15,000-$39,999 (OR 1.43, 1.07-1.92), $40,000-$74,999 (OR 1.62, 1.16-2.26) or >$75,000 (OR 2.22, 1.53-3.24) had increased odds of intensification. This latter pattern did not differ statistically by race.

CONCLUSIONS

Low-income patients were less likely to receive medication intensification compared to higher-income patients, but primary language (Spanish vs. English) was not associated with differences in intensification in a managed care setting. Future studies are needed to explain the reduced rate of intensification among low income patients in managed care.
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Literature
1.
go back to reference Saaddine JB, Cadwell B, Gregg EW, et al. Improvements in diabetes processes of care and intermediate outcomes: United States, 1988-2002. Ann Intern Med. 2006;144:465–74.PubMed Saaddine JB, Cadwell B, Gregg EW, et al. Improvements in diabetes processes of care and intermediate outcomes: United States, 1988-2002. Ann Intern Med. 2006;144:465–74.PubMed
2.
go back to reference Cheng EM, Chen A, Cunningham W. Primary language and receipt of recommended health care among Hispanics in the United States. J Gen Intern Med. 2007;22(Suppl 2):283–8.PubMedCrossRef Cheng EM, Chen A, Cunningham W. Primary language and receipt of recommended health care among Hispanics in the United States. J Gen Intern Med. 2007;22(Suppl 2):283–8.PubMedCrossRef
3.
go back to reference Mainous AG 3rd, Diaz VA, Saxena S, Geesey ME. Heterogeneity in management of diabetes mellitus among Latino ethnic subgroups in the United States. J Am Board Fam Med. 2007;20:598–605.PubMedCrossRef Mainous AG 3rd, Diaz VA, Saxena S, Geesey ME. Heterogeneity in management of diabetes mellitus among Latino ethnic subgroups in the United States. J Am Board Fam Med. 2007;20:598–605.PubMedCrossRef
4.
go back to reference Brown AF, Brown AF, Gerzoff RB, et al. Health behaviors and quality of care among Latinos with diabetes in managed care. Am J Public Health. 2003;93:1694–8.PubMedCrossRef Brown AF, Brown AF, Gerzoff RB, et al. Health behaviors and quality of care among Latinos with diabetes in managed care. Am J Public Health. 2003;93:1694–8.PubMedCrossRef
5.
go back to reference Brown AF, Gregg EW, Stevens MR, et al. Race, ethnicity, socioeconomic position, and quality of care for adults with diabetes enrolled in managed care: the Translating Research Into Action for Diabetes (TRIAD) study. Diab Care. 2005;28:2864–70.CrossRef Brown AF, Gregg EW, Stevens MR, et al. Race, ethnicity, socioeconomic position, and quality of care for adults with diabetes enrolled in managed care: the Translating Research Into Action for Diabetes (TRIAD) study. Diab Care. 2005;28:2864–70.CrossRef
6.
go back to reference Mainous AG 3rd, Majeed A, Koopman RJ, et al. Acculturation and diabetes among Hispanics: evidence from the 1999-2002 National Health and Nutrition Examination Survey. Public Health Rep. 2006;121:60–6.PubMed Mainous AG 3rd, Majeed A, Koopman RJ, et al. Acculturation and diabetes among Hispanics: evidence from the 1999-2002 National Health and Nutrition Examination Survey. Public Health Rep. 2006;121:60–6.PubMed
7.
go back to reference Chaturvedi N, Jarrett J, Shipley MJ, Fuller JH. Socioeconomic gradient in morbidity and mortality in people with diabetes: cohort study findings from the Whitehall Study and the WHO Multinational Study of Vascular Disease in Diabetes. BMJ. 1998;316:100–5.PubMed Chaturvedi N, Jarrett J, Shipley MJ, Fuller JH. Socioeconomic gradient in morbidity and mortality in people with diabetes: cohort study findings from the Whitehall Study and the WHO Multinational Study of Vascular Disease in Diabetes. BMJ. 1998;316:100–5.PubMed
8.
go back to reference Phillips LS, Branch WT, Cook CB, et al. Clinical inertia. Ann Intern Med. 2001;135:825–34.PubMed Phillips LS, Branch WT, Cook CB, et al. Clinical inertia. Ann Intern Med. 2001;135:825–34.PubMed
9.
go back to reference Derose KP, Baker DW. Limited English proficiency and Latinos' use of physician services. Med Care Res Rev. 2000;57:76–91.PubMedCrossRef Derose KP, Baker DW. Limited English proficiency and Latinos' use of physician services. Med Care Res Rev. 2000;57:76–91.PubMedCrossRef
10.
go back to reference Campos C. Addressing cultural barriers to the successful use of insulin in Hispanics with type 2 diabetes. South Med J. 2007;100:812–20.PubMedCrossRef Campos C. Addressing cultural barriers to the successful use of insulin in Hispanics with type 2 diabetes. South Med J. 2007;100:812–20.PubMedCrossRef
11.
go back to reference Thackeray R, Merrill RM, Neiger BL. Disparities in diabetes management practice between racial and ethnic groups in the United States. Diabetes Educ. 2004;30:665–75.PubMedCrossRef Thackeray R, Merrill RM, Neiger BL. Disparities in diabetes management practice between racial and ethnic groups in the United States. Diabetes Educ. 2004;30:665–75.PubMedCrossRef
12.
go back to reference Goldman DP, Joyce GF, Zheng Y. Prescription drug cost sharing: associations with medication and medical utilization and spending and health. JAMA. 2007;298:61–9.PubMedCrossRef Goldman DP, Joyce GF, Zheng Y. Prescription drug cost sharing: associations with medication and medical utilization and spending and health. JAMA. 2007;298:61–9.PubMedCrossRef
13.
go back to reference McEwen LN, Bilik D, Johnson SL, et al. Predictors and impact of intensification of antihyperglycemic therapy in type 2 diabetes: Translating Research Into Action for Diabetes (TRIAD). Diab Care. 2009;32:971–6.CrossRef McEwen LN, Bilik D, Johnson SL, et al. Predictors and impact of intensification of antihyperglycemic therapy in type 2 diabetes: Translating Research Into Action for Diabetes (TRIAD). Diab Care. 2009;32:971–6.CrossRef
14.
go back to reference The Translating Research Into Action for Diabetes (TRIAD) study: a multicenter study of diabetes in managed care. Diab Care. 2002;25:386–89 The Translating Research Into Action for Diabetes (TRIAD) study: a multicenter study of diabetes in managed care. Diab Care. 2002;25:386–89
15.
go back to reference Frankel L. Improving data quality in a sample survey. Marketing Science Institute. 1983:1–11. Frankel L. Improving data quality in a sample survey. Marketing Science Institute. 1983:1–11.
16.
go back to reference US Census Bureau. Racial and ethnic classifications used in Census 2000 and beyond. Available at www.census.gov. Accessed November 9, 2010. US Census Bureau. Racial and ethnic classifications used in Census 2000 and beyond. Available at www.​census.​gov. Accessed November 9, 2010.
17.
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 Chron Dis. 1987;40:373–83.PubMedCrossRef Charlson ME, Pompei P, Ales KL, MacKenzie CR. A new method of classifying prognostic comorbidity in longitudinal studies: development and validation. J Chron Dis. 1987;40:373–83.PubMedCrossRef
18.
go back to reference Martins M, Blaise R. Evaluation of comorbidity indices for inpatient prediction models. J Clin Epidemiol. 2006;59:665–9.PubMedCrossRef Martins M, Blaise R. Evaluation of comorbidity indices for inpatient prediction models. J Clin Epidemiol. 2006;59:665–9.PubMedCrossRef
19.
go back to reference Fiscella K, Epstein RM. So much to do, so little time: care for the socially disadvantaged and the 15-minute visit. Arch Intern Med. 2008;168:1843–52.PubMedCrossRef Fiscella K, Epstein RM. So much to do, so little time: care for the socially disadvantaged and the 15-minute visit. Arch Intern Med. 2008;168:1843–52.PubMedCrossRef
20.
go back to reference van Ryn M, Burke J. The effect of patient race and socio-economic status on physicians' perceptions of patients. Soc Sci Med. 2000;50:813–28.PubMedCrossRef van Ryn M, Burke J. The effect of patient race and socio-economic status on physicians' perceptions of patients. Soc Sci Med. 2000;50:813–28.PubMedCrossRef
21.
go back to reference Fiscella K, Goodwin MA, Stange KC. Does patient educational level affect office visits to family physicians? J Natl Med Assoc. 2002;94:157–65.PubMed Fiscella K, Goodwin MA, Stange KC. Does patient educational level affect office visits to family physicians? J Natl Med Assoc. 2002;94:157–65.PubMed
22.
go back to reference Bierman AS, Lawrence WF, Haffer SC, Clancy CM. Functional health outcomes as a measure of health care quality for Medicare beneficiaries. Health Serv Res. 2001;36:90–109.PubMed Bierman AS, Lawrence WF, Haffer SC, Clancy CM. Functional health outcomes as a measure of health care quality for Medicare beneficiaries. Health Serv Res. 2001;36:90–109.PubMed
23.
go back to reference Fiscella K, Franks P. Does psychological distress contribute to racial and socioeconomic disparities in mortality? Soc Sci Med. 1997;45:1805–9.PubMedCrossRef Fiscella K, Franks P. Does psychological distress contribute to racial and socioeconomic disparities in mortality? Soc Sci Med. 1997;45:1805–9.PubMedCrossRef
24.
go back to reference Blumenthal D, Causino N, Chang YC, et al. The duration of ambulatory visits to physicians. J Fam Pract. 1999;48:264–71.PubMed Blumenthal D, Causino N, Chang YC, et al. The duration of ambulatory visits to physicians. J Fam Pract. 1999;48:264–71.PubMed
25.
go back to reference Parchman ML, Pugh JA, Romero RL, Bowers KW. Competing demands or clinical inertia: the case of elevated glycosylated hemoglobin. Ann Fam Med. 2007;5:196–201.PubMedCrossRef Parchman ML, Pugh JA, Romero RL, Bowers KW. Competing demands or clinical inertia: the case of elevated glycosylated hemoglobin. Ann Fam Med. 2007;5:196–201.PubMedCrossRef
26.
go back to reference Briesacher BA, Gurwitz JH, Soumerai SB. Patients at-risk for cost-related medication nonadherence: a review of the literature. J Gen Intern Med. 2005;11:864–71. Briesacher BA, Gurwitz JH, Soumerai SB. Patients at-risk for cost-related medication nonadherence: a review of the literature. J Gen Intern Med. 2005;11:864–71.
27.
go back to reference Piette JD, Heisler M, Horne R, Alexander GC. A conceptually based approach to understanding chronically ill patients’ responses to medication cost pressures. Soc Sci Med. 2006;62:846–57.PubMedCrossRef Piette JD, Heisler M, Horne R, Alexander GC. A conceptually based approach to understanding chronically ill patients’ responses to medication cost pressures. Soc Sci Med. 2006;62:846–57.PubMedCrossRef
28.
go back to reference Tseng CW, Tierney EF, Gerzoff RB, et al. Race/ethnicity and economic differences in cost-related medication underuse among insured adults with diabetes: the Translating Research Into Action for Diabetes Study. Diab Care. 2008;31:261–6.CrossRef Tseng CW, Tierney EF, Gerzoff RB, et al. Race/ethnicity and economic differences in cost-related medication underuse among insured adults with diabetes: the Translating Research Into Action for Diabetes Study. Diab Care. 2008;31:261–6.CrossRef
29.
go back to reference Smith AH, Bates MH. Confidence limit analyses should replace power calculations in the interpretation of epidemiologic studies. Epidemiology. 1992;3:449–542.PubMedCrossRef Smith AH, Bates MH. Confidence limit analyses should replace power calculations in the interpretation of epidemiologic studies. Epidemiology. 1992;3:449–542.PubMedCrossRef
30.
go back to reference Ku L, Flores G. Pay now or pay later: providing interpreter services in health care. Health Aff Millwood. 2005;24:435–44.PubMedCrossRef Ku L, Flores G. Pay now or pay later: providing interpreter services in health care. Health Aff Millwood. 2005;24:435–44.PubMedCrossRef
31.
go back to reference Yoon J, Grumbach K, Bindman AB. Access to Spanish-speaking physicians in California: supply, insurance, or both. J Am Board Fam Pract. 2004;17:165–72.PubMedCrossRef Yoon J, Grumbach K, Bindman AB. Access to Spanish-speaking physicians in California: supply, insurance, or both. J Am Board Fam Pract. 2004;17:165–72.PubMedCrossRef
Metadata
Title
Primary Language, Income and the Intensification of Anti-glycemic Medications in Managed Care: the (TRIAD) Study
Authors
O. Kenrik Duru, MD, MS
Dori Bilik, MBA
Laura N. McEwen, PhD
Arleen F. Brown, MD, PhD
Andrew J. Karter, PhD
J. David Curb, MD
David G. Marrero, PhD
Shou-En Lu, PhD
Michael Rodriguez, MD
Carol M. Mangione, MD, MSPH
Publication date
01-05-2011
Publisher
Springer-Verlag
Published in
Journal of General Internal Medicine / Issue 5/2011
Print ISSN: 0884-8734
Electronic ISSN: 1525-1497
DOI
https://doi.org/10.1007/s11606-010-1588-2

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