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Garuccio J, Tsang CCS, Wan JY, Shih YCT, Chisholm-Burns MA, Dagogo-Jack S, Cushman WC, Dong X, Browning JA, Zeng R, Wang J. Racial and ethnic disparities in the enrolment of medicare medication therapy management programs. JOURNAL OF PHARMACEUTICAL HEALTH SERVICES RESEARCH 2023; 14:188-197. [PMID: 37337596 PMCID: PMC10276885 DOI: 10.1093/jphsr/rmad010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2022] [Accepted: 02/14/2023] [Indexed: 10/25/2023]
Abstract
Objectives Racial/ethnic disparities have been found in prior literature examining enrolment in Medicare medication therapy management programs. However, those studies were based on various eligibility scenarios because enrolment data were unavailable. This study tested for potential disparities in enrolment using actual MTM enrolment data. Methods Medicare Parts A&B claims, Medication Therapy Management Data Files, and the Area Health Resources File from 2013 to 2014 and 2016 to 2017 were analysed in this retrospective analysis. An adjusted logistic regression compared odds of enrolment between racial/ethnic minorities and non-Hispanic Whites (Whites) in the total sample and subpopulations with diabetes, hypertension, or hyperlipidaemia. Trends in disparities were analysed by including interaction terms in regressions between dummy variables for race/ethnic minority groups and period 2016-2017. Key Findings Disparities in MTM enrolment were detected between Blacks and Whites with diabetes in 2013-2014 (Odds Ratio = 0.78, 95% Confidence Interval = 0.75-0.81). This disparity improved from 2013-2014 to 2016-2017 for Blacks (Odds Ratio=1.08, 95% Confidence Interval = 1.04-1.11) but persisted in 2016-2017 (Odds Ratio = 0.84, 95% Confidence Interval = 0.81-0.87). A disparity was identified between Blacks and Whites with hypertension in 2013-2014 (Odds Ratio = 0.92, 95% Confidence Interval = 0.89-0.95) but not in 2016-2017. Enrolment for all groups, however, declined between periods. For example, in the total sample, the odds of enrolment declined from 2013-2014 to 2016-2017 by 22% (Odds Ratio=0.78, 95% Confidence Interval=0.75-0.81). Conclusions Racial disparities in MTM enrolment were found between Blacks and Whites among Medicare beneficiaries with diabetes in both periods and among individuals with hypertension in 2013-2014. As overall enrolment fell between periods, concerns about program enrolment remain.
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Affiliation(s)
- Joseph Garuccio
- Health Outcomes and Policy Research, Department of Clinical Pharmacy and Translational Science, University of Tennessee Health Science Center College of Pharmacy, USA
| | - Chi Chun Steve Tsang
- Health Outcomes and Policy Research, Department of Clinical Pharmacy and Translational Science, University of Tennessee Health Science Center College of Pharmacy, USA
| | - Jim Y Wan
- Department of Preventive Medicine, University of Tennessee Health Science Center College of Medicine, USA
| | - Ya Chen Tina Shih
- Department of Health Services Research, University of Texas MD Anderson Cancer Center, USA
- Section of Cancer Economics and Policy, Department of Health Services Research, University of Texas MD Anderson Cancer Center, USA
| | | | - Samuel Dagogo-Jack
- Division of Endocrinology, Diabetes & Metabolism, USA
- Clinical Research Center, University of Tennessee College of Medicine, USA
| | - William C Cushman
- Department of Preventive Medicine, University of Tennessee College of Medicine, USA
| | - Xiaobei Dong
- Health Outcomes and Policy Research, Department of Clinical Pharmacy and Translational Science, University of Tennessee Health Science Center College of Pharmacy, USA
| | - Jamie A Browning
- Health Outcomes and Policy Research, Department of Clinical Pharmacy and Translational Science, University of Tennessee Health Science Center College of Pharmacy, USA
| | - Rose Zeng
- Department of Clinical Pharmacy and Translational Science, University of Tennessee Health Science Center College of Pharmacy, USA
| | - Junling Wang
- Department of Clinical Pharmacy & Translational Science, University of Tennessee Health Science Center College of Pharmacy, USA
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Qiao Y, Spivey CA, Wang J, Shih YCT, Wan JY, Kuhle J, Dagogo-Jack S, Cushman WC, Chisholm-Burns MA. Higher Predictive Value Positive for MMA Than ACA MTM Eligibility Criteria Among Racial and Ethnic Minorities: An Observational Study. INQUIRY : A JOURNAL OF MEDICAL CARE ORGANIZATION, PROVISION AND FINANCING 2018; 55:46958018795749. [PMID: 30175638 PMCID: PMC6122237 DOI: 10.1177/0046958018795749] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
The objective of this study was to examine positive predictive value (PPV) of medication therapy management (MTM) eligibility criteria under Medicare Modernization Act (MMA) and Affordable Care Act (ACA) in identifying patients with medication utilization issues across racial and ethnic groups. The study analyzed Medicare data (2012-2013) for 2 213 594 beneficiaries. Medication utilization issues were determined based on medication utilization measures mostly developed by Pharmacy Quality Alliance. MMA was associated with higher PPV than ACA in identifying individuals with medication utilization issues among non-Hispanic blacks (blacks) and Hispanics than non-Hispanic whites (whites). For example, odds ratio for having medication utilization issues to whites when examining MMA in 2013 and ACA were 1.09 (95% confidence interval [CI] = 1.04-1.15) among blacks, and 1.17 (95% CI = 1.10-1.24) among Hispanics, in the main analysis. Therefore, MMA was associated with 9% and 17% higher PPV than ACA in identifying patients with medication utilization issues among blacks and Hispanics, respectively, than whites.
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Affiliation(s)
- Yanru Qiao
- 1 The University of Tennessee Health Science Center, Memphis, USA
| | | | - Junling Wang
- 1 The University of Tennessee Health Science Center, Memphis, USA
| | | | - Jim Y Wan
- 1 The University of Tennessee Health Science Center, Memphis, USA
| | - Julie Kuhle
- 3 Pharmacy Quality Alliance, Alexandria, VA, USA
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Spivey CA, Wang J, Qiao Y, Shih YCT, Wan JY, Kuhle J, Dagogo-Jack S, Cushman WC, Chisholm-Burns M. Racial and Ethnic Disparities in Meeting MTM Eligibility Criteria Based on Star Ratings Compared with the Medicare Modernization Act. J Manag Care Spec Pharm 2018; 24:97-107. [PMID: 29384031 PMCID: PMC5793919 DOI: 10.18553/jmcp.2018.24.2.97] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
BACKGROUND Previous research found racial and ethnic disparities in meeting medication therapy management (MTM) eligibility criteria implemented by the Centers for Medicare & Medicaid Services (CMS) in accordance with the Medicare Modernization Act (MMA). OBJECTIVE To examine whether alternative MTM eligibility criteria based on the CMS Part D star ratings quality evaluation system can reduce racial and ethnic disparities. METHODS This study analyzed the Beneficiary Summary File and claims files for Medicare beneficiaries linked to the Area Health Resource File. Three million Medicare beneficiaries with continuous Parts A, B, and D enrollment in 2012-2013 were included. Proposed star ratings criteria included 9 existing medication safety and adherence measures developed mostly by the Pharmacy Quality Alliance. Logistic regression and the Blinder-Oaxaca approach were used to test disparities in meeting MMA and star ratings eligibility criteria across racial and ethnic groups. Multinomial logistic regression was used to examine whether there was a disparity reduction by comparing individuals who were MTM-eligible under MMA but not under star ratings criteria and those who were MTM-eligible under star ratings criteria but not under the MMA. Concerning MMA-based MTM criteria, main and sensitivity analyses were performed to represent the entire range of the MMA eligibility thresholds reported by plans in 2009, 2013, and proposed by CMS in 2015. Regarding star ratings criteria, meeting any 1 of the 9 measures was examined as the main analysis, and various measure combinations were examined as the sensitivity analyses. RESULTS In the main analysis, adjusted odds ratios for non-Hispanic blacks (backs) and Hispanics to non-Hispanic whites (whites) were 1.394 (95% CI = 1.375-1.414) and 1.197 (95% CI = 1.176-1.218), respectively, under star ratings. Blacks were 39.4% and Hispanics were 19.7% more likely to be MTM-eligible than whites. Blacks and Hispanics were less likely to be MTM-eligible than whites in some sensitivity analyses. Disparities were not completely explained by differences in patient characteristics based on the Blinder-Oaxaca approach. The multinomial logistic regression of each main analysis found significant adjusted relative risk ratios (RRR) between whites and blacks for 2009 (RRR = 0.459, 95% CI = 0.438-0.481); 2013 (RRR = 0.449, 95% CI = 0.434-0.465); and 2015 (RRR = 0.436, 95% CI = 0.425-0.446) and between whites and Hispanics for 2009 (RRR = 0.559, 95% CI = 0.528-0.593); 2013 (RRR = 0.544, 95% CI = 0.521-0.569); and 2015 (RRR = 0.503, 95% CI = 0.488-0.518). These findings indicate a significant reduction in racial and ethnic disparities when using star ratings eligibility criteria; for example, black-white disparities in the likelihood of meeting MTM eligibility criteria were reduced by 55.1% based on star ratings compared with MMA in 2013. Similar patterns were found in most sensitivity and disease-specific analyses. CONCLUSIONS This study found that minorities were more likely than whites to be MTM-eligible under the star ratings criteria. In addition, MTM eligibility criteria based on star ratings would reduce racial and ethnic disparities associated with MMA in the general Medicare population and those with specific chronic conditions. DISCLOSURES Research reported in this publication was supported by the National Institute on Aging of the National Institutes of Health under award number R01AG049696. The content of this study is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health. Cushman reports an Eli Lilly grant and uncompensated consulting for Takeda Pharmaceuticals outside this work. The other authors have no potential conflicts of interest to report. Study concept and design were contributed by Wang and Shih, along with Wan, Kuhle, Spivey, and Cushman. Wang, Qiao, and Wan took the lead in data collection, with assistance from the other authors. Data interpretation was performed by Wang, Kuhle, and Qiao, with assistance from the other authors. The manuscript was written by Spivey and Qiao, along with the other authors, and revised by Cushman, Dagogo-Jack, and Chisholm-Burns, along with the other authors.
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Affiliation(s)
| | - Junling Wang
- 1 University of Tennessee College of Pharmacy, Memphis
| | - Yanru Qiao
- 1 University of Tennessee College of Pharmacy, Memphis
| | | | - Jim Y Wan
- 3 University of Tennessee Health Science Center College of Medicine, Memphis
| | - Julie Kuhle
- 4 Pharmacy Quality Alliance, Alexandria, Virginia
| | - Samuel Dagogo-Jack
- 3 University of Tennessee Health Science Center College of Medicine, Memphis
| | - William C Cushman
- 5 University of Tennessee Health Science Center College of Medicine and Veterans Affairs Medical Center, Memphis, Tennessee
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Lu D, Qiao Y, Johnson KC, Wang J. Racial and ethnic disparities in meeting MTM eligibility criteria among patients with asthma. J Asthma 2016; 54:504-513. [PMID: 27676212 DOI: 10.1080/02770903.2016.1238927] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
BACKGROUND Asthma is one of the most frequently targeted chronic diseases in the medication therapy management (MTM) programs of the Medicare prescription drug (Part D) benefits. Although racial and ethnic disparities in meeting eligibility criteria for MTM services have been reported, little is known about whether there would be similar disparities among adults with asthma in the United States. METHODS Adult patients with asthma (age ≥ 18) from Medical Expenditure Panel Survey (2011-2012) were analyzed. Bivariate analyses were conducted to compare the proportions of patients who would meet Medicare MTM eligibility criteria between non-Hispanic Blacks (Blacks), Hispanics and non-Hispanic Whites (Whites). Survey-weighted logistic regression was performed to adjust for patient characteristics. Main and sensitivity analyses were conducted to cover the entire range of the eligibility thresholds used by Part D plans in 2011-2012. RESULTS The sample included 4,455 patients with asthma, including 2,294 Whites, 1,218 Blacks, and 943 Hispanics. Blacks and Hispanics had lower proportions of meeting MTM eligibility criteria than did Whites (P < 0.001). According to the main analysis, Blacks and Hispanics had 36% and 32% lower, respectively, likelihood of MTM eligibility than Whites (odds ratio [OR]: 0.64, 95% confidence interval [CI]: 0.45-0.90; OR: 0.68, 95% CI: 0.47-0.98, respectively). Similar results were obtained in sensitivity analyses. CONCLUSIONS There are racial and ethnic disparities in meeting Medicare Part D MTM eligibility criteria among adult patients with asthma. Future studies should examine the implications of such disparities on health outcomes of patients with asthma and explore alternative MTM eligibility criteria.
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Affiliation(s)
- Degan Lu
- a Department of Respiratory Medicine , Shandong Provincial Qianfoshan Hospital, Shandong University , Shandong , China
| | - Yanru Qiao
- b University of Tennessee College of Pharmacy , Memphis , TN , USA
| | - Karen C Johnson
- c Department of Preventive Medicine , University of Tennessee Health Science Center College of Medicine , Memphis , TN , USA
| | - Junling Wang
- b University of Tennessee College of Pharmacy , Memphis , TN , USA
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Wang J, Qiao Y, Spivey CA, Li C, Clark C, Deng Y, Liu F, Tillman J, Chisholm-Burns M. Disparity Implications of Proposed 2015 Medicare Eligibility Criteria for Medication Therapy Management Services. JOURNAL OF PHARMACEUTICAL HEALTH SERVICES RESEARCH 2016; 7:209-215. [PMID: 28025599 DOI: 10.1111/jphs.12142] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
OBJECTIVES Previous studies found that racial and ethnic minorities may be less likely than non-Hispanic Whites (Whites) to meet existing Medicare medication therapy management (MTM) eligibility criteria. To address these issues, the Centers for Medicare & Medicaid Services (CMS) proposed alternative Medicare MTM eligibility criteria for 2015. Due to opposition to other Part D reforms proposed simultaneously by various stakeholders, CMS rescinded all proposed reforms. This study was conducted to determine whether non-Hispanic Blacks (Blacks) and Hispanics have lower likelihood of meeting the proposed 2015 Medicare MTM eligibility criteria. METHODS This retrospective observational analysis used Medical Expenditure Panel Survey data (2010-2011). The final study sample was comprised of 2,721 Whites (weighted to 37,185,896), 917 Blacks (weighted to 4,665,644), and 538 Hispanics (weighted to 3,532,882). Chi-square tests were used to examine racial and ethnic disparities in meeting proposed 2015 MTM eligibility criteria and each component of proposed 2015 MTM eligibility criteria. In multivariate analysis, a logistic regression model was used to control for population socio-demographic and health-related characteristics. KEY FINDINGS Compared to Whites with a proportion of MTM eligibility of 58.82%, the eligible proportion was 57.09% (P=0.20) for Blacks, and 48.97% (P<0.0001) for Hispanics, respectively. According to multivariate logistic regression, odds ratios of meeting MTM eligibility for Blacks and Hispanics compared to Whites were 0.74 (95% Confidence Internal [CI] = 0.62-0.88) and 0.53 (95% CI=0.43-0.67), respectively. CONCLUSIONS The proposed 2015 MTM eligibility criteria would not eliminate racial and ethnic disparities in MTM eligibility. Alternative MTM eligibility criteria should be devised.
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Affiliation(s)
- Junling Wang
- Department of Clinical Pharmacy, The University of Tennessee Health Science Center College of Pharmacy, 881 Madison Avenue, Room 221, Memphis, TN 38163
| | - Yanru Qiao
- Department of Clinical Pharmacy, The University of Tennessee Health Science Center College of Pharmacy, 881 Madison Avenue, Room 212, Memphis, TN 38163, , ,
| | - Christina A Spivey
- Department of Clinical Pharmacy, The University of Tennessee Health Science Center College of Pharmacy, 881 Madison Avenue, Room 258, Memphis, TN 38163, , ,
| | - Christine Li
- The University of Tennessee Health Science Center College of Pharmacy, 881 Madison Avenue, Memphis, TN 38163, , ,
| | - Caroline Clark
- The University of Tennessee Health Science Center College of Pharmacy, 881 Madison Avenue, Memphis, TN 38163, , ,
| | - Yuewen Deng
- The University of Tennessee Health Science Center College of Pharmacy, 881 Madison Avenue, Memphis TN 38163, , ,
| | - Flora Liu
- Firefly Life Technologies, 101 Catskill Court, Belle Mead, NJ 08502, , ,
| | - Jeffrey Tillman
- The University of Tennessee Health Science Center, 881 Madison Avenue, Memphis TN 38163, , ,
| | - Marie Chisholm-Burns
- The University of Tennessee Health Science Center, 881 Madison Avenue, Memphis TN 38139, , ,
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Wang J, Qiao Y, Tina Shih YC, Spivey CA, Dagogo-Jack S, Wan JY, White-Means SI, Cushman WC, Chisholm-Burns MA. Potential effects of racial and ethnic disparities in meeting Medicare medication therapy management eligibility criteria. JOURNAL OF PHARMACEUTICAL HEALTH SERVICES RESEARCH 2014; 5:109-118. [PMID: 25045406 PMCID: PMC4100715 DOI: 10.1111/jphs.12055] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
OBJECTIVE Medication therapy management (MTM) has the potential to play an instrumental role in reducing racial and ethnic disparities in health care. However, previous research has found that Blacks and Hispanics are less likely to be eligible for MTM. The purpose of the current study was to examine the potential effects of MTM eligibility criteria on racial and ethnic disparities in health outcomes. METHODS The current study is a retrospective cross-sectional analysis of the Medicare Current Beneficiary Survey Cost and Use files for the years 2007 and 2008. A difference-in-differences model was used to compare disparities in outcomes between ineligible and eligible beneficiaries according to MTM eligibility criteria in 2010. This was achieved by including in regression models interaction terms between dummy variables for Blacks/Hispanics and MTM eligibility criteria. Interaction terms were interpreted on both multiplicative and additive terms. Various regression models were used depending on the types of variables. KEY FINDINGS Whites were more likely to report self-perceived good health status than Blacks and Hispanics among both MTM-eligible and MTM-ineligible populations. Disparities were greater among MTM-ineligible than MTM-eligible populations (e.g., on additive term, difference in odds=1.94 and P<0.01 for Whites and Blacks; difference in odds=2.86 and P<0.01 for Whites and Hispanics). A few other measures also exhibited significant patterns. CONCLUSIONS MTM eligibility criteria may exacerbate racial and ethnic disparities in health status and some measures of health services utilizations and costs and medication utilization. Future research should examine strategies to remediate the effects of MTM eligibility criteria on disparities.
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Affiliation(s)
- Junling Wang
- Health Outcomes and Policy Research & Interim Graduate Program Co-Director, Department of Clinical Pharmacy, University of Tennessee College of Pharmacy, 881 Madison Avenue, Room 221, Memphis, TN 38163, , ,
| | - Yanru Qiao
- Health Outcomes and Policy Research, Department of Clinical Pharmacy, University of Tennessee College of Pharmacy, 881 Madison Avenue, Room 212, Memphis, TN 38163, , ,
| | - Ya-Chen Tina Shih
- Section of Hospital Medicine, Department of Medicine & Director, Program in the Economics of Cancer, University of Chicago, 5841 S. Maryland Ave., MC 5000, Office W306, Chicago, IL 60637, , ,
| | - Christina A Spivey
- Department of Clinical Pharmacy, University of Tennessee College of Pharmacy, 881 Madison Avenue, Room 258, , ,
| | - Samuel Dagogo-Jack
- Division of Endocrinology, Diabetes & Metabolism Director, Clinical Research Center, University of Tennessee Health Science Center, 920 Madison Avenue, Suite 300A, Memphis, TN 38163, , ,
| | - Jim Y Wan
- Department of Preventive Medicine, University of Tennessee Health Science Center, 66 N. Pauline, Suite 633, Memphis, TN 38163, , ,
| | - Shelley I White-Means
- Consortium for Health Education, Economic Empowerment and Research (CHEER), Department of Clinical Pharmacy, University of Tennessee College of Pharmacy, 881 Madison Avenue, Room 202, Memphis, TN 38163, , ,
| | - William C Cushman
- Department of Preventive Medicine and Medicine, University of Tennessee College of Medicine & Chief, Preventive Medicine Section, Veterans Affairs Medical Center, 1030 Jefferson Avenue, Room 5159, Memphis, TN 38104, , ,
| | - Marie A Chisholm-Burns
- University of Tennessee College of Pharmacy, 881 Madison Avenue, Room 264, Memphis, TN 38163, , ,
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Wang J, Qiao Y, Tina Shih YC, Wan JY, White-Means SI, Dagogo-Jack S, Cushman WC. Potential health implications of racial and ethnic disparities in meeting MTM eligibility criteria. Res Social Adm Pharm 2014; 10:106-25. [PMID: 23759673 PMCID: PMC3858402 DOI: 10.1016/j.sapharm.2013.03.007] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2012] [Revised: 03/07/2013] [Accepted: 03/07/2013] [Indexed: 10/26/2022]
Abstract
BACKGROUND Previous studies have found that racial and ethnic minorities would be less likely to meet the Medicare eligibility criteria for medication therapy management (MTM) services than their non-Hispanic White counterparts. OBJECTIVES To examine whether racial and ethnic disparities in health status, health services utilization and costs, and medication utilization patterns among MTM-ineligible individuals differed from MTM-eligible individuals. METHODS This study analyzed Medicare beneficiaries in 2004-2005 Medicare Current Beneficiary Survey. Various multivariate regressions were employed depending on the nature of dependent variables. Interaction terms between the dummy variables for Blacks (and Hispanics) and MTM eligibility were included to test whether disparity patterns varied between MTM-ineligible and MTM-eligible individuals. Main and sensitivity analyses were conducted for MTM eligibility thresholds for 2006 and 2010. RESULTS Based on the main analysis for 2006 MTM eligibility criteria, the proportions for self-reported good health status for Whites and Blacks were 82.82% vs. 70.75%, respectively (difference = 12.07%; P < 0.001), among MTM-ineligible population; and 56.98% vs. 52.14%, respectively (difference = 4.84%; P = 0.31), among MTM-eligible population. The difference between these differences was 7.23% (P < 0.001). In the adjusted logistic regression, the interaction effect for Blacks and MTM eligibility had an OR of 1.57 (95% Confidence Interval, or CI = 0.98-2.52) on multiplicative term and difference in odds of 2.38 (95% CI = 1.54-3.22) on additive term. Analyses for disparities between Whites and Hispanics found similar disparity patterns. All analyses for 2006 and 2010 eligibility criteria generally reported similar patterns. Analyses of other measures did not find greater racial or ethnic disparities among the MTM-ineligible than MTM-eligible individuals. CONCLUSIONS Disparities in MTM eligibility may aggravate existing racial and ethnic disparities in health outcomes. However, disparities in MTM eligibility may not aggravate existing disparities in health services utilization and costs and medication utilization patterns. Future studies should examine the effects of Medicare Part D on these disparities.
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Affiliation(s)
- Junling Wang
- Department of Clinical Pharmacy, University of Tennessee College of Pharmacy, Memphis, TN 38163, USA.
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Wang J, Qiao Y. Historical trend of disparity implications of Medicare MTM eligibility criteria. Res Social Adm Pharm 2013; 9:758-69. [PMID: 23062785 PMCID: PMC3549304 DOI: 10.1016/j.sapharm.2012.09.003] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2012] [Revised: 09/01/2012] [Accepted: 09/01/2012] [Indexed: 11/16/2022]
Abstract
BACKGROUND Non-Hispanic Blacks (Blacks) and Hispanics have a lower likelihood of being eligible for medication therapy management (MTM) services than do non-Hispanic Whites (Whites) based on Medicare MTM eligibility criteria. OBJECTIVES To determine whether MTM eligibility criteria would perform differently over time, this study examined the trend of MTM disparities from 1996-1997 to 2007-2008. METHODS The study populations were Medicare beneficiaries from the Medical Expenditure Panel Survey. Proportions and the odds of MTM eligibility were compared between Whites and ethnic minorities. The trend of disparities was examined by including in logistic regression models interaction terms between dummy variables for the minority groups and 2007-2008. MTM eligibility thresholds for 2008 and 2010-2011 were analyzed. Main and sensitivity analyses were conducted to represent the entire range of the eligibility criteria. RESULTS This study found no statistical significant racial or ethnic disparities associated with the MTM eligibility criteria for 2008 among the Medicare population during 1996-1997. However, racial disparities associated with 2010-2011 MTM eligibility criteria were significant according to multivariate analyses among the Medicare population during 1996-1997. During 2007-2008, both racial and ethnic disparities associated with both 2008 MTM eligibility criteria and 2010-2011 eligibility criteria were generally significant. Disparity patterns did not exhibit a statistically significant change from 1996-1997 to 2007-2008. CONCLUSIONS Racial and ethnic disparities in meeting MTM eligibility criteria may not decrease over time unless MTM eligibility criteria are changed.
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Affiliation(s)
- Junling Wang
- Department of Clinical Pharmacy, College of Pharmacy, University of Tennessee Health Science Center, 881 Madison Avenue, Room 221, Memphis, TN 38163, USA.
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Munshi KD, Shih YCT, Brown LM, Dagogo-Jack S, Wan JY, Wang J. Disparity implications of the Medicare medication therapy management eligibility criteria: a literature review. Expert Rev Pharmacoecon Outcomes Res 2013; 13:201-16. [PMID: 23570431 DOI: 10.1586/erp.13.6] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
The emphasis on eliminating racial and ethnic disparities in healthcare has received national attention, with various policy initiatives addressing this problem and proposing solutions. However, in the current economic era requiring tight monetary constraints, emphasis is increasingly being placed on economic efficiency, which often conflicts with the equality doctrine upon which many policies have been framed. The authors' review aims to highlight the disparity implications of one such policy provision - the predominantly utilization-based eligibility criteria for medication therapy management services under Medicare Part D - by identifying studies that have documented racial and ethnic disparities in health status and the use of and spending on prescription medications. Future design and evaluation of various regulations and legislations employing utilization-based eligibility criteria must use caution in order to strike an equity-efficiency balance.
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Affiliation(s)
- Kiraat D Munshi
- Department of Clinical Pharmacy, University of Tennessee College of Pharmacy, 881 Madison Ave., Room 212, Memphis, TN 38163, USA
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Wang J, Brown LM, Hong SH. Racial and ethnic disparities in meeting Part D MTM eligibility criteria among the non-Medicare population. J Am Pharm Assoc (2003) 2013; 52:e87-96. [PMID: 23023863 DOI: 10.1331/japha.2012.11146] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
OBJECTIVE To determine whether racial and ethnic minorities were less likely to meet the Medicare Part D eligibility criteria for medication therapy management (MTM) services compared with whites among the adult non-Medicare population, because some non-Medicare health plans have followed the Medicare example. DESIGN Cross-sectional observational study. SETTING United States, 2007-08. PATIENTS 16,691 white, 5,923 black, and 9,242 Hispanic adults (>17 years) among the non-Medicare population. INTERVENTION Analysis of the Medical Expenditure Panel Survey. MTM eligibility criteria used by Part D plans in 2008 and 2010-11 were examined. Main and sensitivity analyses were conducted to represent the entire range of the eligibility thresholds used by Part D plans. Analyses also were conducted among individuals with heart disease, diabetes, and hypertension. MAIN OUTCOME MEASURES Proportions and odds of patients meeting Part D MTM eligibility criteria. RESULTS According to the main analysis examining 2008 eligibility criteria, whites had a higher proportion of eligible individuals than did blacks (3.73% vs. 2.57%) and Hispanics (1.53%, P < 0.05 for both comparisons). According to survey-weighted logistic regression adjusting for patient characteristics, blacks and Hispanics had odds ratios for MTM eligibility of 0.60 (95% CI 0.46-0.79) and 0.54 (0.40-0.72), respectively, compared with whites. Sensitivity analyses, analyses examining 2010-11 eligibility criteria, and analyses among individuals with heart disease, diabetes, and hypertension produced similar findings. CONCLUSION Racial and ethnic minorities have lower odds for meeting Part D MTM eligibility criteria than whites among the adult non-Medicare population. MTM eligibility criteria need to be modified to address these disparities.
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Affiliation(s)
- Junling Wang
- College of Pharmacy, University of Tennessee Health Science Center, 881 Madison Ave., Memphis, TN 38163, USA.
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Wang J, Mullins CD, Brown LM, Shih YCT, Dagogo-Jack S, Hong SH, Cushman WC. Disparity implications of Medicare eligibility criteria for medication therapy management services. Health Serv Res 2010; 45:1061-82. [PMID: 20500223 PMCID: PMC2910569 DOI: 10.1111/j.1475-6773.2010.01118.x] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
Abstract
OBJECTIVE To determine whether there would be racial and ethnic disparities in meeting eligibility criteria for medication therapy management (MTM) services implemented in 2006 for Medicare beneficiaries. DATA SOURCES/STUDY SETTING Secondary data analyses of the Medical Expenditure Panel Survey (2004-2005). STUDY DESIGN Logistic regression and recycled predictions were used to test the disparities in meeting eligibility criteria across racial and ethnic groups. The eligibility thresholds used by health plans in 2006 and new thresholds recommended for 2010 were examined. Racial and ethnic disparities were examined by comparing non-Hispanic blacks (blacks) with non-Hispanic whites (whites) and comparing Hispanics with whites, respectively. Disparities were also examined among individuals with severe health problems. PRINCIPAL FINDINGS According to 2006 thresholds, the adjusted odds ratios for meeting eligibility criteria for blacks and Hispanics to whites were 0.36-0.60 (p<.05) and 0.13-0.46 (p<.05), respectively. Blacks and Hispanics would be 21-34 and 32-38 percent, respectively, less likely to be eligible than whites according to recycled predictions. Similar patterns were found using the 2010 eligibility thresholds and among individuals with severe health problems. CONCLUSIONS There would be racial and ethnic disparities in meeting MTM eligibility criteria. Future research is warranted to confirm the findings using data after MTM implementation.
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Affiliation(s)
- Junling Wang
- Department of Pharmaceutical Sciences, University of Tennessee College of Pharmacy, 847 Monroe Avenue, Room 205R, Memphis, TN 38163, USA.
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Ashman TA, Cantor JB, Gordon WA, Spielman L, Flanagan S, Ginsberg A, Engmann C, Egan M, Ambrose F, Greenwald B. A randomized controlled trial of sertraline for the treatment of depression in persons with traumatic brain injury. Arch Phys Med Rehabil 2009; 90:733-40. [PMID: 19406291 DOI: 10.1016/j.apmr.2008.11.005] [Citation(s) in RCA: 110] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2008] [Revised: 11/11/2008] [Accepted: 11/11/2008] [Indexed: 11/19/2022]
Abstract
OBJECTIVE To examine the efficacy of sertraline in the treatment of depression after traumatic brain injury (TBI). DESIGN Double-blind, randomized controlled trial. SETTING Research center at a major urban medical center. PARTICIPANTS Subjects were a referred and volunteer sample of 52 participants with TBI, a diagnosis of major depression disorder (MDD), and a score on the Hamilton Rating Scale for Depression (HAM-D) of 18 or greater. The majority of the sample was male (58%), had less than 14 years of education (73%), had incomes below $20,000 (82%), and were from minority backgrounds (75%). Approximately one third of the sample had mild brain injuries, and two thirds had moderate to severe brain injuries. The mean age was 47+/-11, and the mean time since injury was 17+/-14 years. One participant withdrew from the study because of side effects. INTERVENTION Daily oral sertraline in doses starting at 25mg and increasing to therapeutic levels (up to 200mg) or placebo for 10 weeks. MAIN OUTCOME MEASURES The HAM-D, the Beck Anxiety Inventory, and the Life-3 quality of life (QOL). RESULTS No statistically significant differences were found at baseline between drug and placebo groups on baseline measures of depression (24.8+/-7.3 vs 27.7+/-7.0), anxiety (16.4+/-12.3 vs 24.0+/-14.9), or QOL (2.96+/-1.0 vs 2.9+/-0.9). The income level of those receiving placebo was significantly lower than those participants receiving medication. Analyses of covariance revealed significant changes from preintervention to posttreatment for all 3 outcome measures (P<.001) but no group effects. Random-effects modeling did not find any significant difference in patterns of scores of the outcome measures between the placebo and medication groups. CONCLUSIONS Both groups showed improvements in mood, anxiety, and QOL, with 59% of the experimental group and 32% of the placebo group responding to the treatment, defined as a reduction of a person's HAM-D score by 50%.
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Affiliation(s)
- Teresa A Ashman
- Department of Rehabilitation Medicine, Mount Sinai School of Medicine, New York, NY 10029, USA.
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Cobaugh DJ, Angner E, Kiefe CI, Ray MN, LaCivita CL, Weissman NW, Saag KG, Allison JJ. Effect of racial differences on ability to afford prescription medications. Am J Health Syst Pharm 2008; 65:2137-43. [DOI: 10.2146/ajhp080062] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023] Open
Affiliation(s)
- Daniel J. Cobaugh
- American Society of Health-System Pharmacists (ASHP) Research and Education Foundation, Bethesda, MD
| | - Erik Angner
- Departments of Philosophy and Finance, University of Alabama at Birmingham (UAB), Birmingham
| | - Catarina I. Kiefe
- Division of Preventive Medicine, School of Medicine, and Founding Director, Center for Outcomes and Effectiveness Research and Education, UAB
| | - Midge N. Ray
- Department of Health Services Administration, School of Health Professions, and Associate Professor, Center for Education and Research on Therapeutics of Musculoskeletal Diseases, UAB
| | | | - Norman W. Weissman
- Department of Health Services Administration, School of Health Professions, UAB
| | - Kenneth G. Saag
- Center for Education and Research on Therapeutics of Musculoskeletal Diseases, and Professor of Medicine, School of Medicine, UAB
| | - Jeroan J. Allison
- Center for Education and Research on Therapeutics of Musculoskeletal Diseases, and Professor of Medicine, School of Medicine, UAB
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Wang J, Mullins CD, Zuckerman IH, Walker GD, Suda KJ, Yang Y, White-Means SI. Medical Expenditure Panel Survey: A valuable database for studying racial and ethnic disparities in prescription drug use. Res Social Adm Pharm 2008; 4:206-17. [DOI: 10.1016/j.sapharm.2007.06.018] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2007] [Revised: 06/20/2007] [Accepted: 06/22/2007] [Indexed: 10/21/2022]
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Wang J, Dong Z, Hong SH, Suda KJ. A comparison of direct medical costs across racial and ethnic groups among children with cancer. Curr Med Res Opin 2008; 24:847-58. [PMID: 18257977 DOI: 10.1185/030079908x273390] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
OBJECTIVE Previous studies reported that some minority childhood cancer patients are likely to develop worse outcomes than white children. This study examines whether there are racial and ethnic disparities in health expenditures among children with cancer. RESEARCH DESIGN AND METHODS A retrospective study was conducted among children (younger than 20) with cancer diagnoses in the Medical Expenditure Panel Survey (MEPS; 1996 to 2004). Total health expenditures and the following subcategories were examined across racial and ethnic groups: (1) office-based visits; (2) outpatient visits; (3) inpatient and emergency room visits; (4) home health care; (5) prescription drugs; and (6) dental, vision, and other health care expenditures. Consumer price indexes were used to convert all expenditures to 2004 dollars. A classical linear model was analyzed using the natural logarithm of health expenditures as the dependent variable, with the purpose of determining whether there were racial and ethnic differences in health expenditures after adjusting for confounding factors. RESULTS Study sample included 394 non-Hispanic whites (weighted to 4 958 685), 53 non-Hispanic blacks (weighted to 352 534), and 94 Hispanic whites (weighted to 424 319). Hispanic blacks and other minority populations were excluded from the analysis due to insufficient sample size. The annual total health expenditure for treating each child with cancer was $3467.40, $2156.15, and $5545.34, respectively, among non-Hispanic whites, non-Hispanic blacks, and Hispanic whites. The differences in the various subcategories of health expenditures across racial and ethnic groups were generally not significant according to both descriptive and analytical analyses with very few exceptions. CONCLUSIONS This study did not identify significant racial and ethnic disparities in health care costs. However, one important study limitation is the small sample size of the minority populations in the study sample.
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Affiliation(s)
- Junling Wang
- Division of Health Outcomes and Policy Research, Department of Pharmaceutical Sciences, University of Tennessee College of Pharmacy, Memphis, TN 38163, USA.
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Dobalian A, Rivers PA. Racial and ethnic disparities in the use of mental health services. J Behav Health Serv Res 2007; 35:128-41. [PMID: 18074230 DOI: 10.1007/s11414-007-9097-8] [Citation(s) in RCA: 64] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2006] [Accepted: 11/05/2007] [Indexed: 11/26/2022]
Abstract
The authors used data from the 1998-1999 Community Tracking Study (CTS) household survey to examine variations in predictors of use of mental health services among different racial and ethnic groups (white, African American, Hispanic, and other). African Americans and Hispanics were less likely to have visited a mental health professional (MHP) in the prior year than were whites. Independent of health insurance and health status, low- to middle-income African Americans may be at particular risk for inadequate use of an MHP compared to higher-income African Americans. Similarly, upper-income Hispanics were more likely to have visited an MHP than Hispanics in the lowest income range. Adults aged 50 and older were less likely to visit an MHP than individuals aged 18-49. Depressed men were more likely to visit an MHP than depressed women. Efforts to reduce disparities should focus on lower-income racial and ethnic minorities.
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Affiliation(s)
- Aram Dobalian
- VA Greater Los Angeles Healthcare System, HSR & D Center of Excellence for the Study of Healthcare Provider Behavior, Sepulveda Ambulatory Care Center and Nursing Home, 16111 Plummer St. (152), Sepulveda, CA 91343, USA.
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