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Featured researches published by Yanru Qiao.


Research in Social & Administrative Pharmacy | 2013

Historical trend of disparity implications of Medicare MTM eligibility criteria.

Junling Wang; Yanru Qiao

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.


Current Medical Research and Opinion | 2015

Stroke associated with discontinuation of warfarin therapy for atrial fibrillation

Christina A. Spivey; Xianchen Liu; Yanru Qiao; Jack Mardekian; Robert B. Parker; Hemant Phatak; Cristina Masseria; Sumesh Kachroo; Younos Abdulsattar; Junling Wang

Abstract Objective: The objective of this study was to determine the association between warfarin discontinuation and stroke among patients with nonvalvular atrial fibrillation (NVAF). Research design and methods: This was a retrospective, observational study of adult NVAF patients (≥18 years) who were on warfarin in the Truven MarketScan commercial claims and encounters and Medicare supplemental and coordination of benefits databases (1 January 2008 to 30 June 2012). Warfarin discontinuation was defined as a gap of ≥45 days in warfarin prescription within 1 year after initiation. Patients who did and did not discontinue warfarin were matched at a 1:1 ratio using a propensity score method. Matched patients were followed for up to 1 year to determine risks of ischemic stroke, transient ischemic attack (TIA), and hemorrhagic stroke. A multivariate Cox proportional hazards model was used to further adjust for the effects of potential confounders. Results: A total of 27,000 patients were included. Patients who discontinued warfarin had higher rates of ischemic stroke compared to persistent patients (1.0 vs. 0.5 per 100 patient years, P < 0.01), but similar rates of TIA (1.2 vs. 0.9 per 100 patient years, respectively; P = 0.07) and hemorrhagic stroke (0.3 vs. 0.2 per 100 patient years, P = 0.31). After adjustment for potential confounders, warfarin discontinuation was significantly associated with increased risk of ischemic stroke (hazard ratio [HR]: 2.04; 95% confidence interval [CI]: 1.47–2.84), TIA (HR: 1.36; 95% CI: 1.04–1.78), and ischemic stroke or TIA (HR: 1.50; 95% CI: 1.20–1.87). Conclusions: Warfarin discontinuation is associated with increased risk of ischemic stroke and TIA. Health care providers may need to take a more active role in the management of warfarin discontinuation and clinical outcomes, e.g., by considering newer anticoagulants with favorable risk–benefit profiles. Key limitations of the study include unavailability of important clinical factors and measures in claims data.


Journal of Asthma | 2017

Racial and Ethnic Disparities in Meeting MTM Eligibility Criteria Among Patients with Asthma.

Degan Lu; Yanru Qiao; Karen C. Johnson; Junling Wang

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.


Journal of Pharmaceutical Health Services Research | 2014

Potential effects of racial and ethnic disparities in meeting Medicare medication therapy management eligibility criteria

Junling Wang; Yanru Qiao; Ya Chen Tina Shih; Christina A. Spivey; Samuel Dagogo-Jack; Jim Y. Wan; Shelley I. White-Means; William C. Cushman; Marie A. Chisholm-Burns

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.


Journal of Pharmaceutical Health Services Research | 2016

Disparity implications of proposed 2015 Medicare eligibility criteria for medication therapy management services

Junling Wang; Yanru Qiao; Christina A. Spivey; Christine Li; Caroline Clark; Yuewen Deng; Flora Liu; Jeffrey Tillman; Marie A. Chisholm-Burns

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.


Journal of Managed Care Pharmacy | 2018

Racial and Ethnic Disparities in Meeting MTM Eligibility Criteria Based on Star Ratings Compared with the Medicare Modernization Act

Christina A. Spivey; Junling Wang; Yanru Qiao; Ya Chen Tina Shih; Jim Y. Wan; Julie Kuhle; Samuel Dagogo-Jack; William C. Cushman; Marie A. Chisholm-Burns

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.


Journal of Pharmaceutical Health Services Research | 2018

Predictive value positive of MTM eligibility criteria under MMA and ACA in identifying individuals with medication utilization issues

Yanru Qiao; Christina A. Spivey; Junling Wang; Ya-Chen Tina Shih; Jim Y. Wan; Julie W. Kuhle; Samuel Dagogo-Jack; William C. Cushman; Marie A. Chisholm-Burns

To compare the predictive value positives (PVP) of medication therapy management eligibility criteria under the Medicare Modernization Act (MMA) and Affordable Care Act (ACA) in identifying individuals with medication utilization issues (MUI).


Inquiry | 2018

Higher Predictive Value Positive for MMA Than ACA MTM Eligibility Criteria Among Racial and Ethnic Minorities: An Observational Study

Yanru Qiao; Christina A. Spivey; Junling Wang; Ya-Chen Tina Shih; Jim Y. Wan; Julie Kuhle; Samuel Dagogo-Jack; William C. Cushman; Marie A. Chisholm-Burns

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.


Journal of Managed Care Pharmacy | 2015

Discontinuation/interruption of warfarin therapy in patients with nonvalvular atrial fibrillation

Christina A. Spivey; Yanru Qiao; Xianchen Liu; Jack Mardekian; Robert B. Parker; Hemant Phatak; A.B. Claflin; Sumesh Kachroo; Younos Abdulsattar; Anwesa Chakrabarti; Junling Wang


Research in Social & Administrative Pharmacy | 2014

Potential health implications of racial and ethnic disparities in meeting MTM eligibility criteria

Junling Wang; Yanru Qiao; Ya Chen Tina Shih; Jim Y. Wan; Shelley I. White-Means; Samuel Dagogo-Jack; William C. Cushman

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Junling Wang

University of Tennessee Health Science Center

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Jim Y. Wan

University of Tennessee Health Science Center

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William C. Cushman

University of Tennessee Health Science Center

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Marie A. Chisholm-Burns

University of Tennessee Health Science Center

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Shelley I. White-Means

University of Tennessee Health Science Center

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