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Kutz A, Kim DH, Liu J, Munshi MN, Patorno E. Prescribing Trends of Glucose-Lowering Medications Near End of Life Among Adults With Type 2 Diabetes: A Cohort Study. Diabetes Care 2025; 48:455-463. [PMID: 39746144 PMCID: PMC11870286 DOI: 10.2337/dc24-1795] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/23/2024] [Accepted: 12/05/2024] [Indexed: 01/04/2025]
Abstract
OBJECTIVE To assess prescribing trends of glucose-lowering medications in the last year of life among older adults with type 2 diabetes (T2D) and explore whether frailty is associated with differential prescribing. RESEARCH DESIGN AND METHODS In this observational cohort study of Medicare beneficiaries aged ≥67 years (2015-2019) with T2D, we assessed temporal trends in prescribing a glucose-lowering medication, stratified by frailty. The main outcome included glucose-lowering medication fills within 1 year of death. RESULTS Among 975,407 community-dwelling Medicare beneficiaries with T2D, the use of glucose-lowering medications within 1 year of death slightly increased from 71.4% during the first 6-month period in 2015 to 72.9% (standardized mean difference [SMD] -0.03) during the second 6-month period in 2019. The most pronounced increase in use was observed for metformin (40.7% to 46.5%, SMD -0.12), whereas the largest decrease was observed for sulfonylureas (37.0% to 31.8%, SMD 0.11). Overall glucose-lowering medication use decreased from 66.1% in the 9 to 12 months before death to 60.8% in the last 4 months of life (SMD 0.11; P < 0.01), driven by reduced noninsulin medication use. The use of short-acting and long-acting insulin both increased near death, with frailer individuals more likely to receive insulin. Sodium-glucose cotransporter-2 inhibitors and glucagon-like peptide 1 receptor agonists, although less common, became more frequent in more recent years. CONCLUSIONS The use of glucose-lowering medications declined in the last year of life, mainly due to reduced noninsulin use. Insulin use increased near death, particularly among frailer individuals, highlighting the need for careful end-of-life management.
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Grants
- the Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA
- Novo Nordisk
- K24 AG073527 NIA NIH HHS
- R01DK138036 NIDDK NIH HHS
- 5U01FD007213 FDA HHS
- DB-2020C2-20326 Patient Centered Outcomes Research Institute
- U01 FD007213 FDA HHS
- R01 DK138036 NIDDK NIH HHS
- P400PM_194479 / 1 Swiss National Science Foundation
- the Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA
- National Institute of Diabetes and Digestive and Kidney Diseases
- Food and Drug Administration
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Affiliation(s)
- Alexander Kutz
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA
| | - Dae Hyun Kim
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA
- Marcus Institute for Aging Research, Hebrew SeniorLife, Boston, MA
- Division of Gerontology, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA
| | - Jun Liu
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA
| | - Medha N. Munshi
- Joslin Diabetes Center, Harvard Medical School, Boston, MA
- Beth Israel Deaconess Medical Center, Boston, MA
| | - Elisabetta Patorno
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA
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Sisti A, Zullo A, Gutman R. A Bayesian method for adverse effects estimation in observational studies with truncation by death. Stat Methods Med Res 2024; 33:2079-2097. [PMID: 39501712 PMCID: PMC11955163 DOI: 10.1177/09622802241283170] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2024]
Abstract
Death among subjects is common in observational studies evaluating the causal effects of interventions among geriatric or severely ill patients. High mortality rates complicate the comparison of the prevalence of adverse events between interventions. This problem is often referred to as outcome "truncation" by death. A possible solution is to estimate the survivor average causal effect, an estimand that evaluates the effects of interventions among those who would have survived under both treatment assignments. However, because the survivor average causal effect does not include subjects who would have died under one or both arms, it does not consider the relationship between adverse events and death. We propose a Bayesian method which imputes the unobserved mortality and adverse event outcomes for each participant under the intervention they did not receive. Using the imputed outcomes we define a composite ordinal outcome for each patient, combining the occurrence of death and the adverse event in an increasing scale of severity. This allows for the comparison of the effects of the interventions on death and the adverse event simultaneously among the entire sample. We implement the procedure to analyze the incidence of heart failure among geriatric patients being treated for Type II diabetes with sulfonylureas or dipeptidyl peptidase-4 inhibitors.
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Affiliation(s)
- Anthony Sisti
- Department of Biostatistics, Brown University, Providence, RI, USA
| | - Andrew Zullo
- Department of Epidemiology, Brown University, Providence, RI, USA
- Department of Health Services, Policy and Practice, Brown University, Providence, RI, USA
| | - Roee Gutman
- Department of Biostatistics, Brown University, Providence, RI, USA
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Riester MR, Zullo AR, Joshi R, Daiello LA, Hayes KN, Ko D, Kim DH, Munshi M, Berry SD. Comparative safety and cardiovascular effectiveness of sodium-glucose cotransporter-2 inhibitors and glucagon-like peptide-1 receptor agonists in nursing homes. Diabetes Obes Metab 2024; 26:3403-3417. [PMID: 38779879 PMCID: PMC11233240 DOI: 10.1111/dom.15682] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/05/2024] [Revised: 05/01/2024] [Accepted: 05/10/2024] [Indexed: 05/25/2024]
Abstract
AIM Studies examining the safety and effectiveness of sodium-glucose cotransporter-2 inhibitors (SGLT2is) versus glucagon-like peptide-1 receptor agonists (GLP-1RAs) among community-dwelling adults may not generalize to nursing home (NH) residents, who are typically older and more multimorbid. We compared the safety and cardiovascular effectiveness of SGLT2is and GLP-1RAs among US NH residents. MATERIALS AND METHODS Eligible individuals were aged ≥66 years with type 2 diabetes mellitus and initiated an SGLT2i or GLP-1RA in an NH between 2013 and 2018. Safety outcomes included fall-related injuries, hypoglycaemia, diabetic ketoacidosis (DKA), urinary tract infection or genital infection, and acute kidney injury in the year following treatment initiation. Cardiovascular effectiveness outcomes included death, major adverse cardiovascular events and hospitalization for heart failure. Per-protocol adjusted hazard ratios (HR) were calculated using stabilized inverse probability of treatment and censoring weighted cause-specific hazard regression models accounting for 127 covariates. RESULTS The study population included 7710 residents (31.08% SGLT2i, 68.92% GLP-1RA). Compared with GLP-1RA initiators, SGLT2i initiators had higher rates of DKA (HR 1.95, 95% confidence limits 1.27, 2.99) and death (HR 1.18, 95% confidence limits 1.02, 1.36). Rates of urinary tract infection or genital infection, acute kidney injury, major adverse cardiovascular events, and heart failure were also elevated, while rates of fall-related injuries and hypoglycaemia were reduced, but all estimates were imprecise and highly compatible with no difference. CONCLUSIONS SGLT2is do not have superior, and may have inferior, effectiveness compared with GLP-1RAs for cardiovascular and mortality outcomes in NH residents. Residents initiating SGLT2is should be monitored closely for DKA.
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Affiliation(s)
- Melissa R Riester
- Department of Epidemiology, Brown University School of Public Health, Providence, Rhode Island, USA
- Center for Gerontology and Healthcare Research, Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, Rhode Island, USA
| | - Andrew R Zullo
- Department of Epidemiology, Brown University School of Public Health, Providence, Rhode Island, USA
- Center for Gerontology and Healthcare Research, Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, Rhode Island, USA
- Center of Innovation in Long-Term Services and Supports, Providence Veterans Affairs Medical Center, Providence, Rhode Island, USA
| | - Richa Joshi
- Center for Gerontology and Healthcare Research, Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, Rhode Island, USA
| | - Lori A Daiello
- Center for Gerontology and Healthcare Research, Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, Rhode Island, USA
- Department of Neurology, Warren Alpert Medical School of Brown University, and Alzheimer's Disease and Memory Disorders Center at Rhode Island Hospital, Providence, Rhode Island, USA
| | - Kaleen N Hayes
- Center for Gerontology and Healthcare Research, Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, Rhode Island, USA
- Graduate Department of Pharmaceutical Sciences, University of Toronto, Leslie Dan Faculty of Pharmacy, Toronto, Ontario, Canada
| | - Darae Ko
- Hinda and Arthur Marcus Institute for Aging Research and Department of Medicine, Hebrew SeniorLife, Boston, Massachusetts, USA
- Department of Medicine, Harvard Medical School, Boston, Massachusetts, USA
- Section of Cardiovascular Medicine, Boston Medical Center, Boston University Chobanian and Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Dae Hyun Kim
- Hinda and Arthur Marcus Institute for Aging Research and Department of Medicine, Hebrew SeniorLife, Boston, Massachusetts, USA
- Department of Medicine, Harvard Medical School, Boston, Massachusetts, USA
- Department of Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts, USA
| | - Medha Munshi
- Department of Medicine, Harvard Medical School, Boston, Massachusetts, USA
- Department of Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts, USA
- Geriatric Diabetes Program, Joslin Diabetes Center, Boston, Massachusetts, USA
| | - Sarah D Berry
- Hinda and Arthur Marcus Institute for Aging Research and Department of Medicine, Hebrew SeniorLife, Boston, Massachusetts, USA
- Department of Medicine, Harvard Medical School, Boston, Massachusetts, USA
- Department of Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts, USA
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Wondimkun YA, Caughey GE, Inacio MC, Hughes GA, Air T, Jorissen RN, Hogan M, Sluggett JK. National trends in utilisation of glucose lowering medicines by older people with diabetes in long-term care facilities. Diabetes Res Clin Pract 2024; 212:111701. [PMID: 38719026 DOI: 10.1016/j.diabres.2024.111701] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/20/2024] [Revised: 04/26/2024] [Accepted: 05/04/2024] [Indexed: 05/13/2024]
Abstract
AIMS To examine national trends in glucose lowering medicine (GLM) use among older people with diabetes in long-term care facilities (LTCFs) during 2009-2019. METHODS A repeated cross-sectional study of individuals ≥65 years with diabetes in Australian LTCFs (n = 140,322) was conducted. Annual age-sex standardised prevalence of GLM use and number of defined daily doses (DDDs)/1000 resident-days were estimated. Multivariable Poisson or Negative binomial regression models were used to estimate adjusted rate ratios (aRRs) and 95 % confidence intervals (CIs). RESULTS Prevalence of GLM use remained steady between 2009 (63.9%, 95 %CI 63.3-64.4) and 2019 (64.3%, 95 %CI 63.9-64.8) (aRR 1.00, 95 %CI 1.00-1.00). The percentage of residents receiving metformin increased from 36.0% (95 %CI 35.3-36.7) to 43.5% (95 %CI 42.9-44.1) (aRR 1.01, 95 %CI 1.01-1.01). Insulin use also increased from 21.5% (95 %CI 21.0-22.0) to 27.0% (95 %CI 26.5-27.5) (aRR 1.02, 95 %CI 1.02-1.02). Dipeptidyl peptidase-4 inhibitor use increased from 1.0% (95 %CI 0.9-1.1) to 21.1% (95 %CI 20.7-21.5) (aRR 1.24, 95 %CI 1.24-1.25), while sulfonylurea use decreased from 34.4% (95 %CI 33.8-35.1) to 19.3% (95 %CI 18.9-19.7) (aRR 0.93, 95 %CI 0.93-0.94). Similar trends were observed in DDDs/1000 resident days. CONCLUSIONS The increasing use of insulin and ongoing use of sulfonylureas suggests a need to implement evidence-based strategies to optimise diabetes care in LTCFs.
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Affiliation(s)
- Yohanes A Wondimkun
- University of South Australia, UniSA Allied Health and Human Performance, Adelaide, South Australia, Australia; Registry of Senior Australians, South Australian Health and Medical Research Institute, Adelaide, South Australia, Australia; Hawassa University, College of Medicine and Health Sciences, Hawassa, Sidama, Ethiopia.
| | - Gillian E Caughey
- University of South Australia, UniSA Allied Health and Human Performance, Adelaide, South Australia, Australia; Registry of Senior Australians, South Australian Health and Medical Research Institute, Adelaide, South Australia, Australia
| | - Maria C Inacio
- University of South Australia, UniSA Allied Health and Human Performance, Adelaide, South Australia, Australia; Registry of Senior Australians, South Australian Health and Medical Research Institute, Adelaide, South Australia, Australia
| | - Georgina A Hughes
- Registry of Senior Australians, South Australian Health and Medical Research Institute, Adelaide, South Australia, Australia; University of South Australia, UniSA Clinical and Health Sciences, Adelaide, South Australia, Australia
| | - Tracy Air
- Registry of Senior Australians, South Australian Health and Medical Research Institute, Adelaide, South Australia, Australia
| | - Robert N Jorissen
- University of South Australia, UniSA Allied Health and Human Performance, Adelaide, South Australia, Australia; Registry of Senior Australians, South Australian Health and Medical Research Institute, Adelaide, South Australia, Australia
| | - Michelle Hogan
- Australian Government Aged Care Quality and Safety Commission, Adelaide, South Australia, Australia
| | - Janet K Sluggett
- University of South Australia, UniSA Allied Health and Human Performance, Adelaide, South Australia, Australia; Registry of Senior Australians, South Australian Health and Medical Research Institute, Adelaide, South Australia, Australia
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Idrees T, Castro-Revoredo IA, Oh HD, Gavaller MD, Zabala Z, Moreno E, Moazzami B, Galindo RJ, Vellanki P, Cabb E, Johnson TM, Peng L, Umpierrez GE. Continuous Glucose Monitoring-Guided Insulin Administration in Long-Term Care Facilities: A Randomized Clinical Trial. J Am Med Dir Assoc 2024; 25:884-888. [PMID: 38460943 PMCID: PMC11283256 DOI: 10.1016/j.jamda.2024.01.031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2023] [Revised: 01/30/2024] [Accepted: 01/31/2024] [Indexed: 03/11/2024]
Abstract
OBJECTIVES To evaluate the efficacy of real-time continuous glucose monitoring (rt-CGM) in adjusting insulin therapy in long-term care facilities (LTCF). DESIGN Prospective randomized clinical trial. SETTINGS AND PARTICIPANTS Insulin-treated patients with type 2 diabetes (T2D) admitted to LTCF. METHODS Participants in the standard of care wore a blinded CGM with treatment adjusted based on point-of-care capillary glucose results before meals and bedtime (POC group). Participants in the intervention (CGM group) wore a Dexcom G6 CGM with treatment adjusted based on daily CGM profile. Treatment adjustment was performed by the LTCF medical team, with a duration of intervention up to 60 days. The primary endpoint was difference in time in range (TIR 70-180 mg/dL) between treatment groups. RESULTS Among 100 participants (age 74.73 ± 11 years, 80% admitted for subacute rehabilitation and 20% for nursing home care), there were no significant differences in baseline clinical characteristics between groups, and CGM data were compared for a median of 17 days. There were no differences in TIR (53.38% ± 30.16% vs 48.81% ± 28.03%, P = .40), mean daily mean CGM glucose (184.10 ± 43.4 mg/dL vs 190.0 ± 45.82 mg/dL, P = .71), or the percentage of time below range (TBR) <70 mg/dL (0.83% ± 2.59% vs 1.18% ± 3.54%, P = .51), or TBR <54 mg/dL (0.23% ± 0.85% vs 0.56% ± 2.24%, P = .88) between rt-CGM and POC groups. CONCLUSIONS AND IMPLICATIONS The use of rtCGM is safe and effective in guiding insulin therapy in patients with T2D in LTCF resulting in a similar improvement in glycemic control compared to POC-guided insulin adjustment.
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Affiliation(s)
- Thaer Idrees
- Division of Endocrinology, Department of Medicine, Emory University, Atlanta, GA, USA
| | | | - Hyungseok D Oh
- Division of Geriatrics, and Division of General Internal Medicine, Department of Medicine, Emory University, Atlanta, GA, USA
| | - Monica D Gavaller
- Division of Geriatrics, and Division of General Internal Medicine, Department of Medicine, Emory University, Atlanta, GA, USA
| | - Zohyra Zabala
- Division of Endocrinology, Department of Medicine, Emory University, Atlanta, GA, USA
| | - Emmelin Moreno
- Division of Endocrinology, Department of Medicine, Emory University, Atlanta, GA, USA
| | - Bobak Moazzami
- Division of Endocrinology, Department of Medicine, Emory University, Atlanta, GA, USA
| | - Rodolfo J Galindo
- Division of Endocrinology, Department of Medicine, Emory University, Atlanta, GA, USA
| | - Priyathama Vellanki
- Division of Endocrinology, Department of Medicine, Emory University, Atlanta, GA, USA
| | - Elena Cabb
- Division of Geriatrics, and Division of General Internal Medicine, Department of Medicine, Emory University, Atlanta, GA, USA
| | - Theodore M Johnson
- Division of General Internal Medicine, Department of Medicine, Emory University, Atlanta, GA, USA; Department of Family and Preventive Medicine, Emory University, Atlanta, GA, USA
| | - Limin Peng
- Emory University Rollins School of Public Health, Atlanta, GA, USA
| | - Guillermo E Umpierrez
- Division of Endocrinology, Department of Medicine, Emory University, Atlanta, GA, USA.
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Hayes KN, Berry SD, Munshi MN, Zullo AR. Adoption of sodium-glucose cotransporter-2 inhibitors among prescribers caring for nursing home residents. J Am Geriatr Soc 2023; 71:2585-2592. [PMID: 37078149 PMCID: PMC10528819 DOI: 10.1111/jgs.18360] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Revised: 02/17/2023] [Accepted: 03/09/2023] [Indexed: 04/21/2023]
Abstract
BACKGROUND Sodium-glucose cotransporter-2 inhibitor (SGLT2I) use has increased among community-dwelling populations, but little is known about how clinicians have prescribed them for US nursing home (NH) residents. We described the adoption of SGLT2Is by prescribers caring for long-stay NH residents by clinician specialty and over time, compared with sulfonylureas, an older diabetes medication class. METHODS We conducted a retrospective cohort study of prescribers of SGLT2Is and sulfonylureas for all long-stay US NH residents aged 65 years or older (2017-2019). Using 100% of Medicare Part D claims linked to prescriber characteristics data, we identified all dispensings of SGLT2Is and sulfonylureas for long-stay NH residents and their associated prescribers. We described the distribution of prescriber specialties for each drug class over time as well as the number of NH residents prescribed SGLT2s versus sulfonylureas. We estimated the proportions of prescribers who prescribed both drug classes versus only sulfonylureas or only SGLT2Is. RESULTS We identified 36,427 unique prescribers (SGLT2I: N = 5811; sulfonylureas: N = 35,443) for 117,667 NH residents between 2017 and 2019. For both classes, family medicine and internal medicine physicians accounted for most prescriptions (75%-81%). Most clinicians (87%) prescribed only sulfonylureas, 2% prescribed SGLT2Is only, and 11% prescribed both. Geriatricians were least likely to prescribe only SGLT2Is. We observed an increase in the number of residents with SGLT2I use from n = 2344 in 2017 to n = 5748 in 2019. CONCLUSIONS Among NH residents, most clinicians have not incorporated SGLT2Is into their prescribing for diabetes, but the extent of use is increasing. Family medicine and internal medicine physicians prescribed the majority of diabetes medications for NH residents, and geriatricians were the least likely to prescribe only SGLT2Is. Future research should explore provider concerns regarding SGLT2I prescribing, particularly adverse events.
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Affiliation(s)
- Kaleen N. Hayes
- Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, Rhode Island, USA
- Graduate Department of Pharmaceutical Sciences, University of Toronto Leslie Dan Faculty of Pharmacy, Toronto, Ontario, Canada
| | - Sarah D. Berry
- Hinda and Arthur Marcus Institute for Aging Research, Hebrew SeniorLife, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
| | - Medha N. Munshi
- Harvard Medical School, Boston, Massachusetts, USA
- Joslin Diabetes Center, 1 Joslin Place, Boston, Massachusetts, USA
- Beth Israel Deaconess Medical Center, Boston, Massachusetts, USA
| | - Andrew R. Zullo
- Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, Rhode Island, USA
- Department of Epidemiology, Brown University School of Public Health, Providence, Rhode Island, USA
- Center of Innovation in Long-Term Services and Supports, Providence Veterans Affairs Medical Center, Providence, Rhode Island, USA
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Zullo AR, Riester MR, Hayes KN, Munshi MN, Berry SD. Comparative safety of sulfonylureas among U.S. nursing home residents. J Am Geriatr Soc 2023; 71:1047-1057. [PMID: 36495141 PMCID: PMC10089954 DOI: 10.1111/jgs.18160] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2022] [Revised: 10/23/2022] [Accepted: 10/29/2022] [Indexed: 12/14/2022]
Abstract
BACKGROUND The comparative safety of sulfonylureas (SUs) in nursing home (NH) residents remains understudied despite widespread use. We compared the effects of three SU medications and initial SU doses on adverse glycemic and cardiovascular events among NH residents. METHODS This national retrospective cohort study linked Medicare claims with Minimum Data Set 2.0 assessments for long-stay NH residents aged ≥65 years between January 2008 and September 2010. Exposures were the SU medication initiated (glimepiride, glipizide, or glyburide) and doses (standard or reduced). One-year outcomes were hospitalizations or emergency department visits for severe hypoglycemia, heart failure (HF), stroke, and acute myocardial infarction (AMI). After the inverse probability of treatment and inverse probability of censoring by death weighting, we estimated hazard ratios (HR) using Cox regression models with robust 95% confidence intervals (CI). RESULTS The cohort (N = 6821) included 3698 new glipizide, 1754 glimepiride, and 1369 glyburide users. Overall, the mean (standard deviation) age was 81.4 (8.2) years, 4816 (70.6%) were female, and 5164 (75.7%) were White non-Hispanic residents. The rates of severe hypoglycemia were 30.3 (95% CI 22.3-40.1), 49.0 (95% CI 34.5-67.5), and 35.9 (95% CI 22.2-54.9) events per 1000 person-years among new glipizide, glimepiride, and glyburide users, respectively (glimepiride versus glipizide HR 1.6, 95% CI 1.0-2.4, p = 0.04; glyburide versus glipizide HR 1.2, 95% CI 0.7-1.9, p = 0.59). The rates of severe hypoglycemia were 27.1 (95% CI 18.6-38.0) and 42.8 (95% CI 33.6-53.8) events per 1000 person-years among new users of reduced and standard SU doses, respectively (HR 2.2, 95% CI 1.4-3.5, p < 0.01). Rates of HF, stroke, and AMI were similar between medications and doses. CONCLUSIONS Among long-stay NH residents, new use of glimepiride and standard SU doses resulted in higher rates of severe hypoglycemic events. Cardiovascular outcomes may not be affected by the choice of SU medication or dose.
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Affiliation(s)
- Andrew R. Zullo
- Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, RI, USA
- Department of Epidemiology, Brown University School of Public Health, Providence, Rhode Island, USA
- Center of Innovation in Long-Term Services and Supports, Providence Veterans Affairs Medical Center, Providence, RI, USA
- Department of Pharmacy, Lifespan—Rhode Island Hospital, Providence, RI, USA
| | - Melissa R. Riester
- Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, RI, USA
| | - Kaleen N. Hayes
- Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, RI, USA
- Graduate Department of Pharmaceutical Sciences, University of Toronto Leslie Dan Faculty of Pharmacy, Toronto, Ontario, Canada
| | - Medha N. Munshi
- Joslin Diabetes Center, Boston, MA, USA
- Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Sarah D. Berry
- Beth Israel Deaconess Medical Center, Boston, MA, USA
- Marcus Institute for Aging Research, Hebrew SeniorLife, Boston, MA, USA
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Hayes KN, Mor V, Zullo AR. Electronic Health Records to Rapidly Assess Biosimilar Uptake: An Example Using Insulin Glargine in a Large U.S. Nursing Home Cohort. Front Pharmacol 2022; 13:855598. [PMID: 35600866 PMCID: PMC9114471 DOI: 10.3389/fphar.2022.855598] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2022] [Accepted: 04/18/2022] [Indexed: 11/13/2022] Open
Abstract
Large healthcare administrative databases, like Medicare claims, are a common means to evaluate drug policies. However, administrative data often have a lag time of months to years before they are available to researchers and decision-makers. Therefore, administrative data are not always ideal for timely policy evaluations. Other sources of data are needed to rapidly evaluate policy changes and inform subsequent studies that utilize large administrative data once available. An emerging area of interest in both pharmacoepidemiology and drug policy research that can benefit from rapid data availability is biosimilar uptake, due to the potential for substantial cost savings. To respond to the need for such a data source, we established a public-private partnership to create a near-real-time database of over 1,000 nursing homes’ electronic health records to describe and quantify the effects of recent policies related to COVID-19 and medications. In this article, we first describe the components and infrastructure used to create our EHR database. Then, we provide an example that illustrates the use of this database by describing the uptake of insulin glargine-yfgn, a new exchangeable biosimilar for insulin glargine, in US nursing homes. We also examine the uptake of all biosimilars in nursing homes before and after the onset of the COVID-19 pandemic. We conclude with potential directions for future research and database infrastructure.
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Affiliation(s)
- Kaleen N. Hayes
- Department of Health Services, Policy and Practice, Brown University School of Public Health, Providence, RI, United States
- *Correspondence: Kaleen N. Hayes,
| | - Vincent Mor
- Department of Health Services, Policy and Practice, Brown University School of Public Health, Providence, RI, United States
- Center of Innovation in Long-Term Services and Supports, Providence VA Medical Center, Providence, RI, United States
| | - Andrew R. Zullo
- Department of Health Services, Policy and Practice, Brown University School of Public Health, Providence, RI, United States
- Center of Innovation in Long-Term Services and Supports, Providence VA Medical Center, Providence, RI, United States
- Department of Epidemiology, Brown University School of Public Health, Providence, RI, United States
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Zullo AR, Duprey MS, Smith RJ, Gutman R, Berry SD, Munshi MN, Dore DD. Effects of dipeptidyl peptidase-4 inhibitors and sulphonylureas on cognitive and physical function in nursing home residents. Diabetes Obes Metab 2022; 24:247-256. [PMID: 34647409 PMCID: PMC8741644 DOI: 10.1111/dom.14573] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Revised: 09/26/2021] [Accepted: 10/08/2021] [Indexed: 02/03/2023]
Abstract
AIMS Dipeptidyl peptidase-4 inhibitors (DPP4Is) may mitigate hypoglycaemia-mediated declines in cognitive and physical functioning compared with sulphonylureas (SUs), yet comparative studies are unavailable among older adults, particularly nursing home (NH) residents. We evaluated the effects of DPP4Is versus SUs on cognitive and physical functioning among NH residents. MATERIALS AND METHODS This new-user cohort study included long-stay NH residents aged ≥65 years from the 2007-2010 national US Minimum Data Set (MDS) clinical assessments and linked Medicare claims. We measured cognitive decline from the validated 6-point MDS Cognitive Performance Scale, functional decline from the validated 28-point MDS Activities of Daily Living scale, and hospitalizations or emergency department visits for altered mental status from Medicare claims. We compared 180-day outcomes in residents who initiated a DPP4I versus SU after 1:1 propensity score matching using Cox regression models. RESULTS The matched cohort (N = 1784) had a mean ± SD age of 80 ± 8 years and 73% were women. Approximately 46% had no or mild cognitive impairment and 35% had no or mild functional impairment before treatment initiation. Compared with SU users, DPP4I users had lower 180-day rates of cognitive decline [hazard ratio (HR) = 0.61, 95% confidence interval (CI) 0.31-1.19], altered mental status events (HR = 0.71, 95% CI 0.39-1.27), and functional decline (HR = 0.89, 95% CI 0.51-1.56), but estimates were imprecise. CONCLUSIONS Rates of cognitive and functional decline may be reduced among older NH residents using DPP4Is compared with SUs, but larger studies with greater statistical power should resolve the remaining uncertainty by providing more precise effect estimates.
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Affiliation(s)
- Andrew R. Zullo
- Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, RI
- Department of Epidemiology, Brown University School of Public Health, Providence, Rhode Island
- Center of Innovation in Long-Term Services and Supports, Providence Veterans Affairs Medical Center, Providence, RI
- Department of Pharmacy, Lifespan—Rhode Island Hospital, Providence, RI
| | - Matthew S. Duprey
- Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, RI
| | - Robert J. Smith
- Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, RI
- Warren Alpert Medical School, Brown University
| | - Roee Gutman
- Department of Biostatistics, Brown University School of Public Health
| | - Sarah D. Berry
- Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA
- Marcus Institute for Aging Research, Hebrew SeniorLife, Boston, MA
| | - Medha N. Munshi
- Marcus Institute for Aging Research, Hebrew SeniorLife, Boston, MA
- Joslin Diabetes Center, Boston, MA
| | - David D. Dore
- Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, RI
- Exponent, Natick, MA
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10
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Zullo AR, Smith RJ, Gutman R, Kohler B, Duprey MS, Berry SD, Munshi MN, Dore DD. Comparative safety of dipeptidyl peptidase-4 inhibitors and sulfonylureas among frail older adults. J Am Geriatr Soc 2021; 69:2923-2930. [PMID: 34291453 DOI: 10.1111/jgs.17371] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Revised: 06/22/2021] [Accepted: 06/26/2021] [Indexed: 12/30/2022]
Abstract
BACKGROUND Studies comparing dipeptidyl peptidase-4 inhibitors (DPP4Is) to sulfonylureas (SUs) are unavailable for frail older adults, especially nursing home (NH) residents. We examined the effects of DPP4Is versus SUs on severe adverse glycemic events, cardiovascular events, and death among NH residents. METHODS We conducted a national retrospective cohort study of long-stay NH residents aged ≥65 years using 2008-2010 national US Minimum Data Set clinical assessment data and linked Medicare claims. Exposure was new DPP4I versus new SU use assessed via Medicare Part D drug claims. One-year outcomes were severe hypoglycemia, severe hyperglycemia, acute myocardial infarction (AMI), heart failure (HF), major adverse cardiovascular events plus HF (MACE+HF), and death. We compared outcomes after propensity score matching using Cox proportional hazards regression models. RESULTS The cohort (N = 2016) had a mean (SD) age of 81 (8.1) years and was 72% female. Compared with SU users, DPP4I users had a lower 1-year rate of severe hypoglycemic events (HR = 0.57, 95% CI 0.34-0.94), but statistically similar rates of severe hyperglycemic events (HR = 0.94, 95% CI 0.52-1.72), AMI (HR = 0.76, 95% CI 0.44-1.30), HF (HR = 1.01, 95% CI 0.79-1.30), MACE+HF (HR = 0.90, 95% CI 0.72-1.12), and death (HR = 0.97, 95% CI 0.86-1.10). CONCLUSIONS DPP4Is should be a preferred treatment option over SUs for NH residents and other frail older adults given the importance of avoiding hypoglycemia.
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Affiliation(s)
- Andrew R Zullo
- Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, Rhode Island, USA.,Department of Epidemiology, Brown University School of Public Health, Providence, Rhode Island, USA.,Center of Innovation in Long-Term Services and Supports, Providence Veterans Affairs Medical Center, Providence, Rhode Island, USA.,Department of Pharmacy, Lifespan-Rhode Island Hospital, Providence, Rhode Island, USA
| | - Robert J Smith
- Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, Rhode Island, USA.,Warren Alpert Medical School, Brown University, Providence, Rhode Island, USA
| | - Roee Gutman
- Department of Biostatistics, Brown University School of Public Health, Providence, Rhode Island, USA
| | - Bianca Kohler
- Department of Pharmacy, Lifespan-Rhode Island Hospital, Providence, Rhode Island, USA
| | - Matthew S Duprey
- Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, Rhode Island, USA
| | - Sarah D Berry
- Department of Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts, USA.,Marcus Institute for Aging Research, Hebrew SeniorLife, Boston, Massachusetts, USA
| | - Medha N Munshi
- Marcus Institute for Aging Research, Hebrew SeniorLife, Boston, Massachusetts, USA.,Joslin Diabetes Center, Boston, Massachusetts, USA
| | - David D Dore
- Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, Rhode Island, USA.,Center for Health Sciences, Exponent, Inc., Natick, Massachusetts, USA
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11
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Zullo AR, Hersey M, Lee Y, Sharmin S, Bosco E, Daiello LA, Shah NR, Mor V, Boscardin WJ, Berard-Collins CM, Dore DD, Steinman MA. Outcomes of "diabetes-friendly" vs "diabetes-unfriendly" β-blockers in older nursing home residents with diabetes after acute myocardial infarction. Diabetes Obes Metab 2018; 20:2724-2732. [PMID: 29952104 PMCID: PMC6231977 DOI: 10.1111/dom.13451] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/26/2018] [Revised: 06/20/2018] [Accepted: 06/24/2018] [Indexed: 12/11/2022]
Abstract
AIMS To assess whether nursing home (NH) residents with type 2 diabetes mellitus (T2D) preferentially received "T2D-friendly" (vs "T2D-unfriendly") β-blockers after acute myocardial infarction (AMI), and to evaluate the comparative effects of the two groups of β-blockers. MATERIALS AND METHODS This new-user retrospective cohort study of NH residents with AMI from May 2007 to March 2010 used national data from the Minimum Data Set and Medicare system. T2D-friendly β-blockers were those hypothesized to increase peripheral glucose uptake through vasodilation: carvedilol, nebivolol and labetalol. Primary outcomes were hospitalizations for hypoglycaemia and hyperglycaemia in the 90 days after AMI. Secondary outcomes were functional decline, death, all-cause re-hospitalization and fracture hospitalization. We compared outcomes using binomial and multinomial logistic regression models after propensity score matching. RESULTS Of 2855 NH residents with T2D, 29% initiated a T2D-friendly β-blocker vs 24% of 6098 without T2D (P < 0.001). For primary outcomes among residents with T2D, T2D-friendly vs T2D-unfriendly β-blockers were associated with a reduction in hospitalized hyperglycaemia (odds ratio [OR] 0.45, 95% confidence interval [CI] 0.21-0.97), but unassociated with hypoglycaemia (OR 2.05, 95% CI 0.82-5.10). For secondary outcomes, T2D-friendly β-blockers were associated with a greater rate of re-hospitalization (OR 1.26, 95% CI 1.01-1.57), but not death (OR 1.06, 95% CI 0.85-1.32), functional decline (OR 0.91, 95% CI 0.70-1.19), or fracture (OR 1.69, 95% CI 0.40-7.08). CONCLUSIONS In older NH residents with T2D, T2D-friendly β-blocker use was associated with a lower rate of hospitalization for hyperglycaemia, but a higher rate of all-cause re-hospitalization.
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Affiliation(s)
- Andrew R. Zullo
- Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, RI
- Department of Pharmacy, Rhode Island Hospital, Providence, RI
- Center of Innovation in Long-Term Services and Supports, Providence Veterans Affairs Medical Center, Providence, RI
- Department of Epidemiology, Brown University School of Public Health, Providence, RI
| | - Michelle Hersey
- Department of Pharmacy, Rhode Island Hospital, Providence, RI
| | - Yoojin Lee
- Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, RI
| | - Sadia Sharmin
- Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, RI
- Department of Epidemiology, Brown University School of Public Health, Providence, RI
| | - Elliott Bosco
- Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, RI
| | - Lori A. Daiello
- Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, RI
| | - Nishant R. Shah
- Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, RI
- Division of Cardiology, Department of Medicine, Brown University Warren Alpert Medical School, Providence, RI
| | - Vincent Mor
- Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, RI
- Center of Innovation in Long-Term Services and Supports, Providence Veterans Affairs Medical Center, Providence, RI
| | - W. John Boscardin
- Division of Geriatrics, University of California, San Francisco and San Francisco VA Medical Center, San Francisco, CA
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA
| | | | - David D. Dore
- Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, RI
- Optum Epidemiology, Boston, MA
| | - Michael A. Steinman
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA
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12
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Zullo AR, Dore DD, Gutman R, Mor V, Alvarez C, Smith RJ. Metformin Safety Warnings and Diabetes Drug Prescribing Patterns for Older Nursing Home Residents. J Am Med Dir Assoc 2017; 18:879-884.e7. [PMID: 28676291 PMCID: PMC5612829 DOI: 10.1016/j.jamda.2017.05.020] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2017] [Accepted: 05/19/2017] [Indexed: 01/12/2023]
Abstract
OBJECTIVE Diabetes mellitus is common in US nursing homes (NHs), and the mainstay treatment, metformin, has US Food and Drug Administration (FDA) boxed warnings indicating safety concerns in those with advanced age, heart failure, or renal disease. Little is known about treatment selection in this setting, especially for metformin. We quantified the determinants of initiating sulfonylureas over metformin with the aim of understanding the impact of FDA-labeled boxed warnings in older NH residents. DESIGN AND SETTING National retrospective cohort in US NHs. PARTICIPANTS Long-stay NH residents age ≥65 years who initiated metformin or sulfonylurea monotherapy following a period of ≥6 months with no glucose-lowering treatment use between 2008 and 2010 (n = 7295). MEASUREMENTS Measures of patient characteristics were obtained from linked national Minimum Data Set assessments; Online Survey, Certification and Reporting (OSCAR) records; and Medicare claims. Odds ratios (ORs) comparing patient characteristics and treatment initiation were estimated using univariable and multivariable multilevel logistic regression models with NH random intercepts. RESULTS Of the 7295 residents in the study population, 3066 (42%) initiated metformin and 4229 (58%) initiated a sulfonylurea. In multivariable analysis, several factors were associated with sulfonylurea initiation over metformin initiation, including heart failure (odds ratio [OR] 1.2, 95% confidence interval [CI] 1.1-1.4) and renal disease (OR 2.1, 95% CI 1.7-2.5). Compared with those aged 65 to <75 years, residents 75 to <85 (OR 1.3, 95% CI 1.2-1.5), 85 to <95 (OR 2.0, 95% CI 1.7-2.3), and ≥95 (OR 4.3, 95% CI 3.2-5.8) years were more likely to initiate sulfonylureas over metformin. CONCLUSIONS In response to FDA warnings, providers initiated NH residents on a drug class with a known, common adverse event (hypoglycemia with sulfonylureas) over one with tenuous evidence of a rare adverse event (lactic acidosis with metformin).
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Affiliation(s)
- Andrew R. Zullo
- Investigator, Department of Health Services, Policy, and Practice,
School of Public Health, Brown University
| | - David D. Dore
- Vice President, Optum Epidemiology, and Adjunct Assistant Professor,
Department of Health Services, Policy, and Practice, School of Public Health, Brown
University
| | - Roee Gutman
- Assistant Professor, Department of Biostatistics, School of Public
Health, Brown University
| | - Vincent Mor
- Professor, Department of Health Services, Policy, and Practice,
School of Public Health, Brown University
| | - Carlos Alvarez
- Associate Professor, Texas Tech University Health Sciences
Center
| | - Robert J. Smith
- Professor, Department of Medicine, Alpert Medical School, Brown
University, and Professor, Department of Health Services, Policy, and Practice,
School of Public Health, Brown University
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13
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Zullo AR, Dore DD, Gutman R, Mor V, Smith RJ. National Glucose-Lowering Treatment Complexity Is Greater in Nursing Home Residents than Community-Dwelling Adults. J Am Geriatr Soc 2016; 64:e233-e235. [DOI: 10.1111/jgs.14485] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Andrew R. Zullo
- Department of Health Services, Policy, and Practice; School of Public Health; Brown University; Providence Rhode Island
| | - David D. Dore
- Department of Health Services, Policy, and Practice; School of Public Health; Brown University; Providence Rhode Island
- Optum Epidemiology; Boston Massachusetts
| | - Roee Gutman
- Department of Biostatistics; School of Public Health; Brown University; Providence Rhode Island
| | - Vincent Mor
- Department of Health Services, Policy, and Practice; School of Public Health; Brown University; Providence Rhode Island
| | - Robert J. Smith
- Department of Health Services, Policy, and Practice; School of Public Health; Brown University; Providence Rhode Island
- Department of Medicine; Alpert Medical School; Brown University; Providence Rhode Island
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