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Garvey WT, Cohen RM, Butera NM, Kazemi EJ, Younes N, Rosin SP, Suratt CE, Ahmann A, Hollander PA, Krakoff J, Martin CL, Seaquist E, Steffes MW, Lachin JM. Association of Baseline Factors With Glycemic Outcomes in GRADE: A Comparative Effectiveness Randomized Clinical Trial. Diabetes Care 2024; 47:562-570. [PMID: 38285957 PMCID: PMC10973909 DOI: 10.2337/dc23-1782] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/21/2023] [Accepted: 11/03/2023] [Indexed: 01/31/2024]
Abstract
OBJECTIVE To describe the individual and joint associations of baseline factors with glycemia, and also with differential effectiveness of medications added to metformin. RESEARCH DESIGN AND METHODS Glycemia Reduction Approaches in Diabetes: A Comparative Effectiveness Study (GRADE) participants (with type 2 diabetes diagnosed for <10 years, on metformin, and with HbA1c 6.8-8.5%; N = 5,047) were randomly assigned to a basal insulin (glargine), sulfonylurea (glimepiride), glucagon-like peptide 1 agonist (liraglutide), or dipeptidyl peptidase 4 inhibitor (sitagliptin). The glycemic outcome was HbA1c ≥7.0%, subsequently confirmed. Univariate and multivariate regression and classification and regression tree (CART) analyses were used to assess the association of baseline factors with the glycemic outcome at years 1 and 4. RESULTS In univariate analyses at baseline, younger age (<58 years), Hispanic ethnicity, higher HbA1c, fasting glucose, and triglyceride levels, lower insulin secretion, and relatively greater insulin resistance were associated with the glycemic outcome at years 1 and/or 4. No factors were associated with differential effectiveness of the medications by year 4. In multivariate analyses, treatment group, younger age, and higher baseline HbA1c and fasting glucose were jointly associated with the glycemic outcome by year 4. The superiority of glargine and liraglutide at year 4 persisted after multiple baseline factors were controlled for. CART analyses indicated that failure to maintain HbA1c <7% by year 4 was more likely for younger participants and those with baseline HbA1c ≥7.4%. CONCLUSIONS Several baseline factors were associated with the glycemic outcome but not with differential effectiveness of the four medications. Failure to maintain HbA1c <7% was largely driven by younger age and higher HbA1c at baseline. Factors that predict earlier glycemic deterioration could help in targeting patients for more aggressive management.
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Affiliation(s)
- W. Timothy Garvey
- Department of Nutrition Sciences, University of Alabama at Birmingham, Birmingham, AL
| | - Robert M. Cohen
- Division of Endocrinology, Diabetes, and Metabolism, University of Cincinnati College of Medicine and Cincinnati VA Medical Center, Cincinnati, OH
| | - Nicole M. Butera
- The Biostatistics Center, Department of Biostatistics and Bioinformatics, Milken Institute School of Public Health, The George Washington University, Rockville, MD
| | - Erin J. Kazemi
- The Biostatistics Center, Department of Biostatistics and Bioinformatics, Milken Institute School of Public Health, The George Washington University, Rockville, MD
| | - Naji Younes
- The Biostatistics Center, Department of Biostatistics and Bioinformatics, Milken Institute School of Public Health, The George Washington University, Rockville, MD
| | - Samuel P. Rosin
- The Biostatistics Center, Department of Biostatistics and Bioinformatics, Milken Institute School of Public Health, The George Washington University, Rockville, MD
| | - Colleen E. Suratt
- The Biostatistics Center, Department of Biostatistics and Bioinformatics, Milken Institute School of Public Health, The George Washington University, Rockville, MD
| | - Andrew Ahmann
- Division of Endocrinology, Diabetes and Clinical Nutrition, Oregon Health and Science University, Portland, OR
| | | | | | - Catherine L. Martin
- Division of Metabolism, Endocrinology and Diabetes, Department of Internal Medicine, University of Michigan, Ann Arbor, MI
| | - Elizabeth Seaquist
- Division of Diabetes and Endocrinology, Department of Medicine, University of Minnesota, Minneapolis, MN
| | - Michael W. Steffes
- Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, MN
| | - John M. Lachin
- The Biostatistics Center, Department of Biostatistics and Bioinformatics, Milken Institute School of Public Health, The George Washington University, Rockville, MD
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Hoogendoorn CJ, Krause-Steinrauf H, Uschner D, Wen H, Presley CA, Legowski EA, Naik AD, Golden SH, Arends VL, Brown-Friday J, Krakoff JA, Suratt CE, Waltje AH, Cherrington AL, Gonzalez JS. Emotional Distress Predicts Reduced Type 2 Diabetes Treatment Adherence in the Glycemia Reduction Approaches in Diabetes: A Comparative Effectiveness Study (GRADE). Diabetes Care 2024; 47:629-637. [PMID: 38227900 PMCID: PMC10973907 DOI: 10.2337/dc23-1401] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Accepted: 10/18/2023] [Indexed: 01/18/2024]
Abstract
OBJECTIVE We examined longitudinal associations between emotional distress (specifically, depressive symptoms and diabetes distress) and medication adherence in Glycemia Reduction Approaches in Diabetes: A Comparative Effectiveness Study (GRADE), a large randomized controlled trial comparing four glucose-lowering medications added to metformin in adults with relatively recent-onset type 2 diabetes mellitus (T2DM). RESEARCH DESIGN AND METHODS The Emotional Distress Substudy assessed medication adherence, depressive symptoms, and diabetes distress in 1,739 GRADE participants via self-completed questionnaires administered biannually up to 3 years. We examined baseline depressive symptoms and diabetes distress as predictors of medication adherence over 36 months. Bidirectional visit-to-visit relationships were also examined. Treatment satisfaction, beliefs about medication, diabetes care self-efficacy, and perceived control over diabetes were evaluated as mediators of longitudinal associations. RESULTS At baseline, mean ± SD age of participants (56% of whom were White, 17% Hispanic/Latino, 18% Black, and 66% male) was 58.0 ± 10.2 years, diabetes duration 4.2 ± 2.8 years, HbA1c 7.5% ± 0.5%, and medication adherence 89.9% ± 11.1%. Higher baseline depressive symptoms and diabetes distress were independently associated with lower adherence over 36 months (P < 0.001). Higher depressive symptoms and diabetes distress at one visit predicted lower adherence at the subsequent 6-month visit (P < 0.0001) but not vice versa. Treatment assignment did not moderate relationships. Patient-reported concerns about diabetes medications mediated the largest percentage (11.9%-15.5%) of the longitudinal link between emotional distress and adherence. CONCLUSIONS Depressive symptoms and diabetes distress both predict lower adherence to glucose-lowering medications over time among adults with T2DM. Addressing emotional distress and concerns about anticipated negative effects of taking these treatments may be important to support diabetes treatment adherence.
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Affiliation(s)
- Claire J. Hoogendoorn
- Endocrinology, Department of Medicine, Albert Einstein College of Medicine, Bronx, NY
- Ferkauf Graduate School of Psychology, Yeshiva University, Bronx, NY
| | - Heidi Krause-Steinrauf
- Biostatistics Center, Department of Biostatistics and Bioinformatics, Milken Institute School of Public Health, The George Washington University, Rockville, MD
| | - Diane Uschner
- Biostatistics Center, Department of Biostatistics and Bioinformatics, Milken Institute School of Public Health, The George Washington University, Rockville, MD
| | - Hui Wen
- Biostatistics Center, Department of Biostatistics and Bioinformatics, Milken Institute School of Public Health, The George Washington University, Rockville, MD
| | - Caroline A. Presley
- General Internal and Preventive Medicine, Department of Medicine, University of Alabama, Birmingham, Birmingham, AL
| | - Elizabeth A. Legowski
- Biostatistics Center, Department of Biostatistics and Bioinformatics, Milken Institute School of Public Health, The George Washington University, Rockville, MD
| | - Aanand D. Naik
- Center for Innovations in Quality, Effectiveness and Safety, Michael E. DeBakey VA Medical Center, Houston, TX
- University of Texas Health Science Center (UTHealth) School of Public Health, Houston, TX
- Consortium on Aging, University of Texas Health Science Center (UTHealth), Houston, TX
| | - Sherita Hill Golden
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Valerie L. Arends
- Advanced Research and Diagnostic Laboratory, Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, MN
| | - Janet Brown-Friday
- Endocrinology, Department of Medicine, Albert Einstein College of Medicine, Bronx, NY
| | - Jonathan A. Krakoff
- Obesity and Diabetes Clinical Research Section, National Institute of Diabetes and Digestive and Kidney Diseases, Phoenix, AZ
| | - Colleen E. Suratt
- Biostatistics Center, Department of Biostatistics and Bioinformatics, Milken Institute School of Public Health, The George Washington University, Rockville, MD
| | | | - Andrea L. Cherrington
- General Internal and Preventive Medicine, Department of Medicine, University of Alabama, Birmingham, Birmingham, AL
| | - Jeffrey S. Gonzalez
- Endocrinology, Department of Medicine, Albert Einstein College of Medicine, Bronx, NY
- Ferkauf Graduate School of Psychology, Yeshiva University, Bronx, NY
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY
- New York-Regional Center for Diabetes Translation Research, Albert Einstein College of Medicine, Bronx, NY
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Gulanski BI, Butera NM, Krause-Steinrauf H, Lichtman JH, Harindhanavudhi T, Green JB, Suratt CE, AbouAssi H, Desouza C, Ahmann AJ, Wexler DJ, Aroda VR. Higher burden of cardiometabolic and socioeconomic risk factors in women with type 2 diabetes: an analysis of the Glycemic Reduction Approaches in Diabetes (GRADE) baseline cohort. BMJ Open Diabetes Res Care 2023; 11:e003159. [PMID: 37094945 PMCID: PMC10151943 DOI: 10.1136/bmjdrc-2022-003159] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/03/2022] [Accepted: 02/18/2023] [Indexed: 04/26/2023] Open
Abstract
INTRODUCTION Type 2 diabetes mellitus (T2DM) is a powerful risk factor for cardiovascular disease (CVD), conferring a greater relative risk in women than men. We sought to examine sex differences in cardiometabolic risk factors and management in the contemporary cohort represented by the Glycemia Reduction Approaches in Diabetes: A Comparative Effectiveness Study (GRADE). RESEARCH DESIGN AND METHODS GRADE enrolled 5047 participants (1837 women, 3210 men) with T2DM on metformin monotherapy at baseline. The current report is a cross-sectional analysis of baseline data collected July 2013 to August 2017. RESULTS Compared with men, women had a higher mean body mass index (BMI), greater prevalence of severe obesity (BMI≥40 kg/m2), higher mean LDL cholesterol, greater prevalence of low HDL cholesterol, and were less likely to receive statin treatment and achieve target LDL, with a generally greater prevalence of these risk factors in younger women. Women with hypertension were equally likely to achieve blood pressure targets as men; however, women were less likely to receive ACE inhibitors or angiotensin receptor blockers. Women were more likely to be divorced, separated or widowed, and had fewer years of education and lower incomes. CONCLUSIONS This contemporary cohort demonstrates that women with T2DM continue to have a greater burden of cardiometabolic and socioeconomic risk factors than men, particularly younger women. Attention to these persisting disparities is needed to reduce the burden of CVD in women. TRIAL REGISTRATION NUMBER ClinicalTrials.gov (NCT01794143).
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Affiliation(s)
- Barbara I Gulanski
- Department of Medicine, Section of Endocrinology, Yale School of Medicine, New Haven, Connecticut, USA
- Department of Medicine, Section of Endocrinology, VA Connecticut Healthcare System, West Haven, Connecticut, USA
| | - Nicole M Butera
- The Biostatistics Center, Department of Biostatistics and Bioinformatics, Milken Institute School of Public Health, The George Washington University, Rockville, Maryland, USA
| | - Heidi Krause-Steinrauf
- The Biostatistics Center, Department of Biostatistics and Bioinformatics, Milken Institute School of Public Health, The George Washington University, Rockville, Maryland, USA
| | - Judith H Lichtman
- Department of Chronic Disease Epidemiology, Yale University School of Public Health, New Haven, Connecticut, USA
| | - Tasma Harindhanavudhi
- Division of Diabetes, Endocrinology and Metabolism, University of Minnesota Health, Minneapolis, Minnesota, USA
| | - Jennifer B Green
- Division of Endocrinology, Metabolism, and Nutrition, Duke University Medical Center, Durham, North Carolina, USA
| | - Colleen E Suratt
- The Biostatistics Center, Department of Biostatistics and Bioinformatics, Milken Institute School of Public Health, The George Washington University, Rockville, Maryland, USA
| | - Hiba AbouAssi
- Division of Endocrinology, Metabolism, and Nutrition, Duke University Medical Center, Durham, North Carolina, USA
| | - Cyrus Desouza
- Division of Diabetes, Endocrinology & Metabolism, University of Nebraska Medical Center, Omaha, Nebraska, USA
| | - Andrew J Ahmann
- Division of Endocrinology Diabetes and Clinical Nutrition, Oregon Health & Science University, Portland, Oregon, USA
| | - Deborah J Wexler
- Diabetes Unit, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Vanita R Aroda
- Division of Endocrinology, Diabetes and Hypertension, Brigham and Women's Hospital, Boston, Massachusetts, USA
- MedStar Health Research Institute, Hyattsville, Maryland, USA
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Chen DT, Ko TM, Allen AA, Bonnie RJ, Suratt CE, Appelbaum PS, Nunes EV, Friedmann PD, Lee JD, Gordon MS, McDonald R, Wilson D, Boney TY, Murphy SM, O'Brien CP. Personal Control Over Decisions to Participate in Research by Persons With Histories of Both Substance Use Disorders and Criminal Justice Supervision. J Empir Res Hum Res Ethics 2018; 13:160-172. [PMID: 29460668 DOI: 10.1177/1556264618755243] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Individuals must feel free to exert personal control over decisions regarding research participation. We present an examination of participants' perceived personal control over, as well as reported pressures and threats from others, influencing their decision to join a study assessing the effectiveness of extended-release naltrexone in preventing opioid dependence relapse. Most participants endorsed a strong sense of control over the decision; few reported pressures or threats. Although few in number, participants' brief narrative descriptions of the pressures and threats are illuminating and provide context for their perceptions of personal control. Based on this work, we propose a useful set of tools to help ascertain participants' sense of personal control in joining research.
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Affiliation(s)
- Donna T Chen
- 1 University of Virginia, Charlottesville, VA, USA
| | | | | | | | | | - Paul S Appelbaum
- 2 Columbia University, New York, NY, USA.,3 New York State Psychiatric Institute, New York City, USA
| | - Edward V Nunes
- 2 Columbia University, New York, NY, USA.,3 New York State Psychiatric Institute, New York City, USA
| | - Peter D Friedmann
- 4 University of Massachusetts Medical School-Baystate, Springfield, USA
| | | | | | | | - Donna Wilson
- 4 University of Massachusetts Medical School-Baystate, Springfield, USA
| | - Tamara Y Boney
- 7 Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
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Ponce Martinez C, Suratt CE, Chen DT. Cases That Haunt Us: The Rashomon Effect and Moral Distress on the Consult Service. Psychosomatics 2017; 58:191-196. [DOI: 10.1016/j.psym.2016.09.008] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/28/2016] [Revised: 09/15/2016] [Accepted: 09/16/2016] [Indexed: 10/21/2022]
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