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Zhang S, Staples AE. Microfluidic-based systems for the management of diabetes. Drug Deliv Transl Res 2024; 14:2989-3008. [PMID: 38509342 PMCID: PMC11445324 DOI: 10.1007/s13346-024-01569-y] [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] [Accepted: 03/04/2024] [Indexed: 03/22/2024]
Abstract
Diabetes currently affects approximately 500 million people worldwide and is one of the most common causes of mortality in the United States. To diagnose and monitor diabetes, finger-prick blood glucose testing has long been used as the clinical gold standard. For diabetes treatment, insulin is typically delivered subcutaneously through cannula-based syringes, pens, or pumps in almost all type 1 diabetic (T1D) patients and some type 2 diabetic (T2D) patients. These painful, invasive approaches can cause non-adherence to glucose testing and insulin therapy. To address these problems, researchers have developed miniaturized blood glucose testing devices as well as microfluidic platforms for non-invasive glucose testing through other body fluids. In addition, glycated hemoglobin (HbA1c), insulin levels, and cellular biomechanics-related metrics have also been considered for microfluidic-based diabetes diagnosis. For the treatment of diabetes, insulin has been delivered transdermally through microdevices, mostly through microneedle array-based, minimally invasive injections. Researchers have also developed microfluidic platforms for oral, intraperitoneal, and inhalation-based delivery of insulin. For T2D patients, metformin, glucagon-like peptide 1 (GLP-1), and GLP-1 receptor agonists have also been delivered using microfluidic technologies. Thus far, clinical studies have been widely performed on microfluidic-based diabetes monitoring, especially glucose sensing, yet technologies for the delivery of insulin and other drugs to diabetic patients with microfluidics are still mostly in the preclinical stage. This article provides a concise review of the role of microfluidic devices in the diagnosis and monitoring of diabetes, as well as the delivery of pharmaceuticals to treat diabetes using microfluidic technologies in the recent literature.
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Affiliation(s)
- Shuyu Zhang
- Virginia Tech-Wake Forest School of Biomedical Engineering and Sciences, Blacksburg, VA, 24061, USA.
- Department of Biomedical Engineering and Mechanics, Virginia Tech, Blacksburg, VA, 24061, USA.
| | - Anne E Staples
- Virginia Tech-Wake Forest School of Biomedical Engineering and Sciences, Blacksburg, VA, 24061, USA
- Department of Biomedical Engineering and Mechanics, Virginia Tech, Blacksburg, VA, 24061, USA
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Wysham C, Bajaj HS, Del Prato S, Franco DR, Kiyosue A, Dahl D, Zhou C, Carr MC, Case M, Firmino Gonçalves L. Insulin Efsitora versus Degludec in Type 2 Diabetes without Previous Insulin Treatment. N Engl J Med 2024. [PMID: 39254740 DOI: 10.1056/nejmoa2403953] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/11/2024]
Abstract
BACKGROUND Insulin efsitora alfa (efsitora) is a new basal insulin designed for once-weekly administration. Data on safety and efficacy have been limited to small, phase 1 or phase 2 trials. METHODS We conducted a 52-week, phase 3, parallel-design, open-label, treat-to-target trial involving adults with type 2 diabetes who had not previously received insulin. Participants were randomly assigned in a 1:1 ratio to receive efsitora or degludec. The primary end point was the change in the glycated hemoglobin level from baseline to week 52; we hypothesized that efsitora would be noninferior to degludec (noninferiority margin, 0.4 percentage points). Secondary and safety end points included the change in the glycated hemoglobin level in subgroups of participants using and not using glucagon-like peptide-1 (GLP-1) receptor agonists, the percentage of time that the glucose level was in the target range of 70 to 180 mg per deciliter in weeks 48 through 52, and hypoglycemic episodes. RESULTS A total of 928 participants underwent randomization (466 to the efsitora group and 462 to the degludec group). The mean glycated hemoglobin level decreased from 8.21% at baseline to 6.97% at week 52 with efsitora (least-squares mean change, -1.26 percentage points) and from 8.24% to 7.05% with degludec (least-squares mean change, -1.17 percentage points) (estimated treatment difference, -0.09 percentage points; 95% confidence interval [CI], -0.22 to 0.04), findings that showed noninferiority. Efsitora was noninferior to degludec with respect to the change in the glycated hemoglobin level in participants using and not using GLP-1 receptor agonists. The percentage of time that the glucose level was within the target range was 64.3% with efsitora and 61.2% with degludec (estimated treatment difference, 3.1 percentage points; 95% CI, 0.1 to 6.1). The rate of combined clinically significant or severe hypoglycemia was 0.58 events per participant-year of exposure with efsitora and 0.45 events per participant-year of exposure with degludec (estimated rate ratio, 1.30; 95% CI, 0.94 to 1.78). No severe hypoglycemia was reported with efsitora; six episodes were reported with degludec. The incidence of adverse events was similar in the two groups. CONCLUSIONS In adults with type 2 diabetes who had not previously received insulin, once-weekly efsitora was noninferior to once-daily degludec in reducing glycated hemoglobin levels. (Funded by Eli Lilly; QWINT-2 ClinicalTrials.gov number, NCT05362058.).
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Affiliation(s)
- Carol Wysham
- From the MultiCare Rockwood Center for Diabetes and Endocrinology, Spokane, WA (C.W.); LMC Diabetes and Endocrinology, Brampton, ON, Canada (H.S.B.); the Interdisciplinary Research Center for Health Science, Sant'Anna School of Advanced Studies, Pisa, Italy (S.D.P.); Centro de Pesquisas Clínicas-Diagnósticos da América, São Paulo (D.R.F.); Tokyo-Eki Center-Building Clinic, Tokyo (A.K.); Gemeinschaftspraxis für Innere Medizin und Diabetologie, Hamburg, Germany (D.D.); and Eli Lilly, Indianapolis (C.Z., M.C.C., M.C., L.F.G.)
| | - Harpreet S Bajaj
- From the MultiCare Rockwood Center for Diabetes and Endocrinology, Spokane, WA (C.W.); LMC Diabetes and Endocrinology, Brampton, ON, Canada (H.S.B.); the Interdisciplinary Research Center for Health Science, Sant'Anna School of Advanced Studies, Pisa, Italy (S.D.P.); Centro de Pesquisas Clínicas-Diagnósticos da América, São Paulo (D.R.F.); Tokyo-Eki Center-Building Clinic, Tokyo (A.K.); Gemeinschaftspraxis für Innere Medizin und Diabetologie, Hamburg, Germany (D.D.); and Eli Lilly, Indianapolis (C.Z., M.C.C., M.C., L.F.G.)
| | - Stefano Del Prato
- From the MultiCare Rockwood Center for Diabetes and Endocrinology, Spokane, WA (C.W.); LMC Diabetes and Endocrinology, Brampton, ON, Canada (H.S.B.); the Interdisciplinary Research Center for Health Science, Sant'Anna School of Advanced Studies, Pisa, Italy (S.D.P.); Centro de Pesquisas Clínicas-Diagnósticos da América, São Paulo (D.R.F.); Tokyo-Eki Center-Building Clinic, Tokyo (A.K.); Gemeinschaftspraxis für Innere Medizin und Diabetologie, Hamburg, Germany (D.D.); and Eli Lilly, Indianapolis (C.Z., M.C.C., M.C., L.F.G.)
| | - Denise Reis Franco
- From the MultiCare Rockwood Center for Diabetes and Endocrinology, Spokane, WA (C.W.); LMC Diabetes and Endocrinology, Brampton, ON, Canada (H.S.B.); the Interdisciplinary Research Center for Health Science, Sant'Anna School of Advanced Studies, Pisa, Italy (S.D.P.); Centro de Pesquisas Clínicas-Diagnósticos da América, São Paulo (D.R.F.); Tokyo-Eki Center-Building Clinic, Tokyo (A.K.); Gemeinschaftspraxis für Innere Medizin und Diabetologie, Hamburg, Germany (D.D.); and Eli Lilly, Indianapolis (C.Z., M.C.C., M.C., L.F.G.)
| | - Arihiro Kiyosue
- From the MultiCare Rockwood Center for Diabetes and Endocrinology, Spokane, WA (C.W.); LMC Diabetes and Endocrinology, Brampton, ON, Canada (H.S.B.); the Interdisciplinary Research Center for Health Science, Sant'Anna School of Advanced Studies, Pisa, Italy (S.D.P.); Centro de Pesquisas Clínicas-Diagnósticos da América, São Paulo (D.R.F.); Tokyo-Eki Center-Building Clinic, Tokyo (A.K.); Gemeinschaftspraxis für Innere Medizin und Diabetologie, Hamburg, Germany (D.D.); and Eli Lilly, Indianapolis (C.Z., M.C.C., M.C., L.F.G.)
| | - Dominik Dahl
- From the MultiCare Rockwood Center for Diabetes and Endocrinology, Spokane, WA (C.W.); LMC Diabetes and Endocrinology, Brampton, ON, Canada (H.S.B.); the Interdisciplinary Research Center for Health Science, Sant'Anna School of Advanced Studies, Pisa, Italy (S.D.P.); Centro de Pesquisas Clínicas-Diagnósticos da América, São Paulo (D.R.F.); Tokyo-Eki Center-Building Clinic, Tokyo (A.K.); Gemeinschaftspraxis für Innere Medizin und Diabetologie, Hamburg, Germany (D.D.); and Eli Lilly, Indianapolis (C.Z., M.C.C., M.C., L.F.G.)
| | - Chunmei Zhou
- From the MultiCare Rockwood Center for Diabetes and Endocrinology, Spokane, WA (C.W.); LMC Diabetes and Endocrinology, Brampton, ON, Canada (H.S.B.); the Interdisciplinary Research Center for Health Science, Sant'Anna School of Advanced Studies, Pisa, Italy (S.D.P.); Centro de Pesquisas Clínicas-Diagnósticos da América, São Paulo (D.R.F.); Tokyo-Eki Center-Building Clinic, Tokyo (A.K.); Gemeinschaftspraxis für Innere Medizin und Diabetologie, Hamburg, Germany (D.D.); and Eli Lilly, Indianapolis (C.Z., M.C.C., M.C., L.F.G.)
| | - Molly C Carr
- From the MultiCare Rockwood Center for Diabetes and Endocrinology, Spokane, WA (C.W.); LMC Diabetes and Endocrinology, Brampton, ON, Canada (H.S.B.); the Interdisciplinary Research Center for Health Science, Sant'Anna School of Advanced Studies, Pisa, Italy (S.D.P.); Centro de Pesquisas Clínicas-Diagnósticos da América, São Paulo (D.R.F.); Tokyo-Eki Center-Building Clinic, Tokyo (A.K.); Gemeinschaftspraxis für Innere Medizin und Diabetologie, Hamburg, Germany (D.D.); and Eli Lilly, Indianapolis (C.Z., M.C.C., M.C., L.F.G.)
| | - Michael Case
- From the MultiCare Rockwood Center for Diabetes and Endocrinology, Spokane, WA (C.W.); LMC Diabetes and Endocrinology, Brampton, ON, Canada (H.S.B.); the Interdisciplinary Research Center for Health Science, Sant'Anna School of Advanced Studies, Pisa, Italy (S.D.P.); Centro de Pesquisas Clínicas-Diagnósticos da América, São Paulo (D.R.F.); Tokyo-Eki Center-Building Clinic, Tokyo (A.K.); Gemeinschaftspraxis für Innere Medizin und Diabetologie, Hamburg, Germany (D.D.); and Eli Lilly, Indianapolis (C.Z., M.C.C., M.C., L.F.G.)
| | - Livia Firmino Gonçalves
- From the MultiCare Rockwood Center for Diabetes and Endocrinology, Spokane, WA (C.W.); LMC Diabetes and Endocrinology, Brampton, ON, Canada (H.S.B.); the Interdisciplinary Research Center for Health Science, Sant'Anna School of Advanced Studies, Pisa, Italy (S.D.P.); Centro de Pesquisas Clínicas-Diagnósticos da América, São Paulo (D.R.F.); Tokyo-Eki Center-Building Clinic, Tokyo (A.K.); Gemeinschaftspraxis für Innere Medizin und Diabetologie, Hamburg, Germany (D.D.); and Eli Lilly, Indianapolis (C.Z., M.C.C., M.C., L.F.G.)
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Bergenstal RM, Philis-Tsimikas A, Wysham C, Carr MC, Bue-Valleskey JM, Botros FT, Blevins T, Rosenstock J. Once-weekly insulin efsitora alfa: Design and rationale for the QWINT phase 3 clinical development programme. Diabetes Obes Metab 2024; 26:3020-3030. [PMID: 38679838 DOI: 10.1111/dom.15604] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/07/2024] [Revised: 03/19/2024] [Accepted: 03/23/2024] [Indexed: 05/01/2024]
Abstract
AIMS Insulin efsitora alfa (efsitora) is a once-weekly basal insulin. This review describes the study design and rationale of the efsitora phase 3 Once Weekly (QW) Insulin Therapy (QWINT) clinical development programme, including the five trials, QWINT-1 through QWINT-5. MATERIALS AND METHODS The five trials included insulin-naïve adults (QWINT-1 and -2) with type 2 diabetes (T2D), adults with T2D previously treated with basal insulin (QWINT-3 and -4), and QWINT-5 in adults with type 1 diabetes. All five trials were designed as multicentre, randomized, controlled, open-label, treat-to-target studies to investigate the efficacy and safety of efsitora versus active once-daily basal insulin comparators (insulin glargine U100 or insulin degludec U100). The primary objective of each trial is to compare the change in HbA1c from baseline to week 26 or 52 between efsitora and the active comparator. The key secondary objectives include change in fasting glucose, insulin dose and continuous glucose monitoring variables, and patient-reported outcome questionnaires. CONCLUSIONS The QWINT development programme includes a racially and geographically diverse population to provide important information regarding the efficacy and safety of efsitora and its clinical management of people with diabetes.
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Affiliation(s)
- Richard M Bergenstal
- International Diabetes Center, HealthPartners Institute, Minneapolis, Minnesota, USA
| | | | - Carol Wysham
- Rockwood Center for Diabetes and Endocrinology, Spokane, Washington State, USA
| | - Molly C Carr
- Eli Lilly and Company, Indianapolis, Indiana, USA
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Kiyohara K, Kondo N, Iwami T, Yano Y, Nishiyama A, Node K, Inagaki N, Duru OK, Inoue K. Heterogeneous Effects of Intensive Glycemic and Blood Pressure on Cardiovascular Events Among Diabetes by Living Arrangements. J Am Heart Assoc 2024; 13:e033860. [PMID: 38934867 PMCID: PMC11255686 DOI: 10.1161/jaha.123.033860] [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: 12/05/2023] [Accepted: 05/20/2024] [Indexed: 06/28/2024]
Abstract
BACKGROUND Although living alone versus with others is a key social element for cardiovascular prevention in diabetes, evidence is lacking about whether the benefit of intensive glycemic and blood pressure (BP) control differs by living arrangements. We thus aim to investigate heterogeneity in the joint effect of intensive glycemic and BP control on cardiovascular events by living arrangements among participants with diabetes. METHODS AND RESULTS This study included 4731 participants with diabetes in the ACCORD-BP (Action to Control Cardiovascular Risk in Diabetes-Blood Pressure) trial. They were randomized into 4 study arms, each with glycated hemoglobin target (intensive, <6.0% versus standard, 7.0-7.9%) and systolic BP target (intensive, <120 mm Hg versus standard <140 mm Hg). Cox proportional hazard models were used to estimate the joint effect of intensive glycemic and BP control on the composite cardiovascular outcome according to living arrangements. At a mean follow-up of 4.7 years, the cardiovascular outcome was observed in 445 (9.4%) participants. Among participants living with others, intensive treatment for both glycemia and BP showed decreased risk of cardiovascular events compared with standard treatment (hazard ratio [HR], 0.68 [95% CI, 0.51-0.92]). However, this association was not found among participants living alone (HR, 0.96 [95% CI, 0.58-1.59]). P for interaction between intensive glycemic and BP control was 0.53 among participants living with others and 0.009 among those living alone (P value for 3-way interaction including living arrangements was 0.049). CONCLUSIONS We found benefits of combining intensive glycemic and BP control for cardiovascular outcomes among participants living with others but not among those living alone. Our study highlights the critical role of living arrangements in intensive care among patients with diabetes.
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Affiliation(s)
- Kanta Kiyohara
- Department of Social EpidemiologyGraduate School of MedicineKyoto UniversityKyotoJapan
| | - Naoki Kondo
- Department of Social EpidemiologyGraduate School of MedicineKyoto UniversityKyotoJapan
| | - Taku Iwami
- Department of Preventive ServicesKyoto University School of Public HealthKyotoJapan
| | - Yuichiro Yano
- Noncommunicable Disease Epidemiology Research CenterShiga University of Medical ScienceShigaJapan
| | - Akira Nishiyama
- Department of PharmacologyKagawa University Medical SchoolKagawaJapan
| | - Koichi Node
- Department of Cardiovascular MedicineSaga UniversitySagaJapan
| | - Nobuya Inagaki
- Medical Research Institute KITANO HOSPITALPIIF Tazuke‐kofukaiOsakaJapan
- Department of Diabetes, Endocrinology and NutritionKyoto University Graduate School of MedicineKyotoJapan
| | - O. Kenrik Duru
- Division of General Internal Medicine and Health Services ResearchDavid Geffen School of Medicine at UCLALos AngelesCAUSA
| | - Kosuke Inoue
- Department of Social EpidemiologyGraduate School of MedicineKyoto UniversityKyotoJapan
- Department of Diabetes, Endocrinology and NutritionKyoto University Graduate School of MedicineKyotoJapan
- Hakubi Center for Advanced ResearchKyoto UniversityKyotoJapan
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5
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Hermanns N, Ehrmann D, Finke-Gröne K, Roos T, Freckmann G, Kulzer B. Evaluation of a Digital Health Tool for Titration of Basal Insulin in People With Type 2 Diabetes: Rationale and Design of a Randomized Controlled Trial. J Diabetes Sci Technol 2024; 18:946-955. [PMID: 36602040 PMCID: PMC11307223 DOI: 10.1177/19322968221148756] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
BACKGROUND Optimal insulin titration is essential in helping people with type 2 diabetes mellitus (T2DM) to achieve adequate glycemic control. Barriers of people with diabetes to implementation of titration include lack of self-efficiency and self-management skills, increased diabetes-related distress, low treatment satisfaction, poor well-being, as well as concerns about hypoglycemia and insulin overdose. My Dose Coach is a digital health tool for optimizing titration of basal insulin that combines a smartphone app for patients with T2DM and a Web portal for healthcare professionals. METHODS/DESIGN This is a prospective, open-label, multicenter, randomized controlled parallel study conducted in approximately 50 centers in Germany that are specialized in the treatment of diabetes. Patients in the intervention group will use the titration app and will be registered on the Web portal by their treating physician. Control group patients will continue their current basal insulin titration without using the app. The primary outcome is the mean change in HbA1c levels at the 12-week follow-up. The secondary outcome measures include patient-reported outcomes such as diabetes-related distress, self-management, empowerment, self-efficacy, treatment satisfaction, and psychological well-being as well as fasting blood glucose values. CONCLUSION This digital health tool has been previously implemented in several independent pilot studies. The findings from this multicenter randomized controlled trial can provide further evidence supporting the effectiveness of this tool in patients with T2DM and serve as a basis for its clinical integration. TRIAL REGISTRATION German Register for Clinical Studies-DRKS-ID: DRKS00024861.
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Affiliation(s)
- Norbert Hermanns
- Research Institute Diabetes Academy Mergentheim, Bad Mergentheim, Germany
- Department of Clinical Psychology and Psychotherapy, University of Bamberg, Bamberg, Germany
- Diabetes Center Mergentheim, Bad Mergentheim, Germany
| | - Dominic Ehrmann
- Research Institute Diabetes Academy Mergentheim, Bad Mergentheim, Germany
- Department of Clinical Psychology and Psychotherapy, University of Bamberg, Bamberg, Germany
| | | | - Timm Roos
- Research Institute Diabetes Academy Mergentheim, Bad Mergentheim, Germany
| | - Guido Freckmann
- Forschungs- und Entwicklungsgesellschaft mbH an der Universität Ulm, Institut für Diabetes-Technologie, Ulm, Germany
| | - Bernhard Kulzer
- Research Institute Diabetes Academy Mergentheim, Bad Mergentheim, Germany
- Department of Clinical Psychology and Psychotherapy, University of Bamberg, Bamberg, Germany
- Diabetes Center Mergentheim, Bad Mergentheim, Germany
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Brixner D, Edelman SV, Sieradzan R, Gavin JR. Addressing the Burden of Multiple Daily Insulin Injections in Type 2 Diabetes with Insulin Pump Technology: A Narrative Review. Diabetes Ther 2024; 15:1525-1534. [PMID: 38771470 PMCID: PMC11211306 DOI: 10.1007/s13300-024-01598-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/19/2024] [Accepted: 04/24/2024] [Indexed: 05/22/2024] Open
Abstract
The growing prevalence of type 2 diabetes (T2D) remains a leading health concern in the US. Despite new medications and technologies, glycemic control in this population remains suboptimal, which increases the risk of poor outcomes, increased healthcare resource utilization, and associated costs. This article reviews the clinical and economic impacts of suboptimal glycemic control in patients on basal-bolus insulin or multiple daily injections (MDI) and discusses how new technologies, such as tubeless insulin delivery devices, referred to as "patch pumps", have the potential to improve outcomes in patients with T2D.
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Affiliation(s)
- Diana Brixner
- The University of Utah, L.S. Skaggs Pharmacy Research Institute, 30 South 2000 East, Room 4781, Salt Lake City, UT, 84112, USA
| | - Steven V Edelman
- University of California San Diego, TCOYD, 990 Highland Drive, Ste. 312, Solana Beach, CA, USA
| | - Ray Sieradzan
- Medical Outcomes Liaison Lead, Embecta Medical Affairs, 300 Kimball Drive, Parsippany, NJ, 07054, USA.
| | - James R Gavin
- Emory University School of Medicine, and Healing Our Village, Inc., 100 Woodruff Circle, Atlanta, GA, 30322, USA
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Danne TP, Joubert M, Hartvig NV, Kaas A, Knudsen NN, Mader JK. Association Between Treatment Adherence and Continuous Glucose Monitoring Outcomes in People With Diabetes Using Smart Insulin Pens in a Real-World Setting. Diabetes Care 2024; 47:995-1003. [PMID: 38569055 PMCID: PMC11116913 DOI: 10.2337/dc23-2176] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/14/2023] [Accepted: 03/05/2024] [Indexed: 04/05/2024]
Abstract
OBJECTIVE To evaluate the association of insulin injection adherence, smart insulin pen engagement, and glycemic control using real-world data from 16 countries from adults self-administering basal insulin degludec and bolus insulin with a smart insulin pen (NovoPen 6 or NovoPen Echo Plus) alongside continuous glucose monitoring (CGM). RESEARCH DESIGN AND METHODS Data were aggregated over 14-day periods. Treatment adherence was defined according to the number of missed basal and missed bolus insulin doses and smart pen engagement according to the number of days with data uploads. RESULTS Data from 3,945 adults, including 25,157 14-day periods with ≥70% CGM coverage, were analyzed. On average, 0.2 basal and 6.0 bolus insulin doses were missed over 14 days. The estimated probability of missing at least one basal insulin dose over a 14-day period was 17.6% (95% CI 16.5, 18.7). Missing one basal or bolus insulin dose per 14 days was associated with a significant decrease in percentage of time with glucose levels in range (TIR) (3.9-10.0 mmol/L), of -2.8% (95% CI -3.7, -1.8) and -1.7% (-1.8, -1.6), respectively; therefore, missing two basal or four bolus doses would decrease TIR by >5%. Smart pen engagement was associated positively with glycemic outcomes. CONCLUSIONS This combined analysis of real-world smart pen and CGM data showed that missing two basal or four bolus insulin doses over a 14-day period would be associated with a clinically relevant decrease in TIR. Smart insulin pens provide valuable insights into treatment injection behaviors.
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Affiliation(s)
- Thomas P.A. Danne
- Diabetes Centre for Children and Adolescents, Children’s and Youth Hospital Auf der Bult, Hanover Medical School, Hanover, Germany
| | - Michael Joubert
- Diabetes Care Unit, Caen University Hospital, University of Caen Normandy, Caen, France
| | | | | | | | - Julia K. Mader
- Division of Endocrinology and Diabetology, Department of Internal Medicine, Medical University of Graz, Graz, Austria
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Zan H, Liu T, Meng Z, Wang J. Localization of the questionnaire about sharps disposal at home among diabetes based on knowledge, attitude, and practice theory, and a cross-sectional survey of current conditions. Front Public Health 2024; 12:1355510. [PMID: 38864009 PMCID: PMC11165081 DOI: 10.3389/fpubh.2024.1355510] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2023] [Accepted: 05/06/2024] [Indexed: 06/13/2024] Open
Abstract
Background Diabetes Mellitus is a long duration disease, and if a person with diabetes is infected with a blood-borne infectious disease and proper syringe disposal practices are not followed, they run the danger of transmitting the infection to others for a very long period. Whereas fewer research has been done in China on the handing of sharp objects at home. Therefore, there is a need to translate and localize the Knowledge-Attitude-Practice Questionnaire regarding sharp disposal for diabetic patients to assess the current level of patient knowledge, attitudes, and practices and to improve the basis for promoting safe sharps handling practices. Methods This investigation was a cross-sectional study. The Knowledge-Attitude-Practice Questionnaire regarding sharp disposal was localized and debugged and tested for reliability and validity, and then 334 patients were investigated by General Characteristics Questionnaire, Knowledge- Attitude-Practice Questionnaire regarding sharp disposal, and the influencing factors of practice level regarding sharp disposal of patients were analyzed. Results The Cronbach's α value of the attitude section was 0.864 and the content validity index was 0.923. The knowledge and practice sections are in line with continental language conventions and are easy to understand without any ambiguity. The majority (52%) of the participants had poor knowledge and a neutral attitude toward disposing of sharp objects. Sharps disposal practices among diabetes mellitus patients were poor since about 90% of patients dispose of their used sharps directly into the household waste. Furthermore, we found that level of education, knowledge and attitude were the major predictors of practices regarding sharps disposal among diabetic patients (R 2 = 0.573, p < 0.001). Conclusion The Chinese version of the Knowledge-Attitude-Practice Questionnaire regarding sharp disposal has applicability in China. In China, current practice of disposing used sharps is improper. Additionally, the majority of the subjects had low levels of knowledge and attitudes. To raise awareness and encourage diabetic patients to follow appropriate sharps disposal practices, there needs to be ongoing education and a locally tailored safe sharp disposal alternative accessible.
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Affiliation(s)
| | - Tao Liu
- School of Nursing, Jinzhou Medical University, Jinzhou, Liaoning, China
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Roy Chowdhury S, Sadouki F, Collins E, Keen F, Bhagi R, Lim YSJ, Cozma SL, Bain SC. Real-World Use of Oral and Subcutaneous Semaglutide in Routine Clinical Practice in the UK: A Single-Centre, Retrospective Observational Study. Diabetes Ther 2024; 15:869-881. [PMID: 38427165 PMCID: PMC10951141 DOI: 10.1007/s13300-024-01551-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/08/2023] [Accepted: 02/07/2024] [Indexed: 03/02/2024] Open
Abstract
INTRODUCTION Semaglutide, the only glucagon-like peptide-1 receptor agonist (GLP-1 RA) available in subcutaneous and oral formulation for treatment of type 2 diabetes (T2D), has demonstrated clinically significant improvements in glycaemic control and weight in clinical trials. This study aimed to gain insights into the use of both formulations and evaluate their clinical effectiveness in a secondary care clinic in Wales. METHODS This was a retrospective observational analysis of adults with T2D initiated on oral or subcutaneous semaglutide. Changes from baseline in glycated haemoglobin (HbA1c), weight and other metabolic parameters were evaluated. RESULTS At baseline, participants (n = 103) had a mean age of 57.3 years, mean HbA1c of 79.1 mmol/mol (9.38%), mean weight of 111.8 kg and body mass index (BMI) of 39.6 kg/m2 (no statistically significant differences between oral and subcutaneous groups). At 6-month follow-up, statistically significant improvements in HbA1c (- 19.3 mmol/mol [- 1.77%] and - 20.8 mmol/mol [- 1.90%]), body weight (- 9.0 kg and - 7.2 kg), and BMI (- 3.3 kg/m2 and - 2.5 kg/m2) were observed for oral and subcutaneous semaglutide, respectively. No statistically significant differences between the formulations were observed, and safety profiles were comparable. CONCLUSIONS Both formulations of semaglutide provided clinically and statistically significant reductions in HbA1c and weight in real-world practice. Oral GLP-1 RA may offer a practical and effective option for the management of T2D.
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Affiliation(s)
| | | | | | - Frederick Keen
- Department of Diabetes and Endocrinology, Princess of Wales Hospital, Bridgend, CF31 1RQ, UK
| | - Ridhi Bhagi
- Department of Diabetes and Endocrinology, Princess of Wales Hospital, Bridgend, CF31 1RQ, UK
| | - Yuan S J Lim
- Department of Diabetes and Endocrinology, Princess of Wales Hospital, Bridgend, CF31 1RQ, UK
| | - Silviu L Cozma
- Department of Diabetes and Endocrinology, Princess of Wales Hospital, Bridgend, CF31 1RQ, UK
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10
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Kruger DF, Isaacs D, Hughes L, Miller E, Bailey TS. Opportunities to overcome underutilization of enhanced insulin delivery technologies in people with type 2 diabetes: a narrative review. Postgrad Med 2024; 136:246-254. [PMID: 38497381 DOI: 10.1080/00325481.2024.2331417] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2023] [Accepted: 03/06/2024] [Indexed: 03/19/2024]
Abstract
Use of innovative technologies such as continuous glucose monitoring (CGM) and insulin delivery systems have been shown to be safe and effective in helping patients with diabetes achieve significantly improved glycemic outcomes compared to their previous therapies. However, these technologies are underutilized in many primary care practices. This narrative review discusses some of the clinical and economic benefits of tubeless insulin delivery devices and discusses how this technology can overcome the main obstacles inherent to use of conventional insulin delivery devices.
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Affiliation(s)
- Davida F Kruger
- Division of Endocrinology, Diabetes, Bone & Mineral, Henry Ford Health System, Detroit, MI, USA
| | - Diana Isaacs
- Endocrinology and Metabolism Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Lucille Hughes
- Diabetes Education and Program Design, Catholic Health, Melville, NY, USA
| | - Eden Miller
- Endocrinology and Metabolism Institute, Diabetes and Obesity Care LLC, Bend, OR, USA
| | - Timothy S Bailey
- Endocrinology and Metabolism Institute, AMCR Institute, Escondido, CA, USA
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11
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Dehghani M, Sadeghi M, Barzkar F, Maghsoomi Z, Janani L, Motevalian SA, Loke YK, Ismail-Beigi F, Baradaran HR, Khamseh ME. Efficacy and safety of basal insulins in people with type 2 diabetes mellitus: a systematic review and network meta-analysis of randomized clinical trials. Front Endocrinol (Lausanne) 2024; 15:1286827. [PMID: 38586456 PMCID: PMC10997219 DOI: 10.3389/fendo.2024.1286827] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Accepted: 02/22/2024] [Indexed: 04/09/2024] Open
Abstract
Aim The comparative effectiveness of basal insulins has been examined in several studies. However, current treatment algorithms provide a list of options with no clear differentiation between different basal insulins as the optimal choice for initiation. Methods A comprehensive search of MEDLINE, Embase, Cochrane Library, ISI, and Scopus, and a reference list of retrieved studies and reviews were performed up to November 2023. We identified phase III randomized controlled trials (RCTs) comparing the efficacy and safety of basal insulin regimens. The primary outcomes evaluated were HbA1c reduction, weight change, and hypoglycemic events. The revised Cochrane ROB-2 tool was used to assess the methodological quality of the included studies. A random-effects frequentist network meta-analysis was used to estimate the pooled weighted mean difference (WMD) and odds ratio (OR) with 95% confidence intervals considering the critical assumptions in the networks. The certainty of the evidence and confidence in the rankings was assessed using the GRADE minimally contextualized approach. Results Of 20,817 retrieved studies, 44 RCTs (23,699 participants) were eligible for inclusion in our network meta-analysis. We found no significant difference among various basal insulins (including Neutral Protamine Hagedorn (NPH), ILPS, insulin glargine, detemir, and degludec) in reducing HbA1c. Insulin glargine, 300 U/mL (IGlar-300) was significantly associated with less weight gain (mean difference ranged from 2.9 kg to 4.1 kg) compared to other basal insulins, namely thrice-weekly insulin degludec (IDeg-3TW), insulin degludec, 100 U/mL (IDeg-100), insulin degludec, 200 U/mL (IDeg-200), NPH, and insulin detemir (IDet), but with low to very low certainty regarding most comparisons. IDeg-100, IDeg-200, IDet, and IGlar-300 were associated with significantly lower odds of overall, nocturnal, and severe hypoglycemic events than NPH and insulin lispro protamine (ILPS) (moderate to high certainty evidence). NPH was associated with the highest odds of overall and nocturnal hypoglycemia compared to others. Network meta-analysis models were robust, and findings were consistent in sensitivity analyses. Conclusion The efficacy of various basal insulin regimens is comparable. However, they have different safety profiles. IGlar-300 may be the best choice when weight gain is a concern. In contrast, IDeg-100, IDeg-200, IDet, and IGlar-300 may be preferred when hypoglycemia is the primary concern.
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Affiliation(s)
- Mohsen Dehghani
- Department of Epidemiology, School of Public Health, Iran University of Medical Sciences, Tehran, Iran
| | - Masoumeh Sadeghi
- Metabolic Syndrome Research Center, Mashhad University of Medical Sciences, Mashhad, Iran
- Department of Epidemiology, Faculty of Health, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Farzaneh Barzkar
- Endocrine Research Center, Institute of Endocrinology and Metabolism, Iran University of Medical Sciences, Tehran, Iran
| | - Zohreh Maghsoomi
- Research Center for Prevention of Cardiovascular Disease, Institute of Endocrinology and Metabolism, Iran University of Medical Sciences, Tehran, Iran
| | - Leila Janani
- Imperial Clinical Trials Unit, Imperial College London, London, United Kingdom
| | - Seyed Abbas Motevalian
- Department of Epidemiology, School of Public Health, Iran University of Medical Sciences, Tehran, Iran
| | - Yoon K. Loke
- Norwich Medical School, University of East Anglia, Norwich, United Kingdom
| | - Faramarz Ismail-Beigi
- Department of Medicine, Case Western Reserve University, Cleveland, OH, United States
| | - Hamid Reza Baradaran
- Department of Epidemiology, School of Public Health, Iran University of Medical Sciences, Tehran, Iran
- Endocrine Research Center, Institute of Endocrinology and Metabolism, Iran University of Medical Sciences, Tehran, Iran
- Ageing Clinical and Experimental Research Team, Institute of Applied Health Sciences, University of Aberdeen, Aberdeen, Scotland, United Kingdom
| | - Mohammad E. Khamseh
- Endocrine Research Center, Institute of Endocrinology and Metabolism, Iran University of Medical Sciences, Tehran, Iran
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12
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Boonpattharatthiti K, Saensook T, Neelapaijit N, Sakunrag I, Krass I, Dhippayom T. The prevalence of adherence to insulin therapy in patients with diabetes: A systematic review and meta-analysis. Res Social Adm Pharm 2024; 20:255-295. [PMID: 38104019 DOI: 10.1016/j.sapharm.2023.11.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Revised: 11/14/2023] [Accepted: 11/29/2023] [Indexed: 12/19/2023]
Abstract
BACKGROUND Adherence to insulin therapy is crucial to achieving good glycemic control for patients with type 1 diabetes (T1D) or type 2 diabetes (T2D). A comprehensive estimation of adherence to insulin therapy in patients with diabetes is currently lacking. OBJECTIVE To explore the prevalence of adherence to insulin therapy in patients with both T1D and T2D. METHODS A systematic search was performed using the following databases: PubMed, EMBASE, Cochrane CENTRAL, and ProQuest Dissertation and Theses from the inception of each database to August 2023. Cross-sectional studies were included if they met the following criteria: (1) conducted in patients with T1D or T2D; (2) reported adherence to insulin therapy. The Joanna Briggs Institute (JBI) critical appraisal checklist for studies reporting prevalence data was used to assess the quality of included studies. Pooled estimates of the prevalence of adherence to insulin were calculated as a percentage together with a 95 % confidence interval (95%CI) using a random-effect model. All analyses were conducted using STATA 15 (College Station, Texas, United States); PROSPERO (CRD42022322323). RESULTS Search results yielded 14,914 articles, of these 57 studies with a total of 125,241 patients met the inclusion criteria. The overall estimated prevalence of adherence to insulin therapy in both types of diabetes was 55.37 % (95%CI: 48.55 %-62.19 %). The adherence for T1D was 52.63 % (95 % CI: 37.37 %-67.87 %), whereas the adherence for T2D was 52.55 % (95 % CI: 43.08 %-62.01 %). The prevalence of adherence in lower middle-income countries was 56.79 % (95 % CI: 27.85 %-85.74 %). CONCLUSIONS The overall prevalence of adherence to insulin therapy was remarkably low. This requires attention from healthcare practitioners and policymakers to implement appropriate strategic approaches to improve adherence to insulin therapy.
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Affiliation(s)
- Kansak Boonpattharatthiti
- Faculty of Pharmaceutical Sciences, Burapha University, Chon Buri, Thailand; The Research Unit of Evidence Synthesis (TRUES), Faculty of Pharmaceutical Sciences, Naresuan University, Phitsanulok, Thailand.
| | - Thitinan Saensook
- The Research Unit of Evidence Synthesis (TRUES), Faculty of Pharmaceutical Sciences, Naresuan University, Phitsanulok, Thailand; Department of Pharmacy, Navamin 9 Hospital, Bangkok, Thailand.
| | - Nipaporn Neelapaijit
- The Research Unit of Evidence Synthesis (TRUES), Faculty of Pharmaceutical Sciences, Naresuan University, Phitsanulok, Thailand; Department of Pharmacy, Navamin 9 Hospital, Bangkok, Thailand.
| | - Itsarawan Sakunrag
- The Research Unit of Evidence Synthesis (TRUES), Faculty of Pharmaceutical Sciences, Naresuan University, Phitsanulok, Thailand.
| | - Ines Krass
- School of Pharmacy, University of Sydney, Sydney, NSW, Australia.
| | - Teerapon Dhippayom
- The Research Unit of Evidence Synthesis (TRUES), Faculty of Pharmaceutical Sciences, Naresuan University, Phitsanulok, Thailand.
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Cerono G, Chicco D. Ensemble machine learning reveals key features for diabetes duration from electronic health records. PeerJ Comput Sci 2024; 10:e1896. [PMID: 38435625 PMCID: PMC10909161 DOI: 10.7717/peerj-cs.1896] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2023] [Accepted: 01/30/2024] [Indexed: 03/05/2024]
Abstract
Diabetes is a metabolic disorder that affects more than 420 million of people worldwide, and it is caused by the presence of a high level of sugar in blood for a long period. Diabetes can have serious long-term health consequences, such as cardiovascular diseases, strokes, chronic kidney diseases, foot ulcers, retinopathy, and others. Even if common, this disease is uneasy to spot, because it often comes with no symptoms. Especially for diabetes type 2, that happens mainly in the adults, knowing how long the diabetes has been present for a patient can have a strong impact on the treatment they can receive. This information, although pivotal, might be absent: for some patients, in fact, the year when they received the diabetes diagnosis might be well-known, but the year of the disease unset might be unknown. In this context, machine learning applied to electronic health records can be an effective tool to predict the past duration of diabetes for a patient. In this study, we applied a regression analysis based on several computational intelligence methods to a dataset of electronic health records of 73 patients with diabetes type 1 with 20 variables and another dataset of records of 400 patients of diabetes type 2 with 49 variables. Among the algorithms applied, Random Forests was able to outperform the other ones and to efficiently predict diabetes duration for both the cohorts, with the regression performances measured through the coefficient of determination R2. Afterwards, we applied the same method for feature ranking, and we detected the most relevant factors of the clinical records correlated with past diabetes duration: age, insulin intake, and body-mass index. Our study discoveries can have profound impact on clinical practice: when the information about the duration of diabetes of patient is missing, medical doctors can use our tool and focus on age, insulin intake, and body-mass index to infer this important aspect. Regarding limitations, unfortunately we were unable to find additional dataset of EHRs of patients with diabetes having the same variables of the two analyzed here, so we could not verify our findings on a validation cohort.
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Affiliation(s)
- Gabriel Cerono
- Department of Neurology, University of California San Francisco, San Francisco, CA, USA
| | - Davide Chicco
- Institute of Health Policy Management and Evaluation, University of Toronto, Toronto, Canada
- Dipartimento di Informatica Sistemistica e Comunicazione, Università di Milano-Bicocca, Milan, Italy
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14
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AlBurno H, Schneider F, de Vries H, Al Mohannadi D, Mercken L. Determinants of adherence to insulin and blood glucose monitoring among adolescents and young adults with type 1 diabetes in Qatar: a qualitative study. F1000Res 2024; 11:907. [PMID: 38515508 PMCID: PMC10955191 DOI: 10.12688/f1000research.123468.2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 02/16/2024] [Indexed: 03/23/2024] Open
Abstract
Background Adherence to insulin and blood glucose monitoring (BGM) is insufficient in adolescents and young adults (AYAs) with type 1 diabetes (T1D) worldwide and in Qatar. Little is known about the factors related to being aware of suboptimal adherence and the beliefs related to suboptimal adherence in this group. This qualitative study investigated factors related to awareness of, and beliefs about suboptimal adherence, as well as the existence of specific action plans to combat suboptimal adherence using the I-Change model. Methods The target group was comprised of 20 Arab AYAs (17-24 years of age) with T1D living in Qatar. Participants were interviewed via semi-structured, face-to-face individual interviews, which were audio-recorded, transcribed verbatim, and analyzed using the Framework Method. Results Suboptimal adherence to insulin, and particularly to BGM, in AYAs with T1D was identified. Some AYAs reported to have little awareness about the consequences of their suboptimal adherence and how this can adversely affect optimal diabetes management. Participants also associated various disadvantages to adherence ( e.g., hypoglycemia, pain, among others) and reported low self-efficacy in being adherent ( e.g., when outside home, in a bad mood, among others). Additionally, goal setting and action-planning often appeared to be lacking. Factors facilitating adherence were receiving support from family and healthcare providers, being motivated, and high self-efficacy. Conclusions Interventions that increase awareness concerning the risks of suboptimal adherence of AYAs with T1D are needed, that increase motivation to adhere by stressing the advantages, creating support and increasing self-efficacy, and that address action planning and goal parameters.
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Affiliation(s)
- Hanan AlBurno
- Care and Public Health Research Institute, Maastricht University, Maastricht, P.O. Box 616, The Netherlands
| | - Francine Schneider
- Care and Public Health Research Institute, Maastricht University, Maastricht, P.O. Box 616, The Netherlands
| | - Hein de Vries
- Care and Public Health Research Institute, Maastricht University, Maastricht, P.O. Box 616, The Netherlands
| | - Dabia Al Mohannadi
- Endocrinology and Diabetes Department, Hamad Medical Corporation, Doha, P.O. Box 3050, Qatar
| | - Liesbeth Mercken
- Care and Public Health Research Institute, Maastricht University, Maastricht, P.O. Box 616, The Netherlands
- Department of Health Psychology, Open University of the Netherlands, Heerlen, P.O. Box 2960, The Netherlands
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15
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Wen S, Ruan Y, Shi Z, Dan S, Zhou L. The Barriers to Insulin Therapy Initiation in Type 2 Diabetes Patients: A Study of General Practitioner Perceptions in Huinan Community in South Shanghai. Diabetes Metab Syndr Obes 2024; 17:393-405. [PMID: 38283634 PMCID: PMC10822111 DOI: 10.2147/dmso.s446349] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/24/2023] [Accepted: 01/19/2024] [Indexed: 01/30/2024] Open
Abstract
Background Despite the demonstrated benefits of insulin therapy, many general practitioners (GPs) are hesitant to administer it due to challenges such as a lack of knowledge, time constraints, and patient reluctance. The barriers that prevent a GP from initiating insulin therapy may vary in comparison to those encountered by a diabetic patient; this aspect of clinical research in the South Shanghai metropolitan area has received limited attention so far. Objective This is a 6-months of interventional analytic cohort study. The prime aim is to investigate the barriers general practitioners (GPs) face when initiating insulin therapy for patients with type 2 diabetes (T2D). Materials and Methods As part of a training program, all 189 registered GPs in Nanhui Health Service Center in Shanghai were given a structured online-multi-choice questionnaire before and after a six-month interval, during which the GPs received sessions of training on insulin therapy either on theoretic classes or clinical practices. Results Before and after training, via the methods of multiple-response analyses, the results showed that social, GP's, and patient barriers to initiating insulin therapy were comparable. However, through the crosstabs chi-square test, we found significant changes in the basal insulin initiation following the prescription of the senior endocrinologists, the titration of insulin, and the need for training (p<0.05). The Spearman analyses discovered significant changes associated with the cause of initial insulin refusal and the factors influencing insulin administration. Finally, the binary logistic regression analysis revealed that distinct causes such as social factors, insurance, GP experience, insulin dosage calculation, follow-up, and patients' feelings are related to insulin treatment application before and after training. Conclusion According to this study, training increased general practitioners' confidence in initiating insulin administration, especially basal insulin. General practitioners require additional education on insulin therapy, with a potential need for increased face-to-face training for insulin initiation.
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Affiliation(s)
- Song Wen
- Department of Endocrinology, Shanghai Pudong Hospital, Fudan University, Shanghai, People’s Republic of China
| | - Yufeng Ruan
- Department of General Practice, Huinan Health Service Center, Shanghai, People’s Republic of China
| | - Zhongyu Shi
- Department of International Medicine, Shanghai Pudong Hospital, Fudan University, Shanghai, People’s Republic of China
| | - Shujie Dan
- Department of General Practice, Huinan Health Service Center, Shanghai, People’s Republic of China
| | - Ligang Zhou
- Department of Endocrinology, Shanghai Pudong Hospital, Fudan University, Shanghai, People’s Republic of China
- Department of General Practice, Huinan Health Service Center, Shanghai, People’s Republic of China
- Department of International Medicine, Shanghai Pudong Hospital, Fudan University, Shanghai, People’s Republic of China
- Shanghai Key Laboratory of Vascular Lesions Regulation and Remodeling, Shanghai Pudong Hospital, Fudan University Pudong Medical Center, Shanghai, People’s Republic of China
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16
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Chen YL, Nguyen PA, Chien CH, Hsu MH, Liou DM, Yang HC. Machine learning-based prediction of medication refill adherence among first-time insulin users with type 2 diabetes. Diabetes Res Clin Pract 2024; 207:111033. [PMID: 38049037 DOI: 10.1016/j.diabres.2023.111033] [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: 05/07/2023] [Revised: 09/05/2023] [Accepted: 11/30/2023] [Indexed: 12/06/2023]
Abstract
AIMS The prevalence of Type 2 Diabetes Mellitus (T2DM) is projected to be 7 % in 2030. Despite its need for long-term diabetes care, the adherence rate of injectable medications such as insulin is around 60 %, lower than the acceptable threshold of 80 %. This study aims to create classification models to predict insulin adherence among adult T2DM naïve insulin users. METHODS Clinical data were extracted from Taipei Medical University Clinical Research Database (TMUCRD) from January 1st, 2004 to December 30th, 2020. A patient was regarded as adherent if his/her medication possession ratio (MPR) was at least 80 %. Seven domains of predictors were created, including demographics, baseline medications, baseline comorbidities, baseline laboratory data, healthcare resource utilization, index insulins, and the concomitant non-insulin T2DM medications. We built two Xgboost models for internal and external testing respectively. RESULTS Using a cohort of 4134 patients from Taiwan, our model achieved the Area Under the curve of the Receiver Operating Characteristic (AUROC) of the internal test was 0.782 and the AUROC of the external test was 0.771. the SHAP (SHapley Additive exPlanations) value showed that the number of prescribed medications, the number of outpatient visits, and laboratory data were predictive of future insulin adherence. CONCLUSIONS This is the first study to predict adherence among adult naïve insulin users. The developed model is a potential clinical decision support tool to identify possible non-adherent patients for healthcare providers to design individualized education plans.
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Affiliation(s)
- Ya-Lin Chen
- Department of Biomedical Informatics and Medical Education, University of Washington, Seattle, WA, USA; Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei, Taiwan
| | - Phung-Anh Nguyen
- Clinical Data Center, Office of Data Science, Taipei Medical University, Taipei, Taiwan; Clinical Big Data Research Center, Taipei Medical University Hospital, Taipei Medical University, Taipei, Taiwan; Research Center of Health Care Industry Data Science, College of Management, Taipei Medical University, Taipei, Taiwan
| | - Chia-Hui Chien
- Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei, Taiwan; International Center for Health Information Technology (ICHIT), College of Medical Science and Technology, Taipei Medical University, Taipei, Taiwan; Office of Public Affairs, Taipei Medical University, Taiwan
| | - Min-Huei Hsu
- Office of Data Science, Taipei Medical University, Taipei, Taiwan; Graduate Institute of Data Science, College of Management, Taipei Medical University, Taipei, Taiwan
| | - Der-Ming Liou
- Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei, Taiwan
| | - Hsuan-Chia Yang
- Clinical Big Data Research Center, Taipei Medical University Hospital, Taipei Medical University, Taipei, Taiwan; Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei, Taiwan; International Center for Health Information Technology (ICHIT), College of Medical Science and Technology, Taipei Medical University, Taipei, Taiwan; Research Center of Big Data and Meta-Analysis, Wan Fang Hospital, Taipei Medical University, Taipei, Taiwan.
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Hasselstrøm Jensen J, Vestergaard P, Hasselstrøm Jensen M. Association between Glucose-lowering Treatments and Risk of Diabetic Retinopathy in People with Type 2 Diabetes: A Nationwide Cohort Study. Curr Drug Saf 2024; 19:236-243. [PMID: 37078347 DOI: 10.2174/1574886318666230420084701] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Revised: 02/13/2023] [Accepted: 02/16/2023] [Indexed: 04/21/2023]
Abstract
INTRODUCTION Glycaemic variability is possibly linked to the development of diabetic retinopathy, and newer second-line glucose-lowering treatments in type 2 diabetes might reduce glycaemic variability. AIM This study aimed to investigate whether newer second-line glucose-lowering treatments are associated with an alternative risk of developing diabetic retinopathy in people with type 2 diabetes. METHODS A nationwide cohort of people with type 2 diabetes on second-line glucose-lowering treatment regimens in 2008-2018 was extracted from the Danish National Patient Registry. Adjusted time to diabetic retinopathy was estimated with a Cox Proportional Hazards model. The model was adjusted for age, sex, diabetes duration, alcohol abuse, treatment start year, education, income, history of late-diabetic complications, history of non-fatal major adverse cardiovascular events, history of chronic kidney disease, and history of hypoglycaemic episodes. RESULTS Treatment regimens of metformin + basal insulin (HR: 3.15, 95% CI: 2.42-4.10) and metformin + glucagon-like peptide-1 receptor agonist (GLP-1-RA, HR: 1.46, 95% CI: 1.09-1.96) were associated with an increased risk of diabetic retinopathy compared with metformin + dipeptidyl peptidase-4 inhibitors (DPP-4i). Treatment with metformin + sodium-glucose cotransporter-2 inhibitor (SGLT2i, HR: 0.77, 95% CI: 0.28-2.11) was associated with the numerically lowest risk of diabetic retinopathy compared with all regimens investigated. CONCLUSION Findings from this study indicate that basal insulin and GLP-1-RA are suboptimal second- line choices for people with type 2 diabetes at risk of developing diabetic retinopathy. However, many other considerations concerning the choice of second-line glucose-lowering treatment for type 2 diabetes patients should be taken into account.
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Affiliation(s)
| | - Peter Vestergaard
- Steno Diabetes Center North Denmark, Aalborg University Hospital, Hobrovej 19, 9100, Aalborg, Denmark
| | - Morten Hasselstrøm Jensen
- Steno Diabetes Center North Denmark, Aalborg University Hospital, Hobrovej 19, 9100, Aalborg, Denmark
- Department of Health Science and Technology, Aalborg University, Fredrik Bajers Vej 7, 9220, Aalborg, Denmark
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Bayatra A, Nasserat R, Ilan Y. Overcoming Low Adherence to Chronic Medications by Improving their Effectiveness using a Personalized Second-generation Digital System. Curr Pharm Biotechnol 2024; 25:2078-2088. [PMID: 38288794 DOI: 10.2174/0113892010269461240110060035] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2023] [Revised: 11/26/2023] [Accepted: 12/11/2023] [Indexed: 09/10/2024]
Abstract
INTRODUCTION Low adherence to chronic treatment regimens is a significant barrier to improving clinical outcomes in patients with chronic diseases. Low adherence is a result of multiple factors. METHODS We review the relevant studies on the prevalence of low adherence and present some potential solutions. RESULTS This review presents studies on the current measures taken to overcome low adherence, indicating a need for better methods to deal with this problem. The use of first-generation digital systems to improve adherence is mainly based on reminding patients to take their medications, which is one of the reasons they fail to provide a solution for many patients. The establishment of a second-generation artificial intelligence system, which aims to improve the effectiveness of chronic drugs, is described. CONCLUSION Improving clinically meaningful outcome measures and disease parameters may increase adherence and improve patients' response to therapy.
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Affiliation(s)
- Areej Bayatra
- Department of Medicine, the Hebrew University-Hadassah Medical Center, Jerusalem, Israel
| | - Rima Nasserat
- Department of Medicine, the Hebrew University-Hadassah Medical Center, Jerusalem, Israel
| | - Yaron Ilan
- Department of Medicine, the Hebrew University-Hadassah Medical Center, Jerusalem, Israel
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Giorgino F, Battelino T, Bergenstal RM, Forst T, Green JB, Mathieu C, Rodbard HW, Schnell O, Wilmot EG. The Role of Ultra-Rapid-Acting Insulin Analogs in Diabetes: An Expert Consensus. J Diabetes Sci Technol 2023:19322968231204584. [PMID: 37937585 DOI: 10.1177/19322968231204584] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/09/2023]
Abstract
Ultra-rapid-acting insulin analogs (URAA) are a further development and refinement of rapid-acting insulin analogs. Because of their adapted formulation, URAA provide an even faster pharmacokinetics and thus an accelerated onset of insulin action than conventional rapid-acting insulin analogs, allowing for a more physiologic delivery of exogenously applied insulin. Clinical trials have confirmed the superiority of URAA in controlling postprandial glucose excursions, with a safety profile that is comparable to the rapid-acting insulins. Consequently, many individuals with diabetes mellitus may benefit from URAA in terms of prandial glycemic control. Unfortunately, there are only few available recommendations from authoritative sources for use of URAA in clinical practice. Therefore, this expert consensus report aims to define populations of people with diabetes mellitus for whom URAA may be beneficial and to provide health care professionals with concrete, practical recommendations on how best to use URAA in this context.
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Affiliation(s)
- Francesco Giorgino
- Section of Internal Medicine, Endocrinology, Andrology and Metabolic Diseases, Department of Precision and Regenerative Medicine and Ionian Area, University of Bari Aldo Moro, Bari, Italy
| | - Tadej Battelino
- Department of Endocrinology, Diabetes and Metabolism, UCH-University Medical Center Ljubljana, Ljubljana, Slovenia
- Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | | | - Thomas Forst
- Department of Endocrinology and Metabolic Diseases, Johannes Gutenberg University Medical Center, Mainz, Germany
- Clinical Research Services, Mannheim, Germany
| | - Jennifer B Green
- Division of Endocrinology and Duke Clinical Research Institute, Duke University School of Medicine, Durham, NC, USA
| | - Chantal Mathieu
- Clinical and Experimental Endocrinology, University Hospital Gasthuisberg, Katholieke Universiteit Leuven, Leuven, Belgium
| | | | - Oliver Schnell
- Forschergruppe Diabetes eV at the Helmholtz Centre, Munich-Neuherberg, Germany
| | - Emma G Wilmot
- Department of Diabetes & Endocrinology, University Hospitals of Derby and Burton NHS Foundation Trust, Derby, UK
- Academic Unit for Translational Medical Sciences, University of Nottingham, Nottingham, England, UK
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Studer CM, Linder M, Pazzagli L. A global systematic overview of socioeconomic factors associated with antidiabetic medication adherence in individuals with type 2 diabetes. JOURNAL OF HEALTH, POPULATION, AND NUTRITION 2023; 42:122. [PMID: 37936205 PMCID: PMC10631092 DOI: 10.1186/s41043-023-00459-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/21/2023] [Accepted: 10/21/2023] [Indexed: 11/09/2023]
Abstract
BACKGROUND Antidiabetic medication adherence is a key aspect for successful control of type 2 diabetes mellitus (T2DM). This systematic review aims to provide an overview of the associations between socioeconomic factors and antidiabetic medication adherence in individuals with T2DM. METHODS A study protocol was established using the PRISMA checklist. A primary literature search was conducted during March 2022, searching PubMed, Embase, Web of Science, as well as WorldCat and the Bielefeld Academic Search Engine. Studies were included if published between 1990 and 2022 and included individuals with T2DM. During primary screening, one reviewer screened titles and abstracts for eligibility, while in the secondary screening, two reviewers worked independently to extract the relevant data from the full-text articles. RESULTS A total of 15,128 studies were found in the primary search, and 102 were finally included in the review. Most studies found were cross-sectional (72) and many investigated multiple socioeconomic factors. Four subcategories of socioeconomic factors were identified: economic (70), social (74), ethnical/racial (19) and geographical (18). The majority of studies found an association with antidiabetic medication adherence for two specific factors, namely individuals' insurance status (10) and ethnicity or race (18). Other important factors were income and education. CONCLUSIONS A large heterogeneity between studies was observed, with many studies relying on subjective data from interviewed individuals with a potential for recall bias. Several socioeconomic groups influencing medication adherence were identified, suggesting potential areas of intervention for the improvement of diabetes treatment adherence and individuals' long-term well-being.
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Affiliation(s)
- Christian Ming Studer
- Department of Chemistry and Applied Biosciences, Institute for Pharmaceutical Sciences, ETH Zurich, Zurich, Switzerland
| | - Marie Linder
- Centre for Pharmacoepidemiology, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden
| | - Laura Pazzagli
- Clinical Epidemiology Division, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden.
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21
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Skriver LKL, Nielsen MW, Walther S, Nørlev JD, Hangaard S. Factors associated with adherence or nonadherence to insulin therapy among adults with type 2 diabetes mellitus: A scoping review. J Diabetes Complications 2023; 37:108596. [PMID: 37651772 DOI: 10.1016/j.jdiacomp.2023.108596] [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: 07/24/2023] [Accepted: 08/20/2023] [Indexed: 09/02/2023]
Abstract
BACKGROUND AND AIM One of the greatest barriers to the treatment of T2DM is nonadherence which particularly applies to insulin therapy. There is a need for a comprehensive overview of all factors associated with nonadherence to insulin therapy. The aim of this study was to identify factors associated with adherence or nonadherence to insulin therapy among adults with T2DM. METHODS A scoping review was conducted in accordance with the PRISMA 2020 statement. A systematic search was performed in PubMed, Cinahl, and Web of Science (January 2013 to March 2023). RESULTS A final sample of 48 studies was included in the scoping review. The synthesis revealed 30 factors associated with adherence or nonadherence. The factors were grouped into 6 themes: demographics, attitude and perceptions, management of diabetes, impact on daily living, disease and medication, and healthcare system. CONCLUSION The most prominent factors identified were age, cost of healthcare, personal beliefs towards insulin therapy, social stigma, patient education, complexity of diabetes treatment, impact of insulin therapy on daily life, and fear of side effects. The results indicate a need for further research to determine threshold values for the factors associated with adherence or nonadherence.
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Affiliation(s)
| | | | - Simone Walther
- Department of Health Science and Technology, Aalborg University, 9220 Aalborg, Denmark
| | | | - Stine Hangaard
- Department of Health Science and Technology, Aalborg University, 9220 Aalborg, Denmark; Steno Diabetes Center North Jutland, 9000 Aalborg, Denmark
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22
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Hermanns N, Ehrmann D, Finke-Groene K, Krichbaum M, Roos T, Haak T, Freckmann G, Kulzer B. Use of smartphone application versus written titration charts for basal insulin titration in adults with type 2 diabetes and suboptimal glycaemic control (My Dose Coach): multicentre, open-label, parallel, randomised controlled trial. THE LANCET REGIONAL HEALTH. EUROPE 2023; 33:100702. [PMID: 37954005 PMCID: PMC10636267 DOI: 10.1016/j.lanepe.2023.100702] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/08/2023] [Revised: 07/07/2023] [Accepted: 07/12/2023] [Indexed: 11/14/2023]
Abstract
Background The majority of people with type 2 diabetes who require insulin therapy use only basal insulin in combination with other anti-diabetic agents. We tested whether using a smartphone application to titrate insulin could improve glycaemic control in people with type 2 diabetes who use basal insulin. Methods This was a 12-week, multicentre, open-label, parallel, randomised controlled trial conducted in 36 diabetes practices in Germany. Eligible participants had type 2 diabetes, a BMI ≥25.0 kg/m2, were on basal insulin therapy or were initiating basal insulin therapy, and had suboptimal glycaemic control (HbA1c >7.5%; 58.5 mmol/mol). Block randomisation with 1:1 allocation was performed centrally. Participants in the intervention group titrated their basal insulin dose using a smartphone application (My Dose Coach) for 12 weeks. Control group participants titrated their basal insulin dose according to a written titration chart. The primary outcome was the baseline-adjusted change in HbA1c at 12 weeks. The intention-to-treat analysis included all randomised participants. Results Between 13 July 2021 and 21 March 2022, 251 study participants were randomly assigned (control group: n = 123; intervention group: n = 128), and 236 completed the follow-up phase (control group: n = 119; intervention group: n = 117). Regarding the HbA1c a model-based adjusted between-group difference of -0.31% (95% CI: 0.01%-0.69%; p = 0.0388) in favour of the intervention group was observed. There were 30 adverse events reported: 16 in the control group, 14 in the intervention group. Of these, 15 adverse events were serious. No event was considered to be related to the investigational device. Interpretation Study results suggest that utilizing this digital health smartphone application for basal insulin titration may have resulted in a comparatively greater reduction in HbA1c levels among individuals with type 2 diabetes, as compared to basal insulin titration guided by a written titration schedule. No negative effect on safety outcomes was observed. Funding Sanofi-Aventis Deutschland GmbH.
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Affiliation(s)
- Norbert Hermanns
- Research Institute of the Diabetes Academy Mergentheim (FIDAM), Johann-Hammer-Str. 24, Bad Mergentheim 97980, Germany
- Diabetes Centre Bad Mergentheim, Theodor-Klotzbuecher-Str. 12, Bad Mergentheim 97980, Germany
- Department of Clinical Psychology and Psychotherapy, University of Bamberg, Markusplatz 3, Bamberg 96047, Germany
| | - Dominic Ehrmann
- Research Institute of the Diabetes Academy Mergentheim (FIDAM), Johann-Hammer-Str. 24, Bad Mergentheim 97980, Germany
- Department of Clinical Psychology and Psychotherapy, University of Bamberg, Markusplatz 3, Bamberg 96047, Germany
| | - Katharina Finke-Groene
- Research Institute of the Diabetes Academy Mergentheim (FIDAM), Johann-Hammer-Str. 24, Bad Mergentheim 97980, Germany
| | - Michael Krichbaum
- Research Institute of the Diabetes Academy Mergentheim (FIDAM), Johann-Hammer-Str. 24, Bad Mergentheim 97980, Germany
| | - Timm Roos
- Research Institute of the Diabetes Academy Mergentheim (FIDAM), Johann-Hammer-Str. 24, Bad Mergentheim 97980, Germany
| | - Thomas Haak
- Diabetes Centre Bad Mergentheim, Theodor-Klotzbuecher-Str. 12, Bad Mergentheim 97980, Germany
| | - Guido Freckmann
- IfDT - Institut für Diabetes-Technologie Forschungs- und Entwicklungsgesellschaft mbH, Helmholtzstr. 20, Ulm 89081, Germany
| | - Bernhard Kulzer
- Research Institute of the Diabetes Academy Mergentheim (FIDAM), Johann-Hammer-Str. 24, Bad Mergentheim 97980, Germany
- Diabetes Centre Bad Mergentheim, Theodor-Klotzbuecher-Str. 12, Bad Mergentheim 97980, Germany
- Department of Clinical Psychology and Psychotherapy, University of Bamberg, Markusplatz 3, Bamberg 96047, Germany
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23
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Cortellini A, D'Alessio A, Cleary S, Buti S, Bersanelli M, Bordi P, Tonini G, Vincenzi B, Tucci M, Russo A, Pantano F, Russano M, Stucci LS, Sergi MC, Falconi M, Zarzana MA, Santini D, Spagnolo F, Tanda ET, Rastelli F, Giorgi FC, Pergolesi F, Giusti R, Filetti M, Lo Bianco F, Marchetti P, Botticelli A, Gelibter A, Siringo M, Ferrari M, Marconcini R, Vitale MG, Nicolardi L, Chiari R, Ghidini M, Nigro O, Grossi F, De Tursi M, Di Marino P, Queirolo P, Bracarda S, Macrini S, Inno A, Zoratto F, Veltri E, Spoto C, Vitale MG, Cannita K, Gennari A, Morganstein DL, Mallardo D, Nibid L, Sabarese G, Brunetti L, Perrone G, Ascierto PA, Ficorella C, Pinato DJ. Type 2 Diabetes Mellitus and Efficacy Outcomes from Immune Checkpoint Blockade in Patients with Cancer. Clin Cancer Res 2023; 29:2714-2724. [PMID: 37125965 DOI: 10.1158/1078-0432.ccr-22-3116] [Citation(s) in RCA: 15] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2022] [Revised: 02/14/2023] [Accepted: 04/25/2023] [Indexed: 05/02/2023]
Abstract
PURPOSE No evidence exists as to whether type 2 diabetes mellitus (T2DM) impairs clinical outcome from immune checkpoint inhibitors (ICI) in patients with solid tumors. EXPERIMENTAL DESIGN In a large cohort of ICI recipients treated at 21 institutions from June 2014 to June 2020, we studied whether patients on glucose-lowering medications (GLM) for T2DM had shorter overall survival (OS) and progression-free survival (PFS). We used targeted transcriptomics in a subset of patients to explore differences in the tumor microenvironment (TME) of patients with or without diabetes. RESULTS A total of 1,395 patients were included. Primary tumors included non-small cell lung cancer (NSCLC; 54.7%), melanoma (24.7%), renal cell (15.0%), and other carcinomas (5.6%). After multivariable analysis, patients on GLM (n = 226, 16.2%) displayed an increased risk of death [HR, 1.29; 95% confidence interval (CI),1.07-1.56] and disease progression/death (HR, 1.21; 95% CI, 1.03-1.43) independent of number of GLM received. We matched 92 metformin-exposed patients with 363 controls and 78 patients on other oral GLM or insulin with 299 control patients. Exposure to metformin, but not other GLM, was associated with an increased risk of death (HR, 1.53; 95% CI, 1.16-2.03) and disease progression/death (HR, 1.34; 95% CI, 1.04-1.72). Patients with T2DM with higher pretreatment glycemia had higher neutrophil-to-lymphocyte ratio (P = 0.04), while exploratory tumoral transcriptomic profiling in a subset of patients (n = 22) revealed differential regulation of innate and adaptive immune pathways in patients with T2DM. CONCLUSIONS In this study, patients on GLM experienced worse outcomes from immunotherapy, independent of baseline features. Prospective studies are warranted to clarify the relative impact of metformin over a preexisting diagnosis of T2DM in influencing poorer outcomes in this population.
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Affiliation(s)
- Alessio Cortellini
- Operative Research Unit of Medical Oncology, Fondazione Policlinico Universitario Campus Bio-Medico, Roma, Italy
- Department of Surgery and Cancer, Imperial College London, Hammersmith Hospital Campus, London, United Kingdom
| | - Antonio D'Alessio
- Department of Surgery and Cancer, Imperial College London, Hammersmith Hospital Campus, London, United Kingdom
- Division of Oncology, Department of Translational Medicine, University of Piemonte Orientale, Novara, Italy
| | - Siobhan Cleary
- Department of Surgery and Cancer, Imperial College London, Hammersmith Hospital Campus, London, United Kingdom
| | - Sebastiano Buti
- Division of Oncology, Department of Translational Medicine, University of Piemonte Orientale, Novara, Italy
- Department of Medicine and Surgery, University of Parma, Parma, Italy
| | | | - Paola Bordi
- Medical Oncology Unit, University Hospital of Parma, Parma, Italy
| | - Giuseppe Tonini
- Operative Research Unit of Medical Oncology, Fondazione Policlinico Universitario Campus Bio-Medico, Roma, Italy
| | - Bruno Vincenzi
- Operative Research Unit of Medical Oncology, Fondazione Policlinico Universitario Campus Bio-Medico, Roma, Italy
| | - Marco Tucci
- Department of Interdisciplinary Medicine (DIM), University of Bari "Aldo Moro", Italy
- Medical Oncology Unit, Policlinico Hospital of Bari, Bari, Italy
| | - Alessandro Russo
- Medical Oncology, A.O. Papardo & Department of Human Pathology, University of Messina, Messina, Italy
| | - Francesco Pantano
- Operative Research Unit of Medical Oncology, Fondazione Policlinico Universitario Campus Bio-Medico, Roma, Italy
| | - Marco Russano
- Operative Research Unit of Medical Oncology, Fondazione Policlinico Universitario Campus Bio-Medico, Roma, Italy
| | | | | | - Martina Falconi
- Medical Oncology, A.O. Papardo & Department of Human Pathology, University of Messina, Messina, Italy
| | - Maria Antonietta Zarzana
- Medical Oncology, A.O. Papardo & Department of Human Pathology, University of Messina, Messina, Italy
| | - Daniele Santini
- UOC Oncologia Medica territoriale, La Sapienza University, Polo Pontino, Rome, Italy
| | | | - Enrica T Tanda
- IRCCS Ospedale Policlinico San Martino, Genova, Italy
- Genetics of Rare Cancers, Department of Internal Medicine and Medical Specialties, University of Genoa, Genoa, Italy
| | - Francesca Rastelli
- UOC Oncologia Ascoli Piceno - San Benedetto del Tronto, Ascoli Piceno, Italy
| | | | - Federica Pergolesi
- UOC Oncologia Ascoli Piceno - San Benedetto del Tronto, Ascoli Piceno, Italy
| | - Raffaele Giusti
- Azienda Ospedaliera Sant'Andrea, Sapienza University of Rome, Rome, Italy
| | - Marco Filetti
- Department of Experimental Medicine, Sapienza University of Rome, Rome, Italy
- Early Phase Trials, Policlinico Agostino Gemelli IRCCS, Rome, Italy
| | | | - Paolo Marchetti
- Istituto Dermopatico dell'Immacolata: IDI IRCCS, Rome, Italy
| | - Andrea Botticelli
- Department of Clinical and Molecular Oncology, "Sapienza" University of Rome, Rome, Italy
| | - Alain Gelibter
- Department of Clinical and Molecular Oncology, "Sapienza" University of Rome, Rome, Italy
| | - Marco Siringo
- Department of Clinical and Molecular Oncology, "Sapienza" University of Rome, Rome, Italy
| | - Marco Ferrari
- Medical Oncology, Azienda Ospedaliero-Universitaria Pisana, Pisa, Italy
| | | | | | | | - Rita Chiari
- UOC Oncologia, Azienda Ospedaliera Marche Nord, Pesaro, Italy
| | - Michele Ghidini
- Medical Oncology Unit, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Olga Nigro
- Medical Oncology, ASST Sette Laghi, Ospedale di Circolo e Fondazione Macchi, Varese, Italy
| | - Francesco Grossi
- Medical Oncology, ASST Sette Laghi, Ospedale di Circolo e Fondazione Macchi, Varese, Italy
- Division of Medical Oncology, University of Insubria, Varese, Italy
| | - Michele De Tursi
- Department of Innovative Technologies in Medicine & Dentistry, University G. D'Annunzio, Chieti-Pescara, Italy
| | | | - Paola Queirolo
- Division of Medical Oncology for Melanoma, Sarcoma, and Rare Tumors, IEO, European Institute of Oncology IRCCS, Milan, Italy
| | - Sergio Bracarda
- S.C. Medical Oncology, Azienda Ospedaliera S. Maria, Terni, Italy
| | - Serena Macrini
- S.C. Medical Oncology, Azienda Ospedaliera S. Maria, Terni, Italy
| | - Alessandro Inno
- Oncology Unit, IRCCS Ospedale Sacro Cuore Don Calabria, Negrar, Verona, Italy
| | | | - Enzo Veltri
- Medical Oncology, Santa Maria Goretti Hospital, Latina, Italy
| | - Chiara Spoto
- Medical Oncology, Santa Maria Goretti Hospital, Latina, Italy
| | - Maria Grazia Vitale
- Melanoma, Cancer Immunotherapy and Development Therapeutics Unit, Istituto Nazionale Tumori-IRCCS Fondazione "G. Pascale", Naples, Italy
| | - Katia Cannita
- Medical Oncology Unit, Department of Oncology, Teramo, Italy
| | - Alessandra Gennari
- Division of Oncology, Department of Translational Medicine, University of Piemonte Orientale, Novara, Italy
| | - Daniel L Morganstein
- Skin Unit, Royal Marsden Hospital, London, United Kingdom
- Department of Endocrinology, Chelsea and Westminster Hospital, London, United Kingdom
| | - Domenico Mallardo
- Melanoma, Cancer Immunotherapy and Development Therapeutics Unit, Istituto Nazionale Tumori-IRCCS Fondazione "G. Pascale", Naples, Italy
| | - Lorenzo Nibid
- Pathology Unit, Fondazione Policlinico Universitario Campus Bio-Medico, Roma, Italy
| | - Giovanna Sabarese
- Pathology Unit, Fondazione Policlinico Universitario Campus Bio-Medico, Roma, Italy
| | - Leonardo Brunetti
- Operative Research Unit of Medical Oncology, Fondazione Policlinico Universitario Campus Bio-Medico, Roma, Italy
| | - Giuseppe Perrone
- Pathology Unit, Fondazione Policlinico Universitario Campus Bio-Medico, Roma, Italy
| | - Paolo A Ascierto
- Melanoma, Cancer Immunotherapy and Development Therapeutics Unit, Istituto Nazionale Tumori-IRCCS Fondazione "G. Pascale", Naples, Italy
| | - Corrado Ficorella
- Department of Biotechnology and Applied Clinical Science, University of L'Aquila, L'Aquila, Italy
| | - David J Pinato
- Department of Surgery and Cancer, Imperial College London, Hammersmith Hospital Campus, London, United Kingdom
- Division of Oncology, Department of Translational Medicine, University of Piemonte Orientale, Novara, Italy
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Moreno-Fernandez J, Díaz-Soto G, Girbes J, Arroyo FJ. Current Perspective on the Potential Benefits of Smart Insulin Pens on Glycemic Control in Patients With Diabetes: Spanish Delphi Consensus. J Diabetes Sci Technol 2023:19322968231178022. [PMID: 37264627 DOI: 10.1177/19322968231178022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
INTRODUCTION Diabetes mellitus (DM) is a chronic disease with high morbidity and mortality, and glycemic control is key to avoiding complications. Technological innovations have led to the development of new tools to help patients with DM manage their condition. OBJECTIVE This consensus assesses the current perspective of physicians on the potential benefits of using smart insulin pens in the glycemic control of patients with type 1 diabetes (DM1) in Spain. METHODS The Delphi technique was used by 110 physicians who were experts in managing patients with DM1. The questionnaire consisted of 94 questions. RESULTS The consensus obtained was 95.74%. The experts recommended using the ambulatory glucose profile report and the different time-in-range (TIR) metrics to assess poor glycemic control. Between 31% and 65% of patients had TIR values less than 70% and were diagnosed based on glycosylated hemoglobin values. They believed that less than 10% of patients needed to remember to administer the basal insulin dose and between 10% and 30% needed to remember the prandial insulin dose. CONCLUSIONS The perception of physicians in their usual practice leads them to recommend the use of ambulatory glucose profile and time in range for glycemic control. Forgetting to administer insulin is a very common problem and the actual occurrence rate does not correspond with clinicians' perceptions. Technological improvements and the use of smart insulin pens can increase treatment adherence, strengthen the doctor-patient relationship, and help improve patients' education and quality of life.
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Affiliation(s)
- Jesús Moreno-Fernandez
- Endocrinology and Nutrition Department, Ciudad Real General University Hospital, Ciudad Real School of Medicine, University of Castilla-La Mancha, Ciudad Real, Spain
| | - Gonzalo Díaz-Soto
- Endocrinology and Nutrition Service, University Clinical Hospital of Valladolid, School of Medicine, University of Valladolid, Valladolid, Spain
| | - Juan Girbes
- Endocrinology Service, Hospital Arnau de Vilanova, Valencia, Spain
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Alsaidan AA, Alsaidan OA, Mallhi TH, Khan YH, Alzarea AI, Alanazi AS. Assessment of Adherence to Insulin Injections among Diabetic Patients on Basal-Bolus Regimen in Primary and Secondary Healthcare Centers in Al-Jouf Region of Saudi Arabia; A Descriptive Analysis. J Clin Med 2023; 12:jcm12103474. [PMID: 37240580 DOI: 10.3390/jcm12103474] [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: 03/16/2023] [Revised: 05/03/2023] [Accepted: 05/11/2023] [Indexed: 05/28/2023] Open
Abstract
BACKGROUND Patient adherence to insulin therapy is one of the major challenges during the treatment of diabetes mellitus. Considering the dearth of investigations, this study aimed to determine the adherence pattern and factors linked with nonadherence among diabetic patients using insulin in Al-Jouf region of Saudi Arabia. METHODS This cross-sectional study included diabetic patients using basal-bolus regimens, whether they had type 1 or type 2 diabetes. This study's objective was determined using a validated data collection form that included sections on demographics, reasons for missed insulin doses, list of barriers to therapy, difficulties during insulin administration, and factors that may improve insulin inaction adherence. RESULTS Of 415 diabetic patients, 169 (40.7%) were reported to forget doses of insulin every week. The majority of these patients (38.5%) forget one or two doses. Away from home (36,1%), inability to adhere to the diet (24.3%) and embarrassment to administer injections in public (23.7%) were frequently cited as reasons for missing insulin doses. The occurrence of hypoglycemia (31%), weight gain (26%), and needle phobia (22%) were frequently cited as obstacles to insulin injection use. Preparing injections (18.3%), using insulin at bedtime (18.3%), and storing insulin at a cold temperature (18.1%) were the most challenging aspects of insulin use for patients. Reduction in the number of injections (30.8%) and convenient timing for insulin administration (29.6%) were frequently cited as factors that may improve participant adherence. CONCLUSIONS This study revealed that the majority of diabetic patients forget to inject insulin, primarily as a result of travel. By identifying potential obstacles faced by patients, these findings direct health authorities to design and implement initiatives to increase insulin adherence among patients.
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Affiliation(s)
- Aseel Awad Alsaidan
- Department of Family and Community Medicine, College of Medicine, Jouf University, Sakaka 72388, Al-Jouf Province, Saudi Arabia
| | - Omar Awad Alsaidan
- Department of Pharmaceutics, College of Pharmacy, Jouf University, Sakaka 72388, Al-Jouf Province, Saudi Arabia
| | - Tauqeer Hussain Mallhi
- Department of Clinical Pharmacy, College of Pharmacy, Jouf University, Sakaka 72388, Al-Jouf Province, Saudi Arabia
- Health Sciences Research Unit, Jouf University, Sakaka 72388, Al-Jouf Province, Saudi Arabia
| | - Yusra Habib Khan
- Department of Clinical Pharmacy, College of Pharmacy, Jouf University, Sakaka 72388, Al-Jouf Province, Saudi Arabia
| | - Abdulaziz Ibrahim Alzarea
- Department of Clinical Pharmacy, College of Pharmacy, Jouf University, Sakaka 72388, Al-Jouf Province, Saudi Arabia
| | - Abdullah Salah Alanazi
- Department of Clinical Pharmacy, College of Pharmacy, Jouf University, Sakaka 72388, Al-Jouf Province, Saudi Arabia
- Health Sciences Research Unit, Jouf University, Sakaka 72388, Al-Jouf Province, Saudi Arabia
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26
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Consoli A, Formoso G. Patient perceptions of insulin therapy in diabetes self-management with insulin injection devices. Acta Diabetol 2023; 60:705-710. [PMID: 36828942 PMCID: PMC10063495 DOI: 10.1007/s00592-023-02054-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Accepted: 02/13/2023] [Indexed: 02/26/2023]
Abstract
AIMS Several insulin delivery systems are available to control glycemia in patients with diabetes. Recently introduced devices feature connectivity enabling data transfer to smartphone applications to provide decision support and reduce errors in dosing and timing, while reducing the cognitive burden. METHODS We conducted an online survey in Italian patients with a self-reported diagnosis of diabetes to assess patient perceptions of insulin therapy management, and their impressions of connection-enabled insulin pens compared to standard insulin pens. The Morisky Medication Adherence Scale-8 was used to assess adherence to insulin therapy. RESULTS Among 223 respondents (108 with type 1 diabetes; 115 with type 2 diabetes), the most prominent unmet need was the necessity to overcome the cognitive burden of care associated with measuring, calculating, timing, and recording therapy. Only 25% of respondents had high adherence; 28% had low adherence. CONCLUSIONS When asked to compare the attributes of a non-connected insulin pen with those of a new connected device, 71% of patients rated the new proposal "very useful". The cognitive burden associated with self-management of diabetes therapy may influence preferences for advanced insulin delivery systems.
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Affiliation(s)
- Agostino Consoli
- Department of Medicine and Aging Sciences, Center for Advanced Studies and Technology (CAST, Ex CeSIMet) G. d'Annunzio University Chieti-Pescara, CAST building, Room 315, G. d'Annunzio University Campus, Via Luigi Polacchi, 11-13, 66100, Chieti, Italy.
- Endocrinology and Metabolism Unit, Pescara Health Service, Pescara, Italy.
| | - Gloria Formoso
- Department of Medicine and Aging Sciences, Center for Advanced Studies and Technology (CAST, Ex CeSIMet) G. d'Annunzio University Chieti-Pescara, CAST building, Room 315, G. d'Annunzio University Campus, Via Luigi Polacchi, 11-13, 66100, Chieti, Italy
- Endocrinology and Metabolism Unit, Pescara Health Service, Pescara, Italy
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Haluzík M, Seufert J, Guja C, Bonnemaire M, Bigot G, Tournay M, Kis JT, Freemantle N. Effectiveness and Safety of iGlarLixi (Insulin Glargine 100 U/mL Plus Lixisenatide) in Type 2 Diabetes According to the Timing of Daily Administration: Data from the REALI Pooled Analysis. Diabetes Ther 2023; 14:639-652. [PMID: 36787044 PMCID: PMC10064361 DOI: 10.1007/s13300-023-01375-8] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Accepted: 01/23/2023] [Indexed: 02/15/2023] Open
Abstract
INTRODUCTION iGlarLixi (insulin glargine 100 U/mL plus lixisenatide) has demonstrated glycaemic efficacy and safety in adults with inadequately controlled type 2 diabetes mellitus (T2DM). Per the European Medicines Agency's product label, iGlarLixi should be injected once a day within 1 h prior to a meal, preferably the same meal every day when the most convenient meal has been chosen. It is however unknown whether iGlarLixi administration timing affects glycaemic control and safety, as clinical trial evidence is mainly based on pre-breakfast iGlarLixi administration. Therefore, we assessed the effectiveness and safety of iGlarLixi in clinical practice, according to its administration timing. METHODS Data were pooled from two prospective observational studies including 1303 European participants with T2DM inadequately controlled on oral antidiabetic drugs with or without basal insulin who initiated iGlarLixi therapy for 24 weeks. Participants were classified into four subgroups based on daily timing of iGlarLixi injection: pre-breakfast (N = 436), pre-lunch (N = 262), pre-dinner (N = 399), and those who switched iGlarLixi injection time during the study (N = 206). RESULTS No meaningful differences in baseline characteristics were observed between the study groups. Least-squares mean reductions in haemoglobin A1c (HbA1c) from baseline to week 24 were substantial in all groups, with the numerically largest decrease observed in the pre-breakfast group (1.57%) compared with the pre-lunch (1.27%), pre-dinner (1.42%), or changed injection time (1.33%) groups. Pre-breakfast iGlarLixi injection also resulted in a numerically greater proportion of participants achieving HbA1c < 7.0% at week 24 (33.7% versus 19.0% for pre-lunch, 25.6% pre-dinner, and 23.2% changed injection time). iGlarLixi was well tolerated across all groups, with low rates of gastrointestinal disorders and hypoglycaemia. Mean body weight decreased similarly in all groups (by 1.3-2.3 kg). CONCLUSION iGlarLixi was effective and safe regardless of its daily administration time. However, pre-breakfast iGlarLixi injection resulted in a more effective glycaemic control.
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Affiliation(s)
- Martin Haluzík
- Institute for Clinical and Experimental Medicine and Charles University, Prague, Czech Republic
| | - Jochen Seufert
- Division of Endocrinology and Diabetology, Department of Medicine II, Medical Centre-Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Cristian Guja
- Department of Diabetes, Nutrition and Metabolic Diseases, Carol Davila University of Medicine and Pharmacy, Bucharest, Romania
| | | | | | - Mathilde Tournay
- International Drug Development Institute (IDDI), Louvain-la-Neuve, Belgium
| | - János Tibor Kis
- Department of Internal Medicine Centrum, Szent János Hospital, Budapest, Hungary
| | - Nick Freemantle
- Institute of Clinical Trials and Methodology, University College London, London, UK
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Heise T, Chien J, Beals JM, Benson C, Klein O, Moyers JS, Haupt A, Pratt EJ. Pharmacokinetic and pharmacodynamic properties of the novel basal insulin Fc (insulin efsitora alfa), an insulin fusion protein in development for once-weekly dosing for the treatment of patients with diabetes. Diabetes Obes Metab 2023; 25:1080-1090. [PMID: 36541037 DOI: 10.1111/dom.14956] [Citation(s) in RCA: 17] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Revised: 12/12/2022] [Accepted: 12/16/2022] [Indexed: 12/24/2022]
Abstract
AIM To assess the safety, tolerability, pharmacokinetics (PK) and pharmacodynamics (PD) of basal insulin Fc (BIF; LY3209590), a fusion protein combining a novel single-chain insulin variant together with human IgG2 Fc domain, following single and multiple once-weekly BIF administration. MATERIALS AND METHODS The single ascending dose, 15-day study assessed four BIF doses (5-35 mg) in healthy participants and people with type 2 diabetes (T2D). In the 6-week multiple ascending dose study, people with T2D, previously treated with basal insulin, received insulin glargine daily or a one-time loading dose of BIF followed by 5 weeks of once-weekly dosing (1-10 mg). Safety, tolerability and PK and glucose PD were examined. RESULTS Mean ages of people with T2D (N = 57) and healthy participants (N = 16) in the single-dose study were 58.4 and 35.8 years, respectively; mean body mass index values were 29.5 and 26.1 kg/m2 . BIF had a PK half-life of approximately 17 days, which led to a sustained, dose-dependent decrease in fasting blood glucose for 5 days or longer. No severe hypoglycaemia was observed. The 6-week ascending dose study included 33 people with T2D aged 40-69 years. BIF showed a low peak-to-trough ratio of 1.14 after the last dose at week 6 (steady state). Over 6 weeks, BIF seven-point glucose profiles remained constant and were similar to insulin glargine. Rates and duration of BIF hypoglycaemic events were similar to insulin glargine. CONCLUSIONS BIF was well tolerated and the PK/PD profile enabled once-weekly dosing with minimal variation in exposure in a treatment interval of 1 week. The findings suggest BIF is suitable for further development as a weekly basal insulin in people with diabetes.
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Affiliation(s)
| | - Jenny Chien
- Lilly Research Laboratories, Eli Lilly and Company, Indianapolis, Indiana, USA
| | - John M Beals
- Lilly Research Laboratories, Eli Lilly and Company, Indianapolis, Indiana, USA
| | - Charles Benson
- Lilly Research Laboratories, Eli Lilly and Company, Indianapolis, Indiana, USA
| | | | - Julie S Moyers
- Lilly Research Laboratories, Eli Lilly and Company, Indianapolis, Indiana, USA
| | - Axel Haupt
- Lilly Research Laboratories, Eli Lilly and Company, Indianapolis, Indiana, USA
| | - Edward John Pratt
- Lilly Research Laboratories, Eli Lilly and Company, Indianapolis, Indiana, USA
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Seo J, Heidenreich S, Aldalooj E, Poon JL, Spaepen E, Eby EL, Newson RS. Patients' Preferences for Connected Insulin Pens: A Discrete Choice Experiment Among Patients with Type 1 and Type 2 Diabetes. THE PATIENT 2023; 16:127-138. [PMID: 36437389 PMCID: PMC9911509 DOI: 10.1007/s40271-022-00610-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Accepted: 11/03/2022] [Indexed: 11/29/2022]
Abstract
BACKGROUND This study quantified how people with diabetes value the unique features of connected insulin pens and related mobile apps, and the underlying reasons for preferring connected versus non-connected insulin pens. METHODS A discrete choice experiment (DCE) was conducted in the USA and UK to elicit preferences of adults (≥ 18 years) with type 1 or 2 diabetes for attributes of insulin pens. Attributes included device type, dosing support, glucose monitoring, additional app features, and data sharing. Relative attribute importance (RAI) scores were calculated to capture the relative importance of an attribute. Predicted choice probabilities were obtained to compare different profiles for connected and non-connected insulin pens. RESULTS The DCE was completed by 540 participants (58.9% male; 90.7% Caucasian; mean age, 58.3 years; 69.4% type 2 diabetes). Participants most valued the possibility of using a connected insulin pen with dosing support and automated dose logging (RAI = 39.9%), followed by automatic transfer of glucose levels (RAI = 29.0%), additional features of tracking diet and physical activity (RAI = 14.6%), data sharing (RAI = 13.6%), and device type (RAI = 2.9%). All profiles of connected insulin pens were preferred over a non-connected pen (p < 0.001), and pen profiles with advanced features were preferred over those without (p < 0.001). Preferences differed by age but not diabetes type, country of residence, or insulin regimen. CONCLUSION People with diabetes in the USA and UK prefer connected over non-connected insulin pens due largely to the availability of automated logging of dose and glucose levels.
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Affiliation(s)
- Jaein Seo
- Patient-Centered Research, Evidera, Bethesda, MD, USA
| | | | | | - Jiat Ling Poon
- Value, Evidence, and Outcomes, Eli Lilly and Co, Indianapolis, IN, USA
| | | | - Elizabeth L Eby
- Value, Evidence, and Outcomes, Eli Lilly and Co, Indianapolis, IN, USA
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Frias J, Chien J, Zhang Q, Chigutsa E, Landschulz W, Syring K, Wullenweber P, Haupt A, Kazda C. Safety and efficacy of once-weekly basal insulin Fc in people with type 2 diabetes previously treated with basal insulin: a multicentre, open-label, randomised, phase 2 study. Lancet Diabetes Endocrinol 2023; 11:158-168. [PMID: 36758572 DOI: 10.1016/s2213-8587(22)00388-6] [Citation(s) in RCA: 15] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Revised: 12/09/2022] [Accepted: 12/10/2022] [Indexed: 02/08/2023]
Abstract
BACKGROUND The burden of daily basal insulins often causes hesitancy and delays in the initiation of insulin therapy. Basal insulin Fc (BIF, insulin efsitora alfa), designed for once-weekly administration, is a fusion protein combining a novel single-chain insulin variant with a human immunoglobulin G (IgG) Fc domain. In this study, we explored the safety and efficacy of BIF in people with type 2 diabetes who had been previously treated with basal insulin. METHODS For this phase 2, 44-site (clinical research centres and hospitals), randomised, open-label, comparator-controlled, 32-week study in the USA, Puerto Rico, and Mexico, we enrolled participants with type 2 diabetes. Eligible participants had to be adults (aged ≥18 years) and to have been treated with basal insulin and up to three oral antidiabetic medicines. Participants were randomly assigned (1:1:1) to subcutaneous administration of BIF (BIF treatment group 1 [BIF-A1] or 2 [BIF-A2]) or insulin degludec. Randomisation was stratified by country, baseline HbA1c values (<8·5% or ≥8·5%; <69·4 or ≥69·4 mmol/mol), use of sulfonylureas (yes or no), and baseline BMI (<30 or ≥30 kg/m2). The randomisation scheme was performed using an interactive web-response system, which ensured balance between treatment groups. Different fasting glucose targets for the BIF-A1 (≤7·8 mmol/L or ≤140 mg/dL; titrated every 2 weeks), BIF-A2 (≤6·7 mmol/L or ≤120 mg/dL; titrated every 4 weeks), and degludec (≤5·6 mmol/L or ≤100 mg/dL) groups were selected. Patients randomly assigned to BIF received a one-time loading dose ranging from 1·5-3 times their calculated weekly dose. The first weekly dose was administered 1 week after the loading dose. We used interstitial fasting glucose measurements from the Dexcom G6 continuous glucose monitoring system to titrate the basal insulin. The primary measure of glycaemic control was change in HbA1c from baseline to week 32 for BIF. BIF was also compared with degludec (with a non-inferiority margin of 0·40%). The efficacy analysis set consisted of data from all randomised study participants who received at least one dose of the study medication and participants were analysed according to the treatment they were assigned. The safety population was the same as the efficacy analysis set. The completed trial is registered at ClinicalTrials.gov (NCT03736785). FINDINGS Between Nov 15, 2018 and Feb 18, 2020, 399 participants were enrolled and randomised to BIF-A1 (n=135), BIF-A2 (n=132), or degludec (n=132); 202 (51%) were female and 197 (49%) were male. 379 were analysed for the primary outcome (BIF-A1: n=130; BIF-A2: n=125; degludec: n=124). Mean HbA1c change from baseline to week 32, the primary outcome, was -0·6% (SE 0·1%) for BIF-A1 and BIF-A2. Degludec achieved a change from baseline of -0·7% (0·1%). The pooled BIF analysis achieved non-inferiority versus degludec for the treatment difference in HbA1c (0·1% [90% CI -0·1 to 0·3]). The hypoglycaemia (≤3·9 mmol/L or ≤70 mg/dL) event rates (hypoglycaemia events per patient per year) in the BIF groups were 25% lower than those in the degludec group (treatment ratio BIF-A1 vs degludec was 0·75 [0·61-0·93]; and BIF-A2 vs degludec was 0·74 [0·58-0·94]). BIF was well tolerated; treatment-emergent adverse events were similar across groups. INTERPRETATION Weekly BIF achieved a similar efficacy compared with degludec despite higher fasting glucose targets in the BIF groups. Higher fasting glucose targets and lower glucose variability might have contributed to lower hypoglycaemia rates for BIF compared with degludec. These findings support continued development of BIF as a once-weekly insulin treatment for people with diabetes. FUNDING Eli Lilly and Company.
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Affiliation(s)
- Juan Frias
- Velocity Clinical Research, Los Angeles, CA, USA
| | - Jenny Chien
- Eli Lilly and Company, Indianapolis, IN, USA
| | | | | | | | | | | | - Axel Haupt
- Eli Lilly and Company, Indianapolis, IN, USA.
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Yale JF, Roborel de Climens A, Aggarwal N, Dex T, Gerstein HC, Harris S, Hramiak I, Stewart J, Leiter LA. Ease of Use of the iGlarLixi SoloStar Pen from the LixiLan ONE CAN Pen Sub-Study: Questionnaire Findings from People Living with Type 2 Diabetes and Their HealthCare Providers. Diabetes Ther 2023; 14:377-386. [PMID: 36574199 PMCID: PMC9943797 DOI: 10.1007/s13300-022-01353-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/11/2022] [Accepted: 11/29/2022] [Indexed: 12/28/2022] Open
Abstract
INTRODUCTION For people with type 2 diabetes mellitus who do not achieve glycated hemoglobin A1C targets after treatment with basal insulin therapies, additional therapy with a glucagon-like peptide-1 receptor agonist (GLP-1 RA) may be required. One option is to use a once-daily fixed-ratio combination (FRC) of basal insulin and a GLP-1 RA such as iGlarLixi (which is composed of insulin glargine 100 U/ml and lixisenatide). However, the ease of transitioning from basal insulin to an FRC has not been studied. METHODS This sub-study of the LixiLan ONE CAN trial (NCT03767543) was conducted to assess the ease of transitioning from insulin glargine 100 U/ml to the FRC, iGlarLixi, using the iGlarLixi SoloStar® pen. Patients completed a validated, ten-item questionnaire, and healthcare professionals (HCPs) completed a five-item questionnaire. Both questionnaires used either five-point Likert scales or yes/no answers as appropriate, and both were completed after 4 weeks of using the iGlarLixi SoloStar pen. RESULTS Overall, 95.1% of patients reported that the iGlarLixi Solostar pen was "easy" or "very easy" to use. Similarly, 100% of HCPs reported that it was "easy" or "very easy" to train people to use the pen. Nearly all participants (97.5% of patients and 94% of HCPs) responded that they would recommend the iGlarLixi Solostar pen to others. CONCLUSIONS These results suggest that during the transition from insulin glargine 100 U/ml to iGlarLixi, there were no difficulties associated with using the iGlarLixi SoloStar pen injector regarding instruction for use by HCPs or actual use by the majority of patients. The results indicate a broad consensus between patients and HCPs on the relative simplicity of transitioning from self-administration of insulin glargine 100 U/ml to iGlarLixi. TRIAL REGISTRATION ClinicalTrials.gov identifier, NCT03767543; Date of registration: December 6, 2018; Retrospectively registered.
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Affiliation(s)
- Jean-François Yale
- Department of Medicine, McGill University Health Centre, 1001 Decarie, Montreal, QC, H4A3J1, Canada.
| | | | - Naresh Aggarwal
- Aggarwal And Associates, Clinical Department of Clinical Research and Family Practice, Brampton, ON, Canada
| | - Terry Dex
- Department of Medical Affairs, Sanofi, Bridgewater, NJ, USA
| | | | - Stewart Harris
- Schulich School of Medicine and Dentistry, Western University, London, ON, Canada
| | - Irene Hramiak
- Department of Medicine, Western University, London, ON, Canada
| | - John Stewart
- Department of Statistics, Sanofi, Laval, QC, Canada
| | - Lawrence A Leiter
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, University of Toronto, Toronto, ON, Canada
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Boeder S, Matamoros D, Mansy C. Practical Guidance for Healthcare Providers on Collaborating with People with Type 2 Diabetes: Advancing Treatment and Initiating Injectable Therapy. Diabetes Ther 2023; 14:425-446. [PMID: 36520406 PMCID: PMC9943835 DOI: 10.1007/s13300-022-01330-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/15/2022] [Accepted: 10/25/2022] [Indexed: 12/23/2022] Open
Abstract
Type 2 diabetes (T2D) progresses over time, and to achieve and maintain adequate glucose control, many people eventually require injectable therapies such as insulin. However, there can be significant barriers to the initiation of these medications, both from people living with T2D and from healthcare practitioners (HCPs). Misconceptions and misinformation relating to the potential risks and benefits of injectable therapies are common and can contribute to negative perceptions regarding their use. Additionally, HCPs are often unaware of the emotional burden associated with T2D. In particular, diabetes distress is a key contributory factor that needs to be addressed to alleviate fears before diabetes education can be successful. The onus is often on the HCP to initiate effective, individualized communication with each patient and make that person feel an active and equal participant in the management of their T2D. Shared decision-making has been demonstrated to improve understanding of the pathophysiology and treatment options, to increase risk awareness, adherence, and persistence, and to improve self-management behaviors (e.g., exercise, self-care) and patient satisfaction. While therapeutic inertia can result from both patient and HCP, HCPs need to bear the responsibility for escalating therapy when necessary. A proactive approach by the HCP, combined with shared decision-making and a patient-centric approach, are important for optimal T2D management; therefore, an open and effective relationship between the HCP and the person living with T2D is essential. This article is written by a person with T2D, a nurse practitioner/Certified Diabetes Care and Education Specialist, and a clinical endocrinologist, with the goal of providing a holistic view of the management experience, exploring patient needs and expectations, recognizing and avoiding HCP and patient barriers, and providing practical advice to HCPs to empower patients who would benefit from injectable therapy.Infographic and video abstract available for this article.
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Affiliation(s)
- Schafer Boeder
- Division of Endocrinology and Metabolism, Altman Clinical and Translational Research Institute, University of California San Diego, La Jolla, CA, USA.
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Yoo JH, Kim JH. Advances in Continuous Glucose Monitoring and Integrated Devices for Management of Diabetes with Insulin-Based Therapy: Improvement in Glycemic Control. Diabetes Metab J 2023; 47:27-41. [PMID: 36635028 PMCID: PMC9925143 DOI: 10.4093/dmj.2022.0271] [Citation(s) in RCA: 15] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/05/2022] [Accepted: 09/28/2022] [Indexed: 01/14/2023] Open
Abstract
Continuous glucose monitoring (CGM) technology has evolved over the past decade with the integration of various devices including insulin pumps, connected insulin pens (CIPs), automated insulin delivery (AID) systems, and virtual platforms. CGM has shown consistent benefits in glycemic outcomes in type 1 diabetes mellitus (T1DM) and type 2 diabetes mellitus (T2DM) treated with insulin. Moreover, the combined effect of CGM and education have been shown to improve glycemic outcomes more than CGM alone. Now a CIP is the expected future technology that does not need to be worn all day like insulin pumps and helps to calculate insulin doses with a built-in bolus calculator. Although only a few clinical trials have assessed the effectiveness of CIPs, they consistently show benefits in glycemic outcomes by reducing missed doses of insulin and improving problematic adherence. AID systems and virtual platforms made it possible to achieve target glycosylated hemoglobin in diabetes while minimizing hypoglycemia, which has always been challenging in T1DM. Now fully automatic AID systems and tools for diabetes decisions based on artificial intelligence are in development. These advances in technology could reduce the burden associated with insulin treatment for diabetes.
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Affiliation(s)
- Jee Hee Yoo
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Yonsei University Wonju College of Medicine, Wonju, Korea
- Division of Endocrinology and Metabolism, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Jae Hyeon Kim
- Division of Endocrinology and Metabolism, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
- Department of Clinical Research Design and Evaluation, Samsung Advanced Institute for Health Sciences & Technology, Sungkyunkwan University, Seoul, Korea
- Corresponding author: Jae Hyeon Kim https://orcid.org/0000-0001-5001-963X Division of Endocrinology and Metabolism, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul 06351, Korea E-mail:
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Werner U, Bielohuby M, Korn M, Riedel J, Will M, Méndez M. Preclinical pharmacology of RA15127343: In vitro and in vivo activity of a novel ultralong-acting basal insulin. Diabetes Obes Metab 2022; 24:2411-2419. [PMID: 35892256 DOI: 10.1111/dom.14827] [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: 04/21/2022] [Revised: 07/13/2022] [Accepted: 07/22/2022] [Indexed: 11/28/2022]
Abstract
AIM To report the in vitro and in vivo preclinical pharmacokinetic (PK) and pharmacodynamic (PD) properties of RA15127343, a novel ultralong-acting insulin analogue targeting once-weekly administration, in female Göttingen minipigs. METHODS In vitro binding and activation of human insulin receptor isoforms (IR-A/IR-B), glucose uptake in rat myocytes, as well as mitogenic activity of RA15127343 were evaluated. In vivo, the PK and PD activities of RA15127343 were assessed in female, normoglycaemic Göttingen minipigs. The half-life (t1/2 ) and time to maximum plasma concentration (Tmax ) of subcutaneously (SC) administered RA15127343 (10/30/45/60 nmol/kg) were estimated. In vivo blood glucose and endogenous plasma C-peptide concentrations after single SC administration (10/30/45/60 nmol/kg) or repeated dosing (15 nmol/kg) were analysed. RESULTS In comparison to human insulin, RA15127343 showed lower in vitro binding affinity (19.9/6.31 μM vs. 1.10/1.14 nM) and activation (2.054 μM/669.6 nM vs. 26.04/18.24 nM) of IR-A/IR-B, lower potency to activate glucose uptake (855.2 vs. 3.37 nM) and lower mitogenic activity (17.92 μM vs. 10.78 nM; proliferation in MCF7 cells). In vivo, the mean t1/2 and Tmax of RA15127343 after SC administration ranged from 48 to 59 and 30 to 39 hours, respectively. Blood glucose and plasma C-peptide concentrations were significantly lower with RA15127343 (single/repeated doses) versus vehicle. CONCLUSIONS RA15127343 showed an ultra-long t1/2 with a slow onset of action. The preclinical pharmacological outcomes suggest RA15127343 could be a potential ultralong-acting insulin analogue with low risk of hypoglycaemia in humans.
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Affiliation(s)
- Ulrich Werner
- Sanofi, R&D, TD Diabetes, Industriepark Hoechst, Frankfurt am Main, Germany
| | | | - Marcus Korn
- Sanofi, R&D, TD Diabetes, Industriepark Hoechst, Frankfurt am Main, Germany
| | - Jens Riedel
- Sanofi, R&D, Drug Metabolism and Pharmacokinetics, Industriepark Hoechst, Frankfurt am Main, Germany
| | - Martin Will
- Sanofi, R&D, Integrated Drug Discovery, Industriepark Hoechst, Frankfurt am Main, Germany
| | - María Méndez
- Sanofi, R&D, Integrated Drug Discovery, Industriepark Hoechst, Frankfurt am Main, Germany
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The clinical and translational prospects of microneedle devices, with a focus on insulin therapy for diabetes mellitus as a case study. Int J Pharm 2022; 628:122234. [PMID: 36191817 DOI: 10.1016/j.ijpharm.2022.122234] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2022] [Revised: 09/01/2022] [Accepted: 09/21/2022] [Indexed: 11/20/2022]
Abstract
Microneedles have the clinical advantage of being able to deliver complex drugs across the skin in a convenient and comfortable manner yet haven't successfully transitioned to medical practice. Diabetes mellitus is a complicated disease, which is commonly treated with multiple daily insulin injections, contributing to poor treatment adherence. Firstly, this review determines the clinical prospect of microneedles, alongside considerations that ought to be addressed before microneedle technology can be translated from bench to bedside. Thereafter, we use diabetes as a case study to consider how microneedle-based-technology may be successfully harnessed. Here, publications referring to insulin microneedles were evaluated to understand whether insertion efficiency, angle of insertion, successful dose delivery, dose adjustability, material biocompatibility and therapeutic stability are being addressed in early stage research. Moreover, over 3,000 patents from 1970-2019 were reviewed with the search term '"microneedle" AND "insulin"' to understand the current status of the field. In conclusion, the reporting of early stage microneedle research demonstrated a lack of consistency relating to the translational factors addressed. Additionally, a more rational design, based on a patient-centred approach is required before microneedle-based delivery systems can be used to revolutionise the lives of people living with diabetes following regulatory approval.
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Bergenstal RM, Johnson ML, Aroda VR, Brazg RL, Dreon DM, Frias JP, Kruger DF, Molitch ME, Mullen DM, Peyrot M, Richter S, Rosenstock J, Serusclat P, Vance C, Weinstock RS, Levy BL. Comparing Patch vs Pen Bolus Insulin Delivery in Type 2 Diabetes Using Continuous Glucose Monitoring Metrics and Profiles. J Diabetes Sci Technol 2022; 16:1167-1173. [PMID: 34008442 PMCID: PMC9445326 DOI: 10.1177/19322968211016513] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
OBJECTIVE CeQur Simplicity™ (CeQur, Marlborough, MA) is a 3-day insulin delivery patch designed to meet mealtime insulin requirements. A recently reported 48-week, randomized, multicenter, interventional trial compared efficacy, safety and self-reported outcomes in 278 adults with type 2 diabetes (T2D) on basal insulin therapy who initiated and managed mealtime insulin therapy with a patch pump versus insulin pen. We assessed changes in key glycemic metrics among a subset of patients who wore a continuous glucose monitoring (CGM) device. METHODS Study participants (patch, n = 49; pen, n = 48) wore a CGM device in masked setting during the baseline period and prior to week 24. Glycemic control was assessed using international consensus guidelines for percentage of Time In Range (%TIR: >70% at 70-180 mg/dL), Time Below Range (%TBR: <4% at <70 mg/dL; <1% at <54 mg/dL), and Time Above Range (%TAR: <25% at >180 mg/dL; <5% at >250 mg/dL). RESULTS Both the patch and pen groups achieved recommended targets in %TIR (74.1% ± 18.7%, 75.2 ± 16.1%, respectively) and marked reductions in %TAR >180 mg/dL (21.1% ± 19.9%, 19.7% ± 17.5%, respectively) but with increased %TBR <70 mg/dL (4.7% ± 5.2%, 5.1 ± 5.8, respectively), all P < .0001. No significant between-group differences in glycemic improvements or adverse events were observed. CONCLUSIONS CGM confirmed that the patch or pen can be used to safely initiate and optimize basal-bolus therapy using a simple insulin adjustment algorithm with SMBG. Preference data suggest that use of the patch vs pen may enhance treatment adherence.
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Affiliation(s)
| | - Mary L. Johnson
- International Diabetes Center, Park Nicollet, Minneapolis, MN, USA
| | | | | | - Darlene M. Dreon
- Calibra Medical, Johnson & Johnson Diabetes Care Companies, Wayne, PA, USA
| | | | - Davida F. Kruger
- Division of Endocrinology, Diabetes, Bone and Mineral Disease, Henry Ford Health System, Detroit, MI, USA
| | - Mark E. Molitch
- Division of Endocrinology, Metabolism and Molecular Medicine at the Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | | | - Mark Peyrot
- Loyola University Maryland, Department of Sociology, Baltimore, MD, USA
| | - Sara Richter
- Professional Data Analysts, GBC, Minneapolis, MN, USA
| | - Julio Rosenstock
- Dallas Diabetes Research Center at Medical City, Dallas, TX, USA
| | - Pierre Serusclat
- Groupe Hospitalier Mutualiste Les Portes du Sud, Ve’nissieux, France
| | - Carl Vance
- Rocky Mountain Diabetes Center, Idaho Falls, Idaho, USA
| | - Ruth S. Weinstock
- Department of Endocrinology, Diabetes and Metabolism, SUNY Upstate Medical University, Syracuse, NY, USA
| | - Brian L. Levy
- Calibra Medical, Johnson & Johnson Diabetes Care Companies, Wayne, PA, USA
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Edelman S, Cassarino D, Kayne D, Dex T, Li X, Pasquel FJ. Treatment persistence and adherence in people with type 2 diabetes switching to iGlarLixi vs free-dose combinations of basal insulin and glucagon-like peptide 1 receptor agonist. J Manag Care Spec Pharm 2022; 28:958-968. [PMID: 36001104 PMCID: PMC10373043 DOI: 10.18553/jmcp.2022.28.9.958] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Abstract
BACKGROUND: Fixed-ratio combinations of basal insulin (BI) and glucagon-like peptide-1 receptor agonists (GLP-1 RAs) have greater simplicity of administration with expected improved adherence/persistence with therapy, but real-world data are lacking. OBJECTIVE: To compare medication persistence, adherence, and health care resource utilization (HRU) and costs for insulin glargine 100 U/mL and the GLP-1 RA lixisenatide (iGlarLixi) with newly initiated free-dose combinations of BI and GLP-1 RAs initiated simultaneously or sequentially. METHODS: This analysis used the US Optum Clinformatics (January 2017 to November 2019) database and included data from adults (aged ≥ 18 years) with type 2 diabetes and a glycated hemoglobin A1c (A1c) of 8% or more. Participants received iGlarLixi or free-dose combinations of BI and GLP-1 RAs prescribed simultaneously or subsequently. Participants were followed for 12 months. Cohorts were propensity score matched on baseline characteristics. The primary outcome was persistence (days on treatment without discontinuation). Secondary outcomes were adherence (proportion of days covered), change in A1c, and all-cause and diabetes-related health care resource utilization and costs. Subgroup analyses were performed for individuals with A1c levels of 9% or more. RESULTS: After propensity score matching, there were 1,357 patients in each group; groups were well balanced. In the free-dose combination group, 65.6% started on BI, then added GLP-1 RAs; 28.5% started on GLP-1 RAs, then added BI; and 5.9% started on GLP-1 RAs and BI on the same day. In the subgroup with a baseline of A1c levels of 9% or more, 952 (iGlarLixi) and 932 (free-dose combination) participants were included. A significantly higher proportion of participants in the overall population who received iGlarLixi vs free-dose combinations were persistent (44.8% vs 36.3% [hazard ratio = 1.22, 95% CI = 1.11-1.35, P < 0.001]; the median [Q1, Q3] number of persistent days was 150 [63, 360] vs 120 [60, 310]) and adherent to therapy (41.3% vs 18.7%, [odds ratio = 3.06, 95% CI = 2.57-3.65; P < 0.001]). Results for persistence in the subpopulation of participants with HbA1c levels of 9% or more were similar. Reductions in A1c from baseline were similar between iGlarLixi and the free-dose combination group (overall population: -1.2% vs -1.3%; P = 0.1913), but the number of participants in the database with follow-up A1c data was low. All-cause and diabetes-related pharmacy visits and total medication and diabetes medication pharmacy claims costs were significantly lower (all P < 0.001) for those receiving iGlarLixi vs free-dose combinations in both populations. CONCLUSIONS: In adults with type 2 diabetes, iGlarLixi was associated with longer persistence by approximately 30 days, improved adherence, and reductions in outpatient and pharmacy visits and in pharmacy costs. DISCLOSURES: This study was funded by Sanofi US. Medical writing support was provided by Barrie Anthony, PhD, CMPP, of Evidence Scientific Solutions and funded by Sanofi US. Dr Edelman has been on an advisory board and speakers' bureau for AstraZeneca, MannKind, and Xeris and on an advisory board for BrightSight and is a board member for Senseonics and Team-Type1. Mr Cassarino is on the speakers' bureau for Sanofi. Dr Kayne has been a consultant and speakers' bureau member for AstraZeneca, Bayer, Dexcom, Eli Lilly & Company, Janssen, MannKind, Novo Nordisk, and Sanofi. Dr Dex and Mr Li are employees of Sanofi. Dr Pasquel has received unrestricted research support from Dexcom, Insulet, and Merck and has been a consultant for Medscape, AI Health, Boehringer Ingelheim, and Dexcom.
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Affiliation(s)
- Steven Edelman
- Division of Endocrinology and Metabolism, Department of Medicine, School of Medicine, University of California, San Diego, and Veterans Affairs Medical Center, and Taking Control of Your Diabetes, Solana Beach, CA
| | | | | | | | | | - Francisco J Pasquel
- Division of Endocrinology, Metabolism, and Lipids, Department of Medicine, School of Medicine, Emory University, Atlanta, GA
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38
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Moyers JS, Hansen RJ, Day JW, Dickinson CD, Zhang C, Ruan X, Ding L, Brown RM, Baker HE, Beals JM. Preclinical Characterization of LY3209590, a Novel Weekly Basal Insulin Fc-fusion Protein. J Pharmacol Exp Ther 2022; 382:346-355. [PMID: 35840338 DOI: 10.1124/jpet.122.001105] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2022] [Accepted: 06/17/2022] [Indexed: 11/22/2022] Open
Abstract
The benefit of once-weekly basal insulin is less frequent dosing, which has the potential to reduce the barrier to injection therapy and impact patient activation, adherence/compliance, quality of life, and outcomes. Basal Insulin Fc (BIF, LY3209590, or insulin efsitora alfa) is a once-weekly basal insulin in clinical testing for type 1 and type 2 diabetes mellitus. BIF is comprised of a novel single-chain variant of insulin fused to a human IgG2 Fc domain using a peptide linker. The in vitro binding affinity of BIF for the human insulin receptor (IR) was two orders of magnitude weaker relative to human insulin. BIF stimulated IR phosphorylation in cells with reduced potency, yet full agonism, and exhibited a significantly faster dephosphorylation kinetic profile than human insulin or AspB10 insulin. BIF stimulated de novo lipogenesis in 3T3-L1 adipocytes and cell proliferation in SAOS-2 and H4IIE cells with {greater than or equal to}70-fold reduction in in vitro potency compared to human insulin. BIF possessed markedly reduced binding to hIGF-1R making definitive measurements unattainable. In vivo pharmacology studies using streptozotocin-treated diabetic rats demonstrated a significant decrease in blood glucose compared to vehicle-treated animals 24h post-injection, persisting through 336h following subcutaneous administration. In streptozotocin-treated rats, BIF reached Tmax at 48h and possessed a clearance rate of ~0.85 mL/hr/kg, with a t1/2 of ~120h following subcutaneous administration. These results demonstrate BIF has an in vitro pharmacological profile similar to native insulin, with significantly reduced potency and an extended time-action profile in vivo that supports QW dosing in humans. Significance Statement BIF is a novel basal insulin Fc-fusion protein designed for once-weekly dosing. In this study we demonstrate that BIF has an in vitro pharmacological profile similar to human insulin, but with weaker potency across assays for IR binding and activity. BIF has a PD and PK profile in STZ-treated rats supportive of weekly dosing in humans.
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Affiliation(s)
- Julie S Moyers
- Lilly Research Laboratories, Eli Lilly and Company, United States
| | - Ryan J Hansen
- Lilly Research Laboratories, Eli Lilly and Company, United States
| | - Jonathan W Day
- Lilly Research Laboratories, Eli Lilly and Company, United States
| | | | - Chen Zhang
- Lilly Research Laboratories, Eli Lilly and Company, United States
| | - Xiaoping Ruan
- Lilly Research Laboratories, Eli Lilly and Company, United States
| | - Liyun Ding
- Lilly Research Laboratories, Eli Lilly and Company, United States
| | - Robin M Brown
- Lilly Research Laboratories, Eli Lilly and Company, United States
| | - Hana E Baker
- Lilly Research Laboratories, Eli Lilly and Company, United States
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Steenkamp D, Eby EL, Gulati N, Liao B. Adherence and Persistence to Insulin Therapy in People with Diabetes: Impact of Connected Insulin Pen Delivery Ecosystem. J Diabetes Sci Technol 2022; 16:995-1002. [PMID: 33666097 PMCID: PMC9264450 DOI: 10.1177/1932296821997923] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Diabetes is an increasing public health problem, and insulin is the mainstay for treatment of type 1 diabetes. In type 2 diabetes treatment, insulin therapy is used after oral or other injectable agents become inadequate to achieve glycemic control. Despite the advances in insulin therapy, management of diabetes remains challenging. Numerous studies have reported low adherence and persistence to insulin therapy, which acts as a barrier to successful glycemic control and diabetes management. The aim of this targeted review article is to provide an overview of adherence and persistence to insulin therapy in people with diabetes and to discuss the impact of the emergence of a new connected ecosystem of increasingly sophisticated insulin pens, glucose monitoring systems, telemedicine, and mHealth on diabetes management. With the emergence of a connected diabetes ecosystem, we have entered an era of advanced personalized insulin delivery, which will have the potential to enhance diabetes self-management and clinical management. Early systems promise to unlock the potential to address missed or late bolus insulin delivery, which should help to address non-adherence and non-persistence. Over time, improvements in this ecosystem have the potential to combine insulin data with previously missing contextualized patient data, including meal, glucose, and activity data to support personalized clinical decisions and ultimately revolutionize insulin therapy.
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Affiliation(s)
- Devin Steenkamp
- Boston University School of Medicine,
Boston, MA, USA
- Devin Steenkamp, MD, Boston University
School of Medicine, 720 Harrison Ave, Doctors Office Building, Suite 8100,
Boston, MA 02118, USA.
| | | | - Nany Gulati
- Eli Lilly Services India Pvt. Ltd.,
Bangalore, KA, India
| | - Birong Liao
- Eli Lilly and Company, Indianapolis, IN,
USA
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40
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Sagalla N, Yancy WS, Edelman D, Jeffreys AS, Coffman CJ, Voils CI, Alexopoulos AS, Maciejewski ML, Dar M, Crowley MJ. Factors associated with non-adherence to insulin and non-insulin medications in patients with poorly controlled diabetes. Chronic Illn 2022; 18:398-409. [PMID: 33100020 PMCID: PMC8995079 DOI: 10.1177/1742395320968627] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
OBJECTIVES To evaluate differences in factors associated with self-reported medication non-adherence to insulin and non-insulin medications in patients with uncontrolled type 2 diabetes. METHODS In this secondary analysis of a randomized trial in patients with obesity and uncontrolled type 2 diabetes, multivariable logistic regression was used to evaluate associations between several clinical factors (measured with survey questionnaires at study baseline) and self-reported non-adherence to insulin and non-insulin medications. RESULTS Among 263 patients, reported non-adherence was 62% (52% for insulin, 55% for non-insulin medications). Reported non-adherence to non-insulin medications was less likely in white versus non-white patients (odds ratio (OR) = 0.42; 95%CI: 0.22,0.80) and with each additional medication taken (OR = 0.75; 95%CI: 0.61,0.93). Non-adherence to non-insulin medications was more likely with each point increase in a measure of diabetes medication intensity (OR = 1.43; 95%CI: 1.01,2.03), the Problem Areas in Diabetes (PAID) score (OR = 1.06; 95%CI: 1.02,1.12), and in men versus women (OR = 3.03; 95%CI: 1.06,8.65). For insulin, reporting non-adherence was more likely (OR = 1.02; 95%CI: 1.00,1.04) with each point increase in the PAID. DISCUSSION Despite similar overall rates of reported non-adherence to insulin and non-insulin medications, factors associated with reported non-adherence to each medication type differed. These findings may help tailor approaches to supporting adherence in patients using different types of diabetes medications.
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Affiliation(s)
- Nicole Sagalla
- Center of Innovation to Accelerate Discovery and Practice Transformation (ADAPT), Durham VA Medical Center, Durham, USA.,Department of Medicine, Division of Endocrinology, Duke University Medical Center, Durham, USA
| | - William S Yancy
- Center of Innovation to Accelerate Discovery and Practice Transformation (ADAPT), Durham VA Medical Center, Durham, USA.,Department of Medicine, Division of General Internal Medicine, Duke University Medical Center, Durham, USA.,Duke Diet and Fitness Center, Durham, USA
| | - David Edelman
- Center of Innovation to Accelerate Discovery and Practice Transformation (ADAPT), Durham VA Medical Center, Durham, USA.,Department of Medicine, Division of General Internal Medicine, Duke University Medical Center, Durham, USA
| | - Amy S Jeffreys
- Center of Innovation to Accelerate Discovery and Practice Transformation (ADAPT), Durham VA Medical Center, Durham, USA
| | - Cynthia J Coffman
- Center of Innovation to Accelerate Discovery and Practice Transformation (ADAPT), Durham VA Medical Center, Durham, USA.,Department of Biostatistics and Bioinformatics, Duke University, Durham, USA
| | - Corrine I Voils
- William S. Middleton Memorial Veterans Hospital, Madison, USA.,Department of Surgery, University of Wisconsin, School of Medicine and Public Health, Madison, USA
| | - Anastasia-Stefania Alexopoulos
- Center of Innovation to Accelerate Discovery and Practice Transformation (ADAPT), Durham VA Medical Center, Durham, USA.,Department of Medicine, Division of Endocrinology, Duke University Medical Center, Durham, USA
| | - Matthew L Maciejewski
- Center of Innovation to Accelerate Discovery and Practice Transformation (ADAPT), Durham VA Medical Center, Durham, USA.,Department of Medicine, Division of General Internal Medicine, Duke University Medical Center, Durham, USA.,Department of Population Health Sciences, Duke University Medical Center, Durham, USA
| | - Moahad Dar
- Division of Endocrinology and Metabolism, East Carolina University, Greenville, USA.,Greenville Veterans Affairs Health Care Center, Greenville, USA
| | - Matthew J Crowley
- Center of Innovation to Accelerate Discovery and Practice Transformation (ADAPT), Durham VA Medical Center, Durham, USA.,Department of Medicine, Division of Endocrinology, Duke University Medical Center, Durham, USA
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Socio-cognitive determinants affecting insulin adherence/non-adherence in late adolescents and young adults with type 1 diabetes: a systematic review protocol. J Diabetes Metab Disord 2022; 21:1207-1215. [PMID: 35673417 PMCID: PMC9167269 DOI: 10.1007/s40200-022-01054-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Accepted: 05/09/2022] [Indexed: 11/04/2022]
Abstract
Objective This systematic review aims to investigate the key socio-cognitive determinants associated with adherence/non-adherence to insulin treatment in late adolescents and young adults in the age range of 17–24 years with T1D. Methods A pre-specified search strategy will be used to search for studies in the electronic databases and citation indexes: PubMed, EMBASE, Web of Science, and PsycINFO. Two researchers will screen the title and the abstract independently, then will read and critically appraise the full text of each included study. A third independent reviewer will resolve disagreements in data extraction until consensus. Data will be extracted using the Population, Exposure, Outcomes, Study characteristics framework. Study selection will follow the updated guideline for reporting systematic reviews (PRISMA 2020) and will take place from 15 October 2021 to 1 January 2022. The methodological quality and risk of bias of the observational studies will be assessed by the JBI Critical Appraisal Checklist for Cohort and JBI Critical Appraisal Checklist for Analytical Cross Sectional Studies. Results A qualitative narrative synthesis will present the characteristics and the quality of studies and the outcomes of concern. Conclusion Based on the contemporary literature, this review will synthesize the evidence on the socio-cognitive determinants associated with adherence/non-adherence to insulin treatment in late adolescents and young adults in the age range of 17–24 years with T1D. The findings will help design patient-centered interventions to promote adherence to insulin in this age group, guide patients’ consultations and diabetes self-management education (DSME) programs. Protocol registration: PROSPERO ID: CRD42021233074.
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Luo J, Gabriel N, Korytkowski M, Hernandez I, Gellad WF. Association of formulary restrictions and initiation of an SGLT2i or GLP1-RA among Medicare beneficiaries with type 2 diabetes. Diabetes Res Clin Pract 2022; 187:109855. [PMID: 35346753 PMCID: PMC10767977 DOI: 10.1016/j.diabres.2022.109855] [Citation(s) in RCA: 2] [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: 04/05/2021] [Revised: 02/18/2022] [Accepted: 03/23/2022] [Indexed: 01/11/2023]
Abstract
BACKGROUND Use of SGLT2 inhibitors (SGLT2i) and GLP-1 receptor agonists (GLP1-RA) among older adults with type 2 diabetes (T2D) has been limited. OBJECTIVE To examine factors associated with initiation of an SGLT2i or GLP-1RA among Medicare beneficiaries with T2D in the early years after their market approval, with a particular focus on formulary restrictions (e.g. prior authorization, step therapy requirements, higher co-pays). METHODS A retrospective cohort study using data from a 5% random sample of Medicare beneficiaries with T2D followed from 1/1/2015-12/31/16. Formulary restrictiveness was defined as: (1) the number of target drugs (i.e. SGLT2is or GLP1-RAs) included in tiers 1-3 of a beneficiary's formulary (greater number of drugs in tiers 1-3 being less restrictive) and (2) the number of drugs without prior authorization or step therapy (requirement to try less expensive drugs prior to "stepping up" to more expensive therapies). We used multivariable logistic regression models to estimate the association between measures of formulary restrictiveness and initiation of a target drug, controlling for patient demographics, diabetes duration, clinical comorbidities, and provider specialty. RESULTS Among 112,985 beneficiaries with T2D, 5,619 (5%) initiated an SGLT2i or GLP1-RA. After adjusting for baseline characteristics, patients enrolled in formularies with ≥ 2 target drugs available in tiers 1-3 had 17% higher odds of initiating an SGLT2i or GLP1-RA (aOR 1.17, 95% CI 1.05-1.31) compared to patients enrolled in formularies with 0 drugs available in tiers 1-3. There was no significant association between the number of drugs without prior authorization or step therapy requirements and initiation of a target drug (aOR 0.96, 95% CI, 0.85-1.09). Age 75 years or older (vs < 65, aOR 0.23, 95% CI 0.21-0.26) and black race (vs white, aOR 0.65, 95% CI 0.59-0.71) were associated with lower odds of initiating a target drug. CONCLUSIONS Having a greater number of target drugs available on less expensive formulary tiers is associated with increased odds of initiating an SGLT2i or GLP-1RA among Medicare beneficiaries with T2D.
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Affiliation(s)
- Jing Luo
- Division of General Internal Medicine, University of Pittsburgh School of Medicine, United States.
| | - Nico Gabriel
- University of California, San Diego, Skaggs School of Pharmacy and Pharmaceutical Sciences, United States
| | - Mary Korytkowski
- Division of Endocrinology and Metabolism, University of Pittsburgh School of Medicine, United States
| | - Inmaculada Hernandez
- University of California, San Diego, Skaggs School of Pharmacy and Pharmaceutical Sciences, United States
| | - Walid F Gellad
- Division of General Internal Medicine, University of Pittsburgh School of Medicine, United States; Center for Health Equity Research and Promotion, VA Pittsburgh Healthcare System, United States
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Smith K, Taylor GS, Brunsgaard LH, Walker M, Bowden Davies KA, Stevenson EJ, West DJ. Thrice daily consumption of a novel, premeal shot containing a low dose of whey protein increases time in euglycemia during 7 days of free-living in individuals with type 2 diabetes. BMJ Open Diabetes Res Care 2022; 10:10/3/e002820. [PMID: 35618446 PMCID: PMC9137348 DOI: 10.1136/bmjdrc-2022-002820] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Accepted: 05/06/2022] [Indexed: 01/25/2023] Open
Abstract
INTRODUCTION During acute feeding trials, consuming a large dose of whey protein (WP) before meals improves postprandial glucose regulation in people with type 2 diabetes. It is unclear if the reported benefits of premeal WP supplementation are translatable to everyday care or are associated with clinically meaningful, real-world glycemic outcomes. This study examined the application of a novel, premeal shot containing a low dose of WP on parameters of free-living glycemic control in people with type 2 diabetes. RESEARCH DESIGN AND METHODS In a randomized, placebo-controlled, single-blind crossover design, 18 insulin naive individuals with type 2 diabetes ((mean±SD) age, 50±6 years; HbA1c (glycated hemoglobin), 7.4%±0.8%; duration of diabetes, 6±5 years) consumed a ready-to-drink WP shot (15 g of protein) or a nutrient-depleted placebo beverage 10 min before breakfast, lunch, and dinner over a 7-day free-living period. Free-living glucose control was measured by blinded continuous glucose monitoring and determined by the percentage of time spent above range (>10 mmol/L), in euglycemic range (3.9-10.0 mmol/L), below range (<3.9 mmol/L) and mean glucose concentrations. RESULTS Mealtime WP supplementation reduced the prevalence of daily hyperglycemia by 8%±19% (30%±25% vs 38%±28%, p<0.05), thereby enabling a 9%±19% (~2 hours/day) increase in the time spent in euglycemia (p<0.05). Mean 24-hour blood glucose concentrations were 0.6±1.2 mmol/L lower during WP compared with placebo (p<0.05). Similar improvements in glycemic control were observed during the waken period with premeal WP supplementation (p<0.05), whereas nocturnal glycemic control was unaffected (p>0.05). Supplemental compliance/acceptance was high (>98%), and no adverse events were reported. CONCLUSIONS Consuming a novel premeal WP shot containing 15 g of protein before each main meal reduces the prevalence of daily hyperglycemia, thereby enabling a greater amount of time spent in euglycemic range per day over 7 days of free-living in people with type 2 diabetes. TRIAL REGISTRATION NUMBER ISRCTN17563146; www.isrctn.com/ISRCTN17563146.
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Affiliation(s)
- Kieran Smith
- Population Health Sciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Guy S Taylor
- Population Health Sciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Lise H Brunsgaard
- Health and Performance Nutrition, Arla Foods Ingredients Group P/S, Viby J, Denmark
| | - Mark Walker
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Kelly A Bowden Davies
- Population Health Sciences Institute, Newcastle University, Newcastle upon Tyne, UK
- Sport and Exercise Sciences, Manchester Metropolitan University, Manchester, UK
| | - Emma J Stevenson
- Population Health Sciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Daniel J West
- Population Health Sciences Institute, Newcastle University, Newcastle upon Tyne, UK
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Kulzer B, Freckmann G, Heinemann L, Schnell O, Hinzmann R, Ziegler R. Patch Pumps: What are the advantages for people with diabetes? Diabetes Res Clin Pract 2022; 187:109858. [PMID: 35367523 DOI: 10.1016/j.diabres.2022.109858] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/29/2021] [Revised: 03/07/2022] [Accepted: 03/29/2022] [Indexed: 12/28/2022]
Abstract
AIM Patch pumps, i.e. insulin pumps without tubing, are an attractive alternative to conventional insulin pumps for people with type 1 diabetes and type 2 diabetes on insulin therapy. In this review, potential patient-relevant advantages and disadvantages of patch pumps are summarized and respective studies on patient-reported outcomes (PROs) are assessed. METHODS Relevant studies were identified through a systematic PubMed search. Reference lists in respective articles and Google Scholar were also checked for additional references. Articles in English published before June 30, 2021, were included; no other criteria on publication dates were set. RESULTS A total of 12 studies were included. The results of this analysis provide evidence that patch pumps improve quality of life, reduce diabetes-related distress, increase patient satisfaction, and are preferred by patients compared to conventional insulin pumps and multiple daily injection therapy (MDI). However, several methodological limitations of the studies identified constrain the significance of this analysis. CONCLUSIONS Despite the limited number of studies evaluating the benefits of patch pumps on PROs, there is increasing evidence that people with diabetes prefer patch pumps. Although there are numerous PROs for patch pumps, it is surprising that this aspect has been relatively understudied. More systematic evaluation studies of the benefits of patch pumps on PROs are needed.
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Affiliation(s)
- Bernhard Kulzer
- Research Institute of the Diabetes-Academy Mergentheim, Bad Mergentheim, Germany; Diabetes Center Mergentheim, Bad Mergentheim, Germany; University Bamberg, Bamberg, Germany.
| | - Guido Freckmann
- Institut für Diabetes-Technologie, Forschungs- und Entwicklungsgesellschaft mbH an der Universität Ulm, Ulm, Germany
| | | | - Oliver Schnell
- Forschergruppe Diabetes e.V., Helmholtz Zentrum, Munich, Germany
| | | | - Ralph Ziegler
- Diabetes Clinic for Children and Adolescents, Muenster, Germany
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Kerr D, Edelman S, Vespasiani G, Khunti K. New digital health technologies for insulin initiation and optimization for people with type 2 diabetes. Endocr Pract 2022; 28:811-821. [PMID: 35452813 DOI: 10.1016/j.eprac.2022.04.006] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Revised: 03/31/2022] [Accepted: 04/11/2022] [Indexed: 11/17/2022]
Abstract
OBJECTIVE The health and economic burden of type 2 diabetes (T2D) is of global significance. Many people with T2D eventually need insulin to help reduce their risk of serious associated complications. However, barriers in initiating and/or optimizing insulin expose people with diabetes to sustained hyperglycemia. In this review, we investigate how new and future technologies may provide opportunities to help overcome barriers to insulin initiation and/or optimization. METHODS A focused literature search of PubMed and key scientific congresses was conducted. Software tools and devices developed to support insulin initiation and/or optimization were identified by manually filtering over 300 publications and conference abstracts. RESULTS Most software tools have been developed for a smartphone platform. At present, published data suggest that use of these technologies is associated with equivalent or improved glycemic outcomes compared with standard care with additional benefits such as reduced healthcare provider (HCP) time burden and improved diabetes knowledge. However, there remains a paucity of good quality evidence. Most new devices to support insulin therapy help track the dose and timing of insulin use. CONCLUSIONS New digital health tools may help to reduce barriers to optimal insulin therapy. An integrated solution that connects glucose monitoring, dose recording, titration advice, and records comorbidities and lifestyle factors has the potential to reduce the complexity and burden of treatment and may improve titration and treatment adherence, resulting in better outcomes for people with diabetes.
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Affiliation(s)
- David Kerr
- Sansum Diabetes Research Institute, Santa Barbara, California.
| | - Steven Edelman
- University of California San Diego Veterans Affairs Medical Center, San Diego, California
| | | | - Kamlesh Khunti
- Diabetes Research Centre, University of Leicester, Leicester General Hospital, Leicester, United Kingdom
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Chen J, Borra S, Huang A, Fan L, Pollom RD, Hood RC. Treatment Patterns and Outcomes Before and After Humulin R U-500 Initiation Among US Patients with Type 2 Diabetes Previously Prescribed ≤ 200 Units/day of U-100 Insulin. Diabetes Ther 2022; 13:465-479. [PMID: 35190970 PMCID: PMC8934887 DOI: 10.1007/s13300-022-01209-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Accepted: 01/21/2022] [Indexed: 11/03/2022] Open
Abstract
INTRODUCTION Humulin R U-500 (U-500R) utilization has increased in the past few years, raising concerns as U-500R is indicated only for patients requiring > 200 units of insulin. Thus, evidence of dispensed total daily dose (dTDD) > 200 units of prior U-100 insulin based on pharmacy claims is increasingly used as a criterion to determine appropriate switching to U-500R by payers. The study compared the treatment patterns and outcomes before and after U-500R initiation among patients who were identified with ≤ 200 units/day U-100 insulin fill in order to understand the appropriateness of switching. METHODS Patients with type 2 diabetes who initiated U-500R (index date = first fill) with ≤ 200 units/day pre-index dTDD and > 200 units/day post-index dTDD were identified in a Veterans Health Administration dataset between 1 January 2014 and 30 June 2017. Descriptive analysis was conducted on treatment patterns (dTDD, insulin dosage [units/kg], adherence, number of prescription fills) and clinical outcomes (HbA1c, symptomatic hypoglycemic events). Associations between U-500R exposure and outcomes were evaluated using mixed-effects models. Subgroups of U-500R syringe and KwikPen users were analyzed separately. RESULTS Among 1191 U-500R initiators identified in the study the mean dTDD increased from the pre- to post-index periods (147.2 vs 346.3; p < 0.0001). The mean HbA1c decreased from pre- to post-initiation (9.6% vs 8.6%; p < 0.0001), and symptomatic hypoglycemia events per patient per year increased (2.0 vs 3.3, p < 0.0001). Mixed-effects models confirmed the significance of the changes (p < 0.0001). Device subgroups followed similar trends. CONCLUSIONS U-500R initiation was associated with large dTDD increases, improved glycemic control, and modest increases in hypoglycemia events, suggesting U-500R initiation may have corrected previous treatment compliance issues. Imposing dTDDs > 200 units before switching to U-500R criterion could hurt the opportunities for patients who need a simplified regimen for better outcomes.
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Affiliation(s)
- Jieling Chen
- Eli Lilly and Company, Lilly Corporate Center, Indianapolis, IN, 46285, USA.
| | | | | | - Ludi Fan
- Eli Lilly and Company, Lilly Corporate Center, Indianapolis, IN, 46285, USA
| | - Roy Daniel Pollom
- Eli Lilly and Company, Lilly Corporate Center, Indianapolis, IN, 46285, USA
| | - Robert C Hood
- Endocrine Clinic of Southeast Texas, Beaumont, TX, USA
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Gautier T, Silwal R, Saremi A, Boss A, Breton MD. Modeling the Effect of Subcutaneous Lixisenatide on Glucoregulatory Endocrine Secretions and Gastric Emptying in Type 2 Diabetes to Simulate the Effect of iGlarLixi Administration Timing on Blood Sugar Profiles. J Diabetes Sci Technol 2022; 16:428-433. [PMID: 34013770 PMCID: PMC8847729 DOI: 10.1177/19322968211015671] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/03/2022]
Abstract
BACKGROUND As type 2 diabetes (T2D) progresses, intensification to combination therapies, such as iGlarLixi (a fixed-ratio GLP-1 RA and basal insulin combination), may be required. Here a simulation study was used to assess the effect of iGlarLixi administration timing (am vs pm) on blood sugar profiles. METHODS Models of lixisenatide were built with a selection procedure, optimizing measurement fits and model complexity, and were included in a pre-existing T2D simulation platform containing glargine models. With the resulting tool, a simulated trial was conducted with 100 in-silico participants with T2D. Individuals were given iGLarLixi either before breakfast or before an evening meal for 2 weeks and daily glycemic profiles were analyzed. In the model, breakfast was considered the largest meal of the day. RESULTS A similar percentage of time within 24 hours was spent with blood sugar levels between 70 to 180 mg/dL when iGlarLixi was administered pre-breakfast or pre-evening meal (73% vs 71%, respectively). Overall percent of time with blood glucose levels above 180 mg/dL within a 24-hour period was similar when iGlarLixi was administered pre-breakfast or pre-evening meal (26% vs 28%, respectively). Rates of hypoglycemia were low in both regimens, with a blood glucose concentration of below 70 mg/dL only observed for 1% of the 24-hour time period for either timing of administration. CONCLUSIONS Good efficacy was observed when iGlarlixi was administered pre-breakfast; however, administration of iGlarlixi pre-evening meal was also deemed to be effective, even though in the model the size of the evening meal was smaller than that of the breakfast.
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Affiliation(s)
- Thibault Gautier
- Center for Diabetes Technology, University of
Virginia, Charlottesville, VA, USA
| | - Rupesh Silwal
- Center for Diabetes Technology, University of
Virginia, Charlottesville, VA, USA
| | | | - Anders Boss
- Medical Affairs, Sanofi, Bridgewater, NJ,
USA
| | - Marc D. Breton
- Center for Diabetes Technology, University of
Virginia, Charlottesville, VA, USA
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Holmes-Truscott E, Holloway EE, Husin HM, Furler J, Hagger V, Skinner TC, Speight J. Web-based intervention to reduce psychological barriers to insulin therapy among adults with non-insulin-treated type 2 diabetes: study protocol for a two-armed randomised controlled trial of ' Is insulin right for me?'. BMJ Open 2022; 12:e051524. [PMID: 35190420 PMCID: PMC8862461 DOI: 10.1136/bmjopen-2021-051524] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
INTRODUCTION Psychological barriers to insulin therapy are associated with the delay of clinically indicated treatment intensification for people with type 2 diabetes (T2D), yet few evidence-based interventions exist to address these barriers. We describe the protocol for a randomised controlled trial (RCT) examining the efficacy of a novel, theoretically grounded, psychoeducational, web-based resource designed to reduce psychological barriers to insulin among adults with non-insulin treated T2D: 'Is insulin right for me?'. METHODS AND ANALYSIS Double-blind, parallel group RCT. A target sample of N=392 participants (n=196/arm) will be randomised (1:1) to 'Is insulin right for me?' (intervention) or widely available online resources (control). Eligible participants include adults (18-75 years), residing in Australia, currently taking oral hypoglycaemic agents to manage T2D. They will be primarily recruited via invitations and reminders from the national diabetes registry (from a purposefully selected sample of N≥12 000). EXCLUSION CRITERIA experience of self-administered injectable; previously enrolled in pilot RCT; 'very willing' to start insulin as baseline. Outcomes will be assessed via online survey at 2 weeks and 6 months. Primary outcome between-group: difference in mean negative Insulin Treatment Appraisal Scores (ITAS negative) at 2-week and 6-month follow-up. SECONDARY OUTCOMES between-group differences in mean positive insulin appraisals (ITAS positive) and percentage difference in intention to commence insulin at follow-up time points. All data analyses will be conducted according to the intention-to-treat principle. ETHICS AND DISSEMINATION Deakin University Human Research Ethics Committee (2020-073). Dissemination via peer-reviewed journals, conferences and a plain-language summary. TRIAL REGISTRATION NUMBER ACTRN12621000191897; Australian and New Zealand Clinical Trials Registry.
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Affiliation(s)
- Elizabeth Holmes-Truscott
- School of Psychology, Deakin University, Geelong, Victoria, Australia
- The Australian Centre for Behavioural Research in Diabetes, Diabetes Victoria, Melbourne, Victoria, Australia
| | - Edith E Holloway
- School of Psychology, Deakin University, Geelong, Victoria, Australia
- The Australian Centre for Behavioural Research in Diabetes, Diabetes Victoria, Melbourne, Victoria, Australia
| | - Hanafi M Husin
- School of Psychology, Deakin University, Geelong, Victoria, Australia
- The Australian Centre for Behavioural Research in Diabetes, Diabetes Victoria, Melbourne, Victoria, Australia
| | - John Furler
- Department of General Practice, University of Melbourne, Carlton, Victoria, Australia
| | - Virginia Hagger
- School of Nursing and Midwifery, Deakin University, Burwood, Victoria, Australia
| | - Timothy C Skinner
- Rural Health School, La Trobe University, Bendigo, Victoria, Australia
- Department of Psychology, University of Copenhagen, Kobenhavn, Denmark
| | - Jane Speight
- School of Psychology, Deakin University, Geelong, Victoria, Australia
- The Australian Centre for Behavioural Research in Diabetes, Diabetes Victoria, Melbourne, Victoria, Australia
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Full-Time or Working Caregiver? A Health Economics Perspective on the Supply of Care for Type 1 Diabetes Patients. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19031629. [PMID: 35162654 PMCID: PMC8835134 DOI: 10.3390/ijerph19031629] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/16/2021] [Revised: 01/24/2022] [Accepted: 01/26/2022] [Indexed: 02/01/2023]
Abstract
Type 1 diabetes mellitus (T1DM) is a chronic disease requiring lifelong insulin treatment. T1DM patients require care given not only by themselves but also by their family members, particularly in childhood-onset cases. This study aims to identify the relationship between health expenditure, HbA1c and other health outcomes and the socio-economic status of patients and their families, with a focus on family employment status, i.e., whether the caregiver is employed or is a homemaker. To clarify the relationship between the level of health, such as expenditure on health care and HbA1c, and the socioeconomic status of patients and their families, we focus on whether they are “potential full-time caregivers”. Using this analysis, we estimated the hypothetical health care expenditure and HbA1c and showed that male patients have higher expenditure and lower HbA1c when their caregiver is a potential full-time caregiver, whereas younger female patients have higher health care expenditure and lower HbA1c when their caregiver is employed. This finding is not meant to serve as criticism of health care policy in this area; rather, the aim is to contribute to economic policy in Japan for T1DM patients 20 years and older.
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Kim S, Malova E. From Compliance to Adherence in Diabetes Self-care: Examining the Role of Patient's Potential for Mindful Non-Adherence and Physician-Patient Communication. Am J Health Promot 2022; 36:1094-1103. [PMID: 35081760 DOI: 10.1177/08901171211068401] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
PURPOSE To examine the roles of patient mindful non-adherence and physician-patient communication as important factors that facilitate an understanding of the relationship between compliance and adherence in diabetes management. DESIGN A cross-sectional survey Setting: Online data collection Subjects: 365 respondents at least 18 years of age and currently in treatment for diabetes Measures: We measured patients' compliance, adherence, mindfulness, and perceptions about physician-patient communication, as well as their demographic characteristics. ANALYSIS A moderated mediation analysis was conducted to examine the conditioned indirect effect of compliance on adherence. RESULTS The direct effect of compliance on adherence was positive and significant (β = .378, SE = .073, p < .05, BootCI [.234, .521]), but the compliance-adherence association was also partially mediated by patient's potential for mindful non-adherence. A higher level of compliance increased potential for mindful non-adherence (β = .716, SE = .082, p < .05, BootCI [.555, .876]), and, in turn, the increased potential for mindful non-adherence reduced adherence (β = -.107, SE = .045, p < .05, BootCI [-.196, -.018]). This detrimental mediating effect of potential for mindful non-adherence was contingent on the perceived quality of physician-patient communication (index = .076, SE = .038, 95% BootCI [.003, .153]), indicating that the positive perception significantly reduced the negative mediating effect of potential for mindful non-adherence on adherence.
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Affiliation(s)
- Soyoon Kim
- Communication Studies5452University of Miami - Coral Gables Campus
| | - Ekaterina Malova
- Communication Studies5452University of Miami - Coral Gables Campus
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