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Heinemann L, Schnell O, Gehr B, Schloot NC, Görgens SW, Görgen C. Digital Diabetes Management: A Literature Review of Smart Insulin Pens. J Diabetes Sci Technol 2022; 16:587-595. [PMID: 33430644 PMCID: PMC9158248 DOI: 10.1177/1932296820983863] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
Digital health management is increasingly pivotal in the care of patients with diabetes. The aim of this review was to evaluate the clinical benefits of using smart insulin pens with connectivity for diabetes management. The search was performed using PubMed and PubMed Central on May 15, 2019, to identify publications investigating the use of insulin pens. Studies evaluating insulin pens with connectivity via Bluetooth/Near Field Communication, with an associated electronic device enabling connectivity, or with a memory function were included in the review. Nine studies were identified in the search. Overall, these studies lacked data on smart insulin pens with a connectivity function, with eight of the available studies investigating only pens with a memory function. The studies focused primarily on assessing patient preference, usability, and technical accuracy. The number of studies assessing clinical outcomes was small (n = 3). However, the majority of studies (n = 8) reported that patients preferred smart insulin pens because they increased confidence with regard to diabetes self-management. These results suggest a lack of published data regarding smart insulin pens with connectivity for the management of diabetes. However, the available published data on usability and patient preference suggest that the use of smart insulin pens holds promise for improving and simplifying diabetes self-management.
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Affiliation(s)
- Lutz Heinemann
- Science Consulting in Diabetes GmbH,
Neuss, Germany
- Lutz Heinemann, PhD, Science Consulting in
Diabetes GmbH, Geulenstr. 50, Neuss, 41462, Germany.
| | - Oliver Schnell
- Forschergruppe Diabetes e.V. at the
Helmholtz Center, Munich, Germany
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Jendle J. Analysis of " Glycemic Outcomes During Real-World Hybrid Closed-Loop System Use by Individuals With Type 1 Diabetes in the United States". J Diabetes Sci Technol 2022:19322968221091842. [PMID: 35466724 DOI: 10.1177/19322968221091842] [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: 11/15/2022]
Abstract
In an article in the Journal of Diabetes Science and Technology, Arunachalum et al retrospectively analyzed glycemic outcomes, regarding the use of hybrid closed-loop (HCL) systems in individuals with type-1 diabetes (T1D) in the United States in a real-world evidence (RWE) setting. In clinical trials, diabetes technology has shown to improve time in range (TIR) as well as other glucose metrics. In the light of increasing the use of diabetes technology in the T1D population, why do we not see improvement in clinical outcomes? Is it cost-effective to increase the use diabetes technology? Does access to diabetes technology vary in the United States? There is a need for additional clinical studies evaluating the effectiveness of diabetes technology in T1D including health economic aspects.
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Affiliation(s)
- Johan Jendle
- Institute of Medical Sciences, Örebro University, Örebro, Sweden
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53
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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: 17] [Impact Index Per Article: 5.7] [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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Usoh CO, Kilen K, Keyes C, Johnson CP, Aloi JA. Telehealth Technologies and Their Benefits to People With Diabetes. Diabetes Spectr 2022; 35:8-15. [PMID: 35308147 PMCID: PMC8914588 DOI: 10.2337/dsi21-0017] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
This article reviews the current diabetes technology landscape and how recent advancements are being used to help overcome barriers in the management of diabetes. The authors offer case examples of how digital tools and platforms can facilitate diabetes care via telehealth and remote patient monitoring for individuals in special populations. They also provide tips to ensure success in implementing diabetes technology to provide the best possible care for people with diabetes in outpatient settings.
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Affiliation(s)
- Chinenye O. Usoh
- Division of Endocrinology, Diabetes and Metabolism, Wake Forest
University School of Medicine, Winston-Salem, NC
| | | | - Carolyn Keyes
- Division of Endocrinology, Diabetes and Metabolism, Wake Forest
University School of Medicine, Winston-Salem, NC
| | - Crystal Paige Johnson
- Division of Endocrinology, Diabetes and Metabolism, Wake Forest
University School of Medicine, Winston-Salem, NC
| | - Joseph A. Aloi
- Division of Endocrinology, Diabetes and Metabolism, Wake Forest
University School of Medicine, Winston-Salem, NC
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Edwards S, He X, Wang W, Poon JL, Meadows E, Price D, Johnson J, Wolpert H, Polonsky W. Use of Connected Pen as a Diagnostic Tool to Evaluate Missed Bolus Dosing Behavior in People with Type 1 and Type 2 Diabetes. Diabetes Technol Ther 2022; 24:61-66. [PMID: 34524010 PMCID: PMC8783630 DOI: 10.1089/dia.2021.0239] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Objective: This study used connected pen to determine missed bolus dose (MBD) frequency during masked and unmasked continuous glucose monitoring (CGM) periods and examined its link with time-in-range (TIR), time-above-range (TAR), time-below-range (TBR), and key participant characteristics in people with diabetes. Methods: This was a 12-week, single-arm, exploratory, two-period study for people with type 1 diabetes (T1D) or type 2 diabetes (T2D). The primary objective was to estimate the average number of MBD during masked and real-time CGM use. The secondary objective was to estimate the average percent TIR and its relationship to MBD. An exploratory objective was to investigate the participant characteristics that were associated with MBD. Data were analyzed for differences in MBD by diabetes type and other participant characteristics, by CGM period, and by hypoglycemic fear scores. Results: Participants (n = 64; T1D, n = 38; T2D, n = 26) were 48 ± 11.9 years old and 44% were female. From the masked to the unmasked period, MBD, %TAR, %TBR, and glycated hemoglobin decreased significantly (0.74 MBD/day to 0.62 MBD/day, P = 0.008; 53.6%-48.1%, P = 0.004; 4.49%-2.93%, P < 0.001; mean 8.8%-8.4%, P < 0.001, respectively), while %TIR increased significantly (41.9%-49.0%, P < 0.001). MBD/day was negatively associated with TIR (P = 0.016) and positively associated with TAR (P = 0.015) for T1D and positively associated with TBR (P = 0.024) for T2D in the masked period only. MBD was significantly associated with fear of hypoglycemia for T2D, but not T1D. Conclusions: MBD is associated with reduced TIR when CGM is masked and tailored therapeutic approaches are needed for T1D and T2D populations.
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Affiliation(s)
| | - Xuanyao He
- Eli Lilly and Company, Indianapolis, Indiana, USA
| | - Wenjie Wang
- Eli Lilly and Company, Indianapolis, Indiana, USA
| | | | - Eric Meadows
- Eli Lilly and Company, Indianapolis, Indiana, USA
| | | | | | | | - William Polonsky
- Behavioral Diabetes Institute, San Diego, California, USA
- Address correspondence to: William Polonsky, Behavioral Diabetes Institute, 5230 Carroll Canyon Road, Suite 208, San Diego, CA 92121, USA
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Masierek M, Nabrdalik K, Janota O, Kwiendacz H, Macherski M, Gumprecht J. The Review of Insulin Pens-Past, Present, and Look to the Future. Front Endocrinol (Lausanne) 2022; 13:827484. [PMID: 35355552 PMCID: PMC8959107 DOI: 10.3389/fendo.2022.827484] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Accepted: 02/02/2022] [Indexed: 12/17/2022] Open
Abstract
Currently, there are about 150-200 million diabetic patients treated with insulin globally. The year 2021 is special because the 100th anniversary of the insulin discovery is being celebrated. It is a good occasion to sum up the insulin pen technology invention and improvement which are nowadays the leading mode of an insulin delivery. Even though so many years have passed, insulin is still administered subcutaneously, that is why devices to deliver it are of great importance. Insulin pens have evolved only through the last decades (the reusable, durable pens, and the disposable, prefilled pens) and modern smart insulin pens have been developed in the last few years, and both types of the devices compared to traditional syringes and vials are more convenient, discrete in use, have better dosing accuracy, and improve adherence. In this review, we will focus on the history of insulin pens and their improvement over the previous decades.
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Affiliation(s)
- Małgorzata Masierek
- Department of Internal Medicine, Diabetology and Nephrology, Faculty of Medical Sciences in Zabrze, Medical University of Silesia, Katowice, Poland
| | - Katarzyna Nabrdalik
- Department of Internal Medicine, Diabetology and Nephrology, Faculty of Medical Sciences in Zabrze, Medical University of Silesia, Katowice, Poland
- *Correspondence: Katarzyna Nabrdalik,
| | - Oliwia Janota
- Students’ Scientific Association by the Department of Internal Medicine, Diabetology and Nephrology, Faculty of Medical Sciences in Zabrze, Medical University of Silesia, Katowice, Poland
| | - Hanna Kwiendacz
- Department of Internal Medicine, Diabetology and Nephrology, Faculty of Medical Sciences in Zabrze, Medical University of Silesia, Katowice, Poland
| | - Maksymilian Macherski
- Students’ Scientific Association by the Department of Internal Medicine, Diabetology and Nephrology, Faculty of Medical Sciences in Zabrze, Medical University of Silesia, Katowice, Poland
| | - Janusz Gumprecht
- Department of Internal Medicine, Diabetology and Nephrology, Faculty of Medical Sciences in Zabrze, Medical University of Silesia, Katowice, Poland
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Ospelt E, Noor N, Sanchez J, Nelson G, Rioles N, Malik FS, Basina M, Indyk J, Vendrame F, Schmitt J, Scott ML, Ebekozien O. Facilitators and Barriers to Smart Insulin Pen Use: A Mixed-Method Study of Multidisciplinary Stakeholders From Diabetes Teams in the United States. Clin Diabetes 2022; 41:56-67. [PMID: 36714258 PMCID: PMC9845084 DOI: 10.2337/cd22-0068] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
This study sought to identify barriers and facilitators to successful smart insulin pen (SIP) use and gauge prescribing practices and integration into clinical practice by assessing provider and care team perspectives at participating endocrinology clinics within the T1D Exchange Quality Improvement Collaborative. The identified provider-related, patient-related, and clinic- and operational-level barriers and facilitators varied based on clinic knowledge, capacity, and resources. High-impact barriers included insurance coverage and prescribing processes; high-impact facilitators included improved diabetes clinic visit quality and use of SIPs as an alternative to insulin pump therapy. Findings indicated the need for provider and care team education and training on proper SIP features, use, and prescribing.
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Affiliation(s)
- Emma Ospelt
- T1D Exchange, Boston, MA
- Corresponding author: Emma Ospelt,
| | | | - Janine Sanchez
- University of Miami Miller School of Medicine, Miami, FL
| | | | | | | | | | | | | | | | | | - Osagie Ebekozien
- T1D Exchange, Boston, MA
- University of Mississippi School of Population Health, Jackson, MS
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Adolfsson P, Björnsson V, Hartvig NV, Kaas A, Møller JB, Ogionwo Lange E. Improved Glycemic Control Observed in Children with Type 1 Diabetes Following the Introduction of Smart Insulin Pens: A Real-World Study. Diabetes Ther 2022; 13:43-56. [PMID: 34748170 PMCID: PMC8776949 DOI: 10.1007/s13300-021-01177-w] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/15/2021] [Accepted: 10/20/2021] [Indexed: 11/25/2022] Open
Abstract
INTRODUCTION Many challenges are associated with optimizing glycemic control in pediatric patients with type 1 diabetes (T1D); combining data from smart insulin pens and continuous glucose monitoring (CGM) could mitigate some of these obstacles. METHODS This one-arm, prospective, observational study investigated the effects of introducing a smart pen on glycemic control in pediatric patients with T1D who were using CGM. Children and adolescents with T1D who had been prescribed a smart pen for basal and/or bolus insulin injections were enrolled from three clinics in Sweden. Outcomes compared between baseline and follow-up (≥ 12 months) included: mean numbers of daily (over 24 h) and nocturnal hypoglycemic or hyperglycemic events; time above range (TAR; > 180 mg/dL); time below range (TBR; level 1: 54 to < 70 mg/dL; level 2: < 54 mg/dL); time in range (TIR; 70-180 mg/dL); and missed bolus-dose (MBD) meals. RESULTS Overall, 39 patients were included. Mean numbers of daily hypoglycemic events (- 31.4%; p = 0.00035) and nocturnal hypoglycemic events (- 24.4%; p = 0.043) were significantly reduced from baseline to follow-up. Mean daily TBR level 2 was reduced from 2.82% at baseline to 2.18% at follow-up (- 0.64 percentage points; p = 0.025). There were no statistically significant changes in number of daily hyperglycemic events, MBD meals, TIR, TAR, or TBR level 1. CONCLUSIONS Introducing smart insulin pens was associated with a reduced number of hypoglycemic events and decreases in TBR level 2, demonstrating a potential benefit for glycemic control in pediatric patients.
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Affiliation(s)
- Peter Adolfsson
- Department of Pediatrics, The Hospital of Halland, Kungsbacka, Tölövägen 5, 43480, Kungsbacka, Sweden.
- Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.
| | - Viktor Björnsson
- Department of Pediatrics, The Hospital of Halland, Kungsbacka, Tölövägen 5, 43480, Kungsbacka, Sweden
- Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | | | - Anne Kaas
- Medical & Science, Novo Nordisk A/S, Søborg, Denmark
| | | | - Elsa Ogionwo Lange
- Department of Pediatrics, The Hospital of Halland, Kungsbacka, Tölövägen 5, 43480, Kungsbacka, Sweden
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Bode B, King A, Russell-Jones D, Billings LK. Leveraging advances in diabetes technologies in primary care: a narrative review. Ann Med 2021; 53:805-816. [PMID: 34184589 PMCID: PMC8245065 DOI: 10.1080/07853890.2021.1931427] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Accepted: 05/11/2021] [Indexed: 11/28/2022] Open
Abstract
Primary care providers (PCPs) play an important role in providing medical care for patients with type 2 diabetes. Advancements in diabetes technologies can assist PCPs in providing personalised care that addresses each patient's individual needs. Diabetes technologies fall into two major categories: devices for glycaemic self-monitoring and insulin delivery systems. Monitoring technologies encompass self-measured blood glucose (SMBG), where blood glucose is intermittently measured by a finger prick blood sample, and continuous glucose monitoring (CGM) devices, which use an interstitial sensor and are capable of giving real-time information. Studies show people using real-time CGM have better glucose control compared to SMBG. CGM allows for new parameters including time in range (the time spent within the desired target glucose range), which is an increasingly relevant real-time metric of glycaemic control. Insulin pens have increased the ease of administration of insulin and connected pens that can calculate and capture data on dosing are becoming available. There are a number of websites, software programs, and applications that can help PCPs and patients to integrate diabetes technology into their diabetes management schedules. In this article, we summarise these technologies and provide practical information to inform PCPs about utility in their clinical practice. The guiding principle is that use of technology should be individualised based on a patient's needs, desires, and availability of devices. Diabetes technology can help patients improve their clinical outcomes and achieve the quality of life they desire by decreasing disease burden.KEY MESSAGESIt is important to understand the role that diabetes technologies can play in primary care to help deliver high-quality care, taking into account patient and community resources. Diabetes technologies fall into two major categories: devices for glycaemic self-monitoring and insulin delivery systems. Modern self-measured blood glucose devices are simple to use and can help guide decision making for self-management plans to improve clinical outcomes, but cannot provide "live" data and may under- or overestimate blood glucose; patients' monitoring technique and compliance should be reviewed regularly. Importantly, before a patient is provided with monitoring technology, they must receive suitably structured education in its use and interpretation.Continuous glucose monitoring (CGM) is now standard of care for people with type 1 diabetes and people with type 2 diabetes on meal-time (prandial) insulin. Real-time CGM can tell both the patient and the healthcare provider when glucose is in the normal range, and when they are experiencing hyper- or hypoglycaemia. Using CGM data, changes in lifestyle, eating habits, and medications, including insulin, can help the patient to stay in a normal glycaemic range (70-180 mg/dL). Real-time CGM allows for creation of an ambulatory glucose profile and monitoring of time in range (the time spent within target blood glucose of 70-180 mg/dL), which ideally should be at least 70%; avoiding time above range (>180 mg/dL) is associated with reduced diabetes complications and avoiding time below range (<70 mg/dL) will prevent hypoglycaemia. Insulin pens are simpler to use than syringes, and connected pens capture information on insulin dose and injection timing.There are a number of websites, software programs and applications that can help primary care providers and patients to integrate diabetes technology into their diabetes management schedules. The guiding principle is that use of technology should be individualised based on a patient's needs, desires, skill level, and availability of devices.
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Affiliation(s)
- Bruce Bode
- Atlanta Diabetes Associates, Atlanta, GA, USA
| | - Aaron King
- HealthTexas at Stone Oak, San Antonio, TX, USA
| | | | - Liana K. Billings
- NorthShore University HealthSystem/University of Chicago Pritzker School of Medicine, Skokie, IL, USA
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Lau HH, Gan SU, Lickert H, Shapiro AMJ, Lee KO, Teo AKK. Charting the next century of insulin replacement with cell and gene therapies. MED 2021; 2:1138-1162. [DOI: 10.1016/j.medj.2021.09.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2021] [Revised: 08/24/2021] [Accepted: 09/07/2021] [Indexed: 10/20/2022]
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Abstract
Advances in glucose monitoring and insulin delivery technologies have led to the development of innovative self-management tools, such as continuous glucose monitoring, automated insulin delivery systems, and smart connected insulin pens. Although the clinical advantages of today's emerging diabetes technologies are well documented, the cost of integrating these tools into clinical practice must be considered to sustain the financial viability of both public and private insurers. Most clinicians are unfamiliar with the process the commercial insurers follow when making these decisions. This article reviews the key factors the insurers consider when determining eligibility criteria.
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Affiliation(s)
- Tim Nolan
- TEN Healthcare Strategies, Newtown, Pennsylvania, USA
| | - Marie Frazzitta
- Abbott Diabetes Care, Department of Medical Affairs, Alameda, California, USA
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Shah NA, Levy CJ. Emerging technologies for the management of type 2 diabetes mellitus. J Diabetes 2021; 13:713-724. [PMID: 33909352 DOI: 10.1111/1753-0407.13188] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/21/2021] [Revised: 04/19/2021] [Accepted: 04/25/2021] [Indexed: 01/02/2023] Open
Abstract
Diabetes mellitus is a global health problem affecting 422 million people worldwide, of which 34.2 million live in the United States alone. Complications due to diabetes can lead to considerable morbidity and mortality related to both microvascular and macrovascular disease. While glycosylated hemoglobin testing is the standard test utilized to evaluate glycemic control, emerging targets like "time in range" and "glycemic variability" often provide more accurate assessments of glycemic fluctuations and have implications for diabetes complications and quality of life. Patients with diabetes face considerable burdens of self-care including frequent glucose monitoring, multiple insulin injections, dietary management, and the need to track daily activities, all of which lead to reduced adherence and psychological burnout. From the provider perspective, limited patient data and access to self-management tools lead to treatment inertia and a reduced ability to help patients achieve and maintain their glycemic goals. In the past few decades, there have been considerable advances in treatment-based technology and technological applications designed to help reduce patient burden and provide tools for better self-management. These advances make real-time clinical data available for clinicians to make necessary changes in treatment regimens. In this review, we discuss the latest emerging technologies available for the management of people with type 2 diabetes mellitus.
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Affiliation(s)
- Nirali A Shah
- Division of Endocrinology, Diabetes and Bone Metabolism, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Carol J Levy
- Division of Endocrinology, Diabetes and Bone Metabolism, Icahn School of Medicine at Mount Sinai, New York, New York, USA
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Affiliation(s)
- Patrick Sharp
- Adult Community Diabetes Service, Royal South Hants Hospital Southampton UK
| | - Emma Ives
- Adult Community Diabetes Service, Royal South Hants Hospital Southampton UK
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Daly A, Hovorka R. Technology in the management of type 2 diabetes: Present status and future prospects. Diabetes Obes Metab 2021; 23:1722-1732. [PMID: 33950566 PMCID: PMC7611289 DOI: 10.1111/dom.14418] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/05/2021] [Revised: 04/26/2021] [Accepted: 04/27/2021] [Indexed: 12/18/2022]
Abstract
The growing incidence of type 2 diabetes (T2D) is a significant health concern, representing 90% of diabetes cases worldwide. As the disease progresses, resultant insulin deficiency and hyperglycaemia necessitates insulin therapy in many cases. It has been recognized that a significant number of people who have a clinical requirement for insulin therapy, as well as their healthcare professionals, are reluctant to intensify treatment with insulin due to fear of hypoglycaemia, poor understanding of treatment regimens or lack of engagement, and are therefore at higher risk of developing complications from poor glycaemic control. Over the past decade, the rise of diabetes technologies, including dosing advisors, continuous glucose monitoring systems, insulin pumps and automated insulin delivery systems, has led to great improvements in the therapies available, particularly to those requiring insulin. Although the focus has largely been on delivering these therapies to the type 1 diabetes population, it is becoming increasingly recognized that people with T2D face similar challenges to achieve recommended glycaemic standards and also have the potential to benefit from these advances. In this review, we discuss diabetes technologies that are currently available for people with T2D and the evidence supporting their use, as well as future prospects. We conclude that there is a clinical need to extend the use of these technologies to the T2D population to curb the consequences of suboptimal disease management in this group.
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Affiliation(s)
- Aideen Daly
- Wellcome Trust-MRC Institute of Metabolic Science, University of Cambridge, Cambridge, UK
| | - Roman Hovorka
- Wellcome Trust-MRC Institute of Metabolic Science, University of Cambridge, Cambridge, UK
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Schubert-Olesen O. Informationstechnologie/Digitalisierung in den Diabetespraxen. DER DIABETOLOGE 2021. [PMCID: PMC7849613 DOI: 10.1007/s11428-021-00717-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
Hintergrund Die Digitalisierung breitet sich mit großer Geschwindigkeit aus, im allgemeinen gesellschaftlichen Leben ebenso wie in der Medizin, und hier insbesondere in der Diabetologie. In den letzten Jahren hat sich diesbezüglich in den Diabetesschwerpunktpraxen bereits einiges verändert. Zwischen den einzelnen Behandlern/Behandlerinnen jedoch bestehen große Diskrepanzen hinsichtlich des aktuellen Standes der Digitalisierung. Um diese zu beseitigen, gilt es, Wünsche, Erwartungen und Ängste der Behandelnden sowie der Patienten/Patientinnen zu berücksichtigen. Ziel des Beitrags Der Istzustand der Digitalisierung in diabetologischen Schwerpunktpraxen wurde anhand von Umfragen und persönlichen Gesprächen erhoben. Dabei stellte sich neben dessen Abklärung die Frage, was eigentlich zur Digitalisierung gehört. Deren Möglichkeiten werden anhand der Formulierung einer Vision für die Zukunft der Diabetologie aufgezeigt. Schlussfolgerung Die Digitalisierung verändert die Abläufe und Möglichkeiten in diabetologischen Schwerpunktpraxen. Aufgrund der offensichtlichen Vorteile und der Erwartungen von Patienten/Patientinnen sind die zunehmende Verbreitung und Nutzung der Informationstechnologie nicht mehr aufzuhalten. Es gilt, die Kritikpunkte aufzunehmen, Daten- und Rechtssicherheit herzustellen, technische Hürden auf ein Minimum zu reduzieren und die Software intuitiv zu gestalten.
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Aungst T, Franzese C, Kim Y. Digital health implications for clinical pharmacists services: A primer on the current landscape and future concerns. JOURNAL OF THE AMERICAN COLLEGE OF CLINICAL PHARMACY 2021. [DOI: 10.1002/jac5.1382] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Affiliation(s)
- Timothy Aungst
- Massachusetts College of Pharmacy and Health Sciences Worcester Massachusetts USA
| | | | - Yoona Kim
- Arine, Inc. San Francisco California USA
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Eberle C, Stichling S, Löhnert M. Diabetology 4.0: Scoping Review of Novel Insights and Possibilities Offered by Digitalization. J Med Internet Res 2021; 23:e23475. [PMID: 33759789 PMCID: PMC8074865 DOI: 10.2196/23475] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2020] [Revised: 10/13/2020] [Accepted: 01/18/2021] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND The increasing prevalence of diabetes mellitus and associated morbidity worldwide justifies the need to create new approaches and strategies for diabetes therapy. Therefore, the ongoing digitalization offers novel opportunities in this field. OBJECTIVE The aim of this study is to provide an updated overview of available technologies, possibilities, and novel insights into diabetes therapy 4.0. METHODS A scoping review was carried out, and a literature search was performed using electronic databases (MEDLINE [PubMed], Cochrane Library, Embase, CINAHL, and Web of Science). The results were categorized according to the type of technology presented. RESULTS Different types of technology (eg, glucose monitoring systems, insulin pens, insulin pumps, closed-loop systems, mobile health apps, telemedicine, and electronic medical records) may help to improve diabetes treatment. These improvements primarily affect glycemic control. However, they may also help in increasing the autonomy and quality of life of people who are diagnosed with diabetes mellitus. CONCLUSIONS Diabetes technologies have developed rapidly over the last few years and offer novel insights into diabetes therapy and a chance to improve and individualize diabetes treatment. Challenges that need to be addressed in the following years relate to data security, interoperability, and the development of standards.
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Affiliation(s)
- Claudia Eberle
- Medicine with Specialization in Internal Medicine and General Medicine, Hochschule Fulda - University of Applied Sciences, Fulda, Germany
| | - Stefanie Stichling
- Medicine with Specialization in Internal Medicine and General Medicine, Hochschule Fulda - University of Applied Sciences, Fulda, Germany
| | - Maxine Löhnert
- Medicine with Specialization in Internal Medicine and General Medicine, Hochschule Fulda - University of Applied Sciences, Fulda, Germany
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68
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Rafiei R, Williams C, Jiang J, Aungst TD, Durrer M, Tran D, Howald R. Digital Health Integration Assessment and Maturity of the United States Biopharmaceutical Industry: Forces Driving the Next Generation of Connected Autoinjectable Devices. JMIR Mhealth Uhealth 2021; 9:e25406. [PMID: 33621188 PMCID: PMC8088878 DOI: 10.2196/25406] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2020] [Revised: 11/23/2020] [Accepted: 02/13/2021] [Indexed: 11/24/2022] Open
Abstract
Autoinjectable devices continue to provide real-life benefits for patients with chronic conditions since their widespread adoption 30 years ago with the rise of macromolecules. Nonetheless, issues surrounding adherence, patient administration techniques, disease self-management, and data outcomes at scale persist despite product design innovation. The interface of drug device combination products and digital health technologies formulates a value proposition for next-generation autoinjectable devices to power the delivery of precision care at home and achieve the full potential of biologics. Success will largely be dependent on biopharma’s digital health maturity to implement this framework. This viewpoint measures the digital health maturity of the top 15 biopharmaceutical companies in the US biologics autoinjector market and establishes the framework for next-generation autoinjectable devices powering home-based precision care and the need for formal digital health training.
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Affiliation(s)
| | | | | | - Timothy Dy Aungst
- Department of Pharmacy Practice, MCPHS University, Worcester, MA, United States
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69
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Aberer F, Hochfellner DA, Mader JK. Application of Telemedicine in Diabetes Care: The Time is Now. Diabetes Ther 2021; 12:629-639. [PMID: 33474646 PMCID: PMC7816834 DOI: 10.1007/s13300-020-00996-7] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/19/2020] [Accepted: 12/24/2020] [Indexed: 11/16/2022] Open
Abstract
The utilization of telemedicine solutions to reduce outpatient clinic visits and visits to physicians' offices, thus saving financial and personal resources as well as time, has gained substantial importance in recent years. The COVID19 pandemic has made it necessary to abruptly adjust outpatient care methods in various medical settings that needlessly require consultations in person to monitor and change the disease management of patients in specific risk groups. People with diabetes represent a vulnerable population who need to be protected from avoidable outpatient clinic visits, particularly in times of influenza or other pandemic outbreaks. However, the treatment and care of patients with diabetes and its comorbidities require careful and regular monitoring and therapy adjustments by medical staff. Advanced age or cognitive impairment and insufficient access to the health care system due to low socioeconomic status can complicate the use of possible alternatives to in-person consultations in outpatient clinics or physicians' offices. Telemedicine solutions may offer suitable alternatives to standard face-to-face consultations in outpatient settings and provide sufficient access to appropriate diabetes care. Nevertheless, telemedicine methods for monitoring diabetes issues are yet to find widespread use due to numerous barriers, such as a lack of acceptance and doubt about its time- and cost-effectiveness, availability, and potential technical and regulatory issues. This article offers an overview of existing applications that provide telemedicine diabetes care. Furthermore, it discusses potential ways to restructure and revolutionize diabetes outpatient care.
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Affiliation(s)
- Felix Aberer
- Department of Endocrinology and Diabetology, Medical University of Graz, Graz, Austria.
| | - Daniel A Hochfellner
- Department of Endocrinology and Diabetology, Medical University of Graz, Graz, Austria
| | - Julia K Mader
- Department of Endocrinology and Diabetology, Medical University of Graz, Graz, Austria
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70
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Klonoff DC, Zhang JY, Shang T, Mehta C, Kerr D. Pharmacoadherence: An Opportunity for Digital Health to Inform the Third Dimension of Pharmacotherapy for Diabetes. J Diabetes Sci Technol 2021; 15:177-183. [PMID: 33289578 PMCID: PMC7783015 DOI: 10.1177/1932296820973185] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
The basis of pharmacotherapy requires knowledge of two properties of a drug: pharmacokinetics (PK) and pharmacodynamics (PD). In the era of precision medicine, there is growing interest in determining between-individual variations in PK and PD. While these two dimensions of pharmacotherapy are key foci of investigation, a third property is also emerging as a critical factor in understanding how a drug affects an individual. This third property of a drug is known as phamacoadherence (PA). There can be wide variation in PA among people with diabetes, whether they are using oral or injectable medications. The use of new digital health interventions and telehealth communication tools, such as smart insulin pens, is now creating opportunities for health care professionals to have a more complete understanding of the PA of drugs, which allows for more personalized prescribing practices.
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Affiliation(s)
| | | | - Trisha Shang
- Diabetes Technology Society, Burlingame, CA, USA
| | - Chhavi Mehta
- Mills-Peninsula Medical Center, San Mateo, CA, USA
| | - David Kerr
- Sansum Diabetes Research Institute, Santa Barbara, CA, USA
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71
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Jendle J, Ericsson Å, Gundgaard J, Møller JB, Valentine WJ, Hunt B. Smart Insulin Pens are Associated with Improved Clinical Outcomes at Lower Cost Versus Standard-of-Care Treatment of Type 1 Diabetes in Sweden: A Cost-Effectiveness Analysis. Diabetes Ther 2021; 12:373-388. [PMID: 33306169 PMCID: PMC7843677 DOI: 10.1007/s13300-020-00980-1] [Citation(s) in RCA: 38] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/12/2020] [Accepted: 11/28/2020] [Indexed: 11/25/2022] Open
Abstract
INTRODUCTION Real-world evidence has demonstrated improved glycemic control and insulin management following introduction of smart insulin pens in a Swedish type 1 diabetes (T1D) population. To understand the implications for healthcare costs and expected health outcomes, this analysis evaluated the long-term cost-effectiveness of introducing smart insulin pens to standard-of-care T1D treatment (standard care) from a Swedish societal perspective. METHODS Clinical outcomes and healthcare costs (in 2018 Swedish krona, SEK) were projected over patients' lifetimes using the IQVIA CORE Diabetes Model to estimate cost-effectiveness. Clinical data and baseline characteristics for the simulated cohort were informed by population data and a prospective, noninterventional study of a smart insulin pen in a Swedish T1D population. This analysis captured direct and indirect costs, mortality, and the impact of diabetes-related complications on quality of life. RESULTS Over patients' lifetimes, smart insulin pen use was associated with per-patient improvements in mean discounted life expectancy (+ 0.90 years) and quality-adjusted life expectancy (+ 1.15 quality-adjusted life-years), in addition to mean cost savings (direct, SEK 124,270; indirect, SEK 373,725), versus standard care. A lower frequency and delayed onset of complications drove projected improvements in quality-adjusted life expectancy and lower costs with smart insulin pens versus standard care. Overall, smart insulin pens were a dominant treatment option relative to standard care across all base-case and sensitivity analyses. CONCLUSIONS Use of smart insulin pens was projected to improve clinical outcomes at lower costs relative to standard care in a Swedish T1D population and represents a good use of healthcare resources in Sweden.
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Affiliation(s)
- Johan Jendle
- Institute of Medical Sciences, Örebro University, Örebro, Sweden.
| | | | | | | | | | - Barnaby Hunt
- Ossian Health Economics and Communications, Basel, Switzerland
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72
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Gomez-Peralta F, Abreu C, Gomez-Rodriguez S, Cruz-Bravo M, María-Sanchez C, Poza G, Ruiz-Valdepeñas L. Efficacy of Insulclock in Patients with Poorly Controlled Type 1 Diabetes Mellitus: A Pilot, Randomized Clinical Trial. Diabetes Technol Ther 2020; 22:686-690. [PMID: 32069067 PMCID: PMC7640744 DOI: 10.1089/dia.2019.0427] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Insulclock® is an electronic device designed to improve treatment adherence and insulin injection tracking. This randomized, single-center, pilot study assessed the clinical impact of Insulclock on glycemic control and variability, treatment adherence, and satisfaction in patients with uncontrolled type 1 diabetes mellitus (T1DM). We also compared these outcomes between the Active and Masked groups (with or without receiving reminders and app alerts). Sixteen patients completed the study: 10 in the Active group and 6 in the Masked group. Insulclock use was associated with a decrease in mean glucose (-27.0 mg/dL [1.5 mmol/L]; P = 0.013), glucose standard deviation (-14.4 mg/dL [0.8 mmol/L]; P = 0.003), and time above range (-12.5%; P = 0.0026), and an increase in time in range (TIR) (+7%; P = 0.038) in the overall population. The use of app information and alerts in the Active group was associated with an increase in TIR (+8%; P = 0.026). We observed a -3.9 (P = 0.1352) and -5.4 (P = 0.032) reduction per month in the number of missed and mistimed insulin doses in the overall population, respectively. Most of the items of the Insulin Treatment Satisfaction Questionnaire (ITSQ) improved after 4 weeks of Insulclock use. This pilot study points out an improvement in glycemic levels, adherence, and satisfaction in T1DM patients, supporting the development of clinical trials powered to confirm these effects.
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Affiliation(s)
- Fernando Gomez-Peralta
- Endocrinology and Nutrition Unit, Segovia General Hospital, Segovia, Spain
- Address correspondence to: Dr. Fernando Gomez-Peralta, MD, PhD, Endocrinology and Nutrition Unit, Segovia General Hospital, Luis Erik Clavería Neurólogo S.N., 40002 Segovia, Spain
| | - Cristina Abreu
- Endocrinology and Nutrition Unit, Segovia General Hospital, Segovia, Spain
| | | | | | | | - Gema Poza
- Endocrinology and Nutrition Unit, Segovia General Hospital, Segovia, Spain
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73
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Riddell MC, Scott SN, Fournier PA, Colberg SR, Gallen IW, Moser O, Stettler C, Yardley JE, Zaharieva DP, Adolfsson P, Bracken RM. The competitive athlete with type 1 diabetes. Diabetologia 2020; 63:1475-1490. [PMID: 32533229 PMCID: PMC7351823 DOI: 10.1007/s00125-020-05183-8] [Citation(s) in RCA: 56] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/17/2020] [Accepted: 04/17/2020] [Indexed: 12/13/2022]
Abstract
Regular exercise is important for health, fitness and longevity in people living with type 1 diabetes, and many individuals seek to train and compete while living with the condition. Muscle, liver and glycogen metabolism can be normal in athletes with diabetes with good overall glucose management, and exercise performance can be facilitated by modifications to insulin dose and nutrition. However, maintaining normal glucose levels during training, travel and competition can be a major challenge for athletes living with type 1 diabetes. Some athletes have low-to-moderate levels of carbohydrate intake during training and rest days but tend to benefit, from both a glucose and performance perspective, from high rates of carbohydrate feeding during long-distance events. This review highlights the unique metabolic responses to various types of exercise in athletes living with type 1 diabetes. Graphical abstract.
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Affiliation(s)
- Michael C Riddell
- School of Kinesiology and Health Science, Faculty of Health, Muscle Health Research Centre and Physical Activity & Chronic Disease Unit, York University, 4700 Keele Street, Toronto, ON, M3J 1P3, Canada.
- LMC Diabetes & Endocrinology, Toronto, ON, Canada.
| | - Sam N Scott
- Department of Diabetes, Endocrinology, Nutritional Medicine and Metabolism, Bern University Hospital, University of Bern, Bern, Switzerland
- Team Novo Nordisk Professional Cycling Team, Atlanta, GA, USA
| | - Paul A Fournier
- School of Human Sciences, Division Sport Science, Exercise and Health, University of Western Australia, Crawley, WA, Australia
| | - Sheri R Colberg
- Human Movement Sciences Department, Old Dominion University, Norfolk, VA, USA
| | - Ian W Gallen
- Royal Berkshire NHS Foundation Trust Centre for Diabetes and Endocrinology, Royal Berkshire Hospital, Reading, UK
| | - Othmar Moser
- Cardiovascular Diabetology Research Group, Division of Endocrinology and Diabetology, Department of Internal Medicine, Medical University of Graz, Graz, Austria
| | - Christoph Stettler
- Department of Diabetes, Endocrinology, Nutritional Medicine and Metabolism, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Jane E Yardley
- Augustana Faculty, University of Alberta, Edmonton, AB, Canada
- Alberta Diabetes Institute, Edmonton, AB, Canada
- Women's and Children's Health Research Institute, Edmonton, AB, Canada
| | - Dessi P Zaharieva
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
| | - Peter Adolfsson
- Department of Pediatrics, The Hospital of Halland, Kungsbacka, Sweden
- Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Richard M Bracken
- Applied Sport, Technology, Exercise and Medicine Research Centre (A-STEM), Swansea University, A111 Engineering East, Fabian Way, Crymlyn Burrows, Swansea, SA1 8EN, UK.
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74
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Garg SK, Rodbard D, Hirsch IB, Forlenza GP. Managing New-Onset Type 1 Diabetes During the COVID-19 Pandemic: Challenges and Opportunities. Diabetes Technol Ther 2020; 22:431-439. [PMID: 32302499 DOI: 10.1089/dia.2020.0161] [Citation(s) in RCA: 109] [Impact Index Per Article: 21.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Background: The current COVID-19 pandemic provides an incentive to expand considerably the use of telemedicine for high-risk patients with diabetes, and especially for the management of type 1 diabetes (T1D). Telemedicine and digital medicine also offer critically important approaches to improve access, efficacy, efficiency, and cost-effectiveness of medical care for people with diabetes. Methods: Two case reports are presented where telemedicine was used effectively and safely after day 1 in person patient education. These aspects of the management of new-onset T1D patients (adult and pediatric) included ongoing diabetes education of the patient and family digitally. The patients used continuous glucose monitoring with commercially available analysis software (Dexcom Clarity and Glooko) to generate ambulatory glucose profiles and interpretive summary reports. The adult subject used multiple daily insulin injections; the pediatric patient used an insulin pump. The subjects were managed using a combination of e-mail, Internet via Zoom, and telephone calls. Results: These two cases show the feasibility and effectiveness of use of telemedicine in applications in which we had not used it previously: new-onset diabetes education and insulin dosage management. Conclusions: The present case reports illustrate how telemedicine can be used safely and effectively for new-onset T1D training and education for both pediatric and adult patients and their families. The COVID-19 pandemic has acutely stimulated the expansion of the use of telemedicine and digital medicine. We conclude that telemedicine is an effective approach for the management of patients with new-onset T1D.
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Affiliation(s)
- Satish K Garg
- Barbara Davis Center for Diabetes, University of Colorado Denver, Aurora, Colorado, USA
| | - David Rodbard
- Biomedical Informatics Consultants LLC, Potomac, Maryland, USA
| | - Irl B Hirsch
- Division of Metabolism, Endocrinology, and Nutrition, Department of Medicine, University of Washington, Seattle, Washington, USA
| | - Gregory P Forlenza
- Barbara Davis Center for Diabetes, University of Colorado Denver, Aurora, Colorado, USA
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75
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Abstract
Optimal glycemic control remains challenging in individuals with type 1 diabetes. With the comprehensive clinical evidence on safety and efficiency, the adoption of continuous glucose monitoring (CGM), insulin pumps, and control algorithms merging the two into closed-loop systems is rapidly increasing. Particularly the CGM and intermittently scanned CGM improved diabetes management outcomes in large populations. A meaningful translation from clinical trials in highly controlled settings to numerous evaluations of closed-loop technology in the unrestricted home environment ended with its commercialization and use in routine clinical practice. Although it is still not a cure, the closed-loop currently seems to be the most promising advancement in the treatment of diabetes, with promising results also reported from routine clinical practice in children and adults with type 1 diabetes. We summarize different aspects of a technological approach to diabetes care, list currently available devices and systems in the pipeline, and the key supporting clinical evidence for their use. We consider human factors associated with technology use and the importance of health economics to support implementation and reimbursement.
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Affiliation(s)
- Klemen Dovc
- Department of Pediatric Endocrinology, Diabetes and Metabolic Diseases, University Children's Hospital, Ljubljana, Slovenia.,Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - Tadej Battelino
- Department of Pediatric Endocrinology, Diabetes and Metabolic Diseases, University Children's Hospital, Ljubljana, Slovenia - .,Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
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