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Styles SE, Haszard JJ, Rose S, Galland BC, Wiltshire EJ, de Bock MI, Ketu-McKenzie M, Campbell A, Rayns J, Thomson R, Wong J, Jefferies CA, Smart CE, Wheeler BJ. Developing a multicomponent intervention to increase glucose time in range in adolescents and young adults with type 1 diabetes: An optimisation trial to screen continuous glucose monitoring, sleep extension, healthier snacking and values-guided self-management intervention components. Contemp Clin Trials 2025; 152:107864. [PMID: 39987959 DOI: 10.1016/j.cct.2025.107864] [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: 11/28/2024] [Revised: 02/09/2025] [Accepted: 02/20/2025] [Indexed: 02/25/2025]
Abstract
AIM The study aimed to identify active intervention components to improve glucose sensor time in range (TIR; 70-180 mg/dL [3.9-10.0 mmol/L]) by ≥5 % among adolescents and young adults (13 to 20 yrs) with type 1 diabetes and above recommended glycated haemoglobin (HbA1c ≥ 7.5 % [≥ 58 mmol/mol]), regardless of current insulin therapy. METHODS The 6-week optimisation trial used a 24 factorial experiment to estimate the main effects and interactions of the following candidate intervention components on TIR: real-time continuous glucose monitoring (CGM) technology, sleep extension, healthier snacking support, and values-guided self-management. Twenty-one participants, mean (SD) age 16.1 (2.4) years, were randomised to one of 16 experimental conditions. RESULTS The main effects, as measured by the mean difference (95 % CI) in TIR from baseline to 4 weeks, were: CGM, 3.3 (-8.8, 15.4) percentage points; sleep extension, -7.2 (-19.0, 4.6) percentage points; snacking support, 0.9 (-11.8, 13.5) percentage points; values-guided self-management, 6.1 (-7.5, 19.7) percentage points. CONCLUSIONS The values-guided self-management was the only 'active' component. Conclusions about the less impactful intervention components are limited due to disruptions in research activities from the COVID-19 pandemic. Future work will address other candidate intervention components.
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Affiliation(s)
- Sara E Styles
- Department of Human Nutrition, University of Otago, Dunedin, New Zealand.
| | | | - Shelley Rose
- Department of Human Nutrition, University of Otago, Dunedin, New Zealand; Department of Women's and Children's Health, University of Otago, Dunedin, New Zealand; Department of Paediatrics & Child Health, University of Otago, Wellington, New Zealand; Health New Zealand - Te Whatu Ora MidCentral, Palmerston North, New Zealand
| | - Barbara C Galland
- Department of Women's and Children's Health, University of Otago, Dunedin, New Zealand
| | - Esko J Wiltshire
- Department of Paediatrics & Child Health, University of Otago, Wellington, New Zealand; Health New Zealand -Te Whatu Ora Capital, Coast and Hutt Valley, Wellington, New Zealand
| | - Martin I de Bock
- Paediatrics, University of Otago, Christchurch, New Zealand; Health New Zealand - Te Whatu Ora Waitaha Canterbury, Christchurch, New Zealand
| | - Miriama Ketu-McKenzie
- Ngāti Tūwharetoa and Ngāti Raukawa (ki Horowhenua), New Zealand; Department of Psychology, University of Otago, Dunedin, New Zealand
| | - Anna Campbell
- Health New Zealand - Te Whatu Ora Southern, Dunedin, New Zealand
| | - Jenny Rayns
- Health New Zealand - Te Whatu Ora Southern, Dunedin, New Zealand
| | - Ruth Thomson
- Health New Zealand - Te Whatu Ora Southern, Dunedin, New Zealand
| | - Jessica Wong
- Department of Human Nutrition, University of Otago, Dunedin, New Zealand; Department of Women's and Children's Health, University of Otago, Dunedin, New Zealand; Department of Paediatrics & Child Health, University of Otago, Wellington, New Zealand
| | - Craig A Jefferies
- Starship Child Health, Te Whatu Ora Te Toka Tumai Auckland, New Zealand; Liggins Institute, Department of Paediatrics, The University of Auckland, Auckland, New Zealand
| | - Carmel E Smart
- John Hunter Children's Hospital, Hunter New England Local Health District, New South Wales, Australia; School of Medicine and Public Health, University of Newcastle, New South Wales, Australia
| | - Benjamin J Wheeler
- Department of Women's and Children's Health, University of Otago, Dunedin, New Zealand; Health New Zealand - Te Whatu Ora Southern, Dunedin, New Zealand
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Hall TL, Dickinson LM, Warman MK, Oser TK, Oser SM. Continuous glucose monitoring among nurse practitioners in primary care: Characteristics associated with prescribing and resources needed to support use. J Am Assoc Nurse Pract 2025; 37:207-216. [PMID: 39046421 PMCID: PMC11939103 DOI: 10.1097/jxx.0000000000001060] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2024] [Revised: 06/21/2024] [Accepted: 07/03/2024] [Indexed: 07/25/2024]
Abstract
BACKGROUND Continuous glucose monitoring (CGM) can improve health for people with diabetes but is limited in primary care (PC). Nurse Practitioners (NPs) in PC can improve diabetes management through CGM, but NPs' interest in CGM and support needed are unclear. PURPOSE We describe behaviors and attitudes related to CGM for diabetes management among NPs in PC. METHODOLOGY This cross-sectional web-based survey of NPs practicing in PC settings used descriptive statistics to describe CGM experience and identify resources to support prescribing. We used multivariable regression to explore characteristics predicting prescribing and confidence using CGM for diabetes. RESULTS Nurse practitioners in hospital-owned settings were twice as likely to have prescribed CGM (odds ratio [OR] = 2.320, 95% CI [1.097, 4.903]; p = .002) than private practice; those in academic medical centers were less likely (OR = 0.098, 95% CI [0.012, 0.799]; p = .002). Past prescribing was associated with favorability toward future prescribing (coef. = 0.7284, SE = 0.1255, p < .001) and confidence using CGM to manage diabetes (type 1: coef. = 3.57, SE = 0.51, p < .001; type 2: coef. = 3.49, SE = 0.51, p < .001). Resources to prescribe CGM included consultation with an endocrinologist (62%), educational website (61%), and endocrinological e-consultations (59%). CONCLUSIONS Nurse practitioners are open to prescribing CGM and can improve diabetes management and health outcomes for PC patients. IMPLICATIONS Research should explore mechanisms behind associations with CGM experience and attitudes. Efforts to advance CGM should include educational websites and endocrinology consultations for NPs in PC.
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Affiliation(s)
- Tristen L. Hall
- Department of Family Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | - L. Miriam Dickinson
- Department of Family Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | - Meredith K. Warman
- Department of Family Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | - Tamara K. Oser
- Department of Family Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | - Sean M. Oser
- Department of Family Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado
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Barnard-Kelly K, Gonder-Frederick L, Weissberg-Benchell J, Wisk LE. Psychosocial Aspects of Diabetes Technologies: Commentary on the Current Status of the Evidence and Suggestions for Future Directions. J Diabetes Sci Technol 2025; 19:27-33. [PMID: 39431295 PMCID: PMC11571636 DOI: 10.1177/19322968241276550] [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] [Indexed: 10/22/2024]
Abstract
Diabetes technologies, including continuous glucose monitors, insulin pumps, and automated insulin delivery systems offer the possibility of improving glycemic outcomes, including reduced hemoglobin A1c, increased time in range, and reduced hypoglycemia. Given the rapid expansion in the use of diabetes technology over the past few years, and touted promise of these devices for improving both clinical and psychosocial outcomes, it is critically important to understand issues in technology adoption, equity in access, maintaining long-term usage, opportunities for expanded device benefit, and limitations of the existing evidence base. We provide a brief overview of the status of the literature-with a focus on psychosocial outcomes-and provide recommendations for future work and considerations in clinical applications. Despite the wealth of the existing literature exploring psychosocial outcomes, there is substantial room to expand our current knowledge base to more comprehensively address reasons for differential effects, with increased attention to issues of health equity and data harmonization around patient-reported outcomes.
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Affiliation(s)
| | - Linda Gonder-Frederick
- Department of Psychiatry and Neurobehavioral Sciences, School of Medicine, University of Virginia, Charlottesville, VA, USA
| | - Jill Weissberg-Benchell
- Pritzker Department of Psychiatry and Behavioral Health, Ann and Robert H. Lurie Children’s Hospital of Chicago, Chicago, IL, USA
- Northwestern University Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Lauren E. Wisk
- Division of General Internal Medicine and Health Services Research, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
- Department of Health Policy and Management, UCLA Fielding School of Public Health, Los Angeles, California, USA
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Barnard-Kelly KD, Martínez-Brocca MA, Glatzer T, Oliver N. Identifying the deficiencies of currently available CGM to improve uptake and benefit. Diabet Med 2024; 41:e15338. [PMID: 38736324 DOI: 10.1111/dme.15338] [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: 10/25/2023] [Revised: 04/05/2024] [Accepted: 04/14/2024] [Indexed: 05/14/2024]
Abstract
BACKGROUND AND AIMS The use of diabetes technologies is increasing worldwide, with health systems facilitating improved access to devices. Continuous glucose monitoring is a complex intervention that provides information on glucose concentration, rate and direction of change, historical data and alerts and alarms for extremes of glucose. These data do not themselves change glycaemia and require translation to a meaningful action for impact. It is, therefore, crucial that such systems advance to better meet the needs of individuals using them. METHODS Narrative review of the use of, engagement with, limitations and unmet needs of continuous glucose monitoring systems. RESULTS CGM devices have made a significant contribution to the self-management of diabetes; however, challenges with access and user experience persist, with multiple limitations to uptake and benefit. These limitations include physical size and implementation, with associated stigma, alarm fatigue, sleep disturbance and the challenge of addressing large volumes of real-time data. Greater personalisation throughout the continuous glucose monitoring journey, with a focus on usability, may improve the benefits derived from the device and reduce the burden of self-management. Healthcare professionals may have unconscious biases that affect the provision of continuous glucose monitors due to deprivation, education, age, ethnicity and other characteristics. CONCLUSIONS Continuous glucose monitoring exerts a dose-dependent response; the more it is used, the more effective it is. For optimal use, continuous glucose monitors must not just reduce the burden of management in one dimension but facilitate net improvement in all domains of self-management for all users.
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Allaire JC, Dennis C, Masturzo A, Wittlin S. Exploring the Impact of Device Sourcing on Real-World Adherence and Cost Implications of Continuous Glucose Monitoring in Patients With Diabetes: Retrospective Claims Analysis. JMIR Diabetes 2024; 9:e58832. [PMID: 38804821 PMCID: PMC11301113 DOI: 10.2196/58832] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2024] [Revised: 05/09/2024] [Accepted: 05/25/2024] [Indexed: 05/29/2024] Open
Abstract
BACKGROUND Insurance benefit design influences whether individuals with diabetes who require a continuous glucose monitor (CGM) to provide real-time feedback on their blood glucose levels can obtain the CGM device from either a pharmacy or a durable medical equipment supplier. The impact of the acquisition channel on device adherence and health care costs has not been systematically evaluated. OBJECTIVE This study aims to compare the adherence rates for patients new to CGM therapy and the costs of care for individuals who obtained CGM devices from a pharmacy versus acquisition through a durable medical equipment supplier using retrospective claims analysis. METHODS Using the Mariner commercial claims database, individuals aged >18 years with documented diabetes and an initial CGM claim during the first quarter of 2021 (2021 Q1, index date) were identified. Patients had to maintain uninterrupted enrollment for a duration of 15 months but file no CGM claim during the 6 months preceding the index date. We used direct matching to establish comparable pharmacy and durable medical equipment cohorts. Outcomes included quarterly adherence, reinitiation, and costs for the period from 2021 Q1 to the third quarter of 2022 (2022 Q3). Between-cohort differences in adherence rates and reinitiation rates were analyzed using z tests, and cost differences were analyzed using 2-tailed t tests. RESULTS Direct matching was used to establish comparable pharmacy and durable medical equipment cohorts. A total of 2356 patients were identified, with 1178 in the pharmacy cohort and 1178 in the durable medical equipment cohorts. Although adherence declined over time in both cohorts, the durable medical equipment cohort exhibited significantly superior adherence compared to the pharmacy cohort at 6 months (pharmacy n=615, 52% and durable medical equipment n=761, 65%; P<.001), 9 months (pharmacy n=579, 49% and durable medical equipment cohorts n=714, 61%; P<.001), and 12 months (pharmacy 48% and durable medical equipment n=714, 59%; P<.001). Mean annual total medical costs for adherent patients in the pharmacy cohort were 53% higher than the durable medical equipment cohort (pharmacy US $10,635 and durable medical equipment US $6967; P<.001). In nonadherent patients, the durable medical equipment cohort exhibited a significantly higher rate of therapy reinitiation during the period compared to the pharmacy cohort (pharmacy 61/613, 10% and durable medical equipment 108/485, 22%; P<.001). CONCLUSIONS The results from this real-world claims analysis demonstrate that, in a matched set, individuals who received their CGM through a durable medical equipment supplier were more adherent to their device. For individuals who experienced a lapse in therapy, those whose supplies were provided through the durable medical equipment channel were more likely to resume use after an interruption than those who received their supplies from a pharmacy. In the matched cohort analysis, those who received their CGM equipment through a durable medical equipment supplier demonstrated a lower total cost of care.
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Affiliation(s)
- Jason C Allaire
- Department of Psychology, North Carolina State University, Raleigh, NC, United States
- Generativity Health Economics and Outcomes Research, Chapel Hill, NC, United States
| | | | | | - Steven Wittlin
- University of Rochester School of Medicine and Dentistry, Rochester, NY, United States
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Simonson GD, Holt EH, Grady M, Hurrell G, Gaudiani LM, Bergenstal RM. Unleashing the Potential of Blood Glucose Monitoring Data With the Ambulatory Glucose Profile Report. Clin Diabetes 2024; 42:550-560. [PMID: 39429460 PMCID: PMC11486858 DOI: 10.2337/cd23-0092] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/22/2024]
Affiliation(s)
- Gregg D. Simonson
- International Diabetes Center, HealthPartners Institute, Minneapolis, MN
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Ferreira ROM, Trevisan T, Pasqualotto E, Chavez MP, Marques BF, Lamounier RN, van de Sande-Lee S. Continuous Glucose Monitoring Systems in Noninsulin-Treated People with Type 2 Diabetes: A Systematic Review and Meta-Analysis of Randomized Controlled Trials. Diabetes Technol Ther 2024; 26:252-262. [PMID: 38090767 DOI: 10.1089/dia.2023.0390] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/16/2024]
Abstract
Introduction: Continuous glucose monitoring (CGM) has shown favorable outcomes in patients with type 2 diabetes (T2D) who are on insulin therapy. However, the efficacy of CGM in managing glucose levels in noninsulin-treated people with T2D remains controversial. Methods: PubMed, Cochrane, and Embase were searched for randomized controlled trials (RCTs) comparing CGM to self-monitoring of blood glucose (SMBG) in people with T2D not using insulin. We computed weighted mean differences (WMDs) and standard mean differences (SMD) for continuous outcomes, with 95% confidence intervals (CIs). Heterogeneity was assessed using I2 statistics. Statistical analyses were performed using R version 4.2.3. Results: We included six RCTs comprising 407 noninsulin-treated people with T2D of whom 228 were randomized to CGM. Diabetes duration ranged from 5.4 to 13.9 years. The mean age was 57.9 years and the mean body mass index was 30.8 kg/m2. Four trials used real-time CGM (rt-CGM) and two intermittent scanning CGM (is-CGM). Compared with SMBG, CGM significantly reduced the glycated hemoglobin level (WMD -0.31%; 95% CI -0.42 to -0.21; I2 = 0%), glucose level (WMD -11.16 mg/dL; 95% CI -19.94 to -2.39; I2 = 0%), time in hypoglycemia level 2 (WMD -0.28%; 95% CI -0.52 to -0.03; I2 = 91%), glucose time >180 mg/dL (WMD -7.75%; 95% CI -12.04 to -3.45; I2 = 0%), and the standard deviation of glucose variation (WMD -4.00 mg/dL; 95% CI -6.86 to -1.14; I2 = 0%). CGM also increased time in range (WMD 8.63%; 95% CI 4.54-12.71; I2 = 0%) and treatment satisfaction (SMD 0.79; 95% CI 0.54-1.05; I2 = 0%). Conclusion: In this meta-analysis, rt-CGM and is-CGM were associated with improvement in glycemic control in people with T2D not using insulin when compared to SMBG.
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Affiliation(s)
| | - Talita Trevisan
- Private Practice, Talita Trevisan Endocrinologia, Itajaí, Brazil
| | - Eric Pasqualotto
- Federal University of Santa Catarina, Department of Internal Medicine, Florianopolis, Brazil
| | - Matheus Pedrotti Chavez
- Federal University of Santa Catarina, Department of Internal Medicine, Florianopolis, Brazil
| | | | | | - Simone van de Sande-Lee
- Federal University of Santa Catarina, Department of Internal Medicine, Florianopolis, Brazil
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Been RA, Lameijer A, Gans ROB, van Beek AP, Kingsnorth AP, Choudhary P, van Dijk PR. The impact of socioeconomic factors, social determinants, and ethnicity on the utilization of glucose sensor technology among persons with diabetes mellitus: a narrative review. Ther Adv Endocrinol Metab 2024; 15:20420188241236289. [PMID: 38476216 PMCID: PMC10929059 DOI: 10.1177/20420188241236289] [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: 06/19/2023] [Accepted: 02/08/2024] [Indexed: 03/14/2024] Open
Abstract
Continuous glucose monitoring (CGM) usage has been shown to improve disease outcomes in people living with diabetes by facilitating better glycemic management. However, previous research has suggested that access to these devices can be influenced by nonmedical factors such as socioeconomic status and ethnicity. It is critical that equitable access to CGM devices is ensured as people from those groups experience poorer diabetes-related health outcomes. In this narrative review, we provide an overview of the various healthcare systems worldwide and how socioeconomic status, social context, and ethnicity shape device usage and the associated health outcomes. In general, we found that having a lower socioeconomic status and belonging to an ethnic minority group negatively impact CGM usage. While financial means proved to be an important mediator in this process, it was not the sole driver as disparities persisted even after adjustment for factors such as income and insurance status. Recommendations to increase CGM usage for people of a lower socioeconomic status and ethnic minorities include increasing the availability of financial, administrative, and educational support, for both patients and healthcare providers. However, recommendations will vary due to local country-specific circumstances, such as reimbursement criteria and healthcare ecosystems.
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Affiliation(s)
- Riemer A. Been
- University of Groningen, University Medical Center Groningen, Department of Endocrinology, Groningen, The Netherlands
| | - Annel Lameijer
- University of Groningen, University Medical Center Groningen, Department of Endocrinology, Groningen, The Netherlands
| | - Reinold O. B. Gans
- University of Groningen, University Medical Center Groningen, Department of Internal Medicine, Groningen, The Netherlands
| | - André P. van Beek
- University of Groningen, University Medical Center Groningen, Department of Endocrinology, Groningen, The Netherlands
| | - Andrew P. Kingsnorth
- School of Sport, Exercise and Health Sciences, Loughborough University, Loughborough, UK
| | - Pratik Choudhary
- University of Leicester, Leicester General Hospital, Leicester, Leicester Diabetes Centre – Bloom, UK
| | - Peter R. van Dijk
- University of Groningen, University Medical Center Groningen, Department of Endocrinology, Hanzeplein 1, Groningen, 9713 GZ, The Netherlands
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Loyola-Leyva A, Hernández-Vidales K, Loyola-Rodríguez JP, González FJ. Noninvasive Glucose Measurements Through Transcutaneous Raman Spectroscopy: A Review. J Diabetes Sci Technol 2024; 18:460-469. [PMID: 35815609 PMCID: PMC10973841 DOI: 10.1177/19322968221109612] [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] [Indexed: 11/15/2022]
Abstract
BACKGROUND People living with diabetes need constant glucose monitoring to avoid health complications. However, they do not monitor their glucose levels as often as recommended, probably because glucose measurement devices can be painful, costly, need testing strips or sensors, require lancing the finger or inserting a sensor with risk of infection, and can be inaccurate or have failures. Therefore, developing new alternatives for noninvasive glucose measurements that overcome these disadvantages is necessary, being Raman spectroscopy (RS) a solution. OBJECTIVE This review aims to provide an overview of the current glucose-monitoring technologies and the uses and advantages of RS to improve noninvasive transcutaneously glucose-monitoring devices. RESULTS The skin has been used to assess glucose levels noninvasively because it is an accessible tissue where glucose can be measured in the interstitial fluid (ISF) in the epidermis (especially in the stratum corneum). The most selected skin sites to apply RS for noninvasive glucose measurements were the nailfold, finger, and forearm because, in these sites, the penetration depth of the excitation light can reach the stratum corneum (10-20 µm) and the ISF. Studies found that RS is a good optical technique to measure glucose noninvasively by comparing glucose levels obtained by RS with those from invasive methods such as glucose meters with testing strips during an oral glucose tolerance test (OGTT). CONCLUSIONS New alternatives for noninvasive glucose measurements that overcome the disadvantages of current devices is necessary, and RS is a possible solution. However, more research is needed to evaluate the stability, accuracy, costs, and acceptance.
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Affiliation(s)
- Alejandra Loyola-Leyva
- Terahertz Science and Technology National Lab, Coordination for Innovation and Application of Science and Technology, San Luis Potosi, México
| | | | | | - Francisco Javier González
- Terahertz Science and Technology National Lab, Coordination for Innovation and Application of Science and Technology, San Luis Potosi, México
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10
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Edelman S, Cheatham WW, Norton A, Close KL. Patient Perspectives on the Benefits and Challenges of Diabetes and Digital Technology. Clin Diabetes 2023; 42:243-256. [PMID: 38666210 PMCID: PMC11040029 DOI: 10.2337/cd23-0003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/28/2024]
Abstract
Diabetes technology continues to evolve, advancing with our understanding of human biology and improving our ability to treat people with diabetes. Diabetes devices are broadly classified into the following categories: glucose sensors, insulin delivery devices, and digital health care technology (i.e., software and mobile applications). When supported by education and individually tailored, technology can play a key role in optimizing outcomes. Digital devices assist in diabetes management by tracking meals, exercise, sleep, and glycemic measurements in real time, all of which can guide physicians and other clinicians in their decision-making. Here, as people with diabetes and patient advocates, as well as diabetes specialists, primary care providers, and diabetes care and education specialists, we present our perspectives on the advances, benefits, and challenges of diabetes technology in primary care practices.
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Affiliation(s)
- Steve Edelman
- University of California San Diego, Veterans Affairs Medical Center, San Diego, CA
- Taking Control of Your Diabetes, Solana Beach, CA
| | | | - Anna Norton
- National Minority Quality Forum, Washington, DC
| | - Kelly L. Close
- Close Concerns, Inc., and the diaTribe Foundation, San Francisco, CA
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11
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Tindall LN, Xavier NA. Innovations in Diabetes Device Training: A Scoping Review. Endocr Pract 2023; 29:803-810. [PMID: 37290557 PMCID: PMC10245230 DOI: 10.1016/j.eprac.2023.05.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/16/2023] [Revised: 05/25/2023] [Accepted: 05/31/2023] [Indexed: 06/10/2023]
Abstract
OBJECTIVE The coronavirus disease 2019 pandemic highlighted a pre-existing need for alternatives to traditional in-person diabetes device trainings. Barriers to care, which include the heavy burden of training, pose a threat to optimal adoption and utilization of these devices. We searched the literature for alternative methods of training, evaluated user satisfaction, and compared short-term clinical outcomes with guideline-based glucometric targets and historical training results. METHODS A scoping review of Embase articles from 2019 to 2021 was conducted following Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews guidelines using key words relevant to diabetes technologies. Original full-text articles investigating training of new users on devices were included. Titles and abstracts were screened for eligibility by 2 independent reviewers, and results were summarized. RESULTS Of 25 articles retrieved from the database, 11 met the criteria. Alternative training strategies included video conferencing, phone calls, mobile applications, and hybrids with traditional trainings. Overall, there was a high degree of user satisfaction with virtual visits, with a preference for hybrid approaches (6 articles). Although glucometrics varied between articles, short-term glucometrics were satisfactory overall (8 articles), including improved glycated hemoglobin measurements and time in range. Two articles compared time in range over various time points after traditional and remote training. One found equivalency, and the other identified a 5% improvement with remote training. CONCLUSION Alternative training approaches are a viable option to reduce the barriers to care and to alleviate training burden. Intentional implementation of alternatives should be considered a solution to address current barriers.
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Affiliation(s)
- Lacie N Tindall
- Department of Connected Care, Eli Lilly and Company, Indianapolis, Indiana
| | - Neena A Xavier
- Department of Connected Care, Eli Lilly and Company, Indianapolis, Indiana.
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12
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Sun R, Duan Y, Zhang Y, Feng L, Ding B, Yan R, Ma J, Su X. Time in Range Estimation in Patients with Type 2 Diabetes is Improved by Incorporating Fasting and Postprandial Glucose Levels. Diabetes Ther 2023; 14:1373-1386. [PMID: 37328714 PMCID: PMC10299970 DOI: 10.1007/s13300-023-01432-2] [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: 05/04/2023] [Accepted: 06/02/2023] [Indexed: 06/18/2023] Open
Abstract
INTRODUCTION Time in range (TIR) as assessed by continuous glucose monitoring (CGM) measures an individual's glucose fluctuations within set limits in a time period and is increasingly used together with HbA1c in patients with diabetes. HbA1c indicates the average glucose concentration but provides no information on glucose fluctuation. However, before CGM becomes available for patients with type 2 diabetes (T2D) worldwide, especially in developing nations, fasting plasma glucose (FPG) and postprandial plasma glucose (PPG) are still the common biomarkers used for monitoring diabetes conditions. We investigated the importance of FPG and PPG to glucose fluctuation in patients with T2D. We used machine learning to provide a new estimate of TIR based on the HbA1c, together with FPG and PPG. METHODS This study included 399 patients with T2D. (1) Univariate and (2) multivariate linear regression models and (3) random forest regression models were developed to predict the TIR. Subgroup analysis was performed in the newly diagnosed T2D population to explore and optimize the prediction model for patients with different disease history. RESULTS Regression analysis suggests that FPG was strongly linked to minimum glucose, while PPG was strongly correlated with maximum glucose. After FPG and PPG were incorporated into the multivariate linear regression model, the prediction performance of TIR was improved compared with the univariate correlation between HbA1c and TIR, and the correlation coefficient (95% CI) increased from 0.62 (0.59, 0.65) to 0.73 (0.72, 0.75) (p < 0.001). The random forest model significantly outperformed the linear model (p < 0.001) in predicting TIR through FPG, PPG and HbA1c, with a stronger correlation coefficient 0.79 (0.79, 0.80). CONCLUSIONS The results offered a comprehensive understanding of glucose fluctuations through FPG and PPG compared to HbA1c alone. Our novel TIR prediction model based on random forest regression with FPG, PPG, and HbA1c provides a better prediction performance than the univariate model with solely HbA1c. The results indicate a nonlinear relationship between TIR and glycaemic parameters. Our results suggest that machine learning may have the potential to be used in developing better models for understanding patients' disease status and providing necessary interventions for glycaemic control.
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Affiliation(s)
- Rui Sun
- Department of Endocrinology, Nanjing First Hospital, Nanjing Medical University, Nanjing, China
| | - Yanli Duan
- Department of Endocrinology, Nanjing First Hospital, Nanjing Medical University, Nanjing, China
| | - Yumei Zhang
- Department of Endocrinology, Nanjing First Hospital, Nanjing Medical University, Nanjing, China
| | | | - Bo Ding
- Department of Endocrinology, Nanjing First Hospital, Nanjing Medical University, Nanjing, China
| | - Rengna Yan
- Department of Endocrinology, Nanjing First Hospital, Nanjing Medical University, Nanjing, China
| | - Jianhua Ma
- Department of Endocrinology, Nanjing First Hospital, Nanjing Medical University, Nanjing, China
| | - Xiaofei Su
- Department of Endocrinology, Nanjing First Hospital, Nanjing Medical University, Nanjing, China
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13
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Suppakitjanusant P, Kasemkosin N, Sivapiromrat AK, Weinsein S, Ongphiphadhanakul B, Hunt WR, Sueblinvong V, Tangpricha V. Predicting glycemic control status and high blood glucose levels through voice characteristic analysis in patients with cystic fibrosis-related diabetes (CFRD). Sci Rep 2023; 13:8617. [PMID: 37244957 DOI: 10.1038/s41598-023-35416-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Accepted: 05/17/2023] [Indexed: 05/29/2023] Open
Abstract
Cystic fibrosis-related diabetes (CFRD) is associated with reduced life expectancy in adults with cystic fibrosis (CF). Voice analysis may be a convenient method for diagnosing and monitoring CFRD. This study aims to determine the relationship between voice characteristics and markers of glucose and glycemic control and to identify if voice analysis can predict high blood glucose levels and glycemic control in adults with CFRD. We conducted a prospective cross-sectional study in adults with CF from March to December 2021. We recorded 3-second voice samples of a sustained /a/ vowel and analyzed voice characteristic using the Computerized Speech Lab with the Multi-Dimensional Voice Program. In female participants with CFRD, the noise-to-harmonic ratio was significantly lower in those with HbA1c ≥ 7. Furthermore, fundamental frequency variation was significantly lower in both male and female participants with CFRD who had a glucose level of 200 mg/dL or higher at the time of collection. This finding was also associated with a high level of point-of-care glucose. The human voice has potential as a non-invasive tool for measuring glucose levels and glycemic control status in CFRD patients in the future.
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Affiliation(s)
- Pichatorn Suppakitjanusant
- Chakri Naruebodindra Medical Institute, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok, Samut Prakan, Thailand.
- Division of Endocrinology, Metabolism and Lipids, Department of Medicine, Emory University School of Medicine, Atlanta, USA.
| | - Nittaya Kasemkosin
- Department of Communication Science and Disorders, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | | | - Samuel Weinsein
- Emory College of Arts and Sciences, Emory University, Atlanta, USA
| | - Boonsong Ongphiphadhanakul
- Division of Endocrinology and Metabolism, Department of Medicine, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - William R Hunt
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University School of Medicine, Atlanta, USA
| | - Viranuj Sueblinvong
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University School of Medicine, Atlanta, USA
| | - Vin Tangpricha
- Division of Endocrinology, Metabolism and Lipids, Department of Medicine, Emory University School of Medicine, Atlanta, USA
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14
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Min T, Bain SC. Emerging drugs for the treatment of type 1 diabetes mellitus: a review of phase 2 clinical trials. Expert Opin Emerg Drugs 2023; 28:1-15. [PMID: 36896700 DOI: 10.1080/14728214.2023.2188191] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/11/2023]
Abstract
INTRODUCTION Despite therapeutic advances in the field of diabetes management since the discovery of insulin 100 years ago, there are still unmet clinical needs for people with type 1 diabetes mellitus (T1DM). AREAS COVERED Genetic testing and islet autoantibodies testing allow researchers to design prevention studies. This review discusses the emerging therapy for prevention of T1DM, disease modification therapy in early course of T1DM, and therapies and technologies for established T1DM. We focus on phase 2 clinical trials with promising results, thus avoiding the exhausted list of every new therapy for T1DM. EXPERT OPINION Teplizumab has demonstrated potential as a preventative agent for individuals at risk prior to the onset of overt dysglycemia. However, these agents are not without side effects, and there are uncertainties on long-term safety. Technological advances have led a substantial influence on quality of life of people suffering from T1DM. There remains variation in uptake of new technologies across the globe. Novel insulins (ultra-long acting), oral insulin, and inhaled insulin attempt to narrow the gap of unmet needs. Islet cell transplant is another exciting field, and stem cell therapy might have potential to provide unlimited supply of islet cells.
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Affiliation(s)
- Thinzar Min
- Diabetes Research Group, Swansea University Medical School, Swansea University, Swansea, UK
- Department of Diabetes and Endocrinology, Neath Port Talbot Hospital, Swansea Bay University Health Board, Swansea, UK
| | - Stephen C Bain
- Diabetes Research Group, Swansea University Medical School, Swansea University, Swansea, UK
- Department of Diabetes and Endocrinology, Singleton Hospital, Swansea Bay University Health Board, Swansea, UK
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15
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Zehra A, Brown EA, Wolf RM. Providing Point-of-Care Sample CGM Increases Uptake of Personal CGM. J Diabetes Sci Technol 2023; 17:598-599. [PMID: 36350177 PMCID: PMC10012355 DOI: 10.1177/19322968221137080] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Anum Zehra
- Division of Pediatric Endocrinology,
Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD,
USA
| | - Elizabeth A. Brown
- Division of Pediatric Endocrinology,
Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD,
USA
| | - Risa M. Wolf
- Division of Pediatric Endocrinology,
Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD,
USA
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16
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Oser TK, Hall TL, Dickinson LM, Callen E, Carroll JK, Nease DE, Michaels L, Oser SM. Continuous Glucose Monitoring in Primary Care: Understanding and Supporting Clinicians' Use to Enhance Diabetes Care. Ann Fam Med 2022; 20:541-547. [PMID: 36443083 PMCID: PMC9705045 DOI: 10.1370/afm.2876] [Citation(s) in RCA: 31] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/09/2022] [Revised: 06/30/2022] [Accepted: 07/29/2022] [Indexed: 12/14/2022] Open
Abstract
PURPOSE Diabetes affects approximately 34 million Americans and many do not achieve glycemic targets. Continuous glucose monitoring (CGM) is associated with improved health outcomes for patients with diabetes. Most adults with diabetes receive care for their diabetes in primary care practices, where uptake of CGM is unclear. METHODS We used a cross-sectional web-based survey to assess CGM prescribing behaviors and resource needs among primary care clinicians across the United States. We used descriptive statistics and multivariable regression to identify characteristics associated with prescribing behaviors, openness to prescribing CGM, and to understand resources needed to support use of CGM in primary care. RESULTS Clinicians located more than 40 miles from the nearest endocrinologist's office were more likely to have prescribed CGM and reported greater likelihood to prescribe CGM in the future than those located within 10 miles of an endocrinologist. Clinicians who served more Medicare patients reported favorable attitudes toward future prescribing and higher confidence using CGM to manage diabetes than clinicians with lower Medicare patient volume. The most-needed resources to support CGM use in primary care were consultation on insurance issues and CGM training. CONCLUSIONS Primary care clinicians are interested in using CGM for patients with diabetes, but many lack the resources to implement use of this diabetes technology. Use of CGM can be supported with education in the form of workshops and consultation on insurance issues targeted toward residents, recent graduates, and practices without a nearby endocrinologist. Continued expansion of Medicare and Medicaid coverage for CGM can also support CGM use in primary care.
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Affiliation(s)
- Tamara K Oser
- University of Colorado Department of Family Medicine, Aurora, Colorado
| | - Tristen L Hall
- University of Colorado Department of Family Medicine, Aurora, Colorado
| | | | | | - Jennifer K Carroll
- University of Colorado Department of Family Medicine, Aurora, Colorado.,American Academy of Family Physicians, Leawood, Kansas
| | - Donald E Nease
- University of Colorado Department of Family Medicine, Aurora, Colorado
| | | | - Sean M Oser
- University of Colorado Department of Family Medicine, Aurora, Colorado
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17
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Kang HS, Park HR, Kim CJ, Singh-Carlson S. Experiences of Using Wearable Continuous Glucose Monitors in Adults With Diabetes: A Qualitative Descriptive Study. Sci Diabetes Self Manag Care 2022; 48:362-371. [PMID: 35916341 DOI: 10.1177/26350106221116899] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
PURPOSE The purpose of the study was to understand the experiences of adults with diabetes wearing a continuous glucose monitor (CGM). METHODS This qualitative, descriptive study included 19 adults with type 1 diabetes or type 2 diabetes, who had used the FreeStyle Libre CGM for at least 4 weeks, from an outpatient clinic at a university-affiliated hospital in Korea. Data were collected through in-depth interviews and analyzed using an inductive content analysis approach. RESULTS The content analysis revealed 3 major themes-navigating glucose level fluctuations, reframing diabetes self-care and improving quality of life, and device improvement and service quality. Participants reported that CGMs offered convenient glucose level monitoring, allowed early response to rapid glucose changes, and facilitated effective patient-clinician communication. Participants expressed concerns about the financial burden and limited services, recommending improvements for devices, consumer services, and health insurance coverage. CONCLUSIONS Study findings indicated that using wearable CGMs could improve self-care and quality of life in adults with diabetes. Using CGMs could improve patients' understanding of how diabetes self-care management affects real-time glucose levels. Health care providers could support patients' self-care by using device data. Improvements in quality, services, and insurance coverage could increase user satisfaction and promote self-care.
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Affiliation(s)
- Hee Sun Kang
- Red Cross College of Nursing, Chung-Ang University, Seoul, South Korea
| | - Hyang Rang Park
- Department of Nursing, Hallym University Kangnam Sacred Heart Hospital, Seoul, Korea
| | - Chun-Ja Kim
- College of Nursing and Research Institute of Nursing Science, Ajou University, Suwon, South Korea
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18
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Tanenbaum ML, Commissariat PV. Barriers and Facilitators to Diabetes Device Adoption for People with Type 1 Diabetes. Curr Diab Rep 2022; 22:291-299. [PMID: 35522355 PMCID: PMC9189072 DOI: 10.1007/s11892-022-01469-w] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 03/14/2022] [Indexed: 11/29/2022]
Abstract
PURPOSE OF REVIEW Diabetes technology (insulin pumps, continuous glucose monitoring, automated insulin delivery systems) has advanced significantly and provides benefits to the user. This article reviews the current barriers to diabetes device adoption and sustained use, and outlines the known and potential facilitators for increasing and sustaining device adoption. RECENT FINDINGS Barriers to diabetes device adoption continue to exist at the system-, provider-, and individual-level. Known facilitators to promote sustained adoption include consistent insurance coverage, support for providers and clinics, structured education and support for technology users, and device user access to support as needed (e.g., through online resources). Systemic barriers to diabetes device adoption persist while growing evidence demonstrates the increasing benefits of newest devices and systems. There are ongoing efforts to develop evidence-based structured education programs to support device adoption and sustained use.
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Affiliation(s)
- Molly L Tanenbaum
- Department of Pediatrics, Division of Endocrinology and Diabetes, Stanford University School of Medicine, Stanford, CA, USA.
| | - Persis V Commissariat
- Pediatric, Adolescent and Young Adult Section, Joslin Diabetes Center, Boston, MA, USA
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19
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Bergenstal RM, Mullen DM, Strock E, Johnson ML, Xi MX. Randomized comparison of self-monitored blood glucose (BGM) versus continuous glucose monitoring (CGM) data to optimize glucose control in type 2 diabetes. J Diabetes Complications 2022; 36:108106. [PMID: 35131155 DOI: 10.1016/j.jdiacomp.2021.108106] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Revised: 12/07/2021] [Accepted: 12/10/2021] [Indexed: 10/19/2022]
Abstract
AIMS Evaluate whether structured BGM testing (BGM) or real-time CGM (CGM) lead to improved glucose control (A1c). Determine which approach optimized glucose control more effectively. METHODS-MULTI-ARM PARALLEL: trial of three type 2 diabetes (T2D) therapies ± metformin: (1) sulfonylurea (SU), (2) incretin (DPP4 inhibitor or GLP-1 agonist), or (3) insulin. After a baseline CGM, 114 adult subjects were randomized to either BGM (4 times daily) or CGM (24/7) for 16 weeks with therapies adjusted every 4 weeks. RESULTS A1c means decreased from 8.19 to 7.07 (1.12% difference) with CGM (n = 59) and 7.85 to 7.03 (0.82% difference) with BGM (n = 55) (p < 0.001). BGM and CGM groups showed significant improvements in time in range and glucose variability-with no significant difference between the two groups. Clinically important hypoglycemia (<50 mg/dL) was significantly reduced for the CGM group compared with BGM (p < 0.01), particularly in subjects taking insulin or therapies with higher hypoglycemic risk (SU). CONCLUSION In T2D, structured, consistent use of glucose data regardless of device (structured BGM or CGM) leads to improvements in A1c control. CGM is more effective than BGM in minimizing hypoglycemia particularly for those using higher hypoglycemic risk therapies.
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Affiliation(s)
- Richard M Bergenstal
- International Diabetes Center, 3800 Park Nicollet Blvd., St. Louis Park, MN 55416, USA.
| | - Deborah M Mullen
- University of Tennessee At Chattanooga, Gary W. Rollins College of Business, 615 McCallie Ave, Fletcher Hall, 323-B, Chattanooga, TN 37403, USA.
| | - Ellie Strock
- International Diabetes Center, 3800 Park Nicollet Blvd., St. Louis Park, MN 55416, USA
| | - Mary L Johnson
- International Diabetes Center, 3800 Park Nicollet Blvd., St. Louis Park, MN 55416, USA.
| | - Min X Xi
- International Diabetes Center, 3800 Park Nicollet Blvd., St. Louis Park, MN 55416, USA.
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20
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Datye KA, Tilden DR, Parmar AM, Goethals ER, Jaser SS. Advances, Challenges, and Cost Associated with Continuous Glucose Monitor Use in Adolescents and Young Adults with Type 1 Diabetes. Curr Diab Rep 2021; 21:22. [PMID: 33991264 PMCID: PMC8575075 DOI: 10.1007/s11892-021-01389-1] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 04/27/2021] [Indexed: 02/06/2023]
Abstract
PURPOSE OF REVIEW Continuous glucose monitors (CGM) are transforming diabetes management, yet adolescents and young adults (AYA) with type 1 diabetes (T1D) do not experience the same benefits seen with CGM use in adults. The purpose of this review is to explore advances, challenges, and the financial impact of CGM use in AYA with T1D. RECENT FINDINGS CGM studies in young adults highlight challenges and suggest unique barriers to CGM use in this population. Recent studies also demonstrate differences in CGM use related to race and ethnicity, raising questions about potential bias and emphasizing the importance of patient-provider communication. Cost of these devices remains a significant barrier, especially in countries without nationalized reimbursement of CGM. More research is needed to understand and address the differences in CGM utilization and to increase the accessibility of CGM therapy given the significant potential benefits of CGM in this high-risk group.
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Affiliation(s)
- Karishma A Datye
- Ian M. Burr Division of Pediatric Endocrinology and Diabetes, Department of Pediatrics, Vanderbilt University Medical Center, 1500 21st Ave. South Suite 1514, Nashville, TN, 37212-3157, USA.
| | - Daniel R Tilden
- Ian M. Burr Division of Pediatric Endocrinology and Diabetes, Department of Pediatrics, Vanderbilt University Medical Center, 1500 21st Ave. South Suite 1514, Nashville, TN, 37212-3157, USA
- Division of Endocrinology, Diabetes and Metabolism, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Angelee M Parmar
- Ian M. Burr Division of Pediatric Endocrinology and Diabetes, Department of Pediatrics, Vanderbilt University Medical Center, 1500 21st Ave. South Suite 1514, Nashville, TN, 37212-3157, USA
| | - Eveline R Goethals
- Ian M. Burr Division of Pediatric Endocrinology and Diabetes, Department of Pediatrics, Vanderbilt University Medical Center, 1500 21st Ave. South Suite 1514, Nashville, TN, 37212-3157, USA
| | - Sarah S Jaser
- Ian M. Burr Division of Pediatric Endocrinology and Diabetes, Department of Pediatrics, Vanderbilt University Medical Center, 1500 21st Ave. South Suite 1514, Nashville, TN, 37212-3157, USA
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