51
|
Jacobsen LM, Sherr JL, Considine E, Chen A, Peeling SM, Hulsmans M, Charleer S, Urazbayeva M, Tosur M, Alamarie S, Redondo MJ, Hood KK, Gottlieb PA, Gillard P, Wong JJ, Hirsch IB, Pratley RE, Laffel LM, Mathieu C. Utility and precision evidence of technology in the treatment of type 1 diabetes: a systematic review. COMMUNICATIONS MEDICINE 2023; 3:132. [PMID: 37794113 PMCID: PMC10550996 DOI: 10.1038/s43856-023-00358-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Accepted: 09/15/2023] [Indexed: 10/06/2023] Open
Abstract
BACKGROUND The greatest change in the treatment of people living with type 1 diabetes in the last decade has been the explosion of technology assisting in all aspects of diabetes therapy, from glucose monitoring to insulin delivery and decision making. As such, the aim of our systematic review was to assess the utility of these technologies as well as identify any precision medicine-directed findings to personalize care. METHODS Screening of 835 peer-reviewed articles was followed by systematic review of 70 of them (focusing on randomized trials and extension studies with ≥50 participants from the past 10 years). RESULTS We find that novel technologies, ranging from continuous glucose monitoring systems, insulin pumps and decision support tools to the most advanced hybrid closed loop systems, improve important measures like HbA1c, time in range, and glycemic variability, while reducing hypoglycemia risk. Several studies included person-reported outcomes, allowing assessment of the burden or benefit of the technology in the lives of those with type 1 diabetes, demonstrating positive results or, at a minimum, no increase in self-care burden compared with standard care. Important limitations of the trials to date are their small size, the scarcity of pre-planned or powered analyses in sub-populations such as children, racial/ethnic minorities, people with advanced complications, and variations in baseline glycemic levels. In addition, confounders including education with device initiation, concomitant behavioral modifications, and frequent contact with the healthcare team are rarely described in enough detail to assess their impact. CONCLUSIONS Our review highlights the potential of technology in the treatment of people living with type 1 diabetes and provides suggestions for optimization of outcomes and areas of further study for precision medicine-directed technology use in type 1 diabetes.
Collapse
Affiliation(s)
| | | | | | | | | | | | | | | | - Mustafa Tosur
- Baylor College of Medicine, Texas Children's Hospital, Houston, TX, USA
- Children's Nutrition Research Center, USDA/ARS, Houston, TX, USA
| | - Selma Alamarie
- Stanford University School of Medicine, Stanford, CA, USA
| | - Maria J Redondo
- Baylor College of Medicine, Texas Children's Hospital, Houston, TX, USA
| | - Korey K Hood
- Stanford University School of Medicine, Stanford, CA, USA
| | - Peter A Gottlieb
- Barbara Davis Center, University of Colorado School of Medicine, Aurora, CO, USA
| | | | - Jessie J Wong
- Children's Nutrition Research Center, USDA/ARS, Houston, TX, USA
| | - Irl B Hirsch
- University of Washington School of Medicine, Seattle, WA, USA
| | | | - Lori M Laffel
- Joslin Diabetes Center, Harvard Medical School, Boston, MA, USA
| | | |
Collapse
|
52
|
Lin YK, Aikens JE, de Zoysa N, Hall D, Funnell M, Nwankwo R, Kloss K, DeJonckheere MJ, Pop-Busui R, Piatt GA, Amiel SA, Piette JD. An mHealth Text Messaging Program Providing Symptom Detection Training and Psychoeducation to Improve Hypoglycemia Self-Management: Intervention Development Study. JMIR Form Res 2023; 7:e50374. [PMID: 37788058 PMCID: PMC10582820 DOI: 10.2196/50374] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Revised: 08/11/2023] [Accepted: 08/18/2023] [Indexed: 10/04/2023] Open
Abstract
BACKGROUND Hypoglycemia remains a challenge for roughly 25% of people with type 1 diabetes (T1D) despite using advanced technologies such as continuous glucose monitors (CGMs) or automated insulin delivery systems. Factors impacting hypoglycemia self-management behaviors (including reduced ability to detect hypoglycemia symptoms and unhelpful hypoglycemia beliefs) can lead to hypoglycemia development in people with T1D who use advanced diabetes technology. OBJECTIVE This study aims to develop a scalable, personalized mobile health (mHealth) behavioral intervention program to improve hypoglycemia self-management and ultimately reduce hypoglycemia in people with T1D who use advanced diabetes technology. METHODS We (a multidisciplinary team, including clinical and health psychologists, diabetes care and education specialists, endocrinologists, mHealth interventionists and computer engineers, qualitative researchers, and patient partners) jointly developed an mHealth text messaging hypoglycemia behavioral intervention program based on user-centered design principles. The following five iterative steps were taken: (1) conceptualization of hypoglycemia self-management processes and relevant interventions; (2) identification of text message themes and message content development; (3) message revision; (4) patient partner assessments for message readability, language acceptability, and trustworthiness; and (5) message finalization and integration with a CGM data-connected mHealth SMS text message delivery platform. An mHealth web-based SMS text message delivery platform that communicates with a CGM glucose information-sharing platform was also developed. RESULTS The mHealth SMS text messaging hypoglycemia behavioral intervention program HypoPals, directed by patients' own CGM data, delivers personalized intervention messages to (1) improve hypoglycemia symptom detection and (2) elicit self-reflection, provide fact-based education, and suggest practical health behaviors to address unhelpful hypoglycemia beliefs and promote hypoglycemia self-management. The program is designed to message patients up to 4 times per day over a 10-week period. CONCLUSIONS A rigorous conceptual framework, a multidisciplinary team (including patient partners), and behavior change techniques were incorporated to create a scalable, personalized mHealth SMS text messaging behavioral intervention. This program was systematically developed to improve hypoglycemia self-management in advanced diabetes technology users with T1D. A clinical trial is needed to evaluate the program's efficacy for future clinical implementation.
Collapse
Affiliation(s)
- Yu Kuei Lin
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, United States
| | - James E Aikens
- Department of Family Medicine, University of Michigan, Ann Arbor, MI, United States
| | - Nicole de Zoysa
- Department of Diabetes, King's College Hospital NHS Foundation Trust, London, United Kingdom
| | - Diana Hall
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, United States
| | - Martha Funnell
- Department of Learning Health Sciences, University of Michigan, Ann Arbor, MI, United States
| | - Robin Nwankwo
- Department of Learning Health Sciences, University of Michigan, Ann Arbor, MI, United States
| | - Kate Kloss
- Department of Learning Health Sciences, University of Michigan, Ann Arbor, MI, United States
| | | | - Rodica Pop-Busui
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, United States
| | - Gretchen A Piatt
- Department of Learning Health Sciences, University of Michigan, Ann Arbor, MI, United States
| | - Stephanie A Amiel
- Department of Diabetes, King's College London, London, United Kingdom
| | - John D Piette
- Healthcare System Center for Clinical Management Research, VA Ann Arbor, Ann Arbor, MI, United States
- Department of Health Behavior and Health Education, University of Michigan, Ann Arbor, MI, United States
| |
Collapse
|
53
|
Sehgal S, Elbalshy M, Williman J, Galland B, Crocket H, Hall R, Paul R, Leikis R, de Bock M, Wheeler BJ. The Effect of Do-It-Yourself Real-Time Continuous Glucose Monitoring on Glycemic Variables and Participant-Reported Outcomes in Adults With Type 1 Diabetes: A Randomized Crossover Trial. J Diabetes Sci Technol 2023:19322968231196562. [PMID: 37671754 DOI: 10.1177/19322968231196562] [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: 09/07/2023]
Abstract
AIM Real-time continuous glucose monitoring (rtCGM) has several advantages over intermittently scanned continuous glucose monitoring (isCGM) but generally comes at a higher cost. Do-it-yourself rtCGM (DIY-rtCGM) potentially has benefits similar to those of rtCGM. This study compared outcomes in adults with type 1 diabetes using DIY-rtCGM versus isCGM. METHODS In this crossover trial, adults with type 1 diabetes were randomized to use isCGM or DIY-rtCGM for eight weeks before crossover to use the other device for eight weeks, after a four-week washout period where participants reverted back to isCGM. The primary endpoint was time in range (TIR; 3.9-10 mmol/L). Secondary endpoints included other glycemic control measures, psychosocial outcomes, and sleep quality. RESULTS Sixty participants were recruited, and 52 (87%) completed follow-up. Glucose outcomes were similar in the DIY-rtCGM and isCGM groups, including TIR (53.1% vs 51.3%; mean difference -1.7% P = .593), glycosylated hemoglobin (57.0 ± 17.8 vs 61.4 ± 12.2 mmol/L; P = .593), and time in hypoglycemia <3.9 mmol/L (3.9 ± 3.8% vs 3.8 ± 4.0%; P = .947). Hypoglycemia Fear Survey total score (1.17 ± 0.52 vs 0.97 ± 0.54; P = .02) and fear of hypoglycemia score (1.18 ± 0.64 vs 0.97 ± 0.45; P = .02) were significantly higher during DIY-rtCGM versus isCGM. Diabetes Treatment Satisfaction Questionnaire status (DTSQS) score was also higher with DIY-rtCGM versus isCGM (28.7 ± 5.8 vs 26.0 ± 5.8; P = .04), whereas diabetes-related quality of life was slightly lower (DAWN2 Impact of Diabetes score: 3.11 ± 0.4 vs 3.32 ± 0.51; P = .045); sleep quality did not differ between the two groups. CONCLUSION Although the use of DIY-rtCGM did not improve glycemic outcomes compared with isCGM, it positively impacted several patient-reported psychosocial variables. DIY-rtCGM potentially provides an alternative, cost-effective rtCGM option.
Collapse
Affiliation(s)
- Shekhar Sehgal
- Department of Women's and Children's Health, Dunedin School of Medicine, University of Otago, Dunedin, New Zealand
| | - Mona Elbalshy
- Department of Women's and Children's Health, Dunedin School of Medicine, University of Otago, Dunedin, New Zealand
| | - Jonathan Williman
- Department of Paediatrics, Canterbury District Health Board, Christchurch, New Zealand
| | - Barbara Galland
- Department of Women's and Children's Health, Dunedin School of Medicine, University of Otago, Dunedin, New Zealand
| | - Hamish Crocket
- Te Huataki Waiora School of Health, The University of Waikato, Hamilton, New Zealand
| | - Rosemary Hall
- Te Whatu Ora, Capital, Coast and Hutt Valley, Wellington, New Zealand
| | - Ryan Paul
- Te Huataki Waiora School of Health, The University of Waikato, Hamilton, New Zealand
| | | | - Martin de Bock
- Department of Paediatrics, Canterbury District Health Board, Christchurch, New Zealand
| | - Benjamin J Wheeler
- Department of Women's and Children's Health, Dunedin School of Medicine, University of Otago, Dunedin, New Zealand
| |
Collapse
|
54
|
Karakus KE, Akturk HK, Alonso GT, Snell-Bergeon JK, Shah VN. Association Between Diabetes Technology Use and Glycemic Outcomes in Adults With Type 1 Diabetes Over a Decade. Diabetes Care 2023; 46:1646-1651. [PMID: 37458618 DOI: 10.2337/dc23-0495] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Accepted: 06/06/2023] [Indexed: 08/27/2023]
Abstract
OBJECTIVE To evaluate change in mean clinic HbA1c from 2014 to 2021 with diabetes technology use in adults with type 1 diabetes. RESEARCH DESIGN AND METHODS In this single-center study, we analyzed diabetes technology use and mean clinic HbA1c among unique adults (age ≥18 years) with type 1 diabetes (last visit of the year per patient) between 1 January 2014 and 31 December 2021 from the electronic medical record. Diabetes technology use was defined as the use of continuous glucose monitors (CGMs) without an automated insulin delivery (AID) system or an AID system. Diabetes technology use and HbA1c over time were analyzed using mixed models adjusted for age, sex, and visit year. RESULTS A total of 15,903 clinic visits over 8 years (mean 1,988 patients per year, 4,174 unique patients, 52.7% female, 80.0% Non-Hispanic White) showed significant increases in CGM and AID use (P < 0.001 for both), resulting in an increase of diabetes technology use from 26.9% in 2014 to 82.7% in 2021. These increases were associated with a lower mean clinic HbA1c (7.7-7.5%, P < 0.001) and a higher percentage of adults achieving an HbA1c <7.0% (32.3-41.7%, P < 0.001) from 2014 to 2021. The HbA1c difference between technology users and nonusers increased over time from 0.36% (95% CI 0.26-0.47%, P < 0.001) in 2014 to 0.93% (95% CI 0.80-1.06%, P < 0.001) in 2021. CONCLUSIONS Adopting diabetes technology in adults with type 1 diabetes decreased HbA1c and increased the number of people achieving an HbA1c <7.0%, supporting the current international recommendation to offer AID systems to most individuals with type 1 diabetes.
Collapse
Affiliation(s)
- Kagan E Karakus
- Barbara Davis Center for Diabetes, University of Colorado Anschutz Medical Campus, Aurora, CO
- School of Medicine, Koç University, Istanbul, Turkey
| | - Halis K Akturk
- Barbara Davis Center for Diabetes, University of Colorado Anschutz Medical Campus, Aurora, CO
| | - G Todd Alonso
- Barbara Davis Center for Diabetes, University of Colorado Anschutz Medical Campus, Aurora, CO
| | - Janet K Snell-Bergeon
- Barbara Davis Center for Diabetes, University of Colorado Anschutz Medical Campus, Aurora, CO
| | - Viral N Shah
- Barbara Davis Center for Diabetes, University of Colorado Anschutz Medical Campus, Aurora, CO
| |
Collapse
|
55
|
Rachmiel M, Lebenthal Y, Mazor-Aronovitch K, Brener A, Levek N, Jacobi-Polishook T, Ben Ari T, Abiri S, Landau Z, Pinhas-Hamiel O. MiniMed 780G Advanced Hybrid Closed-Loop System Outcomes According to Pubertal Status: Awesome Study Group Real-Life Experience. Diabetes Technol Ther 2023; 25:643-651. [PMID: 37219952 DOI: 10.1089/dia.2023.0081] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
Background and Aims: Achieving good glycemic control is a major challenge for adolescents with type 1 diabetes (TID). The introduction of the MiniMed 780G system, an advanced hybrid closed-loop (AHCL) that enables an automatic correction of insulin, gave hope for improved glycemic outcomes in adolescents. We assessed specific characteristics associated with glycemic measures in youth with T1D switching to Minimed 780G. Methods: This retrospective observational real-life multicenter study from the AWeSoMe Group assessed continuous glucose monitoring (CGM) metrics of 22 patients (59% females, median age 13.9 interquartile range [IQR 11,18] years), from a high socioeconomic background. CGM metrics were recorded for 2-week periods before AHCL, after 1, 3, 6 months, and at the end of follow-up (median 10.9 [IQR 5.4, 17.4] months). Delta-variables (Δ) were calculated as the difference between the end of follow-up and baseline. Results: Time in range (TIR)70-180mg/dL increased from 65% [52, 72] to 75% [63, 80], P = 0.008, from baseline to end of follow-up. Time above range>180mg/dL decreased from 28% [20, 46] to 22% [14, 35], P = 0.047. Advanced pubertal stage was correlated with less improvement in ΔTAR>180mg/dL, r = 0.47, P = 0.05, and less CGM usage r = -0.57, P = 0.05. A longer disease duration was associated with less improvement in ΔTAR180-250mg/dL, r = 0.48, P = 0.05. Lower pump site change frequency was associated with higher glucose management indicator, r = 0.5, P = 0.03, and lower TIR70-180mg/dL r = -0.52, P = 0.08. Conclusion: The use of AHCL enabled improvements in TIR70-180mg/dL in youth with T1D. More advanced pubertal stages, longer disease duration, and less compliance were associated with less improvement, stressing the need for continuous support, and re-education in this age group.
Collapse
Affiliation(s)
- Marianna Rachmiel
- Pediatric Endocrinology Unit, Shamir (Assaf Harofeh) Medical Center, Beer Yaakov, Israel
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Yael Lebenthal
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
- Pediatric Endocrinology and Diabetes Unit, Dana-Dwek Children's Hospital, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | - Kineret Mazor-Aronovitch
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
- National Juvenile Diabetes Center, Maccabi Health Care Services, Ra'anana, Israel
- Pediatric Endocrine and Diabetes Unit, Edmond and Lily Safra Children's Hospital, Chaim Sheba Medical Center, Ramat-Gan, Israel
| | - Avivit Brener
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
- Pediatric Endocrinology and Diabetes Unit, Dana-Dwek Children's Hospital, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | - Noah Levek
- National Juvenile Diabetes Center, Maccabi Health Care Services, Ra'anana, Israel
- Pediatric Endocrine and Diabetes Unit, Edmond and Lily Safra Children's Hospital, Chaim Sheba Medical Center, Ramat-Gan, Israel
| | - Talia Jacobi-Polishook
- Pediatric Endocrinology Unit, Shamir (Assaf Harofeh) Medical Center, Beer Yaakov, Israel
| | - Tal Ben Ari
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
- Pediatric Endocrine and Diabetes Unit, E. Wolfson Medical Center, Holon, Israel
| | - Shirli Abiri
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
- Pediatric Endocrine and Diabetes Unit, E. Wolfson Medical Center, Holon, Israel
| | - Zohar Landau
- National Juvenile Diabetes Center, Maccabi Health Care Services, Ra'anana, Israel
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Orit Pinhas-Hamiel
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
- National Juvenile Diabetes Center, Maccabi Health Care Services, Ra'anana, Israel
- Pediatric Endocrine and Diabetes Unit, Edmond and Lily Safra Children's Hospital, Chaim Sheba Medical Center, Ramat-Gan, Israel
| |
Collapse
|
56
|
Mingorance Delgado A, Lucas F. The Tandem Control-IQ advanced hybrid system improves glycemic control in children under 18 years of age with type 1 diabetes and night rest in caregivers. ENDOCRINOL DIAB NUTR 2023; 70 Suppl 3:27-35. [PMID: 37598004 DOI: 10.1016/j.endien.2023.08.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Accepted: 06/12/2022] [Indexed: 08/21/2023]
Abstract
OBJECTIVE To determine the impact of switching from the predictive low glucose suspend (PLGS) system to the advanced hybrid Tandem Control-IQ system on glucometrics and glycosylated haemoglobin (HbA1c) at one year. To assess the impact on the quality of life perceived by parents. METHOD Prospective study in 71 patients aged 6-18 years with type 1 diabetes (DM1), in treatment with PLGS, who switched to an advanced hybrid system. Glucometric data were collected before the change, at 4 and 8 weeks, and at one year of use; HbA1c before the change and after one year. The Diabetes Impact and Devices Satisfaction (DIDS) questionnaire was used at weeks 4 and 8. RESULTS An increase in time in range (TIR) was observed with a median of 76% (P<.001) at 4 weeks, which was maintained after one year (+8% in the total group). Overall, 73.24% of patients achieved a TIR above 70%. The subgroup with an initial TIR of less than 56% increased it by 14.4%. After one year there was a 0.3% reduction in HbA1c. Level 1 hypoglycaemia, level 1 and level 2 hyperglycaemia, mean glucose (GM) and coefficient of variation (CV) decreased. Auto mode stayed on 97% of the time and no dropouts occurred. Caregivers had a perception of better glycaemic control and less need to monitor blood glucose variations during the night. None of them would switch back to the previous system and they feel safe with the new system. CONCLUSIONS The Tandem Control-IQ advanced hybrid system was shown to be effective one year after its implementation with improvement in all glucometric parameters and HbA1c, as well as night-time rest in caregivers.
Collapse
Affiliation(s)
- Andrés Mingorance Delgado
- Instituto de Investigación Sanitaria y Biomédica de Alicante (ISABIAL) - Diabetes y enfermedades metabólicas asociadas, Alicante, Spain; Unidad de Endocrinología y Diabetes Pediátrica, Servicio de Pediatría, Hospital General Universitario Dr. Balmis, Alicante, Spain.
| | - Fernando Lucas
- Instituto de Investigación Sanitaria y Biomédica de Alicante (ISABIAL) - Diabetes y enfermedades metabólicas asociadas, Alicante, Spain; Unidad de Diabetes, Servicio de Endocrinología, Hospital General Universitario Dr. Balmis, Alicante, Spain
| |
Collapse
|
57
|
Shalit R, Minsky N, Laron-Hirsh M, Cohen O, Kurtz N, Roy A, Grosman B, Benedetti A, Tirosh A. Unannounced Meal Challenges Using an Advanced Hybrid Closed-Loop System. Diabetes Technol Ther 2023; 25:579-588. [PMID: 37335759 DOI: 10.1089/dia.2023.0139] [Citation(s) in RCA: 12] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/21/2023]
Abstract
Background: The advanced hybrid closed-loop (AHCL) algorithm combines automated basal rates and corrections yet requires meal announcement for optimal outcomes. We aimed to compare the performance of the MiniMed™ 780G AHCL algorithm with and without meal announcement. Methods: In a single-arm study involving 14 adults with type 1 diabetes, we evaluated the safety and efficacy of AHCL when meals were not announced. Participants stayed at a supervised environment for 5 days, during which the outcomes of not announcing meals (≤80 g of carbohydrate) were assessed. Next, participants entered a 90-day at-home "unannounced" phase, during which all meals (≤80 g of carbohydrate) were unannounced, followed by a 90-day at-home phase in which all meals were announced. Results: Time in range (TIR 70-180 mg/dL) was lower in the unannounced versus announced periods (67.5% ± 12.5% vs. 77.7% ± 9.5%; P < 0.01, respectively), with more time spent in hyperglycemia range 180-250 mg/dL (22.7% ± 7.7% vs. 15.7% ± 7.2%) and >250 mg/dL (7.9% ± 6.4% vs. 3.6% ± 2.7%), but less time in hypoglycemia range 54-70 mg/dL (1.6% ± 1% vs. 2.8% ± 1.8%) and <54 mg/dL (0.3% ± 0.4% vs. 0.7% ± 0.9%). Not announcing meals containing up to 60 g of carbohydrate did not lead to increase in postprandial extreme dysglycemia >250 mg/dL, and up to 20 g of unannounced carbohydrates did not significantly change the TIR 70-180 mg/dL compared with full announcement. Conclusion: The AHCL system is optimized for use with meal announcement. While not announcing meals of ≤80 g carbohydrates appears to be safe, it results in suboptimal postprandial glycemic control, especially with high-carbohydrate meals. Not announcing small meals (≤20 g carbohydrate) does not deteriorate glycemic control. Clinical Trial Registration number: NCT04479826.
Collapse
Affiliation(s)
- Roy Shalit
- Division of Endocrinology, Diabetes and Metabolism, Sheba Medical Center, Tel-Hashomer, Israel
| | - Noga Minsky
- Division of Endocrinology, Diabetes and Metabolism, Sheba Medical Center, Tel-Hashomer, Israel
| | - Maya Laron-Hirsh
- Division of Endocrinology, Diabetes and Metabolism, Sheba Medical Center, Tel-Hashomer, Israel
| | - Ohad Cohen
- Division of Endocrinology, Diabetes and Metabolism, Sheba Medical Center, Tel-Hashomer, Israel
- Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel
- Medtronic, Northridge, California, USA
| | | | | | | | | | - Amir Tirosh
- Division of Endocrinology, Diabetes and Metabolism, Sheba Medical Center, Tel-Hashomer, Israel
- Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel
| |
Collapse
|
58
|
Wannes S, Gamal GM, Fredj MB, Al Qusayer D, El Abed S, Sedky Y, Khalil M. Glucose control during Ramadan in a pediatric cohort with type 1 diabetes on MiniMed standard and advanced hybrid closed‑loop systems: A pilot study. Diabetes Res Clin Pract 2023; 203:110867. [PMID: 37544364 DOI: 10.1016/j.diabres.2023.110867] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Revised: 07/31/2023] [Accepted: 08/03/2023] [Indexed: 08/08/2023]
Abstract
BACKGROUND Hybrid closed-loop (HCL) systems have revolutionized the treatment of diabetes, enabling doctors to cope with challenging conditions that were previously almost impossible to manage or were very risky and difficult. AIMS To assess the efficacy and safety of a hybrid closed-loop (HCL) system during Ramadan fasting in a pediatric cohort with type 1 diabetes (T1D). RESEARCH DESIGN AND METHODS Glucose control outcomes in older children and adolescents aged 8-16 years with automated insulin delivery for T1D were analyzed during Ramadan and 1 month before Ramadan. Participants on MiniMed standard HCL (670G) or advanced HCL (780G) systems of Medtronic were categorized as fasting or nonfasting. RESULTS The average age of the 19 participants (8 and 11 were on standard and advanced HCL systems, respectively) was 11.35 ± 2 years. Eleven patients fasted during Ramadan. Pump setup and sensor statistics were the same during Ramadan and the month before; no significant difference was found between the two groups in terms of insulin and glucose control metrics, with practically the same coefficient of variation, time in range (TIR) and time spent in hypoglycemia, maintained within the international recommended targets. Total daily doses were paradoxically higher in patients who fasted during Ramadan (p = 0.01), without repercussions on glucose control metrics. CONCLUSIONS Standard and advanced HCL use during Ramadan were safe and were associated with a maintained optimum TIR (>70 %) and no significant hypoglycemia in adolescents and older children with T1D.
Collapse
Affiliation(s)
- Selmen Wannes
- Department of Pediatrics, Mouwasat Hospital, Imam Al Termithy Street, Uhud, 32263 Dammam, Saudi Arabia; Faculty of Medicine of Monastir, University of Monastir, 5019 Monastir, Tunisia; Department of Pediatrics, University Hospital Thar Sfar de Mahdia, 5100 Mahdia, Tunisia.
| | - Gehad Mohamed Gamal
- Department of Pediatrics, Mouwasat Hospital, Imam Al Termithy Street, Uhud, 32263 Dammam, Saudi Arabia; Beni-Suef University, Beni-Suef, Egypt
| | - Manel Ben Fredj
- Faculty of Medicine of Monastir, University of Monastir, 5019 Monastir, Tunisia; Department of Epidemiology, University Hospital Fattouma Bourguiba, 5019 Monastir, Tunisia
| | - Dhai Al Qusayer
- Department of Pediatrics, Mouwasat Hospital, Imam Al Termithy Street, Uhud, 32263 Dammam, Saudi Arabia
| | - Sameh El Abed
- Diabetic Center, Mouwasat Hospital, Imam Al Termithy Street, Uhud, 32263 Dammam, Saudi Arabia
| | - Yasser Sedky
- Department of Pediatrics, Mouwasat Hospital, Imam Al Termithy Street, Uhud, 32263 Dammam, Saudi Arabia; Department of Pediatrics, Cairo University, Egypt
| | - Munther Khalil
- Department of Pediatrics, Mouwasat Hospital, Imam Al Termithy Street, Uhud, 32263 Dammam, Saudi Arabia
| |
Collapse
|
59
|
Cambuli VM, Baroni MG. Intelligent Insulin vs. Artificial Intelligence for Type 1 Diabetes: Will the Real Winner Please Stand Up? Int J Mol Sci 2023; 24:13139. [PMID: 37685946 PMCID: PMC10488097 DOI: 10.3390/ijms241713139] [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: 07/29/2023] [Revised: 08/18/2023] [Accepted: 08/22/2023] [Indexed: 09/10/2023] Open
Abstract
Research in the treatment of type 1 diabetes has been addressed into two main areas: the development of "intelligent insulins" capable of auto-regulating their own levels according to glucose concentrations, or the exploitation of artificial intelligence (AI) and its learning capacity, to provide decision support systems to improve automated insulin therapy. This review aims to provide a synthetic overview of the current state of these two research areas, providing an outline of the latest development in the search for "intelligent insulins," and the results of new and promising advances in the use of artificial intelligence to regulate automated insulin infusion and glucose control. The future of insulin treatment in type 1 diabetes appears promising with AI, with research nearly reaching the possibility of finally having a "closed-loop" artificial pancreas.
Collapse
Affiliation(s)
- Valentina Maria Cambuli
- Diabetology and Metabolic Diseaseas, San Michele Hospital, ARNAS Giuseppe Brotzu, 09121 Cagliari, Italy;
| | - Marco Giorgio Baroni
- Department of Clinical Medicine, Public Health, Life and Environmental Sciences, University of L’Aquila, 67100 L’Aquila, Italy
- Neuroendocrinology and Metabolic Diseases, IRCCS Neuromed, 86077 Pozzilli, Italy
| |
Collapse
|
60
|
Sehgal S, De Bock M, Jones S, Frewen C, Wheeler BJ. User experiences during the transition to calibration-free sensors with remote monitoring while using automated insulin delivery - a qualitative study. Front Endocrinol (Lausanne) 2023; 14:1214975. [PMID: 37693343 PMCID: PMC10484395 DOI: 10.3389/fendo.2023.1214975] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/01/2023] [Accepted: 07/31/2023] [Indexed: 09/12/2023] Open
Abstract
Introduction To evaluate the experiences of patients with type 1 diabetes following transition from a calibration-requiring to a calibration-free sensor and remote monitoring in the context of using automated insulin delivery (AID). Research design and methods Fifteen participants aged 7-65 years with type 1 diabetes participating in a longitudinal study used a Medtronic® advanced hybrid closed loop (AHCL) device with initially calibration-requiring then calibration-free sensors. Qualitative interviews were conducted ≥20 weeks following use of the calibration-requiring and ≥4 weeks after use of the calibration-free sensors/remote monitoring. Thematic analysis was used to identify key themes and subthemes. Results At baseline, mean diabetes duration was 14.5 years ( ± 10.9), mean Hba1c 54.8 mmol/mol ( ± 10.2) (7.2 ± 0.9%) and Time in range 75.4% ( ± 11.6). Participants reported a progressive improvement in digital and lifestyle integration, and device trust following transition to calibration-free sensors with remote monitoring potential. They also reported a reduced need for capillary glucose, increased device satisfaction and trust, and reduced burden of diabetes care. Negative aspects reported included periodic early sensor loss, and for some, impaired integration with mobile devices. Conclusion Transitioning to calibration-free sensors with remote monitoring while using AHCL was associated with better user experience, including perceptions of improved quality of life and a reduced burden of diabetes care. Appropriate expectation setting, training, and ongoing support allow for the optimal user experience while using AHCL. Clinical trial registration https://www.anzctr.org.au, identifier ACTRN12621000360819.
Collapse
Affiliation(s)
- Shekhar Sehgal
- Department of Women’s and Children’s Health, Dunedin School of Medicine, Otago Medical School, University of Otago, Dunedin, New Zealand
| | - Martin De Bock
- Department of Pediatrics, University of Otago, Christchurch, New Zealand
- Pediatric Endocrinology, Health New Zealand (NZ)-Canterbury, Christchurch, New Zealand
| | - Shirley Jones
- Department of Women’s and Children’s Health, Dunedin School of Medicine, Otago Medical School, University of Otago, Dunedin, New Zealand
| | - Carla Frewen
- Department of Women’s and Children’s Health, Dunedin School of Medicine, Otago Medical School, University of Otago, Dunedin, New Zealand
| | - Benjamin J. Wheeler
- Department of Women’s and Children’s Health, Dunedin School of Medicine, Otago Medical School, University of Otago, Dunedin, New Zealand
- Pediatric Endocrinology, Health New Zealand (NZ)-Southern, Dunedin, New Zealand
| |
Collapse
|
61
|
Jabari M. Efficacy and safety of closed-loop control system for type one diabetes in adolescents a meta analysis. Sci Rep 2023; 13:13165. [PMID: 37574494 PMCID: PMC10423718 DOI: 10.1038/s41598-023-40423-y] [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: 03/12/2023] [Accepted: 08/10/2023] [Indexed: 08/15/2023] Open
Abstract
This meta-analysis compares the efficacy and safety of Closed-Loop Control (CLC) to Sensor-Augmented Insulin Pump (SAP) for adolescent patients with Type 1 Diabetes Mellitus (T1DM). Eleven randomized-controlled trials were included with a total of 570 patients, from a total of 869 articles found adhering to PRISMA guidelines. The efficacy of the therapies were evaluated from the day, night and during physical activities monitoring of the of the mean blood glucose (BG), Time In Range (TIR), and Standard Deviation (SD) of the glucose variability. The safety measure of the therapies, was assessed from the day and night recording of the hypoglycemic and hyperglycemic events occurred. Pooled results of comparison of mean BG values for day, night and physical activities, - 4.33 [- 6.70, - 1.96] (P = 0.0003), - 16.61 [- 31.68, - 1.54] (P = 0.03) and - 8.27 [- 19.52, 2.99] (P = 0.15). The monitoring for day, night and physical activities for TIR - 13.18 [- 19.18, - 7.17] (P < 0.0001), - 15.36 [- 26.81, - 3.92] (P = 0.009) and - 7.39 [- 17.65, 2.87] (P = 0.16). The day and night results of SD of glucose variability was - 0.40 [- 0.79, - 0.00] (P = 0.05) and - 0.86 [- 2.67, 0.95] (P = 0.35). These values shows the superiority of CLC system in terms of efficacy. The safety evaluation, of the day, night and physical activities observations of average blood glucose goal hypoglycemic events - 0.54 [- 1.86, 0.79] (P = 0.43), 0.04 [- 0.20, 0.27] (P = 0.77) and 0.00 [- 0.25, 0.25] (P = 1.00) and hyperglycemic events - 0.04 [- 0.20, 0.27] (P = 0.77), - 7.11 [- 12.77, - 1.45] (P = 0.01) and - 0.00 [- 0.10, 0.10] (P = 0.97), highlights the commendable safety factor of CLC. The CLC systems can be considered as an ideal preference in the management of adolescents with type 1 diabetes to be used during a 24 h basis.
Collapse
Affiliation(s)
- Mosleh Jabari
- Department of Pediatrics, Imam Mohammed Ibn Saud Islamic University, An Nada, 13317, Riyadh, Saudi Arabia.
| |
Collapse
|
62
|
Schmidt S, Madsen KP, Pedersen-Bjergaard U, Rytter K, Hommel E, Cleal B, Willaing I, Andersen HU, Nørgaard K. Associations between clinical and psychosocial factors and HbA1c in adult insulin pump users with type 1 diabetes. Acta Diabetol 2023; 60:1089-1097. [PMID: 37160785 PMCID: PMC10289904 DOI: 10.1007/s00592-023-02081-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Accepted: 03/28/2023] [Indexed: 05/11/2023]
Abstract
AIMS Many adults with type 1 diabetes do not achieve recommended glycemic goals despite intensive insulin therapy using insulin pumps. The aim of this study was to explore associations between clinical and psychosocial factors and HbA1c in insulin pump users to identify and prioritize areas for potential intervention. METHODS A questionnaire-based survey covering clinical and psychosocial aspects of life with type 1 diabetes was distributed to all adult (≥ 18 years) insulin pump users in the Capital Region of Denmark. Responses were combined with data from medical records and national registries. Associations with HbA1c were modeled using regression-based machine learning. RESULTS Of 1,591 invited individuals, 770 (48.4%) responded to the survey. Mean HbA1c among responders was 7.3% (56 mmol/mmol), and 35.6% had an HbA1c < 7.0% (53 mmol/mol). Six factors were significantly associated with HbA1c: diabetes duration (0.006% (0.1 mmol/mol) lower HbA1c per 1-year increase in diabetes duration); education (0.4% (4.3 mmol/mol) lower HbA1c with long higher education vs. primary school); insulin type (0.2% (2.2 mmol/mol) lower HbA1c with ultra-rapid-acting insulin vs. rapid-acting insulin); hypoglycemia awareness status (0.2% (2.2 mmol/mol) lower HbA1c with complete unawareness vs. full awareness); insulin device satisfaction (0.2% (2.7 mmol/mol) lower HbA1c per 1-point increase in Insulin Device Satisfaction Survey score); and diabetes distress (0.3% (3.1 mmol/mol) higher HbA1c per 1-point increase in Type 1 Diabetes Distress Scale score). CONCLUSIONS This study identified several associations between clinical and psychosocial factors and HbA1c that may be considered when developing interventions targeted people with type 1 diabetes.
Collapse
Affiliation(s)
- Signe Schmidt
- Copenhagen University Hospital – Steno Diabetes Center Copenhagen, Borgmester Ib Juuls Vej 83, 2730 Herlev, Denmark
- Department of Clinical Pharmacology, Bispebjerg and Frederiksberg Hospital, Copenhagen, Denmark
| | - Kristoffer Panduro Madsen
- Copenhagen University Hospital – Steno Diabetes Center Copenhagen, Borgmester Ib Juuls Vej 83, 2730 Herlev, Denmark
- Danish Centre for Health Economics, University of Southern Denmark, Odense, Denmark
| | - Ulrik Pedersen-Bjergaard
- Department of Endocrinology and Nephrology, Nordsjællands Hospital, Hillerød, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Karen Rytter
- Copenhagen University Hospital – Steno Diabetes Center Copenhagen, Borgmester Ib Juuls Vej 83, 2730 Herlev, Denmark
- Department of Endocrinology and Nephrology, Nordsjællands Hospital, Hillerød, Denmark
| | - Eva Hommel
- Copenhagen University Hospital – Steno Diabetes Center Copenhagen, Borgmester Ib Juuls Vej 83, 2730 Herlev, Denmark
| | - Bryan Cleal
- Copenhagen University Hospital – Steno Diabetes Center Copenhagen, Borgmester Ib Juuls Vej 83, 2730 Herlev, Denmark
| | - Ingrid Willaing
- Copenhagen University Hospital – Steno Diabetes Center Copenhagen, Borgmester Ib Juuls Vej 83, 2730 Herlev, Denmark
- Department of Public Health, University of Copenhagen, Copenhagen, Denmark
| | - Henrik Ullits Andersen
- Copenhagen University Hospital – Steno Diabetes Center Copenhagen, Borgmester Ib Juuls Vej 83, 2730 Herlev, Denmark
| | - Kirsten Nørgaard
- Copenhagen University Hospital – Steno Diabetes Center Copenhagen, Borgmester Ib Juuls Vej 83, 2730 Herlev, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| |
Collapse
|
63
|
Bombaci B, Passanisi S, Valenzise M, Macrì F, Calderone M, Hasaj S, Zullo S, Salzano G, Lombardo F. Real-World Performance of First- Versus Second-Generation Automated Insulin Delivery Systems on a Pediatric Population With Type 1 Diabetes: A One-Year Observational Study. J Diabetes Sci Technol 2023:19322968231185115. [PMID: 37431949 DOI: 10.1177/19322968231185115] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 07/12/2023]
Abstract
BACKGROUND The aim of this single-center observational study was to assess the real-world performance of first- and second-generation automated insulin delivery (AID) systems in a cohort of children and adolescents with type 1 diabetes over a one-year follow-up. METHODS Demographic, anamnestic, and clinical data of the study cohort were collected at the start of automatic mode. Data on continuous glucose monitoring metrics, system settings, insulin requirements, and anthropometric parameters at three different time points (start period, six months, 12 months) were retrospectively gathered and statistically analyzed. RESULTS Fifty-four individuals (55.6% of females) aged 7 to 18 years switching to AID therapy were included in the analysis. Two weeks after starting automatic mode, subjects using advanced hybrid closed-loop (AHCL) showed a better response than hybrid closed-loop (HCL) users in terms of time in range (P = .016), time above range 180 to 250 mg/dl (P = .022), sensor mean glucose (P = .047), and glycemia risk index (P = .012). After 12 months, AHCL group maintained better mean sensor glucose (P = .021) and glucose management indicator (P = .027). Noteworthy, both HCL and AHCL users achieved the recommended clinical targets over the entire study period. The second-generation AID system registered longer time spent with automatic mode activated and fewer shifts to manual mode at every time point (P < .001). CONCLUSIONS Both systems showed sustained and successful glycemic outcomes in the first year of use. However, AHCL users achieved tighter glycemic targets, without an increase of hypoglycemia risk. Improved usability of the device may also have contributed to optimal glycemic outcomes by ensuring better continuity of the automatic mode activation.
Collapse
Affiliation(s)
- Bruno Bombaci
- Department of Human Pathology in Adult and Developmental Age "Gaetano Barresi," University of Messina, Messina, Italy
| | - Stefano Passanisi
- Department of Human Pathology in Adult and Developmental Age "Gaetano Barresi," University of Messina, Messina, Italy
| | - Mariella Valenzise
- Department of Human Pathology in Adult and Developmental Age "Gaetano Barresi," University of Messina, Messina, Italy
| | - Fabio Macrì
- Department of Human Pathology in Adult and Developmental Age "Gaetano Barresi," University of Messina, Messina, Italy
| | - Marco Calderone
- Department of Human Pathology in Adult and Developmental Age "Gaetano Barresi," University of Messina, Messina, Italy
| | - Senad Hasaj
- Department of Human Pathology in Adult and Developmental Age "Gaetano Barresi," University of Messina, Messina, Italy
| | - Sofia Zullo
- Department of Human Pathology in Adult and Developmental Age "Gaetano Barresi," University of Messina, Messina, Italy
| | - Giuseppina Salzano
- Department of Human Pathology in Adult and Developmental Age "Gaetano Barresi," University of Messina, Messina, Italy
| | - Fortunato Lombardo
- Department of Human Pathology in Adult and Developmental Age "Gaetano Barresi," University of Messina, Messina, Italy
| |
Collapse
|
64
|
Poonoosamy J, Lopes P, Huret P, Dardari R, Penfornis A, Thomas C, Dardari D. Impact of Intensive Glycemic Treatment on Diabetes Complications-A Systematic Review. Pharmaceutics 2023; 15:1791. [PMID: 37513978 PMCID: PMC10383300 DOI: 10.3390/pharmaceutics15071791] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2023] [Revised: 04/28/2023] [Accepted: 06/12/2023] [Indexed: 07/30/2023] Open
Abstract
Diabetes complications can be related to the long duration of the disease or chronic hyperglycemia. The follow-up of diabetic patients is based on the control of chronic hyperglycemia, although this correction, if obtained rapidly in people living with severe chronic hyperglycemia, can paradoxically interfere with the disease or even induce complications. We reviewed the literature describing the impact of the rapid and intense treatment of hyperglycemia on diabetic complications. The literature review showed that worsening complications occurred significantly in diabetic microangiopathy with the onset of specific neuropathy induced by the correction of diabetes. The results for macroangiopathy were somewhat mixed with the intensive and rapid correction of chronic hyperglycemia having a neutral impact on stroke and myocardial infarction but a significant increase in cardiovascular mortality. The management of diabetes has now entered a new era with new therapeutic molecules, such as gliflozin for patients living with type 2 diabetes, or hybrid insulin delivery systems for patients with insulin-treated diabetes. Our manuscript provides evidence in support of these personalized and progressive algorithms for the control of chronic hyperglycemia.
Collapse
Affiliation(s)
| | - Philippe Lopes
- LBEPS, IRBA, Université Paris Saclay, 91025 Evry, France
| | | | - Randa Dardari
- Al Fourkan Diabetes Center, Al Fourkan, Aleppo, Syria
| | - Alfred Penfornis
- Diabetology Department, Centre Hopitalier Sud Francilien, 91100 Corbeil-Essonnes, France
- Paris-Sud Medical School, Paris-Saclay University, 91100 Corbeil-Essonnes, France
| | - Claire Thomas
- LBEPS, IRBA, Université Paris Saclay, 91025 Evry, France
| | - Dured Dardari
- LBEPS, IRBA, Université Paris Saclay, 91025 Evry, France
- Diabetology Department, Centre Hopitalier Sud Francilien, 91100 Corbeil-Essonnes, France
| |
Collapse
|
65
|
Kesavadev J, Basanth A, Krishnan G, Shankar A, Sanal G, Jothydev S. Real-World User and Clinician Perspective and Experience with MiniMed™ 780G Advanced Hybrid Closed Loop System. Diabetes Ther 2023:10.1007/s13300-023-01427-z. [PMID: 37278948 PMCID: PMC10299959 DOI: 10.1007/s13300-023-01427-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/11/2023] [Accepted: 05/18/2023] [Indexed: 06/07/2023] Open
Abstract
INTRODUCTION The advanced hybrid closed loop (AHCL) MiniMed™ 780G system changes basal insulin delivery every 5 min and auto bolus in response to sensor glucose values. We assessed the performance of the AHCL system in real-world settings for individuals with type 1 diabetes (T1DM) as well as user and clinician perspectives and satisfaction. METHODS We held two peer group discussions: one having adults with T1DM/parents of children and adolescents with T1DM to understand their experiences with the AHCL system and another with healthcare providers (HCPs). Responses from the discussions were analyzed and categorized into themes by two independent researchers, with any inconsistencies resolved by consensus. We also analyzed data from the system uploaded to CareLink personal software. Glycemic outcomes, including time in range (TIR), time below range (TBR), time above range (TAR), mean sensor glucose (SG) levels, glucose management indicator (GMI), sensor use, and percentage of time spent in AHCL, were determined. RESULTS The peer group discussions revealed numerous key themes and issues for each group, such as the significance of setting reasonable expectations, carbohydrate counting and bolus dosing, technical difficulties, and overall user experience. The users (n = 25; T1DM; 17 female; age 13.8 ± 7.49 years; A1C 6.54 ± 0.45%; duration of diabetes 6 ± 6.78 years) were very satisfied with the system. Most users experienced consistent blood glucose values with very few hypoglycemic episodes. However, there were a few limitations reported, such as hyperglycemic episodes caused by inaccuracies in carb counting, issues with sensor connectivity, and cannula blockages or kinking for those using insulin Fiasp. Users achieved a mean GMI of 6.4 ± 0.26%, TIR of 83.0 ± 8.12%, TBR (54-70 mg/dL) of 2.0 ± 0.81%, TBR* (< 54 mg/dL) of 0%. All of the users achieved a TIR of > 70%. CONCLUSION The use of the AHCL system in T1DM resulted in robust glycemic control, minimizing hypoglycemia. Providing training to both users and HCPs can help them use the system effectively.
Collapse
Affiliation(s)
- Jothydev Kesavadev
- Jothydev's Diabetes Research Center, JDC Junction, Mudavanmugal, Trivandrum, Kerala, 695032, India.
| | - Anjana Basanth
- Jothydev's Diabetes Research Center, JDC Junction, Mudavanmugal, Trivandrum, Kerala, 695032, India
| | - Gopika Krishnan
- Jothydev's Diabetes Research Center, JDC Junction, Mudavanmugal, Trivandrum, Kerala, 695032, India
| | - Arun Shankar
- Jothydev's Diabetes Research Center, JDC Junction, Mudavanmugal, Trivandrum, Kerala, 695032, India
| | - Geethu Sanal
- Jothydev's Diabetes Research Center, JDC Junction, Mudavanmugal, Trivandrum, Kerala, 695032, India
| | - Sunitha Jothydev
- Jothydev's Diabetes Research Center, JDC Junction, Mudavanmugal, Trivandrum, Kerala, 695032, India
| |
Collapse
|
66
|
Castañeda J, Arrieta A, van den Heuvel T, Cohen O. The significance of coefficient of variation as a measure of hypoglycaemia risk and glycaemic control in real world users of the automated insulin delivery MiniMed 780G system. Diabetes Obes Metab 2023. [PMID: 37246797 DOI: 10.1111/dom.15139] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Revised: 05/04/2023] [Accepted: 05/06/2023] [Indexed: 05/30/2023]
Abstract
AIM Use of the MiniMed 780G system (MM780G) can result in a reduction in mean and standard deviation (SD) of sensor glucose (SG) values. We assessed the significance of the coefficient of variation (CV) as a measure of hypoglycaemia risk and glycaemic control. MATERIALS AND METHODS Data from 10 404 MM780G users were analysed using multivariable logistic regression to assess the contribution of CV to (a) hypoglycaemia risk, measured as not reaching target <1% for time below range (TBR), and (b) achieving targets of time-in-range (TIR) >70% and glucose management indicator <7%. CV was compared with SD and low blood glucose index. To assess the relevance of CV <36% as a therapeutic threshold, we identified the CV cut-off point that optimally discriminated users at risk of hypoglycaemia. RESULTS The contribution of CV was the smallest in terms of risk of hypoglycaemia (vs. low blood glucose index and SD) and TIR and glucose management indicator targets (vs. SD). In all cases the models with SD showed the best fit. A CV <43.4% (95% CI: 42.9-43.9) was the optimal cut-off point with a correct classification rate of 87.2% (vs. 72.9% for CV <36%). CONCLUSION For MM780G users, CV is a poor marker for hypoglycaemia risk and glycaemic control. We recommend using, for the former, TBR and whether the TBR target is met (and not using CV <36% as a therapeutic threshold for hypoglycaemia); for the latter, TIR, time above range, whether targets are met and a discrete description of mean SG and SD of SG values.
Collapse
Affiliation(s)
| | - Arcelia Arrieta
- Medtronic Bakken Research Center, Maastricht, The Netherlands
| | | | - Ohad Cohen
- Medtronic International Trading Sàrl, Tolochenaz, Switzerland
| |
Collapse
|
67
|
Amigó J, Ortiz-Zúñiga Á, de Urbina AMO, Sánchez M, Dos-Santos M, Abad M, Cuadra F, Simó R, Hernández C, Simó-Servat O. Switching from treatment with sensor augmented pump to hybrid closed loop system in type 1 diabetes: impact on glycemic control and neuropsychological tests in the real world. Diabetes Res Clin Pract 2023:110730. [PMID: 37236365 DOI: 10.1016/j.diabres.2023.110730] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/17/2023] [Revised: 05/16/2023] [Accepted: 05/20/2023] [Indexed: 05/28/2023]
Abstract
AIMS The aim of this study is to assess in the real world the impact of initiating hybrid closed loop (HCL) on glycemic control and quality of life in patients using sensor-augmented pump (SAP). METHODS In this prospective study, patients using SAP changed to an HCL system in a specialized hospital. HCL devices used were Medtronic 780G®, Tandem Control-IQ® and Diabeloop® system. Glucometric data and hypoglycemia and neuropsychological tests were assessed at baseline and 3 months after initiating HCL. RESULTS A total of 66 consecutive patients were included (74% women, mean age 44±11 years, diabetes duration 27.2 ±11 years). Significant improvements were observed in coefficient of variation (from 35.6% to 33.1%), time in range (from 62.2 % to 73.8%), time above 180 mg/dl (from 26.9% to 18%), time below 70 mg/dl (from 3.3% to 2.1%) and time below 55 mg/dl (from 0.7% to 0.3%). In addition, significant improvements were observed in fear of hypoglycemia and grade of distress associated to treatment and to interpersonal sphere. CONCLUSIONS Switching from SAP to HCL system improves time in range and reduces time in hypoglycemia and glycemic variability at 3 months. These changes are accompanied by significant reduction of neuropsychological burden related to diabetes.
Collapse
Affiliation(s)
- Judit Amigó
- Endocrinology and Nutrition Department, Hospital Universitari Vall d'Hebron, Barcelona, Spain; Diabetes and Metabolism Research Unit, Vall d'Hebron Research Institute and CIBERDEM (ISCIII), Barcelona, Spain
| | - Ángel Ortiz-Zúñiga
- Endocrinology and Nutrition Department, Hospital Universitari Vall d'Hebron, Barcelona, Spain; Diabetes and Metabolism Research Unit, Vall d'Hebron Research Institute and CIBERDEM (ISCIII), Barcelona, Spain
| | - Ana M Ortiz de Urbina
- Endocrinology and Nutrition Department, Hospital Universitari Vall d'Hebron, Barcelona, Spain
| | - Mònica Sánchez
- Endocrinology and Nutrition Department, Hospital Universitari Vall d'Hebron, Barcelona, Spain
| | - Marcos Dos-Santos
- Endocrinology and Nutrition Department, Hospital Universitari Vall d'Hebron, Barcelona, Spain
| | - Mercè Abad
- Endocrinology and Nutrition Department, Hospital Universitari Vall d'Hebron, Barcelona, Spain; Diabetes and Metabolism Research Unit, Vall d'Hebron Research Institute and CIBERDEM (ISCIII), Barcelona, Spain
| | - Fátima Cuadra
- Endocrinology and Nutrition Department, Hospital Universitari Vall d'Hebron, Barcelona, Spain
| | - Rafael Simó
- Endocrinology and Nutrition Department, Hospital Universitari Vall d'Hebron, Barcelona, Spain; Diabetes and Metabolism Research Unit, Vall d'Hebron Research Institute and CIBERDEM (ISCIII), Barcelona, Spain
| | - Cristina Hernández
- Endocrinology and Nutrition Department, Hospital Universitari Vall d'Hebron, Barcelona, Spain; Diabetes and Metabolism Research Unit, Vall d'Hebron Research Institute and CIBERDEM (ISCIII), Barcelona, Spain.
| | - Olga Simó-Servat
- Endocrinology and Nutrition Department, Hospital Universitari Vall d'Hebron, Barcelona, Spain; Diabetes and Metabolism Research Unit, Vall d'Hebron Research Institute and CIBERDEM (ISCIII), Barcelona, Spain.
| |
Collapse
|
68
|
Stathi D, Johnston T, Hyslop R, Brackenridge A, Karalliedde J. Diabetes technology including automated insulin delivery systems to manage hyperglycemia in a failing pancreatic graft: Case series of people with type 1 diabetes and a pancreas kidney or pancreas-only transplant. J Diabetes Investig 2023. [PMID: 37191402 DOI: 10.1111/jdi.14019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Revised: 02/28/2023] [Accepted: 04/04/2023] [Indexed: 05/17/2023] Open
Abstract
We share our experience of using continuous subcutaneous insulin infusion (CSII) therapy and diabetes technology in six people (5 men) with type 1 diabetes (mean duration 36 years), who developed hyperglycemia post-simultaneous kidney/pancreas (n = 5) or pancreas only (n = 1) transplant. All were on immunosuppression and multiple daily injections of insulin prior to CSII. Four people were started on automated insulin delivery, and two people on CSII and intermittently scanned continuous glucose monitoring. With diabetes technology, the median time in range glucose improved from 37% (24-49%) to 56.6% (48-62%), and similarly, glycated hemoglobin fell from 72.7 mmol/mol (72-79 mmol/mol) to 64 mmol/mol (42-67 mmol/mol; P < 0.05 for both) with no concomitant increase in hypoglycemia. Use of diabetes technology improved glycemic parameters in people with type 1 diabetes with failing pancreatic graft function. Early use of such technology should be considered to improve diabetes control in this complex cohort.
Collapse
Affiliation(s)
- Dimitra Stathi
- Department of Diabetes and Endocrinology, Guy's and St Thomas' NHS Foundation Trust, London, UK
| | - Thomas Johnston
- Department of Diabetes and Endocrinology, Guy's and St Thomas' NHS Foundation Trust, London, UK
| | - Rebecca Hyslop
- Department of Diabetes and Endocrinology, Guy's and St Thomas' NHS Foundation Trust, London, UK
| | - Anna Brackenridge
- Department of Diabetes and Endocrinology, Guy's and St Thomas' NHS Foundation Trust, London, UK
| | - Janaka Karalliedde
- Department of Diabetes and Endocrinology, Guy's and St Thomas' NHS Foundation Trust, London, UK
- School of Cardiovascular and Metabolic Medicine and Sciences, King's College London, London, UK
| |
Collapse
|
69
|
DeBoer MD, Valdez R, Corbett JP, Krauthause K, Wakeman CA, Luke AS, Oliveri MC, Cherñavvsky DR, Patek SD. Effect of an Automated Advice Algorithm (CloudConnect) on Adolescent-Parent Diabetes-Specific Communication and Glycemic Management: A Randomized Trial. Diabetes Ther 2023; 14:899-913. [PMID: 37027118 PMCID: PMC10080500 DOI: 10.1007/s13300-023-01401-9] [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: 02/14/2023] [Accepted: 03/22/2023] [Indexed: 04/08/2023] Open
Abstract
INTRODUCTION Because adolescence is a time of difficult management of Type 1 diabetes (T1D) in part from adolescent-parent shared responsibility of T1D management, our objective was to assess the effects of a decision support system (DSS) CloudConnect on T1D-related communication between adolescents and their parents and on glycemic management. METHODS We followed 86 participants including 43 adolescents with T1D (not on automated insulin delivery systems, AID) and their parents/care-giver for a 12-week intervention of UsualCare + CGM or CloudConnect, which included a Weekly Report of automated T1D advice, including insulin dose adjustments, based on data from continuous glucose monitors (CGM), Fitbit and insulin use. Primary outcome was T1D-specific communication and secondary outcomes were hemoglobin A1c, time-in-target range (TIR) 70-180 mg/dl, and additional psychosocial scales. RESULTS Adolescents and parents reported a similar amount of T1D-related communication in both the UsualCare + CGM or CloudConnect groups and had similar levels of final HbA1c. Overall blood glucose time in range 70-180 mg/dl and time below 70 mg/dl were not different between groups. Parents but not children in the CloudConnect group reported less T1D-related conflict; however, compared to the UsualCare + CGM group, adolescents and parents in the CloudConnect reported a more negative tone of T1D-related communication. Adolescent-parent pairs in the CloudConnect group reported more frequent changes in insulin dose. There were no differences in T1D quality of life between groups. CONCLUSIONS While feasible, the CloudConnect DSS system did not increase T1D communication or provide improvements in glycemic management. Further efforts are needed to improve T1D management in adolescents with T1D not on AID systems.
Collapse
Affiliation(s)
- Mark D. DeBoer
- Division of Pediatric Endocrinology and Center for Diabetes Technology, University of Virginia, School of Medicine, PO Box 800386, Charlottesville, VA 22908 USA
- Department of Pediatrics, University of Virginia, Charlottesville, VA USA
| | - Rupa Valdez
- Department of Public Health Sciences, University of Virginia School of Medicine, Charlottesville, VA USA
- Department of Engineering Systems and Environment, University of Virginia, Charlottesville, VA USA
| | - John P. Corbett
- Division of Pediatric Endocrinology and Center for Diabetes Technology, University of Virginia, School of Medicine, PO Box 800386, Charlottesville, VA 22908 USA
| | - Katie Krauthause
- Division of Pediatric Endocrinology and Center for Diabetes Technology, University of Virginia, School of Medicine, PO Box 800386, Charlottesville, VA 22908 USA
| | - Christian A. Wakeman
- Division of Pediatric Endocrinology and Center for Diabetes Technology, University of Virginia, School of Medicine, PO Box 800386, Charlottesville, VA 22908 USA
| | - Alexander S. Luke
- Division of Pediatric Endocrinology and Center for Diabetes Technology, University of Virginia, School of Medicine, PO Box 800386, Charlottesville, VA 22908 USA
| | - Mary C. Oliveri
- Division of Pediatric Endocrinology and Center for Diabetes Technology, University of Virginia, School of Medicine, PO Box 800386, Charlottesville, VA 22908 USA
| | - Daniel R. Cherñavvsky
- Division of Pediatric Endocrinology and Center for Diabetes Technology, University of Virginia, School of Medicine, PO Box 800386, Charlottesville, VA 22908 USA
- Department of Engineering Systems and Environment, University of Virginia, Charlottesville, VA USA
| | - Stephen D. Patek
- Division of Pediatric Endocrinology and Center for Diabetes Technology, University of Virginia, School of Medicine, PO Box 800386, Charlottesville, VA 22908 USA
- Department of Engineering Systems and Environment, University of Virginia, Charlottesville, VA USA
| |
Collapse
|
70
|
Coutant R, Bismuth E, Bonnemaison E, Dalla-Vale F, Morinais P, Perrard M, Trely J, Faure N, Bouhours-Nouet N, Levaillant L, Farret A, Storey C, Donzeau A, Poidvin A, Amsellem-Jager J, Place J, Quemener E, Hamel JF, Breton MD, Tubiana-Rufi N, Renard E. Hybrid Closed Loop Overcomes the Impact of Missed or Suboptimal Meal Boluses on Glucose Control in Children with Type 1 Diabetes Compared to Sensor-Augmented Pump Therapy. Diabetes Technol Ther 2023. [PMID: 36927054 DOI: 10.1089/dia.2022.0518] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/18/2023]
Abstract
Background: It is unclear whether hybrid closed-loop (HCL) therapy attenuates the metabolic impact of missed or suboptimal meal insulin bolus compared with sensor-augmented pump (SAP) therapy in children with type 1 diabetes in free-living conditions. Methods: This is an ancillary study from a multicenter randomized controlled trial that compared 24/7 HCL with evening and night (E/N) HCL for 36 weeks in children between 6 and 12 years old. In the present study, the 60 children from the E/N arm underwent a SAP phase, an E/N HCL for 18 weeks, then a 24/7 phase for 18 weeks, extended for 36 more weeks. The last 28-30 days of each of the four phases were analyzed according to meal bolus management (cumulated 6817 days). The primary endpoint was the percentage of time that the sensor glucose was in the target range (TIR, 70-180 mg/dL) according to the number of missed boluses per day. Findings: TIR was 54% ± 10% with SAP, 63% ± 7% with E/N HCL, and steadily 67% ± 7% with 24/7 HCL. From the SAP phase to 72 weeks of HCL, the percentage of days with at least one missed meal bolus increased from 12% to 22%. Estimated marginal (EM) mean TIR when no bolus was missed was 54% (95% confidence intervals [CI] 53-56) in SAP and it was 13% higher (95% CI 11-15) in the 24/7 HCL phase. EM mean TIR with 1 and ≥2 missed boluses/day was 49.5% (95% CI 46-52) and 45% (95% CI 39-51) in SAP, and it was 15% (95% CI 14-16) and 17% higher (95% CI 6-28), respectively, in the 24/7 HCL phase (P < 0.05 for all comparisons vs. SAP). Interpretation: HCL persistently improves glycemic control compared with SAP, even in case of meal bolus omission. ClinicalTrials.gov (NCT03739099).
Collapse
Affiliation(s)
- Régis Coutant
- Department of Pediatric Endocrinology, Diabetology, Angers University Hospital, Angers, France
| | - Elise Bismuth
- Department of Pediatric Endocrinology and Diabetology, Robert Debré University Hospital, University of Paris, Paris, France
| | | | - Fabienne Dalla-Vale
- Department of Pediatrics, Diabetes, Nutrition, Montpellier University Hospital, Montpellier, France
| | - Paul Morinais
- School of Medicine, Angers University Hospital, Angers, France
| | - Maelys Perrard
- School of Medicine, Angers University Hospital, Angers, France
| | - Jeanne Trely
- School of Medicine, Angers University Hospital, Angers, France
| | - Nathalie Faure
- Department of Pediatrics, Tours University Hospital, Tours, France
| | - Natacha Bouhours-Nouet
- Department of Pediatric Endocrinology, Diabetology, Angers University Hospital, Angers, France
| | - Lucie Levaillant
- Department of Pediatric Endocrinology, Diabetology, Angers University Hospital, Angers, France
| | - Anne Farret
- Department of Endocrinology, Diabetes, Nutrition, Montpellier University Hospital, Montpellier, France
- Institute of Functional Genomics, University of Montpellier, CNRS, INSERM, Montpellier, France
| | - Caroline Storey
- Department of Pediatric Endocrinology and Diabetology, Robert Debré University Hospital, University of Paris, Paris, France
| | - Aurélie Donzeau
- Department of Pediatric Endocrinology, Diabetology, Angers University Hospital, Angers, France
| | - Amélie Poidvin
- Department of Pediatric Endocrinology and Diabetology, Robert Debré University Hospital, University of Paris, Paris, France
| | - Jessica Amsellem-Jager
- Department of Pediatric Endocrinology, Diabetology, Angers University Hospital, Angers, France
| | - Jérôme Place
- Institute of Functional Genomics, University of Montpellier, CNRS, INSERM, Montpellier, France
| | - Emmanuel Quemener
- Department of Pediatric Endocrinology, Diabetology, Angers University Hospital, Angers, France
| | - Jean François Hamel
- Department of Biostatistics and Methodology, Angers University Hospital, Angers, France
| | - Marc D Breton
- Center for Diabetes Technology, University of Virginia, Charlottesville, Virginia, USA
| | - Nadia Tubiana-Rufi
- Department of Pediatric Endocrinology and Diabetology, Robert Debré University Hospital, University of Paris, Paris, France
| | - Eric Renard
- Department of Endocrinology, Diabetes, Nutrition, Montpellier University Hospital, Montpellier, France
- Institute of Functional Genomics, University of Montpellier, CNRS, INSERM, Montpellier, France
- INSERM Clinical Investigation Centre 1411, Montpellier, France
| |
Collapse
|
71
|
Chmayssem A, Nadolska M, Tubbs E, Sadowska K, Vadgma P, Shitanda I, Tsujimura S, Lattach Y, Peacock M, Tingry S, Marinesco S, Mailley P, Lablanche S, Benhamou PY, Zebda A. Insight into continuous glucose monitoring: from medical basics to commercialized devices. Mikrochim Acta 2023; 190:177. [PMID: 37022500 DOI: 10.1007/s00604-023-05743-w] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2022] [Accepted: 03/08/2023] [Indexed: 04/07/2023]
Abstract
According to the latest statistics, more than 537 million people around the world struggle with diabetes and its adverse consequences. As well as acute risks of hypo- or hyper- glycemia, long-term vascular complications may occur, including coronary heart disease or stroke, as well as diabetic nephropathy leading to end-stage disease, neuropathy or retinopathy. Therefore, there is an urgent need to improve diabetes management to reduce the risk of complications but also to improve patient's quality life. The impact of continuous glucose monitoring (CGM) is well recognized, in this regard. The current review aims at introducing the basic principles of glucose sensing, including electrochemical and optical detection, summarizing CGM technology, its requirements, advantages, and disadvantages. The role of CGM systems in the clinical diagnostics/personal testing, difficulties in their utilization, and recommendations are also discussed. In the end, challenges and prospects in future CGM systems are discussed and non-invasive, wearable glucose biosensors are introduced. Though the scope of this review is CGMs and provides information about medical issues and analytical principles, consideration of broader use will be critical in future if the right systems are to be selected for effective diabetes management.
Collapse
Affiliation(s)
- Ayman Chmayssem
- UMR 5525, Univ. Grenoble Alpes, CNRS, Grenoble INP, INSERM, TIMC, VetAgro Sup, 38000, Grenoble, France
| | - Małgorzata Nadolska
- Institute of Nanotechnology and Materials Engineering, Faculty of Applied Physics and Mathematics, Gdansk University of Technology, 80-233, Gdansk, Poland
| | - Emily Tubbs
- Univ. Grenoble Alpes, CEA, INSERM, IRIG, 38000, Grenoble, Biomics, France
- Univ. Grenoble Alpes, LBFA and BEeSy, INSERM, U1055, F-38000, Grenoble, France
| | - Kamila Sadowska
- Nalecz Institute of Biocybernetics and Biomedical Engineering, Polish Academy of Sciences, Ks. Trojdena 4, 02-109, Warsaw, Poland
| | - Pankaj Vadgma
- School of Engineering and Materials Science, Queen Mary University of London, Mile End, London, E1 4NS, UK
| | - Isao Shitanda
- Department of Pure and Applied Chemistry, Faculty of Science and Technology, Tokyo University of Science, 2641 Yamazaki, Noda, Chiba, 278-8510, Japan
- Research Institute for Science and Technology, Tokyo University of Science, 2641 Yamazaki, Noda, Chiba, 278-8510, Japan
| | - Seiya Tsujimura
- Japanese-French lAaboratory for Semiconductor physics and Technology (J-F AST)-CNRS-Université Grenoble Alpes-Grenoble, INP-University of Tsukuba, 1-1-1 Tennodai, Tsukuba, 305-8573, Japan
- Division of Material Science, Faculty of Pure and Applied Science, University of Tsukuba, 1-1-1, Tennodai, Ibaraki, Tsukuba, 305-5358, Japan
| | | | - Martin Peacock
- Zimmer and Peacock, Nedre Vei 8, Bldg 24, 3187, Horten, Norway
| | - Sophie Tingry
- Institut Européen Des Membranes, UMR 5635, IEM, Université Montpellier, ENSCM, CNRS, Montpellier, France
| | - Stéphane Marinesco
- Plate-Forme Technologique BELIV, Lyon Neuroscience Research Center, UMR5292, Inserm U1028, CNRS, Univ. Claude-Bernard-Lyon I, 69675, Lyon 08, France
| | - Pascal Mailley
- Univ. Grenoble Alpes, CEA, LETI, 38000, Grenoble, DTBS, France
| | - Sandrine Lablanche
- Univ. Grenoble Alpes, LBFA and BEeSy, INSERM, U1055, F-38000, Grenoble, France
- Department of Endocrinology, Grenoble University Hospital, Univ. Grenoble Alpes, Pôle DigiDune, Grenoble, France
| | - Pierre Yves Benhamou
- Department of Endocrinology, Grenoble University Hospital, Univ. Grenoble Alpes, Pôle DigiDune, Grenoble, France
| | - Abdelkader Zebda
- UMR 5525, Univ. Grenoble Alpes, CNRS, Grenoble INP, INSERM, TIMC, VetAgro Sup, 38000, Grenoble, France.
- Japanese-French lAaboratory for Semiconductor physics and Technology (J-F AST)-CNRS-Université Grenoble Alpes-Grenoble, INP-University of Tsukuba, 1-1-1 Tennodai, Tsukuba, 305-8573, Japan.
| |
Collapse
|
72
|
Pemberton JS, Wilmot EG, Barnard-Kelly K, Leelarathna L, Oliver N, Randell T, Taplin CE, Choudhary P, Adolfsson P. CGM accuracy: Contrasting CE marking with the governmental controls of the USA (FDA) and Australia (TGA): A narrative review. Diabetes Obes Metab 2023; 25:916-939. [PMID: 36585365 DOI: 10.1111/dom.14962] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Revised: 12/12/2022] [Accepted: 12/23/2022] [Indexed: 01/01/2023]
Abstract
The National Institute for Clinical Excellence updated guidance for continuous glucose monitoring (CGM) in 2022, recommending that CGM be available to all people living with type 1 diabetes. Manufacturers can trade in the UK with Conformité Européenne (CE) marking without an initial national assessment. The regulatory process for CGM CE marking, in contrast to the Food and Drug Administration (FDA) and Australian Therapeutic Goods Administration (TGA) process, is described. Manufacturers operating in the UK provided clinical accuracy studies submitted for CE marking. Critical appraisal of the studies shows several CGM devices have CE marking for wide-ranging indications beyond available data, unlike FDA and TGA approval. The FDA and TGA use tighter controls, requiring comprehensive product-specific clinical data evaluation. In 2018, the FDA published the integrated CGM (iCGM) criteria permitting interoperability. Applying the iCGM criteria to clinical data provided by manufacturers trading in the UK identified several study protocols that minimized glucose variability, thereby improving CGM accuracy on all metrics. These results do not translate into real-life performance. Furthermore, for many CGM devices available in the UK, accuracy reported in the hypoglycaemic range is below iCGM standards, or measurement is absent. We offer a framework to evaluate CGM accuracy studies critically. The review concludes that FDA- and TGA-approved indications match the available clinical data, whereas CE marking indications can have discrepancies. The UK can bolster regulation with UK Conformity Assessed marking from January 2025. However, balanced regulation is needed to ensure innovation and timely technological access are not hindered.
Collapse
Affiliation(s)
- John S Pemberton
- Department of Endocrinology and Diabetes, Birmingham Children's Hospital, Birmingham Women's, and Children's NHS Foundation Trust, Birmingham, UK
| | - Emma G Wilmot
- University Hospitals of Derby and Burton NHS Foundation Trust, Derby, UK
- University of Nottingham, Nottingham, UK
| | | | - Lalantha Leelarathna
- Manchester Diabetes Centre, Manchester Royal Infirmary, Manchester University NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester, UK
- Division of Diabetes, Endocrinology and Gastroenterology, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
| | - Nick Oliver
- Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK
| | | | - Craig E Taplin
- Department of Endocrinology and Diabetes, Perth Children's Hospital, Perth, Australia
- Telethon Kids Institute, University of Western Australia, Perth, Australia
- Centre for Child Health Research, University of Western Australia, Perth, Australia
| | - Pratik Choudhary
- Leicester Diabetes Center, University of Leicester, Leicester, UK
| | - Peter Adolfsson
- Department of Paediatrics, Kungsbacka Hospital; Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| |
Collapse
|
73
|
Almurashi AM, Rodriguez E, Garg SK. Emerging Diabetes Technologies: Continuous Glucose Monitors/Artificial Pancreases. J Indian Inst Sci 2023; 103:1-26. [PMID: 37362851 PMCID: PMC10043869 DOI: 10.1007/s41745-022-00348-3] [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: 10/18/2022] [Accepted: 11/04/2022] [Indexed: 03/30/2023]
Abstract
Over the past decade there have been many advances in diabetes technologies, such as continuous glucose monitors (CGM s), insulin-delivery devices, and hybrid closed loop systems . Now most CGMs (Medtronic-Guardian, Dexcom-G6, and Abbott-Libre-2) have MARD values of < 10%, in contrast to two decades ago when the MARD used to be > 20%. In addition, the majority of the new CGMs do not require calibrations, and the latest CGMs last for 10-14 days. An implantable 6-months CGM by Eversense-3 is now approved in the USA and Europe. Recently, the FDA approved Libre 3 which provides real-time glucose values every minute. Even though it is approved as an iCGM it is not interoperable with automatic-insulin-delivery (AID) systems. The newer CGMs that are likely to be launched in the next few months in the USA include the 10-11 days Dexcom G7 (60% smaller than the existing G6), and the 7-days Medtronic Guardian 4. Most of the newer CGM have several features like automatic initialization, easy insertion, predictive alarms, and alerts. It has also been noticed that an arm insertion site might have better accuracy than abdomen or other sites, like the buttock for kids. Lag time between YSI and different sensors have been reported differently, sometimes it is down to 2-3 min; however, in many instances, it is still 15-20 min, especially when the rate of change of glucose is > 2 mg/min. We believe that in the next decade there will be a significant increase in the number of people who use CGM for their day-to-day diabetes care.
Collapse
Affiliation(s)
- Abdulhalim M. Almurashi
- Barbara Davis Center for Diabetes, University of Colorado Denver, 1775 Aurora Ct, Rm 1324, Aurora, CO 80045 USA
- Madinah Health Cluster, Madinah, Saudi Arabia
| | - Erika Rodriguez
- Barbara Davis Center for Diabetes, University of Colorado Denver, 1775 Aurora Ct, Rm 1324, Aurora, CO 80045 USA
| | - Satish K. Garg
- Barbara Davis Center for Diabetes, University of Colorado Denver, 1775 Aurora Ct, Rm 1324, Aurora, CO 80045 USA
| |
Collapse
|
74
|
Nattero-Chávez L, Lecumberri Pascual E, De La Calle E, Bayona Cebada A, Ruiz T, Quintero Tobar A, Lorenzo M, Sánchez C, Izquierdo A, Luque-Ramírez M, Escobar-Morreale HF. Switching to an advanced hybrid closed-loop system in real-world practice improves hypoglycemia awareness and metabolic control in adults with type 1 diabetes, particularly in those with impaired perception of hypoglycemia symptoms. Diabetes Res Clin Pract 2023; 199:110627. [PMID: 36940793 DOI: 10.1016/j.diabres.2023.110627] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/14/2023] [Revised: 02/20/2023] [Accepted: 03/13/2023] [Indexed: 03/23/2023]
Abstract
AIMS To evaluate the efficacy of an advance closed-loop (AHCL) system in restoring awareness of hypoglycemia in patients with type 1 diabetes (T1D). METHODS We conducted a prospective study including 46 subjects with T1D flash glucose monitoring (FGM) or continuous glucose monitoring (CGM) switching to a Minimed 780G® system. Patients were classified in three groups according to the therapy used before switching to Minimed® 780G: multiple dose insulin (MDI) therapy + FGM (n = 6), continuous subcutaneous insulin infusion + FGM (n = 21), and sensor-augmented pump with predictive low-glucose suspend (n = 19). FGM/CGM data were analyzed at baseline, after 2 and 6 months on AHCL. Clarke's score of hypoglycemia awareness was compared at baseline and 6 months recordings. We also compared the efficacy of the AHCL system in improving A1c among patients with appropriate perception of symptoms of hypoglycemia compared to those presenting with impaired awareness of hypoglycemia (IAH). RESULTS Participants had a mean age of 37 ± 15 and a diabetes duration of 20 ± 10 years. At baseline, 12 patients (27%) showed IAH as defined by a Clarke's score ≥ 3. Patients with IAH were older and had lower estimated glomerular filtration rate (eGFR) compared with those who did not have IAH; with no differences in baseline CGM metrics or A1c. An overall decrease in A1c was observed after 6 months on AHCL system (from 6.9 ± 0.5% to 6.7 ± 0.6%, P < 0.001), regardless of prior insulin therapy. The improvement in metabolic control was greater in patients with IAH, showing a reduction in A1c from 6.9 ± 0.5 to 6.4 ± 0.4% vs 6.9 ± 0.5 to 6.8 ± 0.6% (P = 0.003), showing a parallel increase in total daily boluses of insulin and automatic bolus correction administered by the AHCL system. In patients with IAH Clarke's score decreased from 3.6 ± 0.8 at baseline to 1.9 ± 1.6 after 6 months (P < 0.001). After 6 months on AHCL system, only 3 patients (7%) presented with a Clarke's score ≥ 3, resulting in an absolute risk reduction of 20% (95% confidence interval: 7-32) of having IAH. CONCLUSIONS Switching from any type of insulin administration to AHCL system improves restoration of hypoglycemia awareness and metabolic control in patients with T1D, particularly in adults with impaired perception of hypoglycemia symptoms. TRIAL REGISTRATION ClinicalTrial.gov ID NCT04900636.
Collapse
Affiliation(s)
- Lía Nattero-Chávez
- Department of Endocrinology and Nutrition, Hospital Universitario Ramón y Cajal, Madrid, Spain; Grupo de Investigación en Diabetes, Obesidad y Reproducción Humana, Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS) & Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM) & Universidad de Alcalá, Madrid, Spain.
| | | | - Esther De La Calle
- Department of Endocrinology and Nutrition, Hospital Universitario Ramón y Cajal, Madrid, Spain
| | - Ane Bayona Cebada
- Department of Endocrinology and Nutrition, Hospital Universitario Ramón y Cajal, Madrid, Spain; Grupo de Investigación en Diabetes, Obesidad y Reproducción Humana, Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS) & Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM) & Universidad de Alcalá, Madrid, Spain
| | - Teresa Ruiz
- Department of Endocrinology and Nutrition, Hospital Universitario Ramón y Cajal, Madrid, Spain
| | - Alejandra Quintero Tobar
- Grupo de Investigación en Diabetes, Obesidad y Reproducción Humana, Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS) & Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM) & Universidad de Alcalá, Madrid, Spain
| | - Mar Lorenzo
- Department of Endocrinology and Nutrition, Hospital Universitario Ramón y Cajal, Madrid, Spain
| | - Cristina Sánchez
- Department of Endocrinology and Nutrition, Hospital Universitario Ramón y Cajal, Madrid, Spain
| | - Ana Izquierdo
- Department of Endocrinology and Nutrition, Hospital Universitario Ramón y Cajal, Madrid, Spain
| | - Manuel Luque-Ramírez
- Department of Endocrinology and Nutrition, Hospital Universitario Ramón y Cajal, Madrid, Spain; Grupo de Investigación en Diabetes, Obesidad y Reproducción Humana, Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS) & Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM) & Universidad de Alcalá, Madrid, Spain; Universidad de Alcalá, Alcalá de Henares, Madrid, Spain
| | - Héctor F Escobar-Morreale
- Department of Endocrinology and Nutrition, Hospital Universitario Ramón y Cajal, Madrid, Spain; Grupo de Investigación en Diabetes, Obesidad y Reproducción Humana, Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS) & Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM) & Universidad de Alcalá, Madrid, Spain; Universidad de Alcalá, Alcalá de Henares, Madrid, Spain
| |
Collapse
|
75
|
Bassi M, Franzone D, Dufour F, Strati MF, Scalas M, Tantari G, Aloi C, Salina A, d’Annunzio G, Maghnie M, Minuto N. Automated Insulin Delivery (AID) Systems: Use and Efficacy in Children and Adults with Type 1 Diabetes and Other Forms of Diabetes in Europe in Early 2023. Life (Basel) 2023; 13:783. [PMID: 36983941 PMCID: PMC10053516 DOI: 10.3390/life13030783] [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: 02/11/2023] [Revised: 03/07/2023] [Accepted: 03/10/2023] [Indexed: 03/17/2023] Open
Abstract
Type 1 diabetes (T1D) patients' lifestyle and prognosis has remarkably changed over the years, especially after the introduction of insulin pumps, in particular advanced hybrid closed loop systems (AHCL). Emerging data in literature continuously confirm the improvement of glycemic control thanks to the technological evolution taking place in this disease. As stated in previous literature, T1D patients are seen to be more satisfied thanks to the use of these devices that ameliorate not only their health but their daily life routine as well. Limited findings regarding the use of new devices in different age groups and types of patients is their major limit. This review aims to highlight the main characteristics of each Automated Insulin Delivery (AID) system available for patients affected by Type 1 Diabetes Mellitus. Our main goal was to particularly focus on these systems' efficacy and use in different age groups and populations (i.e., children, pregnant women). Recent studies are emerging that demonstrate their efficacy and safety in younger patients and other forms of diabetes.
Collapse
Affiliation(s)
- Marta Bassi
- IRCCS Istituto Giannina Gaslini, 16147 Genoa, Italy
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, 16126 Genoa, Italy
| | - Daniele Franzone
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, 16126 Genoa, Italy
| | - Francesca Dufour
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, 16126 Genoa, Italy
| | - Marina Francesca Strati
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, 16126 Genoa, Italy
| | - Marta Scalas
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, 16126 Genoa, Italy
| | - Giacomo Tantari
- IRCCS Istituto Giannina Gaslini, 16147 Genoa, Italy
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, 16126 Genoa, Italy
| | - Concetta Aloi
- LABSIEM (Laboratory for the Study of Inborn Errors of Metabolism), Pediatric Clinic, IRCCS Istituto Giannina Gaslini, 16147 Genoa, Italy
| | - Alessandro Salina
- LABSIEM (Laboratory for the Study of Inborn Errors of Metabolism), Pediatric Clinic, IRCCS Istituto Giannina Gaslini, 16147 Genoa, Italy
| | | | - Mohamad Maghnie
- IRCCS Istituto Giannina Gaslini, 16147 Genoa, Italy
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, 16126 Genoa, Italy
| | | |
Collapse
|
76
|
Phillip M, Nimri R, Bergenstal RM, Barnard-Kelly K, Danne T, Hovorka R, Kovatchev BP, Messer LH, Parkin CG, Ambler-Osborn L, Amiel SA, Bally L, Beck RW, Biester S, Biester T, Blanchette JE, Bosi E, Boughton CK, Breton MD, Brown SA, Buckingham BA, Cai A, Carlson AL, Castle JR, Choudhary P, Close KL, Cobelli C, Criego AB, Davis E, de Beaufort C, de Bock MI, DeSalvo DJ, DeVries JH, Dovc K, Doyle FJ, Ekhlaspour L, Shvalb NF, Forlenza GP, Gallen G, Garg SK, Gershenoff DC, Gonder-Frederick LA, Haidar A, Hartnell S, Heinemann L, Heller S, Hirsch IB, Hood KK, Isaacs D, Klonoff DC, Kordonouri O, Kowalski A, Laffel L, Lawton J, Lal RA, Leelarathna L, Maahs DM, Murphy HR, Nørgaard K, O’Neal D, Oser S, Oser T, Renard E, Riddell MC, Rodbard D, Russell SJ, Schatz DA, Shah VN, Sherr JL, Simonson GD, Wadwa RP, Ward C, Weinzimer SA, Wilmot EG, Battelino T. Consensus Recommendations for the Use of Automated Insulin Delivery Technologies in Clinical Practice. Endocr Rev 2023; 44:254-280. [PMID: 36066457 PMCID: PMC9985411 DOI: 10.1210/endrev/bnac022] [Citation(s) in RCA: 128] [Impact Index Per Article: 128.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/04/2022] [Revised: 07/22/2022] [Indexed: 02/06/2023]
Abstract
The significant and growing global prevalence of diabetes continues to challenge people with diabetes (PwD), healthcare providers, and payers. While maintaining near-normal glucose levels has been shown to prevent or delay the progression of the long-term complications of diabetes, a significant proportion of PwD are not attaining their glycemic goals. During the past 6 years, we have seen tremendous advances in automated insulin delivery (AID) technologies. Numerous randomized controlled trials and real-world studies have shown that the use of AID systems is safe and effective in helping PwD achieve their long-term glycemic goals while reducing hypoglycemia risk. Thus, AID systems have recently become an integral part of diabetes management. However, recommendations for using AID systems in clinical settings have been lacking. Such guided recommendations are critical for AID success and acceptance. All clinicians working with PwD need to become familiar with the available systems in order to eliminate disparities in diabetes quality of care. This report provides much-needed guidance for clinicians who are interested in utilizing AIDs and presents a comprehensive listing of the evidence payers should consider when determining eligibility criteria for AID insurance coverage.
Collapse
Affiliation(s)
- Moshe Phillip
- The Jesse Z and Sara Lea Shafer Institute for Endocrinology and Diabetes, National Center for Childhood Diabetes, Schneider Children’s Medical Center of Israel, 49202 Petah Tikva, Israel
- Sacker Faculty of Medicine, Tel-Aviv University, 39040 Tel-Aviv, Israel
| | - Revital Nimri
- The Jesse Z and Sara Lea Shafer Institute for Endocrinology and Diabetes, National Center for Childhood Diabetes, Schneider Children’s Medical Center of Israel, 49202 Petah Tikva, Israel
- Sacker Faculty of Medicine, Tel-Aviv University, 39040 Tel-Aviv, Israel
| | - Richard M Bergenstal
- International Diabetes Center, HealthPartners Institute, Minneapolis, MN 55416, USA
| | | | - Thomas Danne
- AUF DER BULT, Diabetes-Center for Children and Adolescents, Endocrinology and General Paediatrics, Hannover, Germany
| | - Roman Hovorka
- Wellcome Trust-MRC Institute of Metabolic Science, University of Cambridge, Cambridge, UK
| | - Boris P Kovatchev
- Center for Diabetes Technology, School of Medicine, University of Virginia, Charlottesville, VA 22903, USA
| | - Laurel H Messer
- Barbara Davis Center for Diabetes, University of Colorado Denver—Anschutz Medical Campus, Aurora, CO 80045, USA
| | | | | | | | - Lia Bally
- Department of Diabetes, Endocrinology, Nutritional Medicine and Metabolism, Bern University Hospital and University of Bern, Bern, Switzerland
| | - Roy W Beck
- Jaeb Center for Health Research Foundation, Inc., Tampa, FL 33647, USA
| | - Sarah Biester
- AUF DER BULT, Diabetes-Center for Children and Adolescents, Endocrinology and General Paediatrics, Hannover, Germany
| | - Torben Biester
- AUF DER BULT, Diabetes-Center for Children and Adolescents, Endocrinology and General Paediatrics, Hannover, Germany
| | - Julia E Blanchette
- College of Nursing, University of Utah, Salt Lake City, UT 84112, USA
- Center for Diabetes and Obesity, University Hospitals Cleveland Medical Center, Cleveland, OH 44106, USA
| | - Emanuele Bosi
- Diabetes Research Institute, IRCCS San Raffaele Hospital and San Raffaele Vita Salute University, Milan, Italy
| | - Charlotte K Boughton
- Wellcome Trust-MRC Institute of Metabolic Science, Addenbrooke’s Hospital, University of Cambridge Metabolic Research Laboratories, Cambridge, UK
| | - Marc D Breton
- Center for Diabetes Technology, School of Medicine, University of Virginia, Charlottesville, VA 22903, USA
| | - Sue A Brown
- Center for Diabetes Technology, School of Medicine, University of Virginia, Charlottesville, VA 22903, USA
- Division of Endocrinology, University of Virginia, Charlottesville, VA 22903, USA
| | - Bruce A Buckingham
- Division of Endocrinology, Department of Pediatrics, Stanford University, School of Medicine, Stanford, CA 94304, USA
| | - Albert Cai
- The diaTribe Foundation/Close Concerns, San Diego, CA 94117, USA
| | - Anders L Carlson
- International Diabetes Center, HealthPartners Institute, Minneapolis, MN 55416, USA
| | - Jessica R Castle
- Harold Schnitzer Diabetes Health Center, Oregon Health & Science University, Portland, OR 97239, USA
| | - Pratik Choudhary
- Diabetes Research Centre, University of Leicester, Leicester, UK
| | - Kelly L Close
- The diaTribe Foundation/Close Concerns, San Diego, CA 94117, USA
| | - Claudio Cobelli
- Department of Woman and Child’s Health, University of Padova, Padova, Italy
| | - Amy B Criego
- International Diabetes Center, HealthPartners Institute, Minneapolis, MN 55416, USA
| | - Elizabeth Davis
- Telethon Kids Institute, University of Western Australia, Perth Children’s Hospital, Perth, Australia
| | - Carine de Beaufort
- Diabetes & Endocrine Care Clinique Pédiatrique DECCP/Centre Hospitalier Luxembourg, and Faculty of Sciences, Technology and Medicine, University of Luxembourg, Esch sur Alzette, GD Luxembourg/Department of Paediatrics, UZ-VUB, Brussels, Belgium
| | - Martin I de Bock
- Department of Paediatrics, University of Otago, Christchurch, New Zealand
| | - Daniel J DeSalvo
- Division of Pediatric Diabetes and Endocrinology, Baylor College of Medicine, Texas Children’s Hospital, Houston, TX 77598, USA
| | - J Hans DeVries
- Amsterdam UMC, University of Amsterdam, Internal Medicine, Amsterdam, The Netherlands
| | - Klemen Dovc
- Department of Pediatric Endocrinology, Diabetes and Metabolic Diseases, UMC - University Children’s Hospital, Ljubljana, Slovenia, and Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - Francis J Doyle
- Harvard John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA 02138, USA
| | - Laya Ekhlaspour
- Lucile Packard Children’s Hospital—Pediatric Endocrinology, Stanford University School of Medicine, Palo Alto, CA 94304, USA
| | - Naama Fisch Shvalb
- The Jesse Z and Sara Lea Shafer Institute for Endocrinology and Diabetes, National Center for Childhood Diabetes, Schneider Children’s Medical Center of Israel, 49202 Petah Tikva, Israel
| | - Gregory P Forlenza
- Barbara Davis Center for Diabetes, University of Colorado Denver—Anschutz Medical Campus, Aurora, CO 80045, USA
| | | | - Satish K Garg
- Barbara Davis Center for Diabetes, University of Colorado Denver—Anschutz Medical Campus, Aurora, CO 80045, USA
| | - Dana C Gershenoff
- International Diabetes Center, HealthPartners Institute, Minneapolis, MN 55416, USA
| | - Linda A Gonder-Frederick
- Center for Diabetes Technology, School of Medicine, University of Virginia, Charlottesville, VA 22903, USA
| | - Ahmad Haidar
- Department of Biomedical Engineering, McGill University, Montreal, Canada
| | - Sara Hartnell
- Wolfson Diabetes and Endocrine Clinic, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
| | | | - Simon Heller
- Department of Oncology and Metabolism, University of Sheffield, Sheffield, UK
| | - Irl B Hirsch
- Department of Medicine, University of Washington Diabetes Institute, University of Washington, Seattle, WA, USA
| | - Korey K Hood
- Stanford Diabetes Research Center, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Diana Isaacs
- Cleveland Clinic, Endocrinology and Metabolism Institute, Cleveland, OH 44106, USA
| | - David C Klonoff
- Diabetes Research Institute, Mills-Peninsula Medical Center, San Mateo, CA 94010, USA
| | - Olga Kordonouri
- AUF DER BULT, Diabetes-Center for Children and Adolescents, Endocrinology and General Paediatrics, Hannover, Germany
| | | | - Lori Laffel
- Joslin Diabetes Center, Harvard Medical School, Boston, MA 02215, USA
| | - Julia Lawton
- Usher Institute, University of Edinburgh, Edinburgh, UK
| | - Rayhan A Lal
- Division of Endocrinology, Department of Pediatrics, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Lalantha Leelarathna
- Manchester University Hospitals NHS Foundation Trust/University of Manchester, Manchester, UK
| | - David M Maahs
- Division of Endocrinology, Department of Pediatrics, Stanford University, School of Medicine, Stanford, CA 94304, USA
| | - Helen R Murphy
- Norwich Medical School, University of East Anglia, Norwich, UK
| | - Kirsten Nørgaard
- Steno Diabetes Center Copenhagen and Department of Clinical Medicine, University of Copenhagen, Gentofte, Denmark
| | - David O’Neal
- Department of Medicine and Department of Endocrinology, St Vincent’s Hospital Melbourne, University of Melbourne, Melbourne, Australia
| | - Sean Oser
- Department of Family Medicine, University of Colorado School of Medicine, Anschutz Medical Campus, Aurora, CO 80045, USA
| | - Tamara Oser
- Department of Family Medicine, University of Colorado School of Medicine, Anschutz Medical Campus, Aurora, CO 80045, USA
| | - Eric Renard
- Department of Endocrinology, Diabetes, Nutrition, Montpellier University Hospital, and Institute of Functional Genomics, University of Montpellier, CNRS, INSERM, Montpellier, France
| | - Michael C Riddell
- School of Kinesiology & Health Science, Muscle Health Research Centre, York University, Toronto, Canada
| | - David Rodbard
- Biomedical Informatics Consultants LLC, Potomac, MD, USA
| | - Steven J Russell
- Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Desmond A Schatz
- Department of Pediatrics, College of Medicine, Diabetes Institute, University of Florida, Gainesville, FL 02114, USA
| | - Viral N Shah
- Barbara Davis Center for Diabetes, University of Colorado Denver—Anschutz Medical Campus, Aurora, CO 80045, USA
| | - Jennifer L Sherr
- Department of Pediatrics, Yale University School of Medicine, Pediatric Endocrinology, New Haven, CT 06511, USA
| | - Gregg D Simonson
- International Diabetes Center, HealthPartners Institute, Minneapolis, MN 55416, USA
| | - R Paul Wadwa
- Barbara Davis Center for Diabetes, University of Colorado Denver—Anschutz Medical Campus, Aurora, CO 80045, USA
| | - Candice Ward
- Institute of Metabolic Science, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
| | - Stuart A Weinzimer
- Department of Pediatrics, Yale University School of Medicine, Pediatric Endocrinology, New Haven, CT 06511, USA
| | - Emma G Wilmot
- Department of Diabetes & Endocrinology, University Hospitals of Derby and Burton NHS Trust, Derby, UK
- Division of Medical Sciences and Graduate Entry Medicine, University of Nottingham, Nottingham, England, UK
| | - Tadej Battelino
- Department of Pediatric Endocrinology, Diabetes and Metabolic Diseases, UMC - University Children’s Hospital, Ljubljana, Slovenia, and Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| |
Collapse
|
77
|
Karol AB, O'Malley G, Fallurin R, Levy CJ. Automated Insulin Delivery Systems as a Treatment for Type 2 Diabetes Mellitus: A Review. Endocr Pract 2023; 29:214-220. [PMID: 36241017 DOI: 10.1016/j.eprac.2022.10.001] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 09/29/2022] [Accepted: 10/03/2022] [Indexed: 12/13/2022]
Abstract
OBJECTIVE Approximately 6.3% of the worldwide population has type 2 diabetes mellitus (T2DM), and the number of people requiring insulin is increasing. Automated insulin delivery (AID) systems integrate continuous subcutaneous insulin infusion and continuous glucose monitoring with a predictive control algorithm to provide more physiologic glycemic control. Personalized glycemic targets are recommended in T2DM owing to the heterogeneity of the disease. Based on the success of hybrid closed-loop systems in improving glycemic control and safety in type 1 diabetes mellitus, there has been further interest in the use of these systems in people with T2DM. METHODS We performed a review of AID systems with a focus on the T2DM population. RESULTS In 5 randomized controlled trials, AID systems improve time in range and reduce glycemic variability, without increasing insulin requirements or the risk of hypoglycemia. CONCLUSION AID systems in T2DM are safe and effective in hospitalized and closely monitored settings. Home studies of longer duration are required to assess for long-term benefit and identify target populations of benefit.
Collapse
Affiliation(s)
- Alexander B Karol
- Division of Endocrinology, Diabetes, and Metabolism, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Grenye O'Malley
- Division of Endocrinology, Diabetes, and Metabolism, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Reshmitha Fallurin
- Division of Endocrinology, Diabetes, and Metabolism, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Carol J Levy
- Division of Endocrinology, Diabetes, and Metabolism, Icahn School of Medicine at Mount Sinai, New York, New York.
| |
Collapse
|
78
|
Boucsein A, Watson AS, Frewen CM, Sanders OJ, Haszard JJ, Jones SD, Milford-Hughes PJ, de Bock MI, Wheeler BJ. Impact of Advanced Hybrid Closed Loop on Youth With High-Risk Type 1 Diabetes Using Multiple Daily Injections. Diabetes Care 2023; 46:628-632. [PMID: 36689621 DOI: 10.2337/dc22-1971] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Accepted: 12/21/2022] [Indexed: 01/25/2023]
Abstract
OBJECTIVE To evaluate glycemic outcomes in youth (aged 13-25 years) with type 1 diabetes and high-risk glycemic control (HbA1c ≥8.5% [69 mmol/mol]) on multiple daily injection (MDI) therapy after transitioning to advanced hybrid closed loop (AHCL) therapy. RESEARCH DESIGN AND METHODS This prospective, 3-month, single-arm, dual-center study enrolled 20 participants, and all completed the study. RESULTS HbA1c decreased from 10.5 ± 2.1% (91.2 ± 22.8 mmol/mol) at baseline to 7.6 ± 1.1% (59.7 ± 11.9 mmol/mol), and time spent in target range 70-180 mg/dL (3.9-10.0 mmol/L) increased from 27.6 ± 13.2% at baseline to 66.5 ± 9.8% after 3 months of AHCL. Two episodes of diabetic ketoacidosis attributed to infusion set failure occurred. CONCLUSIONS AHCL has the potential to improve suboptimal glycemia in youth with type 1 diabetes previously on MDI therapy.
Collapse
Affiliation(s)
- Alisa Boucsein
- 1Department of Women's and Children's Health, University of Otago, Dunedin, New Zealand
| | - Antony S Watson
- 2Department of Paediatrics, University of Otago, Christchurch, New Zealand
| | - Carla M Frewen
- 1Department of Women's and Children's Health, University of Otago, Dunedin, New Zealand
| | - Olivia J Sanders
- 2Department of Paediatrics, University of Otago, Christchurch, New Zealand
| | | | - Shirley D Jones
- 1Department of Women's and Children's Health, University of Otago, Dunedin, New Zealand
| | | | - Martin I de Bock
- 2Department of Paediatrics, University of Otago, Christchurch, New Zealand
- 4Te Whatu Ora-Health New Zealand, Christchurch
| | - Benjamin J Wheeler
- 1Department of Women's and Children's Health, University of Otago, Dunedin, New Zealand
- 5Te Whatu Ora-Health New Zealand, Dunedin
| |
Collapse
|
79
|
Amuedo S, Bellido V, Mangas Cruz MÁ, Gros Herguido N, López Gallardo G, Pérez Morales A, Soto Moreno A. Successful Use of an Advanced Hybrid Closed-loop System in a Patient With Type 3c Pancreatogenic Diabetes Secondary to Nesidioblastosis. Can J Diabetes 2023; 47:193-196. [PMID: 36207270 DOI: 10.1016/j.jcjd.2022.09.117] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Revised: 08/22/2022] [Accepted: 09/12/2022] [Indexed: 11/25/2022]
Affiliation(s)
- Sandra Amuedo
- Unidad de Gestión Clínica de Endocrinología y Nutrición, Hospital Universitario Virgen del Rocío, Sevilla, Spain
| | - Virginia Bellido
- Unidad de Gestión Clínica de Endocrinología y Nutrición, Hospital Universitario Virgen del Rocío, Sevilla, Spain; Instituto de Biomedicina de Sevilla, Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Sevilla, Spain.
| | - Miguel Ángel Mangas Cruz
- Unidad de Gestión Clínica de Endocrinología y Nutrición, Hospital Universitario Virgen del Rocío, Sevilla, Spain; Instituto de Biomedicina de Sevilla, Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Sevilla, Spain
| | - Noelia Gros Herguido
- Unidad de Gestión Clínica de Endocrinología y Nutrición, Hospital Universitario Virgen del Rocío, Sevilla, Spain; Instituto de Biomedicina de Sevilla, Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Sevilla, Spain
| | - Gema López Gallardo
- Unidad de Gestión Clínica de Endocrinología y Nutrición, Hospital Universitario Virgen del Rocío, Sevilla, Spain
| | - Ana Pérez Morales
- Unidad de Gestión Clínica de Endocrinología y Nutrición, Hospital Universitario Virgen del Rocío, Sevilla, Spain
| | - Alfonso Soto Moreno
- Unidad de Gestión Clínica de Endocrinología y Nutrición, Hospital Universitario Virgen del Rocío, Sevilla, Spain; Instituto de Biomedicina de Sevilla, Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Sevilla, Spain; Facultad de Medicina, Departamento de Medicina, Universidad de Sevilla, Sevilla, Spain
| |
Collapse
|
80
|
Zanfardino A, Piscopo A, Gizzone P, Vitulano C, Di Gennaro F, Buccella G, Fabozzi I, Mainolfi G, Marongiu MB, Rollato AS, Testa V, Chianese A, Miraglia Del Giudice E, Troncone A, Iafusco D. Adolescents with type 1 diabetes vs. hybrid closed loop systems: a case series of patients' behaviour that challenges the algorithm. J Pediatr Endocrinol Metab 2023; 36:216-222. [PMID: 36511758 DOI: 10.1515/jpem-2022-0411] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Accepted: 11/17/2022] [Indexed: 12/15/2022]
Abstract
OBJECTIVES Hybrid closed loop systems (HCL) improve the management of type 1 diabetes (T1DM). T1DM adolescent patients represent a risk category also if they are in an automated insulin infusion delivery therapy. CASE PRESENTATION We describe a series of four cases in which adolescent patients have adopted incorrect behaviours in the managing of HCL systems, challenging the algorithm skills. Two patients performed fabricated sensor calibrations. The other two did not perform pre-prandial insulin boluses correctly. Despite these behaviours, the algorithm corrected the glucose values in three out of four patients. Only in one case, where fabricated calibrations were too frequent, the automatic system failed to restore the glycemic balance. CONCLUSIONS Fabricated calibrations seem to be more important than uncorrected insulin boluses to challenge the HCL systems.
Collapse
Affiliation(s)
- Angela Zanfardino
- Department of Pediatrics, Regional Center for Pediatric Diabetes, University of the Study of Campania, Naples, Italy
| | - Alessia Piscopo
- Department of Pediatrics, Regional Center for Pediatric Diabetes, University of the Study of Campania, Naples, Italy
| | - Pietro Gizzone
- Department of Pediatrics, Regional Center for Pediatric Diabetes, University of the Study of Campania, Naples, Italy
| | - Caterina Vitulano
- Department of Pediatrics, Regional Center for Pediatric Diabetes, University of the Study of Campania, Naples, Italy
| | - Federica Di Gennaro
- Department of Pediatrics, Regional Center for Pediatric Diabetes, University of the Study of Campania, Naples, Italy
| | - Giulia Buccella
- Department of Pediatrics, Regional Center for Pediatric Diabetes, University of the Study of Campania, Naples, Italy
| | - Irma Fabozzi
- Department of Pediatrics, Regional Center for Pediatric Diabetes, University of the Study of Campania, Naples, Italy
| | - Gabriella Mainolfi
- Department of Pediatrics, Regional Center for Pediatric Diabetes, University of the Study of Campania, Naples, Italy
| | - Mariagrazia Bathilde Marongiu
- Department of Pediatrics, Regional Center for Pediatric Diabetes, University of the Study of Campania, Naples, Italy
| | - Assunta S Rollato
- Department of Pediatrics, Regional Center for Pediatric Diabetes, University of the Study of Campania, Naples, Italy
| | - Veronica Testa
- Department of Pediatrics, Regional Center for Pediatric Diabetes, University of the Study of Campania, Naples, Italy
| | - Antonietta Chianese
- Department of Pediatrics, Regional Center for Pediatric Diabetes, University of the Study of Campania, Naples, Italy
| | - Emanuele Miraglia Del Giudice
- Department of Pediatrics, Regional Center for Pediatric Diabetes, University of the Study of Campania, Naples, Italy
| | - Alda Troncone
- Department of Psychology, University of Campania "Luigi Vanvitelli", Caserta, Italy
| | - Dario Iafusco
- Department of Pediatrics, Regional Center for Pediatric Diabetes, University of the Study of Campania, Naples, Italy
| |
Collapse
|
81
|
Parise M, Di Molfetta S, Graziano RT, Fiorentino R, Cutruzzolà A, Gnasso A, Irace C. A Head-to-Head Comparison of Two Algorithms for Adjusting Mealtime Insulin Doses Based on CGM Trend Arrows in Adult Patients with Type 1 Diabetes: Results from an Exploratory Study. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:3945. [PMID: 36900956 PMCID: PMC10002216 DOI: 10.3390/ijerph20053945] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Revised: 02/16/2023] [Accepted: 02/20/2023] [Indexed: 06/18/2023]
Abstract
BACKGROUND Continuous glucose monitoring (CGM) users are encouraged to consider trend arrows before injecting a meal bolus. We evaluated the efficacy and safety of two different algorithms for trend-informed bolus adjustments, the Diabetes Research in Children Network/Juvenile Diabetes Research Foundation (DirectNet/JDRF) and the Ziegler algorithm, in type 1 diabetes. METHODS We conducted a cross-over study of type 1 diabetes patients using Dexcom G6. Participants were randomly assigned to either the DirectNet/JDRF or the Ziegler algorithm for two weeks. After a 7-day wash-out period with no trend-informed bolus adjustments, they crossed to the alternative algorithm. RESULTS Twenty patients, with an average age of 36 ± 10 years, completed this study. Compared to the baseline and the DirectNet/JDRF algorithm, the Ziegler algorithm was associated with a significantly higher time in range (TIR) and lower time above range and mean glucose. A separate analysis of patients on CSII and MDI revealed that the Ziegler algorithm provides better glucose control and variability than DirectNet/JDRF in CSII-treated patients. The two algorithms were equally effective in increasing TIR in MDI-treated patients. No severe hypoglycemic or hyperglycemic episode occurred during the study. CONCLUSIONS The Ziegler algorithm is safe and may provide better glucose control and variability than the DirectNet/JDRF over a two-week period, especially in patients treated with CSII.
Collapse
Affiliation(s)
- Martina Parise
- Department of Health Science, University Magna Graecia, 88100 Catanzaro, Italy
| | - Sergio Di Molfetta
- Section of Internal Medicine, Endocrinology, Andrology, and Metabolic Diseases, Department of Precision and Regenerative Medicine and Ionian Area, University of Bari, 70121 Bari, Italy
| | | | | | - Antonio Cutruzzolà
- Department of Clinical and Experimental Medicine, University Magna Graecia, 88100 Catanzaro, Italy
| | - Agostino Gnasso
- Department of Clinical and Experimental Medicine, University Magna Graecia, 88100 Catanzaro, Italy
| | - Concetta Irace
- Department of Health Science, University Magna Graecia, 88100 Catanzaro, Italy
| |
Collapse
|
82
|
Mameli C, Smylie GM, Galati A, Rapone B, Cardona-Hernandez R, Zuccotti G, Delvecchio M. Safety, metabolic and psychological outcomes of Medtronic MiniMed 670G in children, adolescents and young adults: a systematic review. Eur J Pediatr 2023; 182:1949-1963. [PMID: 36809498 PMCID: PMC9942055 DOI: 10.1007/s00431-023-04833-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/06/2022] [Revised: 01/18/2023] [Accepted: 01/20/2023] [Indexed: 02/23/2023]
Abstract
Hybrid closed loop (HCL) systems are the combination of a pump for insulin delivery and a glucose sensor for continuous glucose monitoring. These systems are managed by an algorithm, which delivers insulin on the basis of the interstitial glucose levels. The MiniMed™ 670G system was the first HCL system available for clinical purpose. In this paper, we reviewed the literature about metabolic and psychological outcomes in children, adolescents and young adults with type 1 diabetes treated with MiniMed™ 670G. Only 30 papers responded to the inclusion criteria and thus were considered. All the papers show that the system is safe and effective in managing glucose control. Metabolic outcomes are available up to 12 months of follow-up; longer study period are lacking. This HCL system may improve HbA1c up to 7.1% and time in range up to 73%. The time spent in hypoglycaemia is almost neglectable. Better improvement in blood glucose control is observed in patients with higher HbA1c at HCL system start and larger daily use of auto-mode functionality. Conclusion: The Medtronic MiniMed™ 670G is safe and well accepted, without any increase in the burden for patients. Some papers report an improvement in the psychological outcomes, but other papers do not confirm this finding. So far, it significantly improves the management of diabetes mellitus in children, adolescents and young adults. Proper training and support by the diabetes team are mandatory. Studies for a period longer than 1 year would be appreciated to better understand the potentiality of this system. What is Known: • The Medtronic MiniMedTM 670G is a hybrid closed loop system which combines a continuous glucose monitoring sensor with an insulin pump. • It has been the first hybrid closed loop system available for clinical purpose. Adequate training and patients support play a key role in diabetes management. What is New: • The Medtronic MiniMedTM 670G may improve HbA1c and CGM metrics up to 1-year of follow-up, but the improvement appears lower than advanced hybrid closed loop systems. This system is effective to prevent hypoglycaemia. • The psychosocial effects remain less understood in terms of improvement of psychosocial outcomes. The system has been considered to provide flexibility and independence by the patients and their caregivers. The workload required to use this system is perceived as a burden by the patients who decrease the use of auto-mode functionality over time.
Collapse
Affiliation(s)
- Chiara Mameli
- grid.4708.b0000 0004 1757 2822Department of Pediatrics, Buzzi Children’s Hospital, University of Milan, Milan, Italy ,grid.4708.b0000 0004 1757 2822Department of Biomedical and Clinical Science, University of Milan, Milan, Italy
| | - Giulia Marie Smylie
- grid.4708.b0000 0004 1757 2822Department of Pediatrics, Buzzi Children’s Hospital, University of Milan, Milan, Italy
| | - Alessio Galati
- Metabolic Disorders and Diabetes Unit, “Giovanni XXIII” Children’s Hospital, AOU Policlinico-Giovanni XXIII, Bari, Italy
| | - Biagio Rapone
- grid.7644.10000 0001 0120 3326Department of Interdisciplinary Medicine, University of Bari “Aldo Moro, 70121 Bari, Italy
| | - Roque Cardona-Hernandez
- grid.411160.30000 0001 0663 8628Division of Pediatric Endocrinology, Hospital Sant Joan de Déu, Barcelona, Spain
| | - Gianvincenzo Zuccotti
- grid.4708.b0000 0004 1757 2822Department of Pediatrics, Buzzi Children’s Hospital, University of Milan, Milan, Italy ,grid.4708.b0000 0004 1757 2822Department of Biomedical and Clinical Science, University of Milan, Milan, Italy
| | - Maurizio Delvecchio
- Metabolic Disorders and Diabetes Unit, "Giovanni XXIII" Children's Hospital, AOU Policlinico-Giovanni XXIII, Bari, Italy.
| |
Collapse
|
83
|
Pulkkinen MA, Varimo TJ, Hakonen ET, Harsunen MH, Hyvönen ME, Janér JN, Kiiveri SM, Laakkonen HM, Laakso SM, Wehkalampi K, Hero MT, Miettinen PJ, Tuomaala AK. MiniMed 780G™ in 2- to 6-Year-Old Children: Safety and Clinical Outcomes After the First 12 Weeks. Diabetes Technol Ther 2023; 25:100-107. [PMID: 36511831 DOI: 10.1089/dia.2022.0313] [Citation(s) in RCA: 20] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Objective: The safety and impact of the advanced hybrid closed-loop (AHCL) system on glycemic outcome in 2- to 6-year-old children with type 1 diabetes and the diabetes distress of caregivers were evaluated. Research Design and Methods: This was an open-label prospective study (n = 35) with historical controls matched by treatment unit, diabetes duration, age, gender, and baseline treatment modality. The inclusion criteria were (1) type 1 diabetes diagnosis >6 months, (2) total daily dose of insulin ≥8 U/day, (3) HbA1c <10% (85 mmol/mol), and (4) capability to use insulin pump and continuous glucose monitoring. The MiniMed 780G™ AHCL in SmartGuard™ Mode was used for 12 weeks. Parental diabetes distress was evaluated with a validated Problem Areas In Diabetes-Parent, revised (PAID-PR) survey. Results: No events of diabetic ketoacidosis or severe hypoglycemia occurred. Between 0 and 12 weeks, HbA1c (mean change = -2.7 mmol/mol [standard deviation 5.7], P = 0.010), mean sensor glucose value (SG) (-0.8 mmol/L [1.0], P < 0.001), and time above range (TAR) (-8.6% [9.5], P < 0.001) decreased and time in range (TIR) (8.3% [9.3], P < 0.001) increased significantly, whereas no significant change in time below range (TBR) was observed. At the same time, PAID-PR score decreased from 37.5 (18.2) to 27.5 (14.8) (P = 0.006). Conclusions: MiniMed 780G™ AHCL is a safe system and 12-week use was associated with improvements in glycemic control in 2- to 6-year-old children with type 1 diabetes. In addition, AHCL is associated with a reduction in parental diabetes distress after 12-week use. ClinicalTrials.gov registration number: NCT04949022.
Collapse
Affiliation(s)
- Mari-Anne Pulkkinen
- Children's Hospital, Pediatric Research Center, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Tero J Varimo
- Children's Hospital, Pediatric Research Center, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Elina T Hakonen
- Children's Hospital, Pediatric Research Center, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Minna H Harsunen
- Children's Hospital, Pediatric Research Center, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Mervi E Hyvönen
- Children's Hospital, Pediatric Research Center, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Joakim N Janér
- Children's Hospital, Pediatric Research Center, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Sanne M Kiiveri
- Children's Hospital, Pediatric Research Center, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Hanne M Laakkonen
- Children's Hospital, Pediatric Research Center, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Saila M Laakso
- Children's Hospital, Pediatric Research Center, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Karoliina Wehkalampi
- Children's Hospital, Pediatric Research Center, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Matti T Hero
- Children's Hospital, Pediatric Research Center, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Päivi J Miettinen
- Children's Hospital, Pediatric Research Center, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Anna-Kaisa Tuomaala
- Children's Hospital, Pediatric Research Center, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| |
Collapse
|
84
|
Quirós C, Alonso-Carril N, Rodríguez-Rodríguez S, Barahona MJ, Orois A, Simó-Servat A, Ramos M, Perea V. The Medtronic 780G advanced hybrid closed-loop system achieves and maintains good glycaemic control in type 1 diabetes adults despite previous treatment. ENDOCRINOL DIAB NUTR 2023; 70:130-135. [PMID: 36925230 DOI: 10.1016/j.endien.2022.10.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/11/2022] [Accepted: 10/17/2022] [Indexed: 03/18/2023]
Abstract
INTRODUCTION Improvements in continuous glucose monitoring (CGM) in recent years have changed the treatment of type 1 diabetes (T1D) by permitting the automation of glucose control. The Minimed 780G advanced hybrid closed-loop (ACHL) system adapts basal infusion rates and delivers auto-correction boluses in order to achieve a user-decided glucose target (100, 110 or 120mg/dL). This study set out to evaluate the effectiveness of the Medtronic 780G system in real-life conditions over 6 months. MATERIALS AND METHODS Prospective study that included T1D subjects previously treated with insulin pump without CGM (pump group) or with sensor-augmented pump with predictive low-glucose suspend (SAP-PLGS group) who started with the Minimed 780G system. Sensor and pump data from baseline, and at 1, 3 and 6 months were downloaded and HbA1c was recorded at baseline and at 6 months. RESULTS Fifty T1D subjects were included; 25 were previous SAP-PLGS 640G users and 25 used 640G without CGM. 66% were female, 48.6 (40-57) years of age with 20 (12-31.5) years of diabetes duration. Time in range (TIR) improved in the total cohort from baseline to 6 months (69% (57.7-76) vs. 74% (70-82); p=0.01 as did HbA1c (7.6% (7.1-7.8) vs. 7.0% (6.8-7.5); p<0.001), with improvement in times <54, >180 and >250mg/dL. Outcomes at 6 months did not differ between groups, although the SAP-PLGS subjects were prone to hypoglycaemia and the pump group mainly presented suboptimal metabolic control. CONCLUSION The AHCL Medtronic Minimed 780G system achieves and maintains good glycaemic control over 6 months in real-life conditions in different profiles of T1D subjects.
Collapse
Affiliation(s)
- Carmen Quirós
- Endocrinology and Nutrition Department, Hospital Universitari Mútua de Terrassa, Spain.
| | - Nuria Alonso-Carril
- Endocrinology and Nutrition Department, Hospital Universitari Mútua de Terrassa, Spain
| | | | - Maria-José Barahona
- Endocrinology and Nutrition Department, Hospital Universitari Mútua de Terrassa, Spain
| | - Aida Orois
- Endocrinology and Nutrition Department, Hospital Universitari Mútua de Terrassa, Spain
| | - Andreu Simó-Servat
- Endocrinology and Nutrition Department, Hospital Universitari Mútua de Terrassa, Spain
| | - Montserrat Ramos
- Endocrinology and Nutrition Department, Hospital Universitari Mútua de Terrassa, Spain
| | - Verónica Perea
- Endocrinology and Nutrition Department, Hospital Universitari Mútua de Terrassa, Spain
| |
Collapse
|
85
|
Gros Herguido N, Amuedo S, Bellido V, López Gallardo G, Losada F, Pérez Morales A, Ruiz Trillo CA, Soto Moreno A. Effectiveness and Safety of an Advanced Hybrid Closed-Loop System in Adolescents and Adults with Type 1 Diabetes Previously Treated with Continuous Subcutaneous Insulin Infusion and Flash Glucose Monitoring. Diabetes Technol Ther 2023; 25:151-156. [PMID: 36108305 DOI: 10.1089/dia.2022.0287] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
This study aimed to evaluate the effectiveness and safety of the MiniMed™ 780G advanced hybrid closed-loop (AHCL) system in people with type 1 diabetes (T1D) previously treated with continuous subcutaneous insulin infusion combined with flash glucose monitoring in a real-life setting. A total of 47 subjects (mean age 41 ± 13.6 years, 60% females, diabetes duration 28 ± 11 years) were included and switched to an AHCL system. Baseline and 6-month data were analyzed. Time in range 70-180 mg/dL increased from 65.3% at baseline to 73.8% at 6 months. Time in hyperglycemia >180 mg/dL decreased from 26.6% to 19.3%. Time in hypoglycemia <70 mg/dL decreased from 4.6% to 2.3%. The coefficient of variation also decreased from 36% to 31.6%. No episodes of severe hypoglycemia, diabetes ketoacidosis, or diabetes-related hospital admissions occurred. In conclusion, the MiniMed 780G AHCL system enables the safe achievement of recommended glycemic targets in people with T1D after 6 months of use.
Collapse
Affiliation(s)
- Noelia Gros Herguido
- Unidad de Gestión Clínica de Endocrinología y Nutrición, Hospital Universitario Virgen del Rocío, Sevilla, Spain
- Instituto de Biomedicina de Sevilla (IBiS), Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Sevilla, Spain
| | - Sandra Amuedo
- Unidad de Gestión Clínica de Endocrinología y Nutrición, Hospital Universitario Virgen del Rocío, Sevilla, Spain
| | - Virginia Bellido
- Unidad de Gestión Clínica de Endocrinología y Nutrición, Hospital Universitario Virgen del Rocío, Sevilla, Spain
- Instituto de Biomedicina de Sevilla (IBiS), Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Sevilla, Spain
| | - Gema López Gallardo
- Unidad de Gestión Clínica de Endocrinología y Nutrición, Hospital Universitario Virgen del Rocío, Sevilla, Spain
| | - Fernando Losada
- Unidad de Gestión Clínica de Endocrinología y Nutrición, Hospital Universitario Virgen del Rocío, Sevilla, Spain
| | - Ana Pérez Morales
- Unidad de Gestión Clínica de Endocrinología y Nutrición, Hospital Universitario Virgen del Rocío, Sevilla, Spain
| | - Carmen Amelia Ruiz Trillo
- Unidad de Gestión Clínica de Endocrinología y Nutrición, Hospital Universitario Virgen del Rocío, Sevilla, Spain
| | - Alfonso Soto Moreno
- Unidad de Gestión Clínica de Endocrinología y Nutrición, Hospital Universitario Virgen del Rocío, Sevilla, Spain
- Instituto de Biomedicina de Sevilla (IBiS), Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Sevilla, Spain
- Departamento de Medicina, Facultad de Medicina, Universidad de Sevilla, Sevilla, Spain
| |
Collapse
|
86
|
Renard E. Automated insulin delivery systems: from early research to routine care of type 1 diabetes. Acta Diabetol 2023; 60:151-161. [PMID: 35994106 DOI: 10.1007/s00592-022-01929-5] [Citation(s) in RCA: 17] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/11/2022] [Accepted: 06/22/2022] [Indexed: 01/24/2023]
Abstract
Automated insulin delivery (AID) systems, so-called closed-loop systems or artificial pancreas, are based upon the concept of insulin supply driven by blood glucose levels and their variations according to body glucose needs, glucose intakes and insulin action. They include a continuous glucose monitoring device which provides a signal to a control algorithm tuning insulin delivery from an infusion pump. The control algorithm is the key of the system since it commands insulin administration in order to maintain blood glucose in a predefined target range and close to a near-normal glucose level. The last two decades have shown dramatic advances toward the use in free life of AID systems for routine care of type 1 diabetes through step-by-step demonstrations of feasibility, safety and efficacy in successive hospital, transitional and outpatient trials. Because of the constraints of pharmacokinetics and dynamics of subcutaneous insulin delivery, the currently available AID systems are all 'hybrid' or 'semi-automated' insulin delivery systems with a need of meal and exercise announcements in order to anticipate rapid glucose variations through pre-meal bolus or pre-exercise reduction of infusion rate. Nevertheless, these AID systems significantly improve time spent in a near-normal range with a reduction of the risk of hypoglycemia and the mental load of managing diabetes in everyday life, representing a milestone in insulin therapy. Expected progression toward fully automated, further miniaturized and integrated, possibly implantable on long-term and more physiological closed-loop systems paves the way for a functional cure of type 1 diabetes.
Collapse
Affiliation(s)
- Eric Renard
- Department of Endocrinology, Diabetes, Nutrition, Montpellier University Hospital, Montpellier, France.
- INSERM Clinical Investigation Centre CIC 1411, Montpellier, France.
- Department of Physiology, Institute of Functional Genomics, CNRS, INSERM, University of Montpellier, Montpellier, France.
| |
Collapse
|
87
|
Mavragani A, Matejko B, Juza A, Kieć-Wilk B, Krzyżowska S, Cohen O, Da Silva J, Lushchyk M, Malecki MT, Klupa T. Improvement of Selected Psychological Parameters and Quality of Life of Patients With Type 1 Diabetes Mellitus Undergoing Transition From Multiple Daily Injections and Self-Monitoring of Blood Glucose Directly to the MiniMed 780G Advanced Hybrid Closed-Loop System: Post hoc Analysis of a Randomized Control Study. JMIR Form Res 2023; 7:e43535. [PMID: 36692945 PMCID: PMC9906310 DOI: 10.2196/43535] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Revised: 12/13/2022] [Accepted: 12/13/2022] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND While introducing new technologies and methods of treatment for type 1 diabetes mellitus (T1DM), it seems essential to monitor whether modern technologies in diabetes treatment may improve the psychological and emotional status of patients. OBJECTIVE This study aims to assess the baseline psychological parameters of patients with T1DM during investigation of the direct transition from multiple daily injections (MDI) and self-monitoring of blood glucose (SMBG) to the MiniMed 780G advanced hybrid closed-loop (AHCL) system and to evaluate changes in the psychological well-being and quality of life (QoL) after the transition in these individuals versus the control group. METHODS The trial was a 2-center, randomized controlled, parallel group study. In total, 41 patients with T1DM managed with MDI or SMBG were enrolled and randomized either to the AHCL or the MDI+SMBG group. Of these, 37 (90%) participants (mean age 40.3 years, SD 8.0 years; mean duration of diabetes 17.3, SD 12.1 years; mean hemoglobin A1c [HbA1c] 7.2%, SD 1.0%) completed the study (AHCL: n=20, 54%; MDI+SMBG: n=17, 46%). Psychological parameters (level of stress, coping mechanisms, level of anxiety, self-efficacy level, acceptance of illness, locus of control of illness, life satisfaction, QoL) were measured at baseline and at the end of the study using 10 psychological questionnaires. RESULTS At baseline, the general level of stress of the examined patients was higher than in the general healthy Polish population (P=.001), but coping strategies used in stressful situations were significantly more effective and the level of self-efficacy (P<.001) was much higher than in the general population. The patients in this study accepted their illness more than patients with diabetes from the general Polish population (P<.001), but they felt that their health does not depend on them compared to the general population (P<.001). The overall life satisfaction was similar to that of the general population (P=.161). After 3 months from transition, the AHCL group reported an increase in 4 scales of the QoL-feeling well (P=.042), working (P=.012), eating as I would like (P=.011), and doing normal things (P=.034)-in comparison to the control group, where no significant change occurred. The level of both state anxiety and trait anxiety decreased in the AHCL group: State-Trait Anxiety Inventory (STAI) X1 scores (P=.009), STAI X1 stens (P=.013), and STAI X2 scores (P=.022). The AHCL group became more emotion oriented in stressful situations (Coping Inventory for Stressful Situations [CISS] E; P=.043) and significantly less self-blaming after 3 months of the study (P=.020). CONCLUSIONS The results indicate that the patients who decided to take part in the transition study were characterized by higher levels of stress than the general healthy population but had better coping strategies and self-efficacy. Furthermore, transitioning from MDI+SMBG treatment to the AHCL in patients naive to technology may significantly improve psychological well-being and QoL within 3 months. The rapidity of these changes suggests that they may be related to the significant improvement in glycemic outcomes but also significantly less burdened diabetes self-management. TRIAL REGISTRATION ClinicalTrials.gov NCT04616391; https://clinicaltrials.gov/ct2/show/NCT04616391.
Collapse
Affiliation(s)
| | - Bartłomiej Matejko
- Department of Metabolic Diseases, Jagiellonian University Medical College, Krakow, Poland.,Hospital University in Krakow, Krakow, Poland
| | - Anna Juza
- Clinical Provincial Hospital of Frederic Chopin No 1 in Rzeszów, Rzeszów, Poland.,College of Medical Sciences, University of Rzeszow, Rzeszow, Poland
| | | | | | - Ohad Cohen
- Medtronic, Northridge, California, CA, United States
| | - Julien Da Silva
- Medtronic International Trading Sàrl, Tolochenaz, Switzerland
| | - Maxim Lushchyk
- Belarusian Medical Academy of Postgraduate Education, Minsk, Belarus
| | - Maciej T Malecki
- Department of Metabolic Diseases, Jagiellonian University Medical College, Krakow, Poland.,Hospital University in Krakow, Krakow, Poland
| | - Tomasz Klupa
- Department of Metabolic Diseases, Jagiellonian University Medical College, Krakow, Poland.,Hospital University in Krakow, Krakow, Poland
| |
Collapse
|
88
|
In Silico Evaluation of the Medtronic 780G System While Using the GS3 and Its Calibration-Free Successor, the G4S Sensor. Ann Biomed Eng 2023; 51:211-224. [PMID: 36125605 DOI: 10.1007/s10439-022-03079-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2022] [Accepted: 09/06/2022] [Indexed: 01/13/2023]
Abstract
In silico simulation studies using 5807 virtual patients with insulin dependent diabetes have been conducted to estimate the risk and efficacy with the closed-loop 780G pump when switching between Medtronic Guardian Sensor 3 (GS3) and Medtronic Guardian 4 Sensor (G4S), next generation calibration free glucose sensor. To demonstrate by utilizing a case study that captures the merits of in silico studies with single hormone insulin dependent virtual patients that include variability in pharmacokinetics/pharmacodynamics, age, gender, insulin sensitivity and BMIs. Also, to show that in silico studies can uniquely isolate the effect of a single variable on clinical outcomes. Simulation studies results were compared to clinical and commercial data and were separated by age groups and pump settings. The commercial data, the clinical study data and the simulation studies predicted that switching between GS3 to G4S will introduce a change in glucose average, percentage time between 70 and 180 mg/dL, and percentage time below 70 mg/dL of: 5.2, 3.4, and 3.1 mg/dL, - 1.1, 0.2, and - 1.1%, and - 0.6, - 1.0, and - 0.3%, respectively. We demonstrated that our simulation studies were able to predict the difference in glycemic outcomes when switching between different sensors in real world setting, better than a small clinical controlled study. As predicted, switching between GS3 and G4S sensors with the 780G system does not introduce clinical risk and maintain the clinical outcomes of the sensor. We demonstrated the ability of insulin dependent diabetes virtual patients to predict clinical outcomes and to augment or even replace some small clinical studies.
Collapse
|
89
|
Yoo JH, Kim JH. Advances in Continuous Glucose Monitoring and Integrated Devices for Management of Diabetes with Insulin-Based Therapy: Improvement in Glycemic Control. Diabetes Metab J 2023; 47:27-41. [PMID: 36635028 PMCID: PMC9925143 DOI: 10.4093/dmj.2022.0271] [Citation(s) in RCA: 15] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/05/2022] [Accepted: 09/28/2022] [Indexed: 01/14/2023] Open
Abstract
Continuous glucose monitoring (CGM) technology has evolved over the past decade with the integration of various devices including insulin pumps, connected insulin pens (CIPs), automated insulin delivery (AID) systems, and virtual platforms. CGM has shown consistent benefits in glycemic outcomes in type 1 diabetes mellitus (T1DM) and type 2 diabetes mellitus (T2DM) treated with insulin. Moreover, the combined effect of CGM and education have been shown to improve glycemic outcomes more than CGM alone. Now a CIP is the expected future technology that does not need to be worn all day like insulin pumps and helps to calculate insulin doses with a built-in bolus calculator. Although only a few clinical trials have assessed the effectiveness of CIPs, they consistently show benefits in glycemic outcomes by reducing missed doses of insulin and improving problematic adherence. AID systems and virtual platforms made it possible to achieve target glycosylated hemoglobin in diabetes while minimizing hypoglycemia, which has always been challenging in T1DM. Now fully automatic AID systems and tools for diabetes decisions based on artificial intelligence are in development. These advances in technology could reduce the burden associated with insulin treatment for diabetes.
Collapse
Affiliation(s)
- Jee Hee Yoo
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Yonsei University Wonju College of Medicine, Wonju, Korea
- Division of Endocrinology and Metabolism, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Jae Hyeon Kim
- Division of Endocrinology and Metabolism, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
- Department of Clinical Research Design and Evaluation, Samsung Advanced Institute for Health Sciences & Technology, Sungkyunkwan University, Seoul, Korea
- Corresponding author: Jae Hyeon Kim https://orcid.org/0000-0001-5001-963X Division of Endocrinology and Metabolism, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul 06351, Korea E-mail:
| |
Collapse
|
90
|
Rami-Merhar B, Fröhlich-Reiterer E, Hofer SE, Fritsch M. [Diabetes mellitus in childhood and adolescence (Update 2023)]. Wien Klin Wochenschr 2023; 135:106-114. [PMID: 37101031 PMCID: PMC10132915 DOI: 10.1007/s00508-023-02169-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/22/2023] [Indexed: 04/28/2023]
Abstract
In contrast to adults, type 1 diabetes mellitus (T1D) is the most frequent form of diabetes in childhood and adolescence (> 90%). After diagnosis the management of children and adolescents with T1D should take place in highly specialized pediatric units experienced in pediatric diabetology. The lifelong substitution of insulin is the cornerstone of treatment whereby modalities need to be individually adapted for patient age and the family routine. In this age group the usage of diabetes technology (glucose sensors, insulinpumps and recently hybrid-closed-loop-systems) is recommended. An optimal metabolic control right from the start of therapy is associated with an improved long-term prognosis. Diabetes education is essential in the management of patients with diabetes and their families and needs to be performed by a multidisciplinary team consisting of a pediatric diabetologists, diabetes educator, dietitian, psychologist and social worker. The Austrian working group for pediatric endocrinology and diabetes (APEDÖ) and the ISPAD (International Society for Pediatric and Adolescent Diabetes) recommend a metabolic goal of HbA1c ≤ 7.0%, ((IFCC) < 53 mmol/mol), and a "Time in range" > 70% for all pediatric age groups without the presence of severe hypoglycemia. Age-related physical, cognitive and psychosocial development, screening for associated diseases, avoidance of acute diabetes-related complications (severe hypoglycemia, diabetic ketoacidosis) and prevention of diabetes-related late complications to ensure high quality of life are the main goals of diabetes treatment in all pediatric age groups.
Collapse
Affiliation(s)
- Birgit Rami-Merhar
- Universitätsklinik für Kinder- und Jugendheilkunde, Medizinische Universität Wien, Währinger Gürtel 18-20, 1090, Wien, Österreich.
| | - Elke Fröhlich-Reiterer
- Universitätsklinik für Kinder- und Jugendheilkunde, Abteilung für allgemeine Pädiatrie, Medizinische Universität Graz, Graz, Österreich
| | - Sabine E Hofer
- Universitätsklinik für Kinder- und Jugendheilkunde, Department für Pädiatrie, Medizinische Universität Innsbruck, Innsbruck, Österreich
| | - Maria Fritsch
- Universitätsklinik für Kinder- und Jugendheilkunde, Abteilung für allgemeine Pädiatrie, Medizinische Universität Graz, Graz, Österreich
| |
Collapse
|
91
|
Bassi M, Patti L, Silvestrini I, Strati MF, Ponzano M, Minuto N, Maggi D. One-year follow-up comparison of two hybrid closed-loop systems in Italian children and adults with type 1 diabetes. Front Endocrinol (Lausanne) 2023; 14:1099024. [PMID: 36777356 PMCID: PMC9909036 DOI: 10.3389/fendo.2023.1099024] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/15/2022] [Accepted: 01/16/2023] [Indexed: 01/27/2023] Open
Abstract
BACKGROUND AND AIMS Tandem Control-IQ and MiniMed 780G are the main Advanced Hybrid Closed Loop (AHCL) systems currently available in pediatric and adult patients with Type 1 Diabetes (T1D). The aim of our study was to evaluate glycemic control after 1-year of follow-up extending our previous study of 1-month comparison between the two systems. METHODS We retrospectively compared clinical and continuous glucose monitoring (CGM) data from the patients included in the previous study which have completed 1-year observation period. The study population consisted of 74 patients, 42 Minimed 780G users and 32 Tandem Control-IQ users. Linear mixed models with random intercept were performed to study the variations over time and the interaction between time and system; Mann-Whitney or T-test were used to compare systems at 1-year. RESULTS Both systems have been shown to be effective in maintaining the glycemic improvement achieved one month after starting AHCL. Significant changes over time were observed for TIR, TAR, TAR>250mg/dl, average glucose levels and SD (p<0.001). At 1-year follow-up Minimed 780G obtained better improvement in TIR (p<0.001), TAR (p=0.002), TAR>250mg/dl (p=0.001), average glucose levels (p<0.001). The comparison of the glycemic parameters at 1-year showed a significant superiority of Minimed 780G in terms of TIR (71% vs 68%; p=0.001), TAR (p=0.001), TAR>250 (p=0.009), average glucose levels(p=0.001) and SD (p=0.031). CONCLUSIONS The use of AHCL systems led to a significant improvement of glycemic control at 1-month, which is maintained at 1-year follow-up. MiniMed is more effective than Tandem in reaching the International recommended glycemic targets. Continuous training and education in the use of technology is essential to get the best out of the most advanced technological tools.
Collapse
Affiliation(s)
- Marta Bassi
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Genoa, Italy
- Department of Pediatrics, IRCCS Istituto Giannina Gaslini, University of Genoa, Genoa, Italy
| | - Luca Patti
- Department of Internal Medicine and Medical Specialties (DiMI), University of Genoa, Genoa, Italy
| | - Irene Silvestrini
- Department of Internal Medicine and Medical Specialties (DiMI), University of Genoa, Genoa, Italy
| | - Marina Francesca Strati
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Genoa, Italy
- Department of Pediatrics, IRCCS Istituto Giannina Gaslini, University of Genoa, Genoa, Italy
| | - Marta Ponzano
- Department of Health Science (DiSSAL), University of Genoa, Genoa, Italy
| | - Nicola Minuto
- Department of Pediatrics, IRCCS Istituto Giannina Gaslini, University of Genoa, Genoa, Italy
- *Correspondence: Nicola Minuto,
| | - Davide Maggi
- Department of Internal Medicine and Medical Specialties (DiMI), University of Genoa, Genoa, Italy
- Diabetes Clinic, IRCCS Ospedale Policlinico San Martino Genoa, Genoa, Italy
| |
Collapse
|
92
|
Abrahamian H, Salamon B, Lahnsteiner A, Schelkshorn C, Bräuer A, Stechemesser L, Köhler G, Clodi M. [Diabetes mellitus and road traffic-a position paper of the Austrian Diabetes Association (update 2023)]. Wien Klin Wochenschr 2023; 135:319-330. [PMID: 37101052 PMCID: PMC10133049 DOI: 10.1007/s00508-023-02193-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/07/2023] [Indexed: 04/28/2023]
Abstract
Public safety (prevention of accidents) is the primary objective in assessing fitness to drive a motor vehicle. However, general access to mobility should not be restricted if there is no particular risk to public safety. For people with diabetes mellitus, the Führerscheingesetz (Driving Licence Legislation) and the Führerscheingesetz-Gesundheitsverordnung (Driving Licence Legislation Health enactment) regulate important aspects of driving safety in connection with acute and chronic complications of the disease. Critical complications that may be relevant to road safety include severe hypoglycemia, pronounced hyperglycemia and hypoglycemia perception disorder as well as severe retinopathy and neuropathy, endstage renal disease and certain cardiovascular manifestations. If there is a suspicion of the presence of one of these complications, a detailed evaluation is required.In addition, the individual antihyperglycemic medication should be checked for existing potential for hypoglycemia. Sulfonylureas, glinides and insulin belong to this group and are therefore associated with the requirement of a 5-year limitation of the driver's license. Other antihyperglycemic drugs without potential for hypoglycemia such as Metformin, SGLT‑2 inhibitors (Sodium-dependent-glucose-transporter‑2 inhibitors, gliflozins), DPP-4-inhibitors (Dipeptidyl-Peptidase inhibitors, gliptins), and GLP‑1 analogues (GLP‑1 rezeptor agonists) are not associated with such a time limitation.The relevant laws which regulate driving safety give room for interpretation, so that specific topics on driving safety for people with diabetes mellitus are elaborated from a medical and traffic-relevant point of view. This position paper is intended to support people involved in this challenging matter.
Collapse
Affiliation(s)
- Heidemarie Abrahamian
- Wissenschaftliches Institut gemäß BundesstatistikG 2008 ÖNACE-CODE: 72.19-0, Privates Institut für Medizin & NLP, Wien, Österreich
| | - Birgit Salamon
- KFV (Kuratorium für Verkehrssicherheit), Wien, Österreich
| | - Angelika Lahnsteiner
- Fachbereich für Biowissenschaften und Medizinische Biologie, Universität Salzburg, Salzburg, Österreich
| | - Christian Schelkshorn
- Erste medizinische Abteilung, Schwerpunkt Stoffwechselmedizin, Landesklinikum Korneuburg/Stockerau, Stockerau, Österreich
| | - Alexander Bräuer
- Klinik Ottakring, Fünfte Medizinische Abteilung mit Endokrinologie, Rheumatologie und Akutgeriatrie, Wiener Gesundheitsverbund, Wien, Österreich
| | - Lars Stechemesser
- Landeskrankenhaus, Universitätsklinik für Innere Medizin 1 der PMU, Uniklinikum Salzburg, Salzburg, Österreich
| | - Gerd Köhler
- Klinische Abteilung für Endokrinologie und Diabetologie, Medizinische Universität Graz und Rehabilitation für Stoffwechselerkrankungen Aflenz, Graz, Aflenz, Österreich
| | - Martin Clodi
- Krankenhaus der Barmherzigen Brüder Linz und Institut for Cardiovascular and Metabolic Research JKU (ICMR), Johannes Kepler Universität Linz (JKU Linz), Altenberger Straße 69, 4040, Linz, Österreich.
| |
Collapse
|
93
|
Ware J, Hovorka R. Closed-loop insulin delivery: update on the state of the field and emerging technologies. Expert Rev Med Devices 2022; 19:859-875. [PMID: 36331211 PMCID: PMC9780196 DOI: 10.1080/17434440.2022.2142556] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Accepted: 10/28/2022] [Indexed: 11/06/2022]
Abstract
INTRODUCTION Over the last five years, closed-loop insulin delivery systems have transitioned from research-only to real-life use. A number of systems have been commercialized and are increasingly used in clinical practice. Given the rapidity of new developments in the field, understanding the capabilities and key similarities and differences of current systems can be challenging. This review aims to provide an update on the state of the field of closed-loop insulin delivery systems, including emerging technologies. AREAS COVERED We summarize key clinical safety and efficacy evidence of commercial and emerging insulin-only hybrid closed-loop systems for type 1 diabetes. A literature search was conducted and clinical trials using closed-loop systems during free-living conditions were identified to report on safety and efficacy data. We comment on emerging technologies and adjuncts for closed-loop systems, as well as non-technological priorities in closed-loop insulin delivery. EXPERT OPINION Commercial hybrid closed-loop insulin delivery systems are efficacious, consistently improving glycemic control when compared to standard therapy. Challenges remain in widespread adoption due to clinical inertia and the lack of resources to embrace technological developments by health care professionals.
Collapse
Affiliation(s)
- Julia Ware
- Wellcome Trust-MRC Institute of Metabolic Science, University of Cambridge, Cambridge, United Kingdom
- Department of Pediatrics, University of Cambridge, Cambridge, United Kingdom
| | - Roman Hovorka
- Wellcome Trust-MRC Institute of Metabolic Science, University of Cambridge, Cambridge, United Kingdom
- Department of Pediatrics, University of Cambridge, Cambridge, United Kingdom
| |
Collapse
|
94
|
Matejko B, Juza A, Kieć-Wilk B, Cyranka K, Krzyżowska S, Chen X, Cohen O, Da Silva J, Malecki MT, Klupa T. Transitioning of People With Type 1 Diabetes From Multiple Daily Injections and Self-Monitoring of Blood Glucose Directly to MiniMed 780G Advanced Hybrid Closed-Loop System: A Two-Center, Randomized, Controlled Study. Diabetes Care 2022; 45:2628-2635. [PMID: 35972259 PMCID: PMC9862281 DOI: 10.2337/dc22-0470] [Citation(s) in RCA: 29] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/07/2022] [Accepted: 07/25/2022] [Indexed: 02/05/2023]
Abstract
OBJECTIVE The aim of this study was to evaluate the outcomes of transitioning to the MiniMed 780G advanced hybrid closed-loop (AHCL) system in adult individuals with type 1 diabetes mellitus (T1DM) naive to continuous subcutaneous insulin infusion (CSII) and continuous glucose monitoring (CGM) technologies. RESEARCH DESIGN AND METHODS This was a two-center, randomized, controlled, parallel-group trial with evaluation of individuals with T1DM aged 26-60 years managed with multiple daily injections (MDI) and self-monitoring of blood glucose (BGM) with HbA1c <10%. RESULTS A total of 41 participants were recruited and randomized to either the AHCL (n = 20) or the MDI+BGM (n = 21) group, and 37 participants (mean ± SD age 40.3 ± 8.0 years, duration of diabetes 17.3 ± 12.1 years, BMI 25.1 ± 3.1 kg/m2, HbA1c 7.2 ± 1.0%) completed the study. Time spent with glucose levels in target range increased from 69.3 ± 12.3% at baseline to 85.0 ± 6.3% at 3 months in the AHCL group, while remaining unchanged in the control group (treatment effect 21.5% [95% CI 15.7, 27.3]; P < 0.001). The time with levels below range (<70 mg/dL) decreased from 8.7 ± 7.3% to 2.1 ± 1.7% in the AHCL group and remained unchanged in the MDI+BGM group (treatment effect -4.4% [95% CI -7.4, -2.1]; P < 0.001). Participants from the AHCL group also had significant improvements in HbA1c levels (treatment effect -0.6% [95% CI -0.9, -0.2]; P = 0.005) and in quality of life (QoL) in specific subscales compared with the MDI+BGM group. CONCLUSIONS People with T1DM naive to CSII and CGM technologies initiating AHCL significantly and safely improved their glycemic control, as well as their QoL and psychological well-being.
Collapse
Affiliation(s)
- Bartłomiej Matejko
- Department of Metabolic Diseases, Jagiellonian University Medical College, Krakow, Poland.,University Hospital in Krakow, Krakow, Poland
| | - Anna Juza
- Clinical Provincial Hospital of Frederic Chopin No. 1 in Rzeszów, Rzeszów, Poland.,College of Medical Sciences, University of Rzeszów, Rzeszów, Poland
| | - Beata Kieć-Wilk
- Department of Metabolic Diseases, Jagiellonian University Medical College, Krakow, Poland.,University Hospital in Krakow, Krakow, Poland
| | - Katarzyna Cyranka
- Department of Metabolic Diseases, Jagiellonian University Medical College, Krakow, Poland.,University Hospital in Krakow, Krakow, Poland.,Department of Psychiatry, Jagiellonian University Medical College, Krakow, Poland
| | | | | | - Ohad Cohen
- Medtronic International Trading Sàrl, Tolochenaz, Switzerland
| | - Julien Da Silva
- Medtronic International Trading Sàrl, Tolochenaz, Switzerland
| | - Maciej T Malecki
- Department of Metabolic Diseases, Jagiellonian University Medical College, Krakow, Poland.,University Hospital in Krakow, Krakow, Poland
| | - Tomasz Klupa
- Department of Metabolic Diseases, Jagiellonian University Medical College, Krakow, Poland.,University Hospital in Krakow, Krakow, Poland
| |
Collapse
|
95
|
Seget S, Rusak E, Polanska J, Jarosz-Chobot P. Prospective Open-Label, Single-Arm, Single-Center Follow-Up Study of the Application of the Advanced Hybrid Closed Loop System in Well-Controlled Children and Adolescents with Type 1 Diabetes. Diabetes Technol Ther 2022; 24:824-831. [PMID: 35852811 PMCID: PMC9618370 DOI: 10.1089/dia.2022.0148] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Background: The aim of this prospective open-label single-arm single-center follow-up study was to analyze glycemic control in children and adolescents with type 1 diabetes treated with the advanced hybrid closed loop (AHCL) system in relation to a sensor-augmented pump with low-glucose suspend (SAP-LGS) or predictive low-glucose suspend (SAP-PLGS). Materials and Methods: The data for 50 children and adolescents (age 5.5-19.6 years) with type 1 diabetes, receiving insulin through an AHCL system after being switched from SAP-LGS/PLGS systems, were included in the analysis. The SAP-LGS/PLGS records from 2 weeks preceding the AHCL connection were compared with the records from the first 4 weeks of AHCL use, represented as two separate 2-week intervals. Results: Significant improvements in most of the parameters, namely time spent in the range of 70-140 mg/dL (from 53.80% ± 12.35% to 61.70% ± 8.42%, P < 0.001) and 70-180 mg/dL (from 76.17% ± 10.28% to 81.32% ± 7.71%, P < 0.001), average sensor glucose (from 138.61 ± 16.66 to 130.02 ± 10.91 mg/dL, P < 0.001), and glucose management indicator (from 6.54% ± 0.45% to 6.27% ± 0.29%, P = 0.001), were observed within 2 weeks of switching to the AHCL. More evident improvements were observed for the parameters monitored at night than during the day. The potential limitations of this study were the short observation time, lack of glycated hemoglobin measurements, and no control arm. Conclusion: The AHCL system can significantly improve glycemic control even in well-controlled children and adolescents with type 1 diabetes by increasing the proportion of time spent in the narrower range of 70-140 mg/dL and decreasing the mean glucose concentration, especially during the night.
Collapse
Affiliation(s)
- Sebastian Seget
- Department of Children's Diabetology, Medical University of Silesia, Katowice, Poland
| | - Ewa Rusak
- Department of Children's Diabetology, Medical University of Silesia, Katowice, Poland
| | - Joanna Polanska
- Department of Data Science and Engineering, Silesian University of Technology, Gliwice, Poland
| | | |
Collapse
|
96
|
Lepore G, Rossini A, Bellante R, Corsi A, Scaranna C, Dodesini AR, Trevisan R. Switching to the Minimed™ 780G system achieves clinical targets for CGM in adults with type 1 diabetes regardless of previous insulin strategy and baseline glucose control. Acta Diabetol 2022; 59:1309-1315. [PMID: 35857108 DOI: 10.1007/s00592-022-01937-5] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/29/2022] [Accepted: 06/29/2022] [Indexed: 11/26/2022]
Abstract
AIMS Advanced hybrid closed-loop (AHCL) systems represent the latest introduction in the treatment of type 1 diabetes (T1DM). Randomized controlled trials and real-world evidence studies showed that AHCL systems are a safe and effective insulin management strategy. Aim of this retrospective, single-center, real-life study was to evaluate the effect on metabolic control, evaluated by continuous glucose monitoring (CGM) metrics, of the switch from four available insulin strategies to an AHCL system in adult patients with type 1 diabetes. METHODS A total of 102 patients with T1DM (mean age 42.1 ± 16.3 years, males/females 47/55, duration of diabetes 21.4 ± 13.3 years, BMI 24.4 ± 4.5 kg/m2, HbA1c 59.9 ± 9.6 mmol/mol or 7.6 ± 0.9%), treated with four different insulin therapies [multiple daily insulin (MDI) therapy, continuous subcutaneous insulin infusion (CSII), sensor-augmented pump (SAP) with predictive low-glucose suspend (PLGS), and hybrid closed loop (HCL) system] were evaluated before hand, two months and six months after switching to an AHCL (Minimed™ 780G system, Medtronic, Northridge, CA) system. RESULTS Two months after the switch, mean GCM metrics improved in all four treatment groups. Six months after the switch, the participants of all four groups achieved a mean GMI < 53 mmol/mol, TIR > 70%, TBR < 4%, and CV < 36%, which is recommended by the ADA Standard of Medical Care in Diabetes 2022, including the MDI group with worse baseline glycemic control. CONCLUSIONS Switching to an AHCL leads to a rapid improvement in glycemic control lasting for up to six months independently of previous insulin treatment and baseline conditions.
Collapse
Affiliation(s)
- Giuseppe Lepore
- Unit of Endocrine Diseases and Diabetology, ASST Papa Giovanni XXIII, Bergamo, Italy.
| | - Alessandro Rossini
- Unit of Endocrine Diseases and Diabetology, ASST Papa Giovanni XXIII, Bergamo, Italy
| | - Rosalia Bellante
- Unit of Endocrine Diseases and Diabetology, ASST Papa Giovanni XXIII, Bergamo, Italy
| | - Anna Corsi
- Unit of Endocrine Diseases and Diabetology, ASST Papa Giovanni XXIII, Bergamo, Italy
| | - Cristiana Scaranna
- Unit of Endocrine Diseases and Diabetology, ASST Papa Giovanni XXIII, Bergamo, Italy
| | | | - Roberto Trevisan
- Unit of Endocrine Diseases and Diabetology, ASST Papa Giovanni XXIII, Bergamo, Italy
- Department of Medicine, University of Milano Bicocca, Milan, Italy
| |
Collapse
|
97
|
Burnside MJ, Lewis DM, Crocket HR, Meier RA, Williman JA, Sanders OJ, Jefferies CA, Faherty AM, Paul RG, Lever CS, Price SKJ, Frewen CM, Jones SD, Gunn TC, Lampey C, Wheeler BJ, de Bock MI. Open-Source Automated Insulin Delivery in Type 1 Diabetes. N Engl J Med 2022; 387:869-881. [PMID: 36069869 DOI: 10.1056/nejmoa2203913] [Citation(s) in RCA: 67] [Impact Index Per Article: 33.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
BACKGROUND Open-source automated insulin delivery (AID) systems are used by many patients with type 1 diabetes. Data are needed on the efficacy and safety of an open-source AID system. METHODS In this multicenter, open-label, randomized, controlled trial, we assigned patients with type 1 diabetes in a 1:1 ratio to use an open-source AID system or a sensor-augmented insulin pump (control). The patients included both children (defined as 7 to 15 years of age) and adults (defined as 16 to 70 years of age). The AID system was a modified version of AndroidAPS 2.8 (with a standard OpenAPS 0.7.0 algorithm) paired with a preproduction DANA-i insulin pump and Dexcom G6 CGM, which has an Android smartphone application as the user interface. The primary outcome was the percentage of time in the target glucose range of 70 to 180 mg per deciliter (3.9 to 10.0 mmol per liter) between days 155 and 168 (the final 2 weeks of the trial). RESULTS A total of 97 patients (48 children and 49 adults) underwent randomization (44 to open-source AID and 53 to the control group). At 24 weeks, the mean (±SD) time in the target range increased from 61.2±12.3% to 71.2±12.1% in the AID group and decreased from 57.7±14.3% to 54.5±16.0% in the control group (adjusted difference, 14 percentage points; 95% confidence interval, 9.2 to 18.8; P<0.001), with no treatment effect according to age (P = 0.56). Patients in the AID group spent 3 hours 21 minutes more in the target range per day than those in the control group. No severe hypoglycemia or diabetic ketoacidosis occurred in either group. Two patients in the AID group withdrew from the trial owing to connectivity issues. CONCLUSIONS In children and adults with type 1 diabetes, the use of an open-source AID system resulted in a significantly higher percentage of time in the target glucose range than the use of a sensor-augmented insulin pump at 24 weeks. (Supported by the Health Research Council of New Zealand; Australian New Zealand Clinical Trials Registry number, ACTRN12620000034932.).
Collapse
Affiliation(s)
- Mercedes J Burnside
- From the Departments of Pediatrics (M.J.B., R.A.M., O.J.S., M.I.B.) and Population Health (J.A.W.), University of Otago, and the Department of Pediatrics, Canterbury District Health Board (M.J.B., O.J.S., M.I.B.), Christchurch, Te Huataki Waiora School of Health, Sport and Human Performance, University of Waikato (H.R.C.), and Waikato Regional Diabetes Service, Waikato District Health Board (R.G.P., C.S.L., S.K.J.P.), Hamilton, the Department of Pediatric Endocrinology, Starship Children's Health, Auckland District Health Board (C.A.J., A.M.F., C.L.), and the Liggins Institute, University of Auckland (C.A.J.), Auckland, the Department of Women's and Children's Health, Dunedin School of Medicine, University of Otago (C.M.F., S.D.J., B.J.W.), and the Pediatric Department, Southern District Health Board (B.J.W.), Dunedin, and Nightscout New Zealand, Hamilton (T.C.G.) - all in New Zealand; and OpenAPS, Seattle (D.M.L.)
| | - Dana M Lewis
- From the Departments of Pediatrics (M.J.B., R.A.M., O.J.S., M.I.B.) and Population Health (J.A.W.), University of Otago, and the Department of Pediatrics, Canterbury District Health Board (M.J.B., O.J.S., M.I.B.), Christchurch, Te Huataki Waiora School of Health, Sport and Human Performance, University of Waikato (H.R.C.), and Waikato Regional Diabetes Service, Waikato District Health Board (R.G.P., C.S.L., S.K.J.P.), Hamilton, the Department of Pediatric Endocrinology, Starship Children's Health, Auckland District Health Board (C.A.J., A.M.F., C.L.), and the Liggins Institute, University of Auckland (C.A.J.), Auckland, the Department of Women's and Children's Health, Dunedin School of Medicine, University of Otago (C.M.F., S.D.J., B.J.W.), and the Pediatric Department, Southern District Health Board (B.J.W.), Dunedin, and Nightscout New Zealand, Hamilton (T.C.G.) - all in New Zealand; and OpenAPS, Seattle (D.M.L.)
| | - Hamish R Crocket
- From the Departments of Pediatrics (M.J.B., R.A.M., O.J.S., M.I.B.) and Population Health (J.A.W.), University of Otago, and the Department of Pediatrics, Canterbury District Health Board (M.J.B., O.J.S., M.I.B.), Christchurch, Te Huataki Waiora School of Health, Sport and Human Performance, University of Waikato (H.R.C.), and Waikato Regional Diabetes Service, Waikato District Health Board (R.G.P., C.S.L., S.K.J.P.), Hamilton, the Department of Pediatric Endocrinology, Starship Children's Health, Auckland District Health Board (C.A.J., A.M.F., C.L.), and the Liggins Institute, University of Auckland (C.A.J.), Auckland, the Department of Women's and Children's Health, Dunedin School of Medicine, University of Otago (C.M.F., S.D.J., B.J.W.), and the Pediatric Department, Southern District Health Board (B.J.W.), Dunedin, and Nightscout New Zealand, Hamilton (T.C.G.) - all in New Zealand; and OpenAPS, Seattle (D.M.L.)
| | - Renee A Meier
- From the Departments of Pediatrics (M.J.B., R.A.M., O.J.S., M.I.B.) and Population Health (J.A.W.), University of Otago, and the Department of Pediatrics, Canterbury District Health Board (M.J.B., O.J.S., M.I.B.), Christchurch, Te Huataki Waiora School of Health, Sport and Human Performance, University of Waikato (H.R.C.), and Waikato Regional Diabetes Service, Waikato District Health Board (R.G.P., C.S.L., S.K.J.P.), Hamilton, the Department of Pediatric Endocrinology, Starship Children's Health, Auckland District Health Board (C.A.J., A.M.F., C.L.), and the Liggins Institute, University of Auckland (C.A.J.), Auckland, the Department of Women's and Children's Health, Dunedin School of Medicine, University of Otago (C.M.F., S.D.J., B.J.W.), and the Pediatric Department, Southern District Health Board (B.J.W.), Dunedin, and Nightscout New Zealand, Hamilton (T.C.G.) - all in New Zealand; and OpenAPS, Seattle (D.M.L.)
| | - Jonathan A Williman
- From the Departments of Pediatrics (M.J.B., R.A.M., O.J.S., M.I.B.) and Population Health (J.A.W.), University of Otago, and the Department of Pediatrics, Canterbury District Health Board (M.J.B., O.J.S., M.I.B.), Christchurch, Te Huataki Waiora School of Health, Sport and Human Performance, University of Waikato (H.R.C.), and Waikato Regional Diabetes Service, Waikato District Health Board (R.G.P., C.S.L., S.K.J.P.), Hamilton, the Department of Pediatric Endocrinology, Starship Children's Health, Auckland District Health Board (C.A.J., A.M.F., C.L.), and the Liggins Institute, University of Auckland (C.A.J.), Auckland, the Department of Women's and Children's Health, Dunedin School of Medicine, University of Otago (C.M.F., S.D.J., B.J.W.), and the Pediatric Department, Southern District Health Board (B.J.W.), Dunedin, and Nightscout New Zealand, Hamilton (T.C.G.) - all in New Zealand; and OpenAPS, Seattle (D.M.L.)
| | - Olivia J Sanders
- From the Departments of Pediatrics (M.J.B., R.A.M., O.J.S., M.I.B.) and Population Health (J.A.W.), University of Otago, and the Department of Pediatrics, Canterbury District Health Board (M.J.B., O.J.S., M.I.B.), Christchurch, Te Huataki Waiora School of Health, Sport and Human Performance, University of Waikato (H.R.C.), and Waikato Regional Diabetes Service, Waikato District Health Board (R.G.P., C.S.L., S.K.J.P.), Hamilton, the Department of Pediatric Endocrinology, Starship Children's Health, Auckland District Health Board (C.A.J., A.M.F., C.L.), and the Liggins Institute, University of Auckland (C.A.J.), Auckland, the Department of Women's and Children's Health, Dunedin School of Medicine, University of Otago (C.M.F., S.D.J., B.J.W.), and the Pediatric Department, Southern District Health Board (B.J.W.), Dunedin, and Nightscout New Zealand, Hamilton (T.C.G.) - all in New Zealand; and OpenAPS, Seattle (D.M.L.)
| | - Craig A Jefferies
- From the Departments of Pediatrics (M.J.B., R.A.M., O.J.S., M.I.B.) and Population Health (J.A.W.), University of Otago, and the Department of Pediatrics, Canterbury District Health Board (M.J.B., O.J.S., M.I.B.), Christchurch, Te Huataki Waiora School of Health, Sport and Human Performance, University of Waikato (H.R.C.), and Waikato Regional Diabetes Service, Waikato District Health Board (R.G.P., C.S.L., S.K.J.P.), Hamilton, the Department of Pediatric Endocrinology, Starship Children's Health, Auckland District Health Board (C.A.J., A.M.F., C.L.), and the Liggins Institute, University of Auckland (C.A.J.), Auckland, the Department of Women's and Children's Health, Dunedin School of Medicine, University of Otago (C.M.F., S.D.J., B.J.W.), and the Pediatric Department, Southern District Health Board (B.J.W.), Dunedin, and Nightscout New Zealand, Hamilton (T.C.G.) - all in New Zealand; and OpenAPS, Seattle (D.M.L.)
| | - Ann M Faherty
- From the Departments of Pediatrics (M.J.B., R.A.M., O.J.S., M.I.B.) and Population Health (J.A.W.), University of Otago, and the Department of Pediatrics, Canterbury District Health Board (M.J.B., O.J.S., M.I.B.), Christchurch, Te Huataki Waiora School of Health, Sport and Human Performance, University of Waikato (H.R.C.), and Waikato Regional Diabetes Service, Waikato District Health Board (R.G.P., C.S.L., S.K.J.P.), Hamilton, the Department of Pediatric Endocrinology, Starship Children's Health, Auckland District Health Board (C.A.J., A.M.F., C.L.), and the Liggins Institute, University of Auckland (C.A.J.), Auckland, the Department of Women's and Children's Health, Dunedin School of Medicine, University of Otago (C.M.F., S.D.J., B.J.W.), and the Pediatric Department, Southern District Health Board (B.J.W.), Dunedin, and Nightscout New Zealand, Hamilton (T.C.G.) - all in New Zealand; and OpenAPS, Seattle (D.M.L.)
| | - Ryan G Paul
- From the Departments of Pediatrics (M.J.B., R.A.M., O.J.S., M.I.B.) and Population Health (J.A.W.), University of Otago, and the Department of Pediatrics, Canterbury District Health Board (M.J.B., O.J.S., M.I.B.), Christchurch, Te Huataki Waiora School of Health, Sport and Human Performance, University of Waikato (H.R.C.), and Waikato Regional Diabetes Service, Waikato District Health Board (R.G.P., C.S.L., S.K.J.P.), Hamilton, the Department of Pediatric Endocrinology, Starship Children's Health, Auckland District Health Board (C.A.J., A.M.F., C.L.), and the Liggins Institute, University of Auckland (C.A.J.), Auckland, the Department of Women's and Children's Health, Dunedin School of Medicine, University of Otago (C.M.F., S.D.J., B.J.W.), and the Pediatric Department, Southern District Health Board (B.J.W.), Dunedin, and Nightscout New Zealand, Hamilton (T.C.G.) - all in New Zealand; and OpenAPS, Seattle (D.M.L.)
| | - Claire S Lever
- From the Departments of Pediatrics (M.J.B., R.A.M., O.J.S., M.I.B.) and Population Health (J.A.W.), University of Otago, and the Department of Pediatrics, Canterbury District Health Board (M.J.B., O.J.S., M.I.B.), Christchurch, Te Huataki Waiora School of Health, Sport and Human Performance, University of Waikato (H.R.C.), and Waikato Regional Diabetes Service, Waikato District Health Board (R.G.P., C.S.L., S.K.J.P.), Hamilton, the Department of Pediatric Endocrinology, Starship Children's Health, Auckland District Health Board (C.A.J., A.M.F., C.L.), and the Liggins Institute, University of Auckland (C.A.J.), Auckland, the Department of Women's and Children's Health, Dunedin School of Medicine, University of Otago (C.M.F., S.D.J., B.J.W.), and the Pediatric Department, Southern District Health Board (B.J.W.), Dunedin, and Nightscout New Zealand, Hamilton (T.C.G.) - all in New Zealand; and OpenAPS, Seattle (D.M.L.)
| | - Sarah K J Price
- From the Departments of Pediatrics (M.J.B., R.A.M., O.J.S., M.I.B.) and Population Health (J.A.W.), University of Otago, and the Department of Pediatrics, Canterbury District Health Board (M.J.B., O.J.S., M.I.B.), Christchurch, Te Huataki Waiora School of Health, Sport and Human Performance, University of Waikato (H.R.C.), and Waikato Regional Diabetes Service, Waikato District Health Board (R.G.P., C.S.L., S.K.J.P.), Hamilton, the Department of Pediatric Endocrinology, Starship Children's Health, Auckland District Health Board (C.A.J., A.M.F., C.L.), and the Liggins Institute, University of Auckland (C.A.J.), Auckland, the Department of Women's and Children's Health, Dunedin School of Medicine, University of Otago (C.M.F., S.D.J., B.J.W.), and the Pediatric Department, Southern District Health Board (B.J.W.), Dunedin, and Nightscout New Zealand, Hamilton (T.C.G.) - all in New Zealand; and OpenAPS, Seattle (D.M.L.)
| | - Carla M Frewen
- From the Departments of Pediatrics (M.J.B., R.A.M., O.J.S., M.I.B.) and Population Health (J.A.W.), University of Otago, and the Department of Pediatrics, Canterbury District Health Board (M.J.B., O.J.S., M.I.B.), Christchurch, Te Huataki Waiora School of Health, Sport and Human Performance, University of Waikato (H.R.C.), and Waikato Regional Diabetes Service, Waikato District Health Board (R.G.P., C.S.L., S.K.J.P.), Hamilton, the Department of Pediatric Endocrinology, Starship Children's Health, Auckland District Health Board (C.A.J., A.M.F., C.L.), and the Liggins Institute, University of Auckland (C.A.J.), Auckland, the Department of Women's and Children's Health, Dunedin School of Medicine, University of Otago (C.M.F., S.D.J., B.J.W.), and the Pediatric Department, Southern District Health Board (B.J.W.), Dunedin, and Nightscout New Zealand, Hamilton (T.C.G.) - all in New Zealand; and OpenAPS, Seattle (D.M.L.)
| | - Shirley D Jones
- From the Departments of Pediatrics (M.J.B., R.A.M., O.J.S., M.I.B.) and Population Health (J.A.W.), University of Otago, and the Department of Pediatrics, Canterbury District Health Board (M.J.B., O.J.S., M.I.B.), Christchurch, Te Huataki Waiora School of Health, Sport and Human Performance, University of Waikato (H.R.C.), and Waikato Regional Diabetes Service, Waikato District Health Board (R.G.P., C.S.L., S.K.J.P.), Hamilton, the Department of Pediatric Endocrinology, Starship Children's Health, Auckland District Health Board (C.A.J., A.M.F., C.L.), and the Liggins Institute, University of Auckland (C.A.J.), Auckland, the Department of Women's and Children's Health, Dunedin School of Medicine, University of Otago (C.M.F., S.D.J., B.J.W.), and the Pediatric Department, Southern District Health Board (B.J.W.), Dunedin, and Nightscout New Zealand, Hamilton (T.C.G.) - all in New Zealand; and OpenAPS, Seattle (D.M.L.)
| | - Tim C Gunn
- From the Departments of Pediatrics (M.J.B., R.A.M., O.J.S., M.I.B.) and Population Health (J.A.W.), University of Otago, and the Department of Pediatrics, Canterbury District Health Board (M.J.B., O.J.S., M.I.B.), Christchurch, Te Huataki Waiora School of Health, Sport and Human Performance, University of Waikato (H.R.C.), and Waikato Regional Diabetes Service, Waikato District Health Board (R.G.P., C.S.L., S.K.J.P.), Hamilton, the Department of Pediatric Endocrinology, Starship Children's Health, Auckland District Health Board (C.A.J., A.M.F., C.L.), and the Liggins Institute, University of Auckland (C.A.J.), Auckland, the Department of Women's and Children's Health, Dunedin School of Medicine, University of Otago (C.M.F., S.D.J., B.J.W.), and the Pediatric Department, Southern District Health Board (B.J.W.), Dunedin, and Nightscout New Zealand, Hamilton (T.C.G.) - all in New Zealand; and OpenAPS, Seattle (D.M.L.)
| | - Christina Lampey
- From the Departments of Pediatrics (M.J.B., R.A.M., O.J.S., M.I.B.) and Population Health (J.A.W.), University of Otago, and the Department of Pediatrics, Canterbury District Health Board (M.J.B., O.J.S., M.I.B.), Christchurch, Te Huataki Waiora School of Health, Sport and Human Performance, University of Waikato (H.R.C.), and Waikato Regional Diabetes Service, Waikato District Health Board (R.G.P., C.S.L., S.K.J.P.), Hamilton, the Department of Pediatric Endocrinology, Starship Children's Health, Auckland District Health Board (C.A.J., A.M.F., C.L.), and the Liggins Institute, University of Auckland (C.A.J.), Auckland, the Department of Women's and Children's Health, Dunedin School of Medicine, University of Otago (C.M.F., S.D.J., B.J.W.), and the Pediatric Department, Southern District Health Board (B.J.W.), Dunedin, and Nightscout New Zealand, Hamilton (T.C.G.) - all in New Zealand; and OpenAPS, Seattle (D.M.L.)
| | - Benjamin J Wheeler
- From the Departments of Pediatrics (M.J.B., R.A.M., O.J.S., M.I.B.) and Population Health (J.A.W.), University of Otago, and the Department of Pediatrics, Canterbury District Health Board (M.J.B., O.J.S., M.I.B.), Christchurch, Te Huataki Waiora School of Health, Sport and Human Performance, University of Waikato (H.R.C.), and Waikato Regional Diabetes Service, Waikato District Health Board (R.G.P., C.S.L., S.K.J.P.), Hamilton, the Department of Pediatric Endocrinology, Starship Children's Health, Auckland District Health Board (C.A.J., A.M.F., C.L.), and the Liggins Institute, University of Auckland (C.A.J.), Auckland, the Department of Women's and Children's Health, Dunedin School of Medicine, University of Otago (C.M.F., S.D.J., B.J.W.), and the Pediatric Department, Southern District Health Board (B.J.W.), Dunedin, and Nightscout New Zealand, Hamilton (T.C.G.) - all in New Zealand; and OpenAPS, Seattle (D.M.L.)
| | - Martin I de Bock
- From the Departments of Pediatrics (M.J.B., R.A.M., O.J.S., M.I.B.) and Population Health (J.A.W.), University of Otago, and the Department of Pediatrics, Canterbury District Health Board (M.J.B., O.J.S., M.I.B.), Christchurch, Te Huataki Waiora School of Health, Sport and Human Performance, University of Waikato (H.R.C.), and Waikato Regional Diabetes Service, Waikato District Health Board (R.G.P., C.S.L., S.K.J.P.), Hamilton, the Department of Pediatric Endocrinology, Starship Children's Health, Auckland District Health Board (C.A.J., A.M.F., C.L.), and the Liggins Institute, University of Auckland (C.A.J.), Auckland, the Department of Women's and Children's Health, Dunedin School of Medicine, University of Otago (C.M.F., S.D.J., B.J.W.), and the Pediatric Department, Southern District Health Board (B.J.W.), Dunedin, and Nightscout New Zealand, Hamilton (T.C.G.) - all in New Zealand; and OpenAPS, Seattle (D.M.L.)
| |
Collapse
|
98
|
Elbarbary NS, Ismail EAR. Glycemic control during Ramadan fasting in adolescents and young adults with type 1 diabetes on MiniMed™ 780G advanced hybrid closed‑loop system: A randomized controlled trial. Diabetes Res Clin Pract 2022; 191:110045. [PMID: 35987309 DOI: 10.1016/j.diabres.2022.110045] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/15/2022] [Revised: 08/05/2022] [Accepted: 08/15/2022] [Indexed: 12/14/2022]
Abstract
BACKGROUND MiniMedTM 780G is the most advanced insulin pump system approved for the treatment of type 1 diabetes mellitus (T1DM). Hypoglycemic events are a serious complication associated with T1DM management during Ramadan fasting. AIM This prospective study assessed the safety, effectiveness and optimization of advanced hybrid closed loop (AHCL) system on glycemic metrics and the level of hypoglycemia in T1DM patients who wished to fast Ramadan. METHODS Forty-two T1DM patients (mean age 15.2 ± 3.4 years) using AHCL system were divided into two groups (each n = 21): intervention group who adjusted AHCL settings and control group who kept the same settings as before Ramadan. RESULTS The most aggressive system settings among control group consisting of a 100 mg/dL glucose target, active insulin time of 2 h and bolus increment,maintained exceptional glycemia withtime in range reaching82.0 ± 10.2%, time above range >180 mg/dL of 12.1 ± 3.5% without an increase in hypoglycemia (time below range 3.0 ± 0.3%). All of which were non-significant in comparison to the intervention group. Overall time spent in closed loop (SmartGuard) by users averaged 98.7 ± 2.1% in Auto Mode and involved only 1.0 ± 0.7 exits per week indicating confidence in the system's performance. There were no severe hypoglycemic or diabetic ketoacidosis events during the study. CONCLUSIONS MiniMed™ 780G AHCL system assist in safe fasting with minimal user input and allows for achievement of recommended glycemic targets in people with T1DM during Ramadan fasting. The system demonstrated reduction in hypoglycemia exposure without compromising safety.
Collapse
|
99
|
Cobelli C, Dalla Man C. Minimal and Maximal Models to Quantitate Glucose Metabolism: Tools to Measure, to Simulate and to Run in Silico Clinical Trials. J Diabetes Sci Technol 2022; 16:1270-1298. [PMID: 34032128 PMCID: PMC9445339 DOI: 10.1177/19322968211015268] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
Several models have been proposed to describe the glucose system at whole-body, organ/tissue and cellular level, designed to measure non-accessible parameters (minimal models), to simulate system behavior and run in silico clinical trials (maximal models). Here, we will review the authors' work, by putting it into a concise historical background. We will discuss first the parametric portrait provided by the oral minimal models-building on the classical intravenous glucose tolerance test minimal models-to measure otherwise non-accessible key parameters like insulin sensitivity and beta-cell responsivity from a physiological oral test, the mixed meal or the oral glucose tolerance tests, and what can be gained by adding a tracer to the oral glucose dose. These models were used in various pathophysiological studies, which we will briefly review. A deeper understanding of insulin sensitivity can be gained by measuring insulin action in the skeletal muscle. This requires the use of isotopic tracers: both the classical multiple-tracer dilution and the positron emission tomography techniques are discussed, which quantitate the effect of insulin on the individual steps of glucose metabolism, that is, bidirectional transport plasma-interstitium, and phosphorylation. Finally, we will present a cellular model of insulin secretion that, using a multiscale modeling approach, highlights the relations between minimal model indices and subcellular secretory events. In terms of maximal models, we will move from a parametric to a flux portrait of the system by discussing the triple tracer meal protocol implemented with the tracer-to-tracee clamp technique. This allows to arrive at quasi-model independent measurement of glucose rate of appearance (Ra), endogenous glucose production (EGP), and glucose rate of disappearance (Rd). Both the fast absorbing simple carbs and the slow absorbing complex carbs are discussed. This rich data base has allowed us to build the UVA/Padova Type 1 diabetes and the Padova Type 2 diabetes large scale simulators. In particular, the UVA/Padova Type 1 simulator proved to be a very useful tool to safely and effectively test in silico closed-loop control algorithms for an artificial pancreas (AP). This was the first and unique simulator of the glucose system accepted by the U.S. Food and Drug Administration as a substitute to animal trials for in silico testing AP algorithms. Recent uses of the simulator have looked at glucose sensors for non-adjunctive use and new insulin molecules.
Collapse
Affiliation(s)
- Claudio Cobelli
- Department of Woman and Child’s Health University of Padova, Padova, Italy
| | - Chiara Dalla Man
- Department of Information Engineering, University of Padova, Padova, Italy
| |
Collapse
|
100
|
Beato-Víbora PI, Ambrojo-López A, Fernández-Bueso M, Gil-Poch E, Javier Arroyo-Díez F. Long-term outcomes of an advanced hybrid closed-loop system: A focus on different subpopulations. Diabetes Res Clin Pract 2022; 191:110052. [PMID: 36030902 DOI: 10.1016/j.diabres.2022.110052] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Revised: 08/18/2022] [Accepted: 08/22/2022] [Indexed: 11/20/2022]
Abstract
BACKGROUND The long-term benefit provided by advanced hybrid closed-loop (AHCL) systems needs to be assessed in general populations and specific subpopulations. METHODS A prospective evaluation of subjects initiating the AHCL system 780G was performed. Time in range (70-180 mg/dl) (TIR), <70 mg/dl, <54 mg/dl, >180 mg/dl and >250 mg/dl were compared, at baseline and after one year, in different subpopulations, according to previous treatment (pump vs MDI), age (> or ≤25 years old) and hypoglycaemia risk at baseline. RESULTS 135 subjects were included (age: 35 ± 15 years, 64 % females, diabetes duration: 21 ± 12 years). An increase in TIR was found, from 67.26 ± 11.80 % at baseline to 77.41 ± 8.85 % after one year (p < 0.001). All the subgroups showed a significant improvement in TIR, time > 180 mg/dl and >250 mg/dl. At the 1-year evaluation, no significant differences were found, between previous pump users and MDI subjects. Children and young adults had a lower time < 70 mg/dl than adults. Subjects with a high risk of hypoglycaemia at baseline had a higher time spent at <70 mg/dl and <54 mg/dl than low-risk individuals. CONCLUSION The initial benefit provided by the AHCL system is sustained in the long term. MDI subjects obtain the same outcomes as subjects with pump experience.
Collapse
Affiliation(s)
- Pilar Isabel Beato-Víbora
- Diabetes Technology Unit, Endocrinology and Nutrition Department, Badajoz University Hospital, Badajoz, Spain.
| | - Ana Ambrojo-López
- Diabetes Technology Unit, Endocrinology and Nutrition Department, Badajoz University Hospital, Badajoz, Spain
| | - Mercedes Fernández-Bueso
- Diabetes Technology Unit, Endocrinology and Nutrition Department, Badajoz University Hospital, Badajoz, Spain
| | - Estela Gil-Poch
- Diabetes Technology Unit, Department of Paediatrics, Badajoz University Hospital, Badajoz, Spain
| | | |
Collapse
|