1
|
Rodríguez de Vera Gómez P, Mayoral Sánchez E, Vilches Arenas Á, Ravé García R, de la Cal Ramírez M, Umpierrez G, Martínez-Brocca MA. Population-Based Study on the Implementation of Flash Glucose Monitoring and Severe Hypoglycemia in Adults With Type 1 Diabetes. Diabetes Technol Ther 2024. [PMID: 38885322 DOI: 10.1089/dia.2024.0201] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/20/2024]
Abstract
Objective: We analyzed the effect of implementing a flash glucose monitoring (FGM) technology in a public health care system with universal coverage on the rate of severe hypoglycemia requiring urgent care in adults with type 1 diabetes mellitus (T1DM). Methods: Using a comprehensive regional dataset, we extracted emergency care codes with hypoglycemia in individuals with T1DM who initiated the use of FGM in Andalucia, Spain, from January 1, 2020, to December 31, 2021. Severe hypoglycemia was defined as a confirmed blood glucose <70 mg/dL, which required the urgent dispatch of an emergency medical service (EMS) for onsite management. We compared hypoglycemic events reported in the 12 months before and after the initiation of FGM to determine the population incidence rates. Results: A total of 13,616 participants with a mean age of 43.7 ± 13.5 years were included. The follow-up periods were 23.4 and 24.8 months before and after FGM. There were 969 and 737 cases of hypoglycemia before and after the initiation of FGM. The baseline incidence rate was 358.58 episodes per 10,000 person-years, which decreased to 260.9 at the end of the follow-up (rate-ratio 0.72 [0.66; 0.80]). The reduction in hypoglycemia was significant in individuals aged ≥60 years (rate-ratio 0.40 [0.28; 0.55]) and males (0.64 [0.56; 0.72]). In addition, there was a reduction in the overall median HbA1c of -0.35% (95% CI [-0.38; -0.33], P < 0.001). Conclusion: The implementation of FGM systems in a public health care system as a provision for adults with T1DM was associated with significant reductions in the rate of severe hypoglycemic events that required urgent EMS care.
Collapse
Affiliation(s)
| | - Eduardo Mayoral Sánchez
- Andalusian Comprehensive Healthcare Plan for Diabetes, Regional Ministry of Health, Andalusian Public Health System, Sevilla, Spain
| | - Ángel Vilches Arenas
- Preventive Medicine and Public Health Department, University of Seville, Seville, Spain
| | - Reyes Ravé García
- Department of Endocrinology and Nutrition, University Hospital Virgen Macarena, Seville, Spain
| | | | - Guillermo Umpierrez
- Division of Endocrinology, Department of Medicine, Emory University School of Medicine, Atlanta, Georgia, USA
| | - María Asunción Martínez-Brocca
- Department of Endocrinology and Nutrition, University Hospital Virgen Macarena, Seville, Spain
- Andalusian Comprehensive Healthcare Plan for Diabetes, Regional Ministry of Health, Andalusian Public Health System, Sevilla, Spain
| |
Collapse
|
2
|
Boj-Carceller D. Japanese candlestick charts for diabetes. World J Methodol 2024; 14:90708. [PMID: 38983663 PMCID: PMC11229871 DOI: 10.5662/wjm.v14.i2.90708] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Revised: 02/07/2024] [Accepted: 04/24/2024] [Indexed: 06/13/2024] Open
Abstract
Continuous glucose monitoring (CGM) is a popular technology among the diabetic population, especially in patients with type 1 diabetes and those with type 2 diabetes treated with insulin. The American Diabetes Association recommends standardization of CGM reports with visual cues, such as the ambulatory glucose profile. Nevertheless, interpreting this report requires training and time for CGM to be cost-efficient. In this work it has been proposed to incorporate Japanese candlestick charts in glucose monitoring. These graphs are used in price analysis in financial markets and are easier to view. Each candle provides extra information to make prudent decisions since it reports the opening, maximum, minimum and closing glucose levels of the chosen time frame, usually the daily one. The Japanese candlestick chart is an interesting tool to be considered in glucose control. This graphic representation allows identification of glucose trends easily through the colors of the candles and maximum and minimum glucose values.
Collapse
Affiliation(s)
- Diana Boj-Carceller
- Department of Endocrinology and Nutrition, Miguel Servet University Hospital, Zaragoza 50009, Spain
| |
Collapse
|
3
|
Mennini FS, Sciattella P, Marcellusi A, Bartolini F, Bernardi FF, Levrat-Guillen F, Cozzolino M, Di Gennaro M, Giordana R, Giustozzi M, Trama U. An Analysis of the Distribution of Direct Cost of Diabetes Care in Selected Districts in Italy. Diabetes Ther 2024; 15:1417-1434. [PMID: 38668998 PMCID: PMC11096296 DOI: 10.1007/s13300-024-01580-z] [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: 02/01/2024] [Accepted: 03/27/2024] [Indexed: 05/16/2024] Open
Abstract
INTRODUCTION This study aims to define the distribution of direct healthcare costs for people with diabetes treated in two healthcare regions in Italy, based on number of comorbidities and treatment regimen. METHODS This was a retrospective analysis using data from two local health authority administrative databases (Campania and Umbria) in Italy for the years 2014-2018. Data on hospital care, pharmaceutical and specialist outpatient and laboratory assistance were collected. All people with diabetes in 2014-2018 were identified on the basis of at least one prescription of hypoglycemic drugs (ATC A10), hospitalization with primary or secondary diagnosis of diabetes mellitus (ICD9CM 250.xx) or diabetes exemption code (code 013). Subjects were stratified into three groups according to their pharmaceutical prescriptions during the year: Type 1/type 2 diabetes (T1D/T2D) treated with multiple daily injections with insulin (MDI), type 2 diabetes on basal insulin only (T2D-Basal) and type 2 diabetes not on insulin therapy (T2D-Oral). RESULTS We identified 304,779 people with diabetes during the period for which data was obtained. Analysis was undertaken on 288,097 subjects treated with glucose-lowering drugs (13% T1D/T2D-MDI, 13% T2D-Basal, 74% T2D-Oral). Average annual cost per patient for the year 2018 across the total cohort was similar for people with T1D/T2D-MDI and people with T2D-Basal (respectively €2580 and €2254) and significantly lower for T2D-Oral (€1145). Cost of hospitalization was the main driver (47% for T1D/T2D-MDI, 45% for T2D-Basal, 45% for T2D-Oral) followed by drugs/devices (35%, 39%, 43%) and outpatient services (18%, 16%, 12%). Average costs increased considerably with increasing comorbidities: from €459 with diabetes only to €7464 for a patient with four comorbidities. Similar trends were found across all subgroups analysis. CONCLUSION Annual cost of treatment for people with diabetes is similar for those treated with MDI or with basal insulin only, with hospitalization being the main cost driver. This indicates that both patient groups should benefit from having access to scanning continuous glucose monitoring (CGM) technology which is known to be associated with significantly reduced hospitalization for acute diabetes events, compared to self-monitored blood glucose (SMBG) testing.
Collapse
Affiliation(s)
- Francesco Saverio Mennini
- Economic Evaluation and HTA (EEHTA), CEIS, DEF, Faculty of Economics, University of Rome "Tor Vergata", Rome, Italy.
- Department of Accounting and Finance, Kingston University, London, UK.
| | - Paolo Sciattella
- Economic Evaluation and HTA (EEHTA), CEIS, DEF, Faculty of Economics, University of Rome "Tor Vergata", Rome, Italy
- Statistical Department, "Sapienza" University of Rome, Rome, Italy
| | - Andrea Marcellusi
- Economic Evaluation and HTA (EEHTA), CEIS, DEF, Faculty of Economics, University of Rome "Tor Vergata", Rome, Italy
| | - Fausto Bartolini
- Pharmaceutical Department, Local Health Unit Umbria 2, Terni, Italy
| | - Francesca Futura Bernardi
- Regional Pharmaceutical Unit, Campania Region, 80143, Naples, Italy
- Department of Experimental Medicine, Università degli studi della Campania "Luigi Vanvitelli", Naples, Italy
| | | | | | | | - Roberta Giordana
- Campania Region Healthcare System Commissioner Office, Naples, Italy
| | | | - Ugo Trama
- Regional Pharmaceutical Unit, Campania Region, 80143, Naples, Italy
| |
Collapse
|
4
|
Kalyani RR, Allende-Vigo MZ, Antinori-Lent KJ, Close KL, Das SR, Deroze P, Edelman SV, El Sayed NA, Kerr D, Neumiller JJ, Norton A. Prioritizing Patient Experiences in the Management of Diabetes and Its Complications: An Endocrine Society Position Statement. J Clin Endocrinol Metab 2024; 109:1155-1178. [PMID: 38381587 DOI: 10.1210/clinem/dgad745] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Indexed: 02/23/2024]
Abstract
Diabetes can be an arduous journey both for people with diabetes (PWD) and their caregivers. While the journey of every person with diabetes is unique, common themes emerge in managing this disease. To date, the experiences of PWD have not been fully considered to successfully implement the recommended standards of diabetes care in practice. It is critical for health-care providers (HCPs) to recognize perspectives of PWD to achieve optimal health outcomes. Further, existing tools are available to facilitate patient-centered care but are often underused. This statement summarizes findings from multistakeholder expert roundtable discussions hosted by the Endocrine Society that aimed to identify existing gaps in the management of diabetes and its complications and to identify tools needed to empower HCPs and PWD to address their many challenges. The roundtables included delegates from professional societies, governmental organizations, patient advocacy organizations, and social enterprises committed to making life better for PWD. Each section begins with a clinical scenario that serves as a framework to achieve desired health outcomes and includes a discussion of resources for HCPs to deliver patient-centered care in clinical practice. As diabetes management evolves, achieving this goal will also require the development of new tools to help guide HCPs in supporting PWD, as well as concrete strategies for the efficient uptake of these tools in clinical practice to minimize provider burden. Importantly, coordination among various stakeholders including PWD, HCPs, caregivers, policymakers, and payers is critical at all stages of the patient journey.
Collapse
Affiliation(s)
- Rita R Kalyani
- Division of Endocrinology, Diabetes, & Metabolism, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | | | | | | | - Sandeep R Das
- Division of Cardiology, UT Southwestern Medical Center, Dallas, TX 75390, USA
| | - Phyllisa Deroze
- dQ&A, The Diabetes Research Company, San Francisco, CA 94117, USA
| | - Steven V Edelman
- Division of Endocrinology, Diabetes & Metabolism at the University of California at San Diego, San Diego, CA 92103, USA
| | - Nuha A El Sayed
- American Diabetes Association, Harvard Medical School, Boston, MA 02215, USA
| | - David Kerr
- Director of Digital Health, Diabetes Technology Society, Santa Barbara, CA 94010, USA
| | - Joshua J Neumiller
- Department of Pharmacotherapy, College of Pharmacy and Pharmaceutical Sciences, Washington State University, Spokane, WA 99202, USA
| | - Anna Norton
- DiabetesSisters, #180, 1112 W Boughton Road, Bolingbrook, IL 60440, USA
| |
Collapse
|
5
|
Berthon W, McGurnaghan SJ, Blackbourn LAK, Mellor J, Gibb FW, Heller S, Kennon B, McCrimmon RJ, Philip S, Sattar N, McKeigue PM, Colhoun HM. Ongoing burden and recent trends in severe hospitalised hypoglycaemia events in people with type 1 and type 2 diabetes in Scotland: A nationwide cohort study 2016-2022. Diabetes Res Clin Pract 2024; 210:111642. [PMID: 38548109 DOI: 10.1016/j.diabres.2024.111642] [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: 01/31/2024] [Revised: 03/10/2024] [Accepted: 03/25/2024] [Indexed: 04/07/2024]
Abstract
AIMS We examined severe hospitalised hypoglycaemia (SHH) rates in people with type 1 and type 2 diabetes in Scotland during 2016-2022, stratifying by sociodemographics. METHODS Using the Scottish National diabetes register (SCI-Diabetes), we identified people with type 1 and type 2 diabetes alive anytime during 2016-2022. SHH events were determined through linkage to hospital admission and death registry data. We calculated annual SHH rates overall and by age, sex, and socioeconomic status. Summary estimates of time and stratum effects were obtained by fitting adjusted generalised additive models using R package mgcv. RESULTS Rates for those under 20 with type 1 diabetes reached their minimum at the 2020-2021 transition, 30% below the study period average. A gradual decline over time also occurred among 20-49-year-olds with type 1 diabetes. Overall, females had 15% higher rates than males with type 2 diabetes (rate ratio 1.15, 95% CI 1.08-1.22). People in the most versus least deprived quintile experienced 2.58 times higher rates (95% CI 2.27-2.93) in type 1 diabetes and 2.33 times higher (95% CI 2.08-2.62) in type 2 diabetes. CONCLUSIONS Despite advances in care, SHH remains a significant problem in diabetes. Future efforts must address the large socioeconomic disparities in SHH risks.
Collapse
Affiliation(s)
- William Berthon
- Usher Institute, College of Medicine and Veterinary Medicine, The University of Edinburgh, Edinburgh, UK.
| | - Stuart J McGurnaghan
- Institute of Genetics and Cancer, College of Medicine and Veterinary Medicine, The University of Edinburgh, Edinburgh, UK
| | - Luke A K Blackbourn
- Institute of Genetics and Cancer, College of Medicine and Veterinary Medicine, The University of Edinburgh, Edinburgh, UK
| | - Joseph Mellor
- Usher Institute, College of Medicine and Veterinary Medicine, The University of Edinburgh, Edinburgh, UK
| | - Fraser W Gibb
- Edinburgh Centre for Endocrinology & Diabetes, Royal Infirmary of Edinburgh, Edinburgh, UK
| | - Simon Heller
- Department of Oncology and Metabolism, University of Sheffield, Sheffield, UK
| | - Brian Kennon
- Queen Elizabeth University Hospital, Glasgow, UK
| | - Rory J McCrimmon
- Division of Molecular and Clinical Medicine, University of Dundee, Dundee, UK
| | - Sam Philip
- JJR Macleod Centre for Diabetes & Endocrinology, Aberdeen Royal Infirmary, Aberdeen, UK
| | - Naveed Sattar
- School of Cardiovascular and Metabolic Health, University of Glasgow, Glasgow, UK
| | - Paul M McKeigue
- Usher Institute, College of Medicine and Veterinary Medicine, The University of Edinburgh, Edinburgh, UK
| | - Helen M Colhoun
- Institute of Genetics and Cancer, College of Medicine and Veterinary Medicine, The University of Edinburgh, Edinburgh, UK; Public Health Scotland, Glasgow, UK
| |
Collapse
|
6
|
Lyons RE, Abdul Wahab R, Goh SY, Breen C, Rhynehart A, O'Scannail M, Kelly HJ, Neff K, O'Shea D, Canavan R, Wan Mahmood WA. Real-world glycaemic outcomes in patients with type 1 diabetes using glucose sensors-Experience from a single centre in Dublin. Endocrinol Diabetes Metab 2024; 7:e469. [PMID: 38268307 PMCID: PMC10794155 DOI: 10.1002/edm2.469] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2023] [Revised: 01/02/2024] [Accepted: 01/05/2024] [Indexed: 01/26/2024] Open
Abstract
AIMS To evaluate changes in glycated haemoglobin (HbA1 c) and sensor-based glycaemic metrics after glucose sensor commencement in adults with T1D. METHODS We performed a retrospective observational single-centre study on HbA1 c, and sensor-based glycaemic data following the initiation of continuous glucose monitoring (CGM) in adults with T1D (n = 209). RESULTS We observed an overall improvement in HbA1 c from 66 (59-78) mmol/mol [8.2 (7.5-9.3)%] pre-sensor to 60 (53-71) mmol/mol [7.6 (7.0-8.6)%] on-sensor (p < .001). The pre-sensor HbA1 c improved from 66 (57-74) mmol/mol [8.2 (7.4-8.9)%] to 62 (54-71) mmol/mol [7.8 (7.1-8.7)%] within the first year of usage to 60 (53-69) mmol/mol [7.6 (7.0-8.4)%] in the following year (n = 121, p < .001). RT-CGM-user had a significant improvement in HbA1 c (Dexcom G6; p < .001, r = 0.33 and Guardian 3; p < .001, r = 0.59) while a non-significant reduction was seen in FGM-user (Libre 1; p = .279). Both MDI (p < .001, r = 0.33) and CSII group (p < .001, r = 0.41) also demonstrated significant HbA1 c improvement. Patients with pre-sensor HbA1 c of ≥64 mmol/mol [8.0%] (n = 125), had attenuation of pre-sensor HbA1 c from 75 (68-83) mmol/mol [9.0 (8.4-9.7)%] to 67 (59-75) mmol/mol [8.2 (7.6-9.0)%] (p < .001, r = 0.44). Altogether, 25.8% of patients achieved the recommended HbA1 c goal of ≤53 mmol/mol and 16.7% attained the recommended ≥70% time in range (3.9-10.0 mmol/L). CONCLUSIONS Our study demonstrated that minimally invasive glucose sensor technology in adults with T1D is associated with improvement in glycaemic outcomes. However, despite significant improvements in HbA1 c, achieving the recommended goals for all glycaemic metrics remained challenging.
Collapse
Affiliation(s)
- Robert E. Lyons
- Endocrinology and Diabetes UnitSt. Columcille's HospitalDublinIreland
| | - Roshaida Abdul Wahab
- Diabetes Complications Research Centre, Conway InstituteUniversity College DublinDublinIreland
| | - Sue Yee Goh
- School of MedicineUniversity College DublinDublinIreland
| | - Cathy Breen
- Endocrinology and Diabetes UnitSt. Columcille's HospitalDublinIreland
| | - Amanda Rhynehart
- Endocrinology and Diabetes UnitSt. Columcille's HospitalDublinIreland
| | - Mary O'Scannail
- Endocrinology and Diabetes UnitSt. Columcille's HospitalDublinIreland
| | - Hannah Jade Kelly
- Endocrinology and Diabetes UnitSt. Columcille's HospitalDublinIreland
| | - Karl Neff
- Endocrinology and Diabetes UnitSt. Columcille's HospitalDublinIreland
| | - Donal O'Shea
- Endocrinology and Diabetes UnitSt. Columcille's HospitalDublinIreland
- Diabetes Complications Research Centre, Conway InstituteUniversity College DublinDublinIreland
| | - Ronan Canavan
- Endocrinology and Diabetes UnitSt. Columcille's HospitalDublinIreland
| | | |
Collapse
|
7
|
ElSayed NA, Aleppo G, Bannuru RR, Bruemmer D, Collins BS, Ekhlaspour L, Hilliard ME, Johnson EL, Khunti K, Lingvay I, Matfin G, McCoy RG, Perry ML, Pilla SJ, Polsky S, Prahalad P, Pratley RE, Segal AR, Seley JJ, Stanton RC, Gabbay RA. 7. Diabetes Technology: Standards of Care in Diabetes-2024. Diabetes Care 2024; 47:S126-S144. [PMID: 38078575 PMCID: PMC10725813 DOI: 10.2337/dc24-s007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/18/2023]
Abstract
The American Diabetes Association (ADA) "Standards of Care in Diabetes" includes the ADA's current clinical practice recommendations and is intended to provide the components of diabetes care, general treatment goals and guidelines, and tools to evaluate quality of care. Members of the ADA Professional Practice Committee, an interprofessional expert committee, are responsible for updating the Standards of Care annually, or more frequently as warranted. For a detailed description of ADA standards, statements, and reports, as well as the evidence-grading system for ADA's clinical practice recommendations and a full list of Professional Practice Committee members, please refer to Introduction and Methodology. Readers who wish to comment on the Standards of Care are invited to do so at professional.diabetes.org/SOC.
Collapse
|
8
|
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
|
9
|
Pueyo I, Viñals C, Mesa A, Giménez M, Conget I. Strategy and results of the massive implementation of reimbursed continuous glucose monitoring in people with type 1 diabetes. ENDOCRINOL DIAB NUTR 2023; 70 Suppl 3:73-75. [PMID: 36517387 DOI: 10.1016/j.endien.2022.03.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/26/2022] [Accepted: 03/16/2022] [Indexed: 06/17/2023]
Affiliation(s)
- Irene Pueyo
- Servicio de Endocrinología y Nutrición, Hospital Clínic de Barcelona, Barcelona, Spain
| | - Clara Viñals
- Servicio de Endocrinología y Nutrición, Hospital Clínic de Barcelona, Barcelona, Spain
| | - Alex Mesa
- Servicio de Endocrinología y Nutrición, Hospital Clínic de Barcelona, Barcelona, Spain.
| | - Marga Giménez
- Servicio de Endocrinología y Nutrición, Hospital Clínic de Barcelona, Barcelona, Spain; Institut d'investigacions biomèdiques August Pi I Sunyer (IDIBAPS), Barcelona, Spain; Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Spain
| | - Ignacio Conget
- Servicio de Endocrinología y Nutrición, Hospital Clínic de Barcelona, Barcelona, Spain; Institut d'investigacions biomèdiques August Pi I Sunyer (IDIBAPS), Barcelona, Spain; Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Spain
| |
Collapse
|
10
|
Majewska A, Stanirowski PJ, Tatur J, Wojda B, Radosz I, Wielgos M, Bomba-Opon DA. Flash glucose monitoring in gestational diabetes mellitus (FLAMINGO): a randomised controlled trial. Acta Diabetol 2023; 60:1171-1177. [PMID: 37160787 PMCID: PMC10359198 DOI: 10.1007/s00592-023-02091-2] [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: 02/14/2023] [Accepted: 03/29/2023] [Indexed: 05/11/2023]
Abstract
AIMS Gestational diabetes mellitus (GDM) is the most common type of hyperglycaemia in pregnancy. GDM is a risk factor of adverse perinatal outcomes, with the incidence rate increasing proportionally to the level of maternal dysglycaemia. Therefore, glycaemic control plays an important role in management of GDM. The aim of this study was to assess the efficacy of flash glucose monitoring (FGM) in GDM. MATERIALS AND METHODS This was a non-blinded, randomised controlled trial, that recruited 100 pregnant women diagnosed with GDM between 24 and 28 weeks of gestation at the 1st Department of Obstetrics and Gynaecology, Medical University of Warsaw. After meeting the inclusion criteria patients were randomly allocated to the study group (FGM, n = 50) or control group (self-monitoring of blood glucose-SMBG, n = 50). Clinical and laboratory results were assessed at four follow-up visits. The primary outcome was mean fasting and postprandial glycaemia. The secondary outcomes were perinatal outcomes. RESULTS There was no significant difference in mean glycaemia between the groups (p = 0.437) Compared to the control group, the study group significantly reduced their fasting (p = 0.027) and postprandial glycaemia (p = 0.034) during the first 4 weeks following GDM diagnosis, with no significant difference in progression to insulin therapy (OR 1.09, 95% CI 0.47-2.57). Incidence of fetal macrosomia was significantly higher in SMBG as compared to FGM group (OR 5.63, 95% CI 1.16-27.22). CONCLUSIONS Study results indicate that FGM has an impact on glycaemic control, dietary habits and incidence of fetal macrosomia in patients with GDM. Trial registration clinicaltrials.gov ID: NCT04422821.
Collapse
Affiliation(s)
- Agata Majewska
- 1st Department of Obstetrics and Gynaecology, Medical University of Warsaw, Starynkiewicza Square 1/3, 02-015, Warsaw, Poland.
- Polish Society of Gynecologists and Obstetricians, Club 35, 02-677, Warsaw, Poland.
| | - Paweł Jan Stanirowski
- 1st Department of Obstetrics and Gynaecology, Medical University of Warsaw, Starynkiewicza Square 1/3, 02-015, Warsaw, Poland
- Polish Society of Gynecologists and Obstetricians, Club 35, 02-677, Warsaw, Poland
| | - Jacek Tatur
- 1st Department of Obstetrics and Gynaecology, Medical University of Warsaw, Starynkiewicza Square 1/3, 02-015, Warsaw, Poland
| | - Barbara Wojda
- Department of Nutrition and Nutritional Value of Food, National Institute of Public Health NIH-National Research Institute, Chocimska St. 24, 00-791, Warsaw, Poland
| | - Iwona Radosz
- 1st Department of Obstetrics and Gynaecology, Medical University of Warsaw, Starynkiewicza Square 1/3, 02-015, Warsaw, Poland
| | | | | |
Collapse
|
11
|
Ampudia-Blasco FJ, Ugarte-Abasolo E, Chico A, García-Alemán J, Galan-Barroso M. Spanish Consensus on the Use of Intermittently Scanned Continuous Glucose Monitoring in the Management of Patients With Insulin Therapy: The MONITOR Project. J Diabetes Sci Technol 2023; 17:1256-1264. [PMID: 35466722 PMCID: PMC10563520 DOI: 10.1177/19322968221087270] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
BACKGROUND Continuous glucose monitoring (CGM) systems are increasingly being adopted as an alternative or adjunct to self-monitoring of blood glucose (SMBG) by patients receiving insulin therapy. However, the available evidence on the role of intermittently scanned CGM or flash CGM (isCGM) remains limited. This consensus aims to evaluate the degree of agreement among Spanish experts on the role of isCGM in the evaluation of glycemic variability, reduction of glycosylated hemoglobin (HbA1c) levels, and selection and adjustment of insulin therapy. METHODS Delphi methodology was used to achieve consensus in two survey rounds. A total of 431 Spanish endocrinologists participated in the first round of a 34-item questionnaire survey on isCGM and 427 participated in the second round. Any disagreement was resolved in round 2. RESULTS Consensus was reached for 32 statements, and four items were ultimately agreed upon SMBG after round 2. There was a high degree of consensus that isCGM helps to evaluate glycemic variability, improves HbA1c levels, and can guide therapeutic changes in type 1 diabetes patients. However, there was no consensus on the routine use of the interquartile range to evaluate glycemic variability or the selection of HbA1c as the main parameter for monitoring glycemic control. CONCLUSIONS Most Spanish experts believe that the isCGM system is appropriate for: (1) identifying glycemic variability and facilitating its management, (2) evaluating hyperglycemia as a complement of HbA1c levels, and (3) guiding therapeutic decisions on insulin selection and dosing. The isCGM system is a useful tool for patients and health care professionals to improve glycemic control in insulin-dependent diabetes.
Collapse
Affiliation(s)
| | | | - Ana Chico
- Department of Endocrinology and Nutrition, Hospital de la Santa Creu i Sant Pau, Barcelona, CIBER-BBN, Spain
| | - Jorge García-Alemán
- Department of Endocrinology and Nutrition, Hospital Clínico Universitario Virgen de la Victoria, Malaga, Spain
| | | |
Collapse
|
12
|
Friedman JG, Coyne K, Aleppo G, Szmuilowicz ED. Beyond A1C: exploring continuous glucose monitoring metrics in managing diabetes. Endocr Connect 2023; 12:e230085. [PMID: 37071558 PMCID: PMC10305570 DOI: 10.1530/ec-23-0085] [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] [Received: 04/14/2023] [Accepted: 04/18/2023] [Indexed: 04/19/2023]
Abstract
Hemoglobin A1c (HbA1c) has long been considered a cornerstone of diabetes mellitus (DM) management, as both an indicator of average glycemia and a predictor of long-term complications among people with DM. However, HbA1c is subject to non-glycemic influences which confound interpretation and as a measure of average glycemia does not provide information regarding glucose trends or about the occurrence of hypoglycemia and/or hyperglycemia episodes. As such, solitary use of HbA1c, without accompanying glucose data, does not confer actionable information that can be harnessed to guide targeted therapy in many patients with DM. While conventional capillary blood glucose monitoring (BGM) sheds light on momentary glucose levels, in practical use the inherent infrequency of measurement precludes elucidation of glycemic trends or reliable detection of hypoglycemia or hyperglycemia episodes. In contrast, continuous glucose monitoring (CGM) data reveal glucose trends and potentially undetected hypo- and hyperglycemia patterns that can occur between discrete BGM measurements. The use of CGM has grown significantly over the past decades as an ever-expanding body of literature demonstrates a multitude of clinical benefits for people with DM. Continually improving CGM accuracy and ease of use have further fueled the widespread adoption of CGM. Furthermore, percent time in range correlates well with HbA1c, is accepted as a validated indicator of glycemia, and is associated with the risk of several DM complications. We explore the benefits and limitations of CGM use, the use of CGM in clinical practice, and the application of CGM to advanced diabetes technologies.
Collapse
Affiliation(s)
- Jared G Friedman
- Division of Endocrinology, Metabolism and Molecular Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, United States
| | - Kasey Coyne
- Division of Endocrinology, Metabolism and Molecular Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, United States
| | - Grazia Aleppo
- Division of Endocrinology, Metabolism and Molecular Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, United States
| | - Emily D Szmuilowicz
- Division of Endocrinology, Metabolism and Molecular Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, United States
| |
Collapse
|
13
|
Cederblad L, Eklund G, Vedal A, Hill H, Caballero-Corbalan J, Hellman J, Abrahamsson N, Wahlström-Johnsson I, Carlsson PO, Espes D. Classification of Hypoglycemic Events in Type 1 Diabetes Using Machine Learning Algorithms. Diabetes Ther 2023; 14:953-965. [PMID: 37052842 DOI: 10.1007/s13300-023-01403-7] [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: 01/25/2023] [Accepted: 03/27/2023] [Indexed: 04/14/2023] Open
Abstract
INTRODUCTION To improve the utilization of continuous- and flash glucose monitoring (CGM/FGM) data we have tested the hypothesis that a machine learning (ML) model can be trained to identify the most likely root causes for hypoglycemic events. METHODS CGM/FGM data were collected from 449 patients with type 1 diabetes. Of the 42,120 identified hypoglycemic events, 5041 were randomly selected for classification by two clinicians. Three causes of hypoglycemia were deemed possible to interpret and later validate by insulin and carbohydrate recordings: (1) overestimated bolus (27%), (2) overcorrection of hyperglycemia (29%) and (3) excessive basal insulin presure (44%). The dataset was split into a training (n = 4026 events, 304 patients) and an internal validation dataset (n = 1015 events, 145 patients). A number of ML model architectures were applied and evaluated. A separate dataset was generated from 22 patients (13 'known' and 9 'unknown') with insulin and carbohydrate recordings. Hypoglycemic events from this dataset were also interpreted by five clinicians independently. RESULTS Of the evaluated ML models, a purpose-built convolutional neural network (HypoCNN) performed best. Masking the time series, adding time features and using class weights improved the performance of this model, resulting in an average area under the curve (AUC) of 0.921 in the original train/test split. In the dataset validated by insulin and carbohydrate recordings (n = 435 events), i.e. 'ground truth,' our HypoCNN model achieved an AUC of 0.917. CONCLUSIONS The findings support the notion that ML models can be trained to interpret CGM/FGM data. Our HypoCNN model provides a robust and accurate method to identify root causes of hypoglycemic events.
Collapse
Affiliation(s)
- Lars Cederblad
- OneTwo Analytics Analytics AB, Fogdevreten 2A, 17165, Solna, Sweden
| | | | - Amund Vedal
- Modulai AB, Åsögatan 140, 11624, Stockholm, Sweden
| | - Henrik Hill
- Department of Women's and Children's Health, Uppsala University-Akademiska Sjukhuset, 75185, Uppsala, Sweden
| | - José Caballero-Corbalan
- Department of Medical Sciences, Uppsala University-Akademiska Sjukhuset, 75185, Uppsala, Sweden
| | - Jarl Hellman
- Department of Medical Sciences, Uppsala University-Akademiska Sjukhuset, 75185, Uppsala, Sweden
| | - Niclas Abrahamsson
- Department of Medical Sciences, Uppsala University-Akademiska Sjukhuset, 75185, Uppsala, Sweden
| | - Inger Wahlström-Johnsson
- Department of Women's and Children's Health, Uppsala University-Akademiska Sjukhuset, 75185, Uppsala, Sweden
| | - Per-Ola Carlsson
- Department of Medical Sciences, Uppsala University-Akademiska Sjukhuset, 75185, Uppsala, Sweden
- Department of Medical Cell Biology, Uppsala University, Husargatan 3, Box 571, 75123, Uppsala, Sweden
| | - Daniel Espes
- Department of Medical Sciences, Uppsala University-Akademiska Sjukhuset, 75185, Uppsala, Sweden.
- Department of Medical Cell Biology, Uppsala University, Husargatan 3, Box 571, 75123, Uppsala, Sweden.
- Science for Life Laboratory, Uppsala University, Uppsala, Sweden.
| |
Collapse
|
14
|
Zou Y, Chu Z, Guo J, Liu S, Ma X, Guo J. Minimally invasive electrochemical continuous glucose monitoring sensors: Recent progress and perspective. Biosens Bioelectron 2023; 225:115103. [PMID: 36724658 DOI: 10.1016/j.bios.2023.115103] [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: 10/20/2022] [Revised: 12/25/2022] [Accepted: 01/23/2023] [Indexed: 01/26/2023]
Abstract
Diabetes and its complications are seriously threatening the health and well-being of hundreds of millions of people. Glucose levels are essential indicators of the health conditions of diabetics. Over the past decade, concerted efforts in various fields have led to significant advances in glucose monitoring technology. In particular, the rapid development of continuous glucose monitoring (CGM) based on electrochemical sensing principles has great potential to overcome the limitations of self-monitoring blood glucose (SMBG) in continuously tracking glucose trends, evaluating diabetes treatment options, and improving the quality of life of diabetics. However, the applications of minimally invasive electrochemical CGM sensors are still limited owing to the following aspects: i) invasiveness, ii) short lifespan, iii) biocompatibility, and iv) calibration and prediction. In recent years, the performance of minimally invasive electrochemical CGM systems (CGMSs) has been significantly improved owing to breakthrough developments in new materials and key technologies. In this review, we summarize the history of commercial CGMSs, the development of sensing principles, and the research progress of minimally invasive electrochemical CGM sensors in reducing the invasiveness of implanted probes, maintaining enzyme activity, and improving the biocompatibility of the sensor interface. In addition, this review also introduces calibration algorithms and prediction algorithms applied to CGMSs and describes the application of machine learning algorithms for glucose prediction.
Collapse
Affiliation(s)
- Yuanyuan Zou
- University of Electronic Science and Technology of China, 611731, Chengdu, China
| | - Zhengkang Chu
- School of Sensing Science and Engineering, Shanghai Jiaotong University, Shanghai, China
| | - Jiuchuan Guo
- University of Electronic Science and Technology of China, 611731, Chengdu, China; Chongqing Medical University, 400016, Chongqing, China
| | - Shan Liu
- Department of Laboratory Medicine, Sichuan Academy of Medical Sciences and Sichuan Provincial People's Hospital, University of Electronic Science and Technology, Chengdu, 610072, China.
| | - Xing Ma
- School of Materials Science and Engineering, Harbin Institute of Technology (Shenzhen), Shenzhen, 518055, China.
| | - Jinhong Guo
- Chongqing Medical University, 400016, Chongqing, China; School of Sensing Science and Engineering, Shanghai Jiaotong University, Shanghai, China.
| |
Collapse
|
15
|
Charleer S, De Block C, Bolsens N, Van Huffel L, Nobels F, Mathieu C, Gillard P. Sustained Impact of Intermittently Scanned Continuous Glucose Monitoring on Treatment Satisfaction and Severe Hypoglycemia in Adults with Type 1 Diabetes (FUTURE): An Analysis in People with Normal and Impaired Awareness of Hypoglycemia. Diabetes Technol Ther 2023; 25:231-241. [PMID: 36648249 DOI: 10.1089/dia.2022.0452] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
Objective: Nationwide reimbursement of intermittently scanned continuous glucose monitoring (isCGM) was introduced in Belgium (2016). This real-world observational study investigates the impact of isCGM over 24 months on adults with type 1 diabetes with impaired or normal awareness of hypoglycemia (IAH or NAH). Methods: We included 1905 people who started first-generation 14-day FreeStyle Libre (without alerts). Sixteen percent had IAH. Primary endpoint was evolution of quality of life (QOL); secondary endpoints were evolution of severe hypoglycemia, work absenteeism, glycated hemoglobin (HbA1c), and sensor-measured outcomes. Results: At baseline, people with IAH (n = 308) had significantly worse QOL than people with NAH (n = 1594). Only people with IAH improved on the hypoglycemia fear survey-worry subscale after 24 months (22.8 [95% confidence interval: 21.4-24.2] at baseline; 20.6 [19.0-22.1] at 24 months, P = 0.002). For both groups, Diabetes Treatment Satisfaction Scale improved over 24 months (IAH: +3.1 [2.1-4.1], P < 0.001; NAH: +2.3 [1.9-2.7], P < 0.001), whereas general QOL, diabetes distress, and HbA1c remained stable. People with IAH showed the strongest decline in work absenteeism and severe hypoglycemia (36.4% having an event 6 months before isCGM initiation; 16.0% having an event during last 6 months of follow-up, P < 0.001), with similar observations for hypoglycemia hospitalization and hypoglycemia coma. Over 24 months, people with IAH spent more time in hypoglycemia, but less time in hyperglycemia than people with NAH. Conclusion: These data show sustained improvement of severe hypoglycemia, work absenteeism, and hypoglycemia fear after isCGM reimbursement, mostly driven by people with IAH. Together with improved treatment satisfaction, irrespective of hypoglycemia awareness level, isCGM without alerts is a valuable tool under long-term real-world conditions. Clinical Trial Registration number: NCT02898714.
Collapse
Affiliation(s)
- Sara Charleer
- Department of Endocrinology, University Hospitals Leuven-KU Leuven, Leuven, Belgium
| | - Christophe De Block
- Department of Endocrinology, Diabetology and Metabolism, University of Antwerp-Antwerp University Hospital, Edegem, Belgium
| | - Nancy Bolsens
- Department of Endocrinology, Diabetology and Metabolism, University of Antwerp-Antwerp University Hospital, Edegem, Belgium
| | | | - Frank Nobels
- Department of Endocrinology, OLV Hospital Aalst, Aalst, Belgium
| | - Chantal Mathieu
- Department of Endocrinology, University Hospitals Leuven-KU Leuven, Leuven, Belgium
| | - Pieter Gillard
- Department of Endocrinology, University Hospitals Leuven-KU Leuven, Leuven, Belgium
- Fonds Wetenschappelijk Onderzoek (FWO), Brussels, Belgium
| |
Collapse
|
16
|
Moreno-Fernandez J, Sastre J, Pinés P, Calderon-Vicente D, Gargallo J, Muñoz-Rodriguez JR. To evaluate the use and clinical effect of intermittently scanned continuous glucose monitoring in adults with type 1 diabetes: Results of a multicentre study. ENDOCRINOL DIAB NUTR 2023; 70:270-276. [PMID: 37116972 DOI: 10.1016/j.endien.2023.03.013] [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: 08/09/2022] [Accepted: 12/08/2022] [Indexed: 04/30/2023]
Abstract
AIM To evaluate the use and clinical effect of intermittently scanned continuous glucose monitoring (isCGM) in adults with type 1 diabetes (T1D) in a public health service scenario. METHOD Cross-sectional retrospective analysis of all patients with T1D and medical indication for isCGM use from a cohort followed since 2010 at Castilla-La Mancha Public Health Service (Spain). Primary outcome was HbA1c change during the first year of follow-up after isCGM initiation. Secondary outcomes included evaluation of self-monitoring of blood glucose (SMBG), isCGM and insulin use, along with glycometric indexes. RESULTS A total of 945 T1D patients were analyzed. Median age was 49.5 years (IQ range 19.0 years) and T1D duration of 28.9 years (IQ range 14.0 years). The most frequent insulin therapy alternatives were multiple daily injections (85%) followed by insulin pump (11%). Eighty percent of the patients were active isCGM users with a 90% of adherence to the device. Patients showed a mean daily scan frequency of 10.1±6.4scans/day. Daily SMBG reduced by -3.5 test/day [95% CI -3.7, -3.2; P<0.001]. We detected an HbA1c reduction of -0.3% (-4mmol/mol) [95% CI -0.2, -0.4 (-3, -5); P<0.001] at the end of the follow-up. An inverse correlation between HbA1c levels at the end of the follow-up and daily frequency of isCGM scanning (R=-0.34, P<0.001) was observed. Dropout rate was 4%, and 4% of patients were not willing to use isCGM. CONCLUSIONS Adult patients with T1D improved glycaemic control after isCGM initiation in a public health service scenario. Despite described clinical benefits, a higher than expected percentage of patients were not using isCGM technology. NCT05095610.
Collapse
Affiliation(s)
- Jesus Moreno-Fernandez
- Service of Endocrinology and Nutrition, Ciudad Real General University Hospital, Ciudad Real, Spain.
| | - Julia Sastre
- Service of Endocrinology and Nutrition, Toledo University Hospital, Toledo, Spain
| | - Pedro Pinés
- Service of Endocrinology and Nutrition, Albacete University Hospital, Albacete, Spain
| | | | - Javier Gargallo
- Service of Endocrinology and Nutrition, Santa Barbara Hospital, Puertollano, Ciudad Real, Spain
| | | |
Collapse
|
17
|
Mustonen J, Rautiainen P, Lamidi ML, Lavikainen P, Martikainen J, Laatikainen T. The use of isCGM leads to marked reduction in severe hypoglycemia requiring emergency medical service or hospital admission and diabetic ketoacidosis in adult type 1 diabetes patients. Acta Diabetol 2023; 60:891-898. [PMID: 36977968 DOI: 10.1007/s00592-023-02079-y] [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: 11/14/2022] [Accepted: 03/14/2023] [Indexed: 03/30/2023]
Abstract
AIMS To determine the effect of the use of intermittently scanned continuous glucose monitoring (isCGM) on acute diabetes-related complications in adult type 1 diabetes patients. METHODS Six hundred and forty-two adult type 1 diabetes patients with isCGM were identified from electronic health records in Siun sote region in Eastern Finland. A retrospective real-world analysis was conducted combining hospital admission and prehospital emergency service data to compare incidences of hypoglycemia requiring emergency medical support (EMS) involvement or hospital admission and diabetic ketoacidosis (DKA) before and after the start of isCGM. Data were collected from January 2015 to April 2020. Primary outcome was the rate of hypoglycemia requiring EMS involvement or hospital admission and DKA events. HbA1c was recorded at the start of isCGM and was compared with the last known HbA1c during the use of isCGM. The isCGM used in the study did not contain alarm functions. RESULTS Altogether 220 hypoglycemic events were identified during the study period. Incidence rate of hypoglycemic events decreased after the start of isCGM (72 events, incidence rate 50 events/1000 person-years) compared with the time before the start (148 events, incidence rate 76 events/1000 person-years) (p = 0.043). The incidence rate of DKA decreased after the start of isCGM compared with time before isCGM use (4 and 15 events/1000 person-years, respectively; p = 0.002). The change in mean HbA1c was - 0.28% (- 3.1 mmol/mol) between baseline and the last HbA1c measurement (p < 0.001). CONCLUSIONS In addition to lowering HbA1c in type 1 diabetes patients, isCGM is also effective in preventing acute diabetes-related complications such as hypoglycemia requiring EMS involvement or hospital admission and DKA.
Collapse
Affiliation(s)
- Jyrki Mustonen
- Department of Internal Medicine, Joint Municipal Authority for North Karelia Social and Health Services (Siun Sote), Tikkamäentie 16, 80210, Joensuu, Finland.
| | - Päivi Rautiainen
- Department of Internal Medicine, Joint Municipal Authority for North Karelia Social and Health Services (Siun Sote), Tikkamäentie 16, 80210, Joensuu, Finland
| | - Marja-Leena Lamidi
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Yliopistonranta 1, 70210, Kuopio, Finland
| | - Piia Lavikainen
- School of Pharmacy, University of Eastern Finland, Yliopistonranta 1, 70210, Kuopio, Finland
| | - Janne Martikainen
- School of Pharmacy, University of Eastern Finland, Yliopistonranta 1, 70210, Kuopio, Finland
| | - Tiina Laatikainen
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Yliopistonranta 1, 70210, Kuopio, Finland
- Department of Public Health and Welfare, National Institute for Health and Welfare (THL), Helsinki, Finland
| |
Collapse
|
18
|
Shah N, Deshmukh H, Wilmot EG, Patmore J, Christian P, Barnes DJ, Walton C, Ryder REJ, Sathyapalan T. The long-term impact of glucose monitoring with the FreeStyle Libre on glycaemic control and hypoglycaemia awareness in people with type 1 diabetes: Insights from the Association of British Clinical Diabetologists national audit. Diabet Med 2023; 40:e15070. [PMID: 36797537 DOI: 10.1111/dme.15070] [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: 11/30/2022] [Revised: 02/10/2023] [Accepted: 02/11/2023] [Indexed: 02/18/2023]
Abstract
AIMS To investigate the change in glycated haemoglobin (HbA1c), hypoglycaemia awareness and diabetes-related distress in people with type 1 diabetes (T1D) using FreeStyle Libre (FSL) over a 2-year follow-up period. METHODS FSL user data from U.K wide hospitals collected during routine clinical care were analysed. People living with T1D were categorised into four groups based on the duration of follow-up. Group I (< 1 year, n = 6940), group II (1 to 1.5 years, n = 662), group III (1.5 to 2 years, n = 385), and group IV (> 2 years, n = 642). The t-test was used to compare the baseline and follow-up HbA1c, GOLD score (a measure of hypoglycaemia awareness) and diabetes-related distress scale (DDS score) (quality of life measure). RESULTS The study consisted of 16,834 people, with follow-up data available for 8,629 participants. The change in HbA1c, GOLD and DDS score from baseline within the follow-up sub-groups (group I vs group II vs group III vs group IV) was HbA1c (-6 vs -6 vs -4 vs -4 mmol/mol; p < 0.001) (-0.55 vs -0.55 vs -0.37 vs -0.37 %), GOLD score (-0.31 vs -0.45 vs -0.26 vs -0.42; p < 0.0001 group I, II, IV and p 0.07 group III), and DDS score(-0.59 vs -0.58 vs -0.63 vs -0.50; p < 0.001), respectively. CONCLUSIONS In people with T1D, FSL use resulted in a sustained improvement in HbA1c, hypoglycaemia awareness and diabetes-related distress for over two years.
Collapse
Affiliation(s)
- Najeeb Shah
- Hull University Teaching Hospitals, Allam Diabetes Centre, Hull, UK
- Department of Academic Diabetes, Endocrinology and Metabolism, University of Hull, Hull, UK
| | - Harshal Deshmukh
- Hull University Teaching Hospitals, Allam Diabetes Centre, Hull, UK
- Department of Academic Diabetes, Endocrinology and Metabolism, University of Hull, Hull, UK
| | - Emma G Wilmot
- Department of Diabetes & Endocrinology, University Hospitals of Derby and Burton NHS Foundation Trust, Derby, UK
| | - Jane Patmore
- Hull University Teaching Hospitals, Allam Diabetes Centre, Hull, UK
| | - Peter Christian
- Department of Diabetic Medicine, William Harvey Hospital, East Kent Hospitals University NHS Foundation Trust, Kent, UK
| | | | - Chris Walton
- Hull University Teaching Hospitals, Allam Diabetes Centre, Hull, UK
| | - Robert E J Ryder
- Department of Diabetes, City Hospital, Sandwell and West Birmingham NHS Trust, Birmingham, UK
| | - Thozhukat Sathyapalan
- Hull University Teaching Hospitals, Allam Diabetes Centre, Hull, UK
- Department of Academic Diabetes, Endocrinology and Metabolism, University of Hull, Hull, UK
| |
Collapse
|
19
|
Oliver N, Chow E, Luk AOY, Murphy HR. Applications of continuous glucose monitoring across settings and populations: Report from the 23rd Hong Kong diabetes and cardiovascular risk factors-East meets west symposium. Diabet Med 2023; 40:e15038. [PMID: 36617376 DOI: 10.1111/dme.15038] [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: 08/17/2022] [Revised: 12/18/2022] [Accepted: 12/20/2022] [Indexed: 01/09/2023]
Abstract
Continuous glucose monitoring (CGM) is now an integral part of glycaemic management in people with type 1 diabetes and those with insulin-treated type 2 diabetes. Immediate access to information on CGM glucose levels and trends helps to inform food choices, titration and timing of insulin doses and prompts corrective actions in the event of impending hypo- or hyperglycaemia. Although glycated haemoglobin (HbA1c) remains an important measure of the average of glucose, CGM metrics including time-in-range (TIR) and other metrics on glycaemic variability and hypoglycaemia are strongly endorsed by people with diabetes as impacting their daily lives. There is growing consensus on definitions and targets of CGM metrics with an increasing number of studies demonstrating correlations between CGM metrics and incident complications of diabetes. Implementation of new technologies needs to take into consideration factors such as cost-effectiveness, accessibility as well as acceptability of the person with diabetes and healthcare professional. The United Kingdom is one of the few countries that have developed clinical pathways for integrating CGM into the routine care of people with type 1 diabetes. Besides type 1 diabetes, special groups such as people with impaired kidney function and women during pregnancy may derive additional benefits from CGM.
Collapse
Affiliation(s)
- Nick Oliver
- Department of Metabolism, Digestion and Reproduction, Faculty of Medicine, Imperial College London, London, England
| | - Elaine Chow
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, China
| | - Andrea O Y Luk
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, China
| | - Helen R Murphy
- Cambridge University, NHS Foundation Trust, Cambridge, England
| |
Collapse
|
20
|
Oliver N. Diabetes Therapy Podcast: Real-World Data for Glucose Sensing Technologies in Type 1 Diabetes. Diabetes Ther 2023; 14:1-10. [PMID: 36434158 PMCID: PMC9880117 DOI: 10.1007/s13300-022-01331-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Accepted: 10/25/2022] [Indexed: 11/27/2022] Open
Abstract
For people living with type 1 diabetes (T1D), home glucose monitoring has evolved from occasional qualitative urine tests to frequently sampled continuous data providing hundreds of data points per day to inform optimal self-management. Continuous glucose monitoring technologies have a robust evidence base derived from randomized controlled trials (RCTs) over the last 20 years, and are now implemented in routine clinical practice, reflecting their clinical and cost effectiveness. However, while randomized studies are the gold standard, they can be slow to set-up, unrepresentative and do not provide data for efficacy in large, unselected populations. Real-world data can be responsive to rapid product cycles in technologies, provide a large, representative population, and have a lower regulatory burden. In this podcast we discuss the advantages and pitfalls of using real-world data to assess the efficacy of continuous glucose sensing technologies in people with T1D, with reference to examples of real-world data for real-time and intermittently scanned continuous glucose monitoring. Large datasets confirm the RCT data for real-time technologies and additionally provide data for work absenteeism and hospital admissions, as well as showing the impact of advanced technology features that can be difficult to assess in randomized studies. Real-world data for intermittently scanned monitoring also confirm the randomized controlled trial data, provide additional insights not shown in controlled study environments and highlight the importance of health equality. A mature real-world dataset for automated insulin delivery systems is now available and the future of glucose sensing is also discussed.
Collapse
Affiliation(s)
- Nick Oliver
- Department of Metabolism, Digestion and Reproduction, Faculty of Medicine, Imperial College London, London, UK.
| |
Collapse
|
21
|
ElSayed NA, Aleppo G, Aroda VR, Bannuru RR, Brown FM, Bruemmer D, Collins BS, Hilliard ME, Isaacs D, Johnson EL, Kahan S, Khunti K, Leon J, Lyons SK, Perry ML, Prahalad P, Pratley RE, Seley JJ, Stanton RC, Gabbay RA. 7. Diabetes Technology: Standards of Care in Diabetes-2023. Diabetes Care 2023; 46:S111-S127. [PMID: 36507635 PMCID: PMC9810474 DOI: 10.2337/dc23-s007] [Citation(s) in RCA: 116] [Impact Index Per Article: 116.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
The American Diabetes Association (ADA) "Standards of Care in Diabetes" includes the ADA's current clinical practice recommendations and is intended to provide the components of diabetes care, general treatment goals and guidelines, and tools to evaluate quality of care. Members of the ADA Professional Practice Committee, a multidisciplinary expert committee, are responsible for updating the Standards of Care annually, or more frequently as warranted. For a detailed description of ADA standards, statements, and reports, as well as the evidence-grading system for ADA's clinical practice recommendations and a full list of Professional Practice Committee members, please refer to Introduction and Methodology. Readers who wish to comment on the Standards of Care are invited to do so at professional.diabetes.org/SOC.
Collapse
|
22
|
Moreno-Fernandez J, Chico A, Martínez-Brocca MA, Beato-Víbora PI, Vidal M, Piedra M, Quirós C, Muñoz-Rodríguez JR. Continuous Subcutaneous Insulin Infusion in Type 1 Diabetes Mellitus Patients: Results from the Spanish National Registry. Diabetes Technol Ther 2022; 24:898-906. [PMID: 35947087 DOI: 10.1089/dia.2022.0207] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
Aim: To analyze the clinical effect of continuous subcutaneous insulin infusion (CSII) in type 1 diabetes mellitus (T1D) patients in the Spanish real-world scenario. Methods: All T1D patients on CSII registered in the SPAnish Insulin Pump (SPAIP) registry were included. The primary efficacy outcome was change in HbA1c during follow-up. Secondary efficacy outcomes included: insulin pump indications, diabetes complication rates, insulin and pump use, and continuous glucose monitoring (CGM) glycometrics. Patient data were typed through the web-based SPAIP registry. Results: Data from 2979 T1D patients treated with CSII were analyzed. The median age was 44 years (interquartile range [IQR] 34-52 years), and T1D duration was 27 years (IQR 18-35 years). The median duration of CSII therapy was 6 years (IQR 3-10 years). The main indications for treatment were suboptimal glycemic control (33.8%), hypoglycemia (22.1%), and increased glycemic variability (18.8%). Glycated hemoglobin decreased by 6 mmol/mol (95% CI, -5 to -6 mmol/mol, P < 0.001) [-0.5%, 95% CI, -0.4 to -0.5, P < 0.001] during the follow-up. The percentage of patients with severe hypoglycemia decreased from 14.9% to 0.9% (P < 0.001). We observed an inverse correlation between final HbA1c levels and CGM adherence (R = -0.24, P < 0.001) or percentage of time with active hybrid closed-loop functions (R = -0.25, P < 0.001). Conclusions: CSII treatment was associated with a sustained improvement in glycemic control in the Spanish population. This benefit was greater among patients with higher CGM or active hybrid closed-loop functions adherence. The protocol was publicly registered at ClinicalTrials.gov (NCT04761094).
Collapse
Affiliation(s)
- Jesus Moreno-Fernandez
- Department of Endocrinology and Nutrition, Ciudad Real General University Hospital, Ciudad Real, Spain
| | - Ana Chico
- Department of Endocrinology and Nutrition, Hospital de la Santa Creu i Sant Pau, Barcelona, Spain
| | | | | | - Mercé Vidal
- Department of Endocrinology and Nutrition, Barcelona Clinic Hospital, Barcelona, Spain
| | - María Piedra
- Department of Endocrinology and Nutrition, Marqués de Valdecilla University Hospital, Santander, Spain
| | - Carmen Quirós
- Department of Endocrinology and Nutrition, Terrassa Hospital, Terrassa, Barcelona, Spain
| | | |
Collapse
|
23
|
Rodríguez de Vera-Gómez P, Mateo-Rodríguez C, Vivas-López C, Serrano-Olmedo I, Méndez-Muros M, Morales-Portillo C, Sevillano Jiménez M, Hernández-Herrero C, Martínez-Brocca MA. Effectiveness of a flash glucose monitoring systems implementation program through a group and telematic educational intervention in adults with type 1 diabetes. ENDOCRINOL DIAB NUTR 2022; 69:657-668. [PMID: 36424340 DOI: 10.1016/j.endien.2022.11.002] [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: 06/27/2021] [Accepted: 09/15/2021] [Indexed: 06/16/2023]
Abstract
OBJECTIVES Verifying the clinical effectiveness and the impact on quality-of-life parameters, fear of hypoglycaemia and satisfaction with the treatment obtained with a flash glucose monitoring (MFG) devices implantation program that includes a telematic and group educational intervention in adults with type 1 diabetes. PATIENTS AND METHODS Prospective quasi-experimental study, carried out during the COVID-19 pandemic period with a 9-month follow-up at the Virgen Macarena University Hospital, Sevilla. RESULTS Eighty-eight participants were included (men: 46.6%; mean age (years) 38.08, SD: 9.38); years of DM1 evolution: 18.4 (SD: 10.49); treatment with multiple doses insulin (MDI) 70.5% vs 29.5% subcutaneous insulin infusion therapy (CSII)). Baseline HbA1c was 7.74% (1.08). After the intervention, the global decrease in HbA1c was -0.45% (95% CI [-0.6, -0.25], P < 0.01), increasing to -1.08% in the group that started with HbA1c ≥ 8% (P < 0.01). A mean decrease in the Fear of Hypoglycemia 15 (FH15) test score of -6.5 points was observed (P < 0.01). In the global score of the Spanish version of Diabetes Quality Of Life (DQOL-s) test, the decrease was -8.44 points (P < 0.01). In Diabetes Treatment Satisfaction Questionnaire test (DTQ-s), global score increased in + 4 points (P < 0.01). CONCLUSIONS The incorporation of an educational program in group and telematic format within the development of MFG devices implantation strategies is an effective option, with associated benefits in quality of life and fear of hypoglycemia in adult patients with DM1. This option can be implemented in usual clinical practice.
Collapse
Affiliation(s)
| | - Carmen Mateo-Rodríguez
- Servicio de Endocrinología y Nutrición, Hospital Universitario Virgen Macarena, Sevilla, Spain
| | - Carmen Vivas-López
- Servicio de Endocrinología y Nutrición, Hospital Universitario Virgen Macarena, Sevilla, Spain
| | - Isabel Serrano-Olmedo
- Servicio de Endocrinología y Nutrición, Hospital Universitario Virgen Macarena, Sevilla, Spain
| | - Mariola Méndez-Muros
- Servicio de Endocrinología y Nutrición, Hospital Universitario Virgen Macarena, Sevilla, Spain
| | | | - María Sevillano Jiménez
- Servicio de Endocrinología y Nutrición, Hospital Universitario Virgen Macarena, Sevilla, Spain
| | | | | |
Collapse
|
24
|
Jensen MH, Cichosz SL, Gustenhoff P, Nikontovic A, Hejlesen O, Vestergaard P. Long-term glucose-lowering effect of intermittently scanned continuous glucose monitoring for type 1 diabetes patients in poor glycaemic control from Region North Denmark: An observational real-world cohort study. PLoS One 2022; 17:e0274626. [PMID: 36240184 PMCID: PMC9565441 DOI: 10.1371/journal.pone.0274626] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2022] [Accepted: 08/31/2022] [Indexed: 12/05/2022] Open
Abstract
BACKGROUND Lowering glucose levels is a complex task for patients with type 1 diabetes, and they often lack contact with health care professionals. Intermittently scanned continuous glucose monitoring (isCGM) has the potential to aid them with blood glucose management at home. The aim of this study was to investigate the long-term effect of isCGM on HbA1c in type 1 diabetes patients with poor glycaemic control in a region-wide real-world setting. METHODS All patients with type 1 diabetes receiving an isCGM due to poor glycaemic control (≥70 mmol/mol [≥8.6%]) in the period of 2020-21 in Region North Denmark ("T1D-CGM") were compared with all type 1 diabetes patients without isCGM ("T1D-NOCGM") in the same period. A multiple linear regression model adjusted for age, sex, diabetes duration and use of continuous subcutaneous insulin infusion was constructed to estimate the difference in change from baseline HbA1c between the two groups and within subgroups of T1D-CGM. RESULTS A total of 2,527 patients (T1D-CGM: 897; T1D-NOCGM: 1,630) were included in the study. The estimated adjusted difference in change from baseline HbA1c between T1D-CGM vs T1D-NOCGM was -5.68 mmol/mol (95% CI: (-6.69 to -4.67 mmol/mol; p<0.0001)). Older patients using isCGM dropped less in HbA1c. CONCLUSIONS Our results indicate that patients with type 1 diabetes in poor glycaemic control from Region North Denmark in general benefit from using isCGM with a sustained 24-month improvement in HbA1c, but the effect on HbA1c may be less pronounced for older patients.
Collapse
Affiliation(s)
- Morten Hasselstrøm Jensen
- Steno Diabetes Center North Denmark, Aalborg University Hospital, Aalborg, Denmark
- Department of Health Science and Technology, Aalborg University, Aalborg, Denmark
- * E-mail:
| | - Simon Lebech Cichosz
- Department of Health Science and Technology, Aalborg University, Aalborg, Denmark
| | - Peter Gustenhoff
- Steno Diabetes Center North Denmark, Aalborg University Hospital, Aalborg, Denmark
- Department of Endocrinology, Aalborg University Hospital, Aalborg, Denmark
| | - Amar Nikontovic
- Steno Diabetes Center North Denmark, Aalborg University Hospital, Aalborg, Denmark
| | - Ole Hejlesen
- Department of Health Science and Technology, Aalborg University, Aalborg, Denmark
| | - Peter Vestergaard
- Steno Diabetes Center North Denmark, Aalborg University Hospital, Aalborg, Denmark
- Department of Endocrinology, Aalborg University Hospital, Aalborg, Denmark
- Department of Clinical Medicine, Aalborg University Hospital, Aalborg, Denmark
| |
Collapse
|
25
|
Nielsen IR, Priergaard MK, Kofoed‐Enevoldsen A. Validity of Danish public criteria for providing flash glucose monitoring to participants with type 1 diabetes-An explorative cohort study. Endocrinol Diabetes Metab 2022; 5:e366. [PMID: 36109189 PMCID: PMC9659658 DOI: 10.1002/edm2.366] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2022] [Revised: 08/04/2022] [Accepted: 08/06/2022] [Indexed: 12/15/2022] Open
Abstract
INTRODUCTION Flash glucose monitor (FGM) use is increasing. A set of Danish criteria for regulating the use has been released. We assessed their validity. METHODS Patients with type 1 diabetes attending our clinic were offered Freestyle Libre Sensor for 12 months and stratified into fulfilling the Danish regional criteria (RC+) or not (RC-). Primary endpoint was achieving individualized target HbA1c. Secondary endpoints were HbA1c reduction ≥5%, time in range (TIR), time below range (TBR), daily scans, change in median HbA1c, and noted experiences. RESULTS Two hundred seventy-eight participants were included. Forty-four participants met target HbA1c after 1 year. No difference between RC+ and RC- was observed (p = .136). Higher age was associated with probability to meet target HbA1c (RR = 3.15, [95% CI: 1.15, 8.62]) as was frequent scans (RR = 1.88, [95% CI: 0.99, 3.57]). One hundred twenty-three participants met an HbA1c reduction ≥5%, the majority represented in RC+ (p = .023). Higher baseline HbA1c was associated with a reduction of HbA1c ≥5% after 1 year (RR = 1.97, [95% CI: 1.40, 2.78]). There was no difference between RC+ and RC- in TIR, TBR, and daily scans. Positive experiences dominated from both participants and healthcare professionals. More positive experiences were noted from healthcare professionals in RC- (p = .003) but no difference in reported experiences among participants in RC+ and RC- (p = .880). CONCLUSION The Danish Regional Criteria seems not a valid tool for regulation of FGM. Participants of older age and participants with more frequent daily scans might benefit more from FGM.
Collapse
Affiliation(s)
- Ida R. Nielsen
- Department of MedicineNykøbing Falster Hospital and Steno Diabetes CenterNykøbing FalsterDenmark
| | - Mie K. Priergaard
- Department of MedicineNykøbing Falster Hospital and Steno Diabetes CenterNykøbing FalsterDenmark
| | - Allan Kofoed‐Enevoldsen
- Department of MedicineNykøbing Falster Hospital and Steno Diabetes CenterNykøbing FalsterDenmark
| |
Collapse
|
26
|
Kapsar P, Chao C, Walker T. Nontraditional Uses of Continuous Glucose Monitoring. J Nurse Pract 2022. [DOI: 10.1016/j.nurpra.2022.06.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2022]
|
27
|
Perea V, Picón MJ, Megia A, Goya M, Wägner AM, Vega B, Seguí N, Montañez MD, Vinagre I. Addition of intermittently scanned continuous glucose monitoring to standard care in a cohort of pregnant women with type 1 diabetes: effect on glycaemic control and pregnancy outcomes. Diabetologia 2022; 65:1302-1314. [PMID: 35546211 DOI: 10.1007/s00125-022-05717-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/11/2022] [Accepted: 03/30/2022] [Indexed: 11/03/2022]
Abstract
AIMS/HYPOTHESIS The aim of this study was to assess whether the addition of intermittently scanned continuous glucose monitoring (isCGM) to standard care (self-monitoring of blood glucose [SMBG] alone) improves glycaemic control and pregnancy outcomes in women with type 1 diabetes and multiple daily injections. METHODS This was a multicentre observational cohort study of 300 pregnant women with type 1 diabetes in Spain, including 168 women using SMBG (standard care) and 132 women using isCGM in addition to standard care. In addition to HbA1c, the time in range (TIR), time below range (TBR) and time above range (TAR) with regard to the pregnancy glucose target range (3.5-7.8 mmol/l) were also evaluated in women using isCGM. Logistic regression models were performed for adverse pregnancy outcomes adjusted for baseline maternal characteristics and centre. RESULTS The isCGM group had a lower median HbA1c in the second trimester than the SMBG group (41.0 [IQR 35.5-46.4] vs 43.2 [IQR 37.7-47.5] mmol/mol, 5.9% [IQR 5.4-6.4%] vs 6.1% [IQR 5.6-6.5%]; p=0.034), with no differences between the groups in the other trimesters (SMBG vs isCGM: first trimester 47.5 [IQR 42.1-54.1] vs 45.9 [IQR 39.9-51.9] mmol/mol, 6.5% [IQR 6.0-7.1%] vs 6.4% [IQR 5.8-6.9%]; third trimester 43.2 [IQR 39.9-47.5] vs 43.2 [IQR 39.9-47.5] mmol/mol, 6.1% [IQR 5.8-6.5%] vs 6.1% [IQR 5.7-6.5%]). The whole cohort showed a slight increase in HbA1c from the second to the third trimester, with a significantly higher rise in the isCGM group than in the SMBG group (median difference 2.2 vs 1.1 mmol/mol [0.2% vs 0.1%]; p=0.033). Regarding neonatal outcomes, newborns of women using isCGM were more likely to have neonatal hypoglycaemia than newborns of non-sensor users (27.4% vs 19.1%; ORadjusted 2.20 [95% CI 1.14, 4.30]), whereas there were no differences between the groups in large-for-gestational-age (LGA) infants (40.6% vs 45.1%; ORadjusted 0.73 [95% CI 0.42, 1.25]), Caesarean section (57.6% vs 48.8%; ORadjusted 1.33 [95% CI 0.78, 2.27]) or prematurity (27.3% vs 24.8%; ORadjusted 1.05 [95% CI 0.55, 1.99]) in the adjusted models. A sensitivity analysis in pregnancies without LGA infants or prematurity also showed that the use of isCGM was associated with a higher risk of neonatal hypoglycaemia (non-LGA: ORadjusted 2.63 [95% CI 1.01, 6.91]; non-prematurity: ORadjusted 2.52 [95% CI 1.12, 5.67]). For isCGM users, the risk of delivering an LGA infant was associated with TIR, TAR and TBR in the second trimester in the logistic regression analysis. CONCLUSIONS/INTERPRETATION isCGM use provided an initial improvement in glycaemic control that was not sustained. Furthermore, offspring of isCGM users were more likely to have neonatal hypoglycaemia, with similar rates of macrosomia and prematurity to those of women receiving standard care.
Collapse
Affiliation(s)
- Verónica Perea
- Endocrinology Department, Hospital Universitari Mútua de Terrassa, Barcelona, Spain.
| | - Maria José Picón
- Endocrinology Department, Hospital Universitario Virgen de la Victoria, IBIMA, Málaga, Spain
- Centro de Investigación Biomédica en Red de Fisiopatología de la Obesidad y Nutrición (CIBEROBN), Instituto de Salud Carlos III (ISCIII), Madrid, Spain
| | - Ana Megia
- Endocrinology Department, Hospital Universitari Joan XXIII, IISPV, Universitat Rovira i Virgili, Tarragona, Spain
- Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Instituto de Salud Carlos III (ISCIII), Madrid, Spain
| | - Maria Goya
- Obstetrics and Gynaecology Department, Hospital Universitari Vall d' Hebrón, Barcelona, Spain
| | - Ana Maria Wägner
- Endocrinology Department, Complejo Hospitalario Universitario Insular Materno Infantil de Canarias, Las Palmas de Gran Canaria, Spain
- Instituto Universitario de Investigaciones Biomédicas y Sanitarias (IUIBS), Universidad de las Palmas de Gran Canaria, Las Palmas de Gran Canaria, Spain
| | - Begoña Vega
- Instituto Universitario de Investigaciones Biomédicas y Sanitarias (IUIBS), Universidad de las Palmas de Gran Canaria, Las Palmas de Gran Canaria, Spain
- Obstetrics and Gynaecology Department, Complejo Hospitalario Universitario Insular Materno Infantil de Canarias, Las Palmas de Gran Canaria, Spain
| | - Nuria Seguí
- Diabetes Unit, Endocrinology Department, Hospital Clínic de Barcelona, Barcelona, Spain
| | | | - Irene Vinagre
- Diabetes Unit, Endocrinology Department, Hospital Clínic de Barcelona, Barcelona, Spain.
| |
Collapse
|
28
|
Pueyo I, Viñals C, Mesa A, Giménez M, Conget I. Implantación masiva de la monitorización continua de glucosa en personas con diabetes tipo 1 en una Unidad de Diabetes de referencia bajo financiación pública: estrategia y resultados. ENDOCRINOL DIAB NUTR 2022. [DOI: 10.1016/j.endinu.2022.03.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
|
29
|
Alhaddad AY, Aly H, Gad H, Al-Ali A, Sadasivuni KK, Cabibihan JJ, Malik RA. Sense and Learn: Recent Advances in Wearable Sensing and Machine Learning for Blood Glucose Monitoring and Trend-Detection. Front Bioeng Biotechnol 2022; 10:876672. [PMID: 35646863 PMCID: PMC9135106 DOI: 10.3389/fbioe.2022.876672] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Accepted: 04/12/2022] [Indexed: 12/12/2022] Open
Abstract
Diabetes mellitus is characterized by elevated blood glucose levels, however patients with diabetes may also develop hypoglycemia due to treatment. There is an increasing demand for non-invasive blood glucose monitoring and trends detection amongst people with diabetes and healthy individuals, especially athletes. Wearable devices and non-invasive sensors for blood glucose monitoring have witnessed considerable advances. This review is an update on recent contributions utilizing novel sensing technologies over the past five years which include electrocardiogram, electromagnetic, bioimpedance, photoplethysmography, and acceleration measures as well as bodily fluid glucose sensors to monitor glucose and trend detection. We also review methods that use machine learning algorithms to predict blood glucose trends, especially for high risk events such as hypoglycemia. Convolutional and recurrent neural networks, support vector machines, and decision trees are examples of such machine learning algorithms. Finally, we address the key limitations and challenges of these studies and provide recommendations for future work.
Collapse
Affiliation(s)
- Ahmad Yaser Alhaddad
- Department of Mechanical and Industrial Engineering, Qatar University, Doha, Qatar
| | - Hussein Aly
- KINDI Center for Computing Research, Qatar University, Doha, Qatar
| | - Hoda Gad
- Weill Cornell Medicine - Qatar, Doha, Qatar
| | - Abdulaziz Al-Ali
- KINDI Center for Computing Research, Qatar University, Doha, Qatar
| | | | - John-John Cabibihan
- Department of Mechanical and Industrial Engineering, Qatar University, Doha, Qatar
| | - Rayaz A. Malik
- Weill Cornell Medicine - Qatar, Doha, Qatar
- *Correspondence: Rayaz A. Malik,
| |
Collapse
|
30
|
Aggarwal A, Pathak S, Goyal R. Clinical and economic outcomes of continuous glucose monitoring system (CGMS) in patients with diabetes mellitus: A systematic literature review. Diabetes Res Clin Pract 2022; 186:109825. [PMID: 35278520 DOI: 10.1016/j.diabres.2022.109825] [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: 11/03/2021] [Revised: 02/15/2022] [Accepted: 03/04/2022] [Indexed: 12/27/2022]
Abstract
OBJECTIVE Poor glycemic management increases the risk of cardiac, microvascular, and other complications. Therefore, timely assessment and control of glycemic levels is paramount in diabetes. Recent advancements in automated management methods is the use of a continuous glucose monitoring system (CGMS). The objective was to study its clinical and economic impact in the glucose level monitoring and how it can be effectively used or reimbursed for wider population. METHODS Comprehensive search was done using multiple databases to capture relevant and most recent evidence. All steps were conducted by two independent researchers and discrepancies resolved by a third reviewer. Quality appraisal was performed by relevant scale depending on study design. RESULTS Twenty-six and 12 studies were included for clinical and economic outcomes, respectively. Clinical outcomes like HbA1c and glucose variation, time in range, accuracy, etc. were captured. Comparison of different CGMS types was also reported. Major economic outcomes were direct cost, healthcare resource utilization, and work absenteeism. CONCLUSIONS CGMS in patients with diabetes is associated with a valuable clinical implications in reducing hypoglycemic events, glucose and HbA1c level. Additionally, it has an impact on direct and indirect costs of management. Further, quantitative analysis would be required to produce concrete evidence.
Collapse
Affiliation(s)
- Aditi Aggarwal
- Real-World Insights, Global Scientific Affairs, IQVIA, Novus Tower, Sec-18, Gurgaon, Haryana, India.
| | - Smit Pathak
- Real-World Insights, Global Scientific Affairs, IQVIA, Novus Tower, Sec-18, Gurgaon, Haryana, India
| | - Richa Goyal
- Real-World Insights, Global Scientific Affairs, IQVIA, Novus Tower, Sec-18, Gurgaon, Haryana, India
| |
Collapse
|
31
|
Abstract
The American Diabetes Association (ADA) "Standards of Medical Care in Diabetes" includes the ADA's current clinical practice recommendations and is intended to provide the components of diabetes care, general treatment goals and guidelines, and tools to evaluate quality of care. Members of the ADA Professional Practice Committee, a multidisciplinary expert committee (https://doi.org/10.2337/dc22-SPPC), are responsible for updating the Standards of Care annually, or more frequently as warranted. For a detailed description of ADA standards, statements, and reports, as well as the evidence-grading system for ADA's clinical practice recommendations, please refer to the Standards of Care Introduction (https://doi.org/10.2337/dc22-SINT). Readers who wish to comment on the Standards of Care are invited to do so at professional.diabetes.org/SOC.
Collapse
|
32
|
Jeyam A, Gibb FW, McKnight JA, O'Reilly JE, Caparrotta TM, Höhn A, McGurnaghan SJ, Blackbourn LAK, Hatam S, Kennon B, McCrimmon RJ, Leese G, Philip S, Sattar N, McKeigue PM, Colhoun HM. Flash monitor initiation is associated with improvements in HbA 1c levels and DKA rates among people with type 1 diabetes in Scotland: a retrospective nationwide observational study. Diabetologia 2022; 65:159-172. [PMID: 34618177 PMCID: PMC8660764 DOI: 10.1007/s00125-021-05578-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Accepted: 07/20/2021] [Indexed: 12/18/2022]
Abstract
AIMS/HYPOTHESIS We assessed the real-world effect of flash monitor (FM) usage on HbA1c levels and diabetic ketoacidosis (DKA) and severe hospitalised hypoglycaemia (SHH) rates among people with type 1 diabetes in Scotland and across sociodemographic strata within this population. METHODS This study was retrospective, observational and registry based. Using the national diabetes registry, 14,682 individuals using an FM at any point between 2014 and mid-2020 were identified. Within-person change from baseline in HbA1c following FM initiation was modelled using linear mixed models accounting for within-person pre-exposure trajectory. DKA and SHH events were captured through linkage to hospital admission and mortality data. The difference in DKA and SHH rates between FM-exposed and -unexposed person-time was assessed among users, using generalised linear mixed models with a Poisson likelihood. In a sensitivity analysis, we tested whether changes in these outcomes were seen in an age-, sex- and baseline HbA1c-matched sample of non-users over the same time period. RESULTS Prevalence of ever-FM use was 45.9% by mid-2020, with large variations by age and socioeconomic status: 64.3% among children aged <13 years vs 32.7% among those aged ≥65 years; and 54.4% vs 36.2% in the least-deprived vs most-deprived quintile. Overall, the median (IQR) within-person change in HbA1c in the year following FM initiation was -2.5 (-9.0, 2.5) mmol/mol (-0.2 [-0.8, 0.2]%). The change varied widely by pre-usage HbA1c: -15.5 (-31.0, -4.0) mmol/mol (-1.4 [-2.8, -0.4]%) in those with HbA1c > 84 mmol/mol [9.8%] and 1.0 (-2.0, 5.5) mmol/mol (0.1 [-0.2, 0.5]%) in those with HbA1c < 54 mmol/mol (7.1%); the corresponding estimated fold change (95% CI) was 0.77 (0.76, 0.78) and 1.08 (1.07, 1.09). Significant reductions in HbA1c were found in all age bands, sexes and socioeconomic strata, and regardless of prior/current pump use, completion of a diabetes education programme or early FM adoption. Variation between the strata of these factors beyond that driven by differing HbA1c at baseline was slight. No change in HbA1c in matched non-users was observed in the same time period (median [IQR] within-person change = 0.5 [-5.0, 5.5] mmol/mol [0.0 (-0.5, 0.5)%]). DKA rates decreased after FM initiation overall and in all strata apart from the adolescents. Estimated overall reduction in DKA event rates (rate ratio) was 0.59 [95% credible interval (CrI) 0.53, 0.64]) after FM vs before FM initiation, accounting for pre-exposure trend. Finally, among those at higher risk for SHH, estimated reduction in event rates was rate ratio 0.25 (95%CrI 0.20, 0.32) after FM vs before FM initiation. CONCLUSIONS/INTERPRETATION FM initiation is associated with clinically important reductions in HbA1c and striking reduction in DKA rate. Increasing uptake among the socioeconomically disadvantaged offers considerable potential for tightening the current socioeconomic disparities in glycaemia-related outcomes.
Collapse
Affiliation(s)
- Anita Jeyam
- MRC Institute of Genetics and Cancer (formally known as Institute of Genetic and Molecular Medicine), University of Edinburgh, Edinburgh, UK.
| | - Fraser W Gibb
- Edinburgh Centre for Endocrinology & Diabetes, Royal Infirmary of Edinburgh, Edinburgh, UK
| | | | - Joseph E O'Reilly
- MRC Institute of Genetics and Cancer (formally known as Institute of Genetic and Molecular Medicine), University of Edinburgh, Edinburgh, UK
| | - Thomas M Caparrotta
- MRC Institute of Genetics and Cancer (formally known as Institute of Genetic and Molecular Medicine), University of Edinburgh, Edinburgh, UK
| | - Andreas Höhn
- MRC Institute of Genetics and Cancer (formally known as Institute of Genetic and Molecular Medicine), University of Edinburgh, Edinburgh, UK
| | - Stuart J McGurnaghan
- MRC Institute of Genetics and Cancer (formally known as Institute of Genetic and Molecular Medicine), University of Edinburgh, Edinburgh, UK
| | - Luke A K Blackbourn
- MRC Institute of Genetics and Cancer (formally known as Institute of Genetic and Molecular Medicine), University of Edinburgh, Edinburgh, UK
| | - Sara Hatam
- MRC Institute of Genetics and Cancer (formally known as Institute of Genetic and Molecular Medicine), University of Edinburgh, Edinburgh, UK
| | - Brian Kennon
- Queen Elizabeth University Hospital, Glasgow, UK
| | - Rory J McCrimmon
- Division of Molecular and Clinical Medicine, University of Dundee, Dundee, UK
| | | | - Sam Philip
- Grampian Diabetes Research Unit, Diabetes Centre, Aberdeen Royal Infirmary, Aberdeen, UK
| | - Naveed Sattar
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, UK
| | - Paul M McKeigue
- Usher Institute of Population Health Sciences and Informatics, Centre for Population Health Sciences, School of Molecular, Genetic and Population Health Sciences, University of Edinburgh, Edinburgh, UK
| | - Helen M Colhoun
- MRC Institute of Genetics and Cancer (formally known as Institute of Genetic and Molecular Medicine), University of Edinburgh, Edinburgh, UK
- Public Health, NHS Fife, Kirkcaldy, UK
| | | |
Collapse
|
33
|
Rodríguez de Vera-Gómez P, Mateo-Rodríguez C, Vivas-López C, Serrano-Olmedo I, Méndez-Muros M, Morales-Portillo C, Sevillano Jiménez M, Hernández-Herrero C, Martínez-Brocca MA. Efectividad de un programa de implantación de sistemas de monitorización flash de glucosa a través de una intervención educativa grupal y telemática en adultos con diabetes tipo 1. ENDOCRINOL DIAB NUTR 2021. [DOI: 10.1016/j.endinu.2021.09.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
|
34
|
Jendle J, Eeg-Olofsson K, Svensson AM, Franzen S, Lamotte M, Levrat-Guillen F. Cost-Effectiveness of the FreeStyle Libre ® System Versus Blood Glucose Self-Monitoring in Individuals with Type 2 Diabetes on Insulin Treatment in Sweden. Diabetes Ther 2021; 12:3137-3152. [PMID: 34694584 PMCID: PMC8586127 DOI: 10.1007/s13300-021-01172-1] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Accepted: 10/07/2021] [Indexed: 10/24/2022] Open
Abstract
INTRODUCTION Frequent glucose monitoring is essential to obtain glucose control. This is done by periodic self-monitoring of blood glucose (SMBG) using finger-prick testing, or by using continuous glucose monitoring devices, wherein a sensor records interstitial glucose data automatically. This study assessed the cost-effectiveness of using the FreeStyle Libre Flash Continuous Glucose Monitoring System (FSL) compared to SMBG in individuals with type 2 diabetes (T2D) treated with insulin from a Swedish societal perspective. METHODS Cost-effectiveness analysis was conducted using the IQVIA Core Diabetes model v9.5, with demographic and clinical inputs from a real-world study using Swedish National Diabetes Register data. Two cohorts of individuals with T2D were considered based on baseline HbA1C (HbA1c: 8-9% [64-75 mmol/mol]; HbA1c: 9-12% [75-108 mmol/mol]). HbA1c reductions with FSL were - 0.41% (- 4 mmol/mol; SD: 0.94%-10 mmol/mol) and - 1.30% (- 14 mmol/mol; SD: 1.40%-15 mmol/mol) for the two cohorts, respectively. Utilities, treatment costs and diabetes-related complication costs were obtained from published sources. Analyses were conducted over a lifetime horizon, applying annual discounting of 3% on costs and effects. Scenario analyses and probabilistic sensitivity analyses were performed. RESULTS Individuals with T2D who had a baseline HbA1c of 8-9% (64-75 mmol/mol) and 9-12% (75-108 mmol/mol) and used FSL gained 0.50 and 0.57 quality-adjusted life-years (QALYs), respectively, at an incremental cost of SEK109,957 and SEK82,170 compared to SMBG, generating an incremental cost-utility ratio of SEK219,127 and SEK144,412 per QALY gained. Assuming a willingness-to-pay threshold of SEK300,000 per QALY gained, FSL use was considered cost-effective compared to SMBG for the majority of the individuals in both the lower and higher HbA1c cohorts. The key driver identified was the additional quality-of-life benefit that applied to FSL use. CONCLUSION The FreeStyle Libre Flash Continuous Glucose Monitoring System is a cost-effective glucose monitoring alternative to SMBG for individuals with T2D in Sweden who are treated with insulin but are not reaching their glycaemic goals.
Collapse
Affiliation(s)
- Johan Jendle
- Department of Medical Sciences, Örebro University, Örebro, Sweden
| | - Katarina Eeg-Olofsson
- Department of Molecular and Clinical Medicine, Institute of Medicine, University of Gothenburg, Gothenburg, Sweden
- Swedish National Diabetes Register, Västra Götalandsregionen, Gothenburg, Sweden
| | - Ann-Marie Svensson
- Department of Molecular and Clinical Medicine, Institute of Medicine, University of Gothenburg, Gothenburg, Sweden
- Swedish National Diabetes Register, Västra Götalandsregionen, Gothenburg, Sweden
| | - Stefan Franzen
- Swedish National Diabetes Register, Västra Götalandsregionen, Gothenburg, Sweden
- Department of Public Health and Community Medicine, Health Metrics, University of Gothenburg, Gothenburg, Sweden
| | - Mark Lamotte
- IQVIA, Global HEOR, Da Vincilaan 7, 1930, Zaventem, Belgium.
| | | |
Collapse
|
35
|
Secher AL, Pedersen-Bjergaard U, Svendsen OL, Gade-Rasmussen B, Almdal T, Raimond L, Vistisen D, Nørgaard K. Flash glucose monitoring and automated bolus calculation in type 1 diabetes treated with multiple daily insulin injections: a 26 week randomised, controlled, multicentre trial. Diabetologia 2021; 64:2713-2724. [PMID: 34495375 DOI: 10.1007/s00125-021-05555-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/09/2021] [Accepted: 06/17/2021] [Indexed: 10/20/2022]
Abstract
AIMS/HYPOTHESIS We aimed to compare the effects of intermittently scanned continuous glucose monitoring (isCGM) and carbohydrate counting with automated bolus calculation (ABC) with usual care. METHODS In a randomised, controlled, open-label trial carried out at five diabetes clinics in the Capital Region of Denmark, 170 adults with type 1 diabetes for ≥1 year, multiple daily insulin injections and HbA1c > 53 mmol/mol (7.0%) were randomly assigned 1:1:1:1 with centrally prepared envelopes to usual care (n = 42), ABC (n = 41), isCGM (n = 48) or ABC+isCGM (n = 39). Blinded continuous glucose monitoring data, HbA1c and patient-reported outcomes were recorded at baseline and after 26 weeks. The primary outcome was change in time in range using isCGM vs usual care. RESULTS Baseline characteristics were comparable across arms: mean age 47 (SD 13.7) years, median (IQR) diabetes duration 18 (10-28) years and HbA1c 65 (61-72) mmol/mol (8.1% [7.7-8.7%]). Change in time in range using isCGM was comparable to usual care (% difference of 3.9 [-12-23], p = 0.660). The same was true for the ABC and ABC+isCGM arms and for hypo- and hyperglycaemia. Also compared with usual care, using ABC+isCGM reduced HbA1c (4 [95% CI 1, 8] mmol/mol) (0.4 [0.1, 0.7] %-point) and glucose CV (11% [4%, 17%]) and improved treatment satisfaction, psychosocial self-efficacy and present life quality. Treatment satisfaction also improved by using isCGM alone vs usual care. Statistical significance was maintained after multiple testing adjustment concerning glucose CV and treatment satisfaction with ABC+isCGM, and treatment satisfaction with isCGM. Discontinuation was most common among ABC only users, and among completers the ABC was used 4 (2-5) times/day and the number of daily isCGM scans was 5 (1-7) at study end. CONCLUSIONS/INTERPRETATION isCGM alone did not improve time in range, but treatment satisfaction increased in technology-naive people with type 1 diabetes and suboptimal HbA1c. The combination of ABC+isCGM appears advantageous regarding glycaemic variables and patient-reported outcomes, but many showed resistance towards ABC. TRIAL REGISTRATION ClinicalTrials.gov NCT03682237. FUNDING The study is investigator initiated and financed by the Capital Region of Denmark.
Collapse
Affiliation(s)
| | - Ulrik Pedersen-Bjergaard
- Department of Endocrinology & Nephrology, Nordsjællands Hospital, Hillerød, Denmark
- Faculty of Health and Medical Sciences, Copenhagen University, Copenhagen N, Denmark
| | - Ole L Svendsen
- Faculty of Health and Medical Sciences, Copenhagen University, Copenhagen N, Denmark
- Department of Endocrinology, Bispebjerg and Frederiksberg Hospital, Copenhagen NV, Denmark
| | | | - Thomas Almdal
- Faculty of Health and Medical Sciences, Copenhagen University, Copenhagen N, Denmark
- Department of Endocrinology PE, Rigshospitalet, Copenhagen Ø, Denmark
| | | | | | - Kirsten Nørgaard
- Steno Diabetes Center Copenhagen, Gentofte, Denmark
- Faculty of Health and Medical Sciences, Copenhagen University, Copenhagen N, Denmark
| |
Collapse
|
36
|
Typ-1-Diabetes: Weniger Hypoglykämien mit Flash Glukose Monitoring? DIABETOL STOFFWECHS 2021. [DOI: 10.1055/a-1503-8616] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
|