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Marigliano M, Lanzinger S, Zineb I, Barcala C, Shah AS, Svensson J, Tsochev K, Mazur A, Galli-Tsinopoulou A, Ioacara S, Jothydev K, Maffeis C. The role of sex on the prevalence of cardiovascular risk factors in children and adolescents with Type 1 diabetes: The SWEET international database. Diabetes Res Clin Pract 2024; 210:111616. [PMID: 38490494 DOI: 10.1016/j.diabres.2024.111616] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/14/2023] [Revised: 03/02/2024] [Accepted: 03/11/2024] [Indexed: 03/17/2024]
Abstract
OBJECTIVE To assess the prevalence of cardiovascular risk factors (CVRFs) in children and adolescents with type 1 diabetes (T1D) in the International SWEET registry and the possible role of clinical variables in modifying the risk of having single or multiple CVRFs. STUDY DESIGN The study is a cross-sectional study. Cut-off points for CVRFs were fixed according to International Society for Pediatric and Adolescent Diabetes (ISPAD) guidelines and WHO parameters: LDL cholesterol (LDL-C) > 100 mg/dL; Systolic Blood Pressure (BP-SDS) > 90th percentile for sex, age, and height; BMI-SDS > 2SD for sex and age. Logistic regression models were applied to evaluate variables associated with at least 1 or 2 CVRFs among registry children and adolescents. RESULTS 29,649 individuals with T1D (6-18 years, T1D ≥ 2 years) participating in the SWEET prospective multicenter diabetes registry were included. In the cohort, 41 % had one or more CVRFs, and 10 % had two or more CVRFs. Thirty-five percent of enrolled individuals had LDL-C > 100 mg/dL, 26 % had BMI-SDS > 2SD, and 17 % had Systolic BP-SDS > 90th percentile. Females had higher frequency than males of having 1 or 2 CVRFs (45.1 % vs 37.4 %, 11.8 % vs 7.8 %; p < 0.001). Multivariable logistic regression models showed that sex (female), HbA1c category (>7.0 %), and age (>10 years) were associated with a higher chance of having at least 1 or 2 CVRFs (p < 0.001). CONCLUSIONS In children and adolescents with T1D, female sex, in addition to HbA1c above 7 %, and older age (>10 years) was associated with a higher risk of having at least a CVRF (LDL-C, BMI-SDS, BP) according to internationally defined cut-offs.
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Affiliation(s)
- Marco Marigliano
- Regional Center for Pediatric Diabetes, University of Verona, University City Hospital, Verona, Italy.
| | - Stefanie Lanzinger
- Institute of Epidemiology and Medical Biometry, ZIBMT, Ulm University, Ulm, Germany; German Center for Diabetes Research (DZD), Munich-Neuherberg, Germany
| | - Imane Zineb
- Unit of Pediatric Diabetology, Children's Hospital Rabat, UM5S, Morocco
| | | | - Amy S Shah
- Cincinnati Children's Hospital Medical Center, Division of Endocrinology & The University of Cincinnati. Cincinnati, OH, USA
| | - Jannet Svensson
- Steno Diabetes Center Copenhagen, Herlev, Denmark; Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark
| | - Kaloyan Tsochev
- Department of Pediatrics, Medical University Varna, UMHAT "Sv. Marina" Varna, Bulgaria
| | - Artur Mazur
- Department Pediatrics, Pediatric Endocrinology and Diabetes, University of Rzeszow, Poland
| | - Assimina Galli-Tsinopoulou
- Unit of Pediatric Endocrinology and Diabetes, 2nd Department of Pediatrics, Aristotle University of Thessaloniki, AHEPA University Hospital, Thessaloniki, Greece
| | - Sorin Ioacara
- Carol Davila University of Medicine and Pharmacy, Elias University Emergency Hospital, Bucharest, Romania
| | | | - Claudio Maffeis
- Regional Center for Pediatric Diabetes, University of Verona, University City Hospital, Verona, Italy
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2
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James S, Donaghue KC, Perry L, Lowe J, Colman PG, Craig ME. Low-density lipoprotein cholesterol in adolescents and young adults with type 1 diabetes: Data from the Australasian Diabetes Data Network registry. Diabet Med 2023; 40:e15184. [PMID: 37467116 DOI: 10.1111/dme.15184] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Revised: 07/14/2023] [Accepted: 07/18/2023] [Indexed: 07/21/2023]
Abstract
AIM To determine low-density lipoprotein cholesterol (LDL-C) screening frequency and levels, and factors associated with elevated LDL-C, in Australasian youth with type 1 diabetes (T1D). METHODS Data were extracted from the Australasian Diabetes Data Network (ADDN), a prospective clinical quality registry, on all T1D healthcare visits attended by young people aged 16-25 years (with T1D duration of >1 year) between January 2011 and December 2020. The primary outcomes were elevated LDL-C > 2.6 mmol/L (100 mg/dL) and threshold for treatment: >3.4 mmol/L (130 mg/dL), according to consensus guidelines. Multivariable Generalised Estimated Equations (GEE) were used to examine factors associated with elevated LDL-C across all visits. RESULTS A cohort of 6338 young people (52.6% men) were identified, of whom 1603 (25.3%) had ≥1 LDL-C measurement documented. At last measurement, mean age, age at T1D diagnosis and T1D duration were 18.3 ± 2.4, 8.8 ± 4.5 and 8.9 ± 4.8 years, respectively. LDL-C was elevated in 737 (46.0%) and at the treatment threshold in 250 (15.6%). In multivariable GEE elevated LDL-C continuously was associated with older age (OR = 0.07; 0.01-0.13, p = 0.02), female sex (OR = 0.31; 0.18-0.43; p < 0.001), higher HbA1c (OR = 0.04; 0.01-0.08; p = 0.01) and having an elevated BMI (OR = 0.17, 0.06-0.39, p < 0.001). CONCLUSIONS LDL-C screening and levels are suboptimal in this cohort, increasing future cardiovascular complication risk. There is an urgent need to understand how healthcare services can support improved screening and management of dyslipidaemia in this population.
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Affiliation(s)
- S James
- University of the Sunshine Coast, Petrie, Queensland, Australia
- University of Melbourne, Parkville, Victoria, Australia
| | - K C Donaghue
- Children's Hospital at Westmead, Westmead, New South Wales, Australia
- University of Sydney, Camperdown, New South Wales, Australia
| | - L Perry
- University of Technology Sydney, Ultimo, New South Wales, Australia
- Prince of Wales Hospital, Randwick, New South Wales, Australia
| | - J Lowe
- University of Toronto, Toronto, Ontario, Canada
| | - P G Colman
- University of Melbourne, Parkville, Victoria, Australia
- Royal Melbourne Hospital, Parkville, Victoria, Australia
| | - M E Craig
- Children's Hospital at Westmead, Westmead, New South Wales, Australia
- University of Sydney, Camperdown, New South Wales, Australia
- University of New South Wales, Kensington, New South Wales, Australia
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Wang Z, Stell A, Sinnott RO. A GDPR-Compliant Dynamic Consent Mobile Application for the Australasian Type-1 Diabetes Data Network. Healthcare (Basel) 2023; 11:healthcare11040496. [PMID: 36833030 PMCID: PMC9957235 DOI: 10.3390/healthcare11040496] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2022] [Revised: 01/25/2023] [Accepted: 02/06/2023] [Indexed: 02/11/2023] Open
Abstract
Australia has a high prevalence of diabetes, with approximately 1.2 million Australians diagnosed with the disease. In 2012, the Australasian Diabetes Data Network (ADDN) was established with funding from the Juvenile Diabetes Research Foundation (JDRF). ADDN is a national diabetes registry which captures longitudinal information about patients with type-1 diabetes (T1D). Currently, the ADDN data are directly contributed from 42 paediatric and 17 adult diabetes centres across Australia and New Zealand, i.e., where the data are pre-existing in hospital systems and not manually entered into ADDN. The historical data in ADDN have been de-identified, and patients are initially afforded the opportunity to opt-out of being involved in the registry; however, moving forward, there is an increased demand from the clinical research community to utilise fully identifying data. This raises additional demands on the registry in terms of security, privacy, and the nature of patient consent. General Data Protection Regulation (GDPR) is an increasingly important mechanism allowing individuals to have the right to know about their health data and what those data are being used for. This paper presents a mobile application being designed to support the ADDN data collection and usage processes and aligning them with GDPR. The app utilises Dynamic Consent-an informed specific consent model, which allows participants to view and modify their research-driven consent decisions through an interactive interface. It focuses specifically on supporting dynamic opt-in consent to both the registry and to associated sub-projects requesting access to and use of the patient data for research purposes.
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Clapin HF, Earnest A, Colman PG, Davis EA, Jefferies C, Anderson K, Chee M, Bergman P, de Bock M, Kao KT, Fegan PG, Holmes-Walker DJ, Johnson S, King BR, Mok MT, Narayan K, Peña Vargas AS, Sinnott R, Wheeler BJ, Zimmermann A, Craig ME, Couper JJ, Andrikopoulos S, Barrett H, Batch J, Cameron F, Conwell L, Cotterill A, Cooper C, Donaghue K, Fairchild J, Fourlanos S, Glastras S, Goss P, Gray L, Hamblin S, Hofman P, Huynh T, James S, Jones T, Lafferty A, Martin M, McCrossin R, Neville K, Pascoe M, Paul R, Pawlak D, Phillips L, Price D, Rodda C, Simmons D, Smart C, Stone M, Stranks S, Tham E, Ward G, Woodhead H. Diabetic Ketoacidosis at Onset of Type 1 Diabetes and Long-term HbA1c in 7,961 Children and Young Adults in the Australasian Diabetes Data Network. Diabetes Care 2022; 45:2918-2925. [PMID: 36749868 DOI: 10.2337/dc22-0853] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Accepted: 09/12/2022] [Indexed: 12/03/2022]
Abstract
OBJECTIVE The relationship between diabetic ketoacidosis (DKA) at diagnosis of type 1 diabetes and long-term glycemic control varies between studies. We aimed, firstly, to characterize the association of DKA and its severity with long-term HbA1c in a large contemporary cohort, and secondly, to identify other independent determinants of long-term HbA1c. RESEARCH DESIGN AND METHODS Participants were 7,961 children and young adults diagnosed with type 1 diabetes by age 30 years from 2000 to 2019 and followed prospectively in the Australasian Diabetes Data Network (ADDN) until 31 December 2020. Linear mixed-effect models related variables to HbA1c. RESULTS DKA at diagnosis was present in 2,647 participants (33.2%). Over a median 5.6 (interquartile range 3.2, 9.4) years of follow-up, participants with severe, but not moderate or mild, DKA at diagnosis had a higher mean HbA1c (+0.23%, 95% CI 0.11,0.28; [+2.5 mmol/mol, 95% CI 1.4,3.6]; P < 0.001) compared with those without DKA. Use of continuous subcutaneous insulin infusion (CSII) was independently associated with a lower HbA1c (-0.28%, 95% CI -0.31, -0.25; [-3.1 mmol/mol, 95% CI -3.4, -2.8]; P < 0.001) than multiple daily injections, and CSII use interacted with severe DKA to lower predicted HbA1c. Indigenous status was associated with higher HbA1c (+1.37%, 95% CI 1.15, 1.59; [+15.0 mmol/mol, 95% CI 12.6, 17.4]; P < 0.001), as was residing in postcodes of lower socioeconomic status (most vs. least disadvantaged quintile +0.43%, 95% CI 0.34, 0.52; [+4.7 mmol/mol, 95% CI 3.4, 5.6]; P < 0.001). CONCLUSIONS Severe, but not mild or moderate, DKA at diagnosis was associated with a marginally higher HbA1c over time, an effect that was modified by use of CSII. Indigenous status and lower socioeconomic status were independently associated with higher long-term HbA1c.
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Affiliation(s)
- Helen F Clapin
- Perth Children's Hospital, Nedlands, Western Australia, Australia.,Telethon Kids Institute, Nedlands, Western Australia, Australia
| | | | - Peter G Colman
- Royal Melbourne Hospital, Parkville, Victoria, Australia.,The University of Melbourne, Parkville, Victoria, Australia
| | - Elizabeth A Davis
- Perth Children's Hospital, Nedlands, Western Australia, Australia.,Telethon Kids Institute, Nedlands, Western Australia, Australia
| | | | | | - Melissa Chee
- JDRF Australia, St Leonards, New South Wales, Australia
| | - Philip Bergman
- Monash University, Clayton, Victoria, Australia.,Monash Children's Hospital, Clayton, Victoria, Australia
| | - Martin de Bock
- Canterbury District Health Board, Christchurch, New Zealand.,Christchurch School of Medicine, University of Otago, Otago, New Zealand
| | - Kung-Ting Kao
- The University of Melbourne, Parkville, Victoria, Australia.,Royal Children's Hospital, Parkville, Victoria, Australia.,Murdoch Children's Research Institute, Parkville, Victoria, Australia
| | - P Gerry Fegan
- Fiona Stanley Hospital, Murdoch, Western Australia, Australia
| | | | - Stephanie Johnson
- Queensland Children's Hospital, South Brisbane, Queensland, Australia
| | - Bruce R King
- John Hunter Children's Hospital, New Lambton Heights, New South Wales, Australia
| | | | - Kruthika Narayan
- The Children's Hospital at Westmead, Westmead, New South Wales, Australia.,University of New South Wales, Sydney, New South Wales, Australia
| | - Alexia S Peña Vargas
- Women's and Children's Hospital and Robinson Research Institute, University of Adelaide, North Adelaide, South Australia, Australia
| | | | - Benjamin J Wheeler
- Women's and Children's Health, Dunedin School of Medicine, University of Otago, Dunedin Central, Dunedin, New Zealand
| | - Anthony Zimmermann
- Lyell McEwin & Modbury Hospitals, Elizabeth Vale, South Australia, Australia
| | - Maria E Craig
- The Children's Hospital at Westmead, Westmead, New South Wales, Australia.,University of New South Wales, Sydney, New South Wales, Australia
| | - Jenny J Couper
- Women's and Children's Hospital and Robinson Research Institute, University of Adelaide, North Adelaide, South Australia, Australia
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Vazeou A, Tittel SR, Kordonouri O, Birkebaek NH, Iotova V, Piccini B, Seget S, Guness PK, Maahs DM, Stergiou GS. Increased prevalence of cardiovascular risk factors in children and adolescents with type 1 diabetes and hypertension: The SWEET international database. Diabetes Obes Metab 2022; 24:2420-2430. [PMID: 36089908 DOI: 10.1111/dom.14834] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/01/2022] [Revised: 08/03/2022] [Accepted: 08/11/2022] [Indexed: 11/29/2022]
Abstract
AIMS To investigate the prevalence of modifiable cardiovascular risk factors (CVRFs), including dyslipidaemia, obesity and high glycated haemoglobin (HbA1c) concentration, in patients with type 1 diabetes (T1D), and to evaluate their association with blood pressure (BP) categories. METHODS We analysed 21 634 children and adolescents with T1D from the SWEET international database with office BP values assessed at a three or more visits within a year from 2010 to 2021. Participants were classified into a normotensive group, a group with elevated BP (90 to 94th percentile) or a hypertensive group (≥95th percentile), based on the median BP for the visits within the last treatment year. The prevalences of dyslipidaemia [cholesterol ≥ 5.18 mmol/L (200 mg/dL) and/or HDL cholesterol ≤ 1.036 mmol/L (40 mg/dL) and/or LDL cholesterol ≥ 2.59 mmol/L (100 mg/dL)], obesity (body mass index ≥2 standard deviation score) and elevated HbA1c [≥ 75 mmol/mol (9%)] were evaluated in patients within each BP group. RESULTS Patients with hypertension/elevated BP had less favourable lipid profiles, and a higher prevalence of obesity and HbA1c ≥ 75 mmol/mol than normotensive patients. A total of 38.4% of hypertensive patients and 36.0% of those with elevated BP had one CVRF, 15.1% and 10.1%, respectively, had two CVRFs, and 2.3% and 0.8%, respectively, had three CVRFs. Patients with hypertension/elevated BP had a higher prevalence of one or more CVRFs versus normotensive patients (P < 0.001). Obesity was the CVRF most strongly related to hypertension. Girls had a higher prevalence of one or more CVRFs than boys. Similar results were found in patients aged ≥13 years with hypertension compared to those aged <13 years. CONCLUSIONS The prevalence of modifiable CVRFs is higher in children and adolescents with T1D who have elevated BP/hypertension than in those with normotension, suggesting that they are more vulnerable to future morbidity and mortality requiring early detection and intervention.
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Affiliation(s)
- Andriani Vazeou
- Diabetes Center, A' Department of Pediatrics, P&A Kyriakou Children's Hospitals, Athens, Greece
| | - Sascha R Tittel
- Institute of Epidemiology and Medical Biometry, Central Institute for Biomedical Technology (ZIBMT), Ulm University, Ulm, Germany
- German Center for Diabetes Research (DZD), Munich-Neuherberg, Germany
| | - Olga Kordonouri
- Children's Hospital AUF DER BULT, Hannover Medical School, Hannover, Germany
| | - Niels H Birkebaek
- Department of Pediatrics and Steno Diabetes Center Aarhus, Aarhus University hospital, Aarhus, Denmark
| | - Violeta Iotova
- Department of Pediatrics, Medical University, Varna, Bulgaria
| | - Barbara Piccini
- Regional Center for Pediatric Diabetes, Meyer University Children's Hospital, Florence, Italy
| | - Sebastian Seget
- Department of Children's Diabetology, Medical University of Silesia, Katowice, Poland
| | - Pravesh Kumar Guness
- Department of diabetes, nutrition and endocrinology, Reunion Island and T1Diams Quatres Bornes, Vacoas, Mauritius
| | - David M Maahs
- Department of Pediatrics and Stanford Diabetes Research Center, Stanford University and the Lucile Packard Children's Hospital, Stanford, California, USA
| | - George S Stergiou
- Hypertension Center STRIDE-7, National and Kapodistrian University of Athens, School of Medicine, Third Department of Medicine, Sotiria Hospital, Athens, Greece
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Robertson CA, Earnest A, Chee M, Craig ME, Colman P, Barrett HL, Bergman P, Cameron F, Davis EA, Donaghue KC, Fegan PG, Hamblin PS, Holmes-Walker DJ, Jefferies C, Johnson S, Mok MT, King BR, Sinnott R, Ward G, Wheeler BJ, Zimmermann A, Jones TW, Couper JJ. Longitudinal audit of assessment and pharmaceutical intervention for cardiovascular risk in the Australasian Diabetes Data Network. Diabetes Obes Metab 2022; 24:354-361. [PMID: 34713959 DOI: 10.1111/dom.14584] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/05/2021] [Revised: 10/10/2021] [Accepted: 10/20/2021] [Indexed: 11/30/2022]
Affiliation(s)
- Claire A Robertson
- Women's and Children's Hospital and Robinson Research Institute University of Adelaide, North Adelaide, South Australia, Australia
| | - Arul Earnest
- School of Public Health and Preventive Medicine, Monash University, Clayton, Victoria, Australia
| | - Melissa Chee
- JDRF Australia, St Leonard's, New South Wales, Australia
| | - Maria E Craig
- The Children's Hospital at Westmead, Westmead, New South Wales, Australia
- University of NSW, Sydney, New South Wales, Australia
| | - Peter Colman
- Royal Melbourne Hospital, Parkville, Victoria, Australia
- The University of Melbourne, Parkville, Victoria, Australia
| | | | - Philip Bergman
- Monash Children's Hospital, Clayton, Victoria, Australia
- Monash University, Clayton, Victoria, Australia
| | - Fergus Cameron
- Royal Children's Hospital, Parkville, Victoria, Australia
| | - Elizabeth A Davis
- Perth Children's Hospital, Nedlands, Western Australia, Australia
- Telethon Kids Institute, Nedlands, Western Australia, Australia
| | - Kim C Donaghue
- The Children's Hospital at Westmead, Westmead, New South Wales, Australia
- University of NSW, Sydney, New South Wales, Australia
| | - P Gerry Fegan
- Fiona Stanley Hospital, Murdoch, Western Australia, Australia
| | - P Shane Hamblin
- The University of Melbourne, Parkville, Victoria, Australia
- Western Health, St Albans, Victoria, Australia
| | | | | | - Stephanie Johnson
- Queensland Children's Hospital, South Brisbane, Queensland, Australia
| | - Meng T Mok
- Australasian Diabetes Data Network, Parkville, Australia
| | - Bruce R King
- John Hunter Children's Hospital, New Lambton Heights, New South Wales, Australia
| | | | - Glenn Ward
- St Vincent's Hospital, Fitzroy, Victoria, Australia
| | - Benjamin J Wheeler
- Women's and Children's Health, Dunedin School of Medicine, University of Otago, Dunedin, New Zealand
| | - Anthony Zimmermann
- Lyell McEwin & Modbury Hospitals, Elizabeth Vale, South Australia, Australia
| | - Timothy W Jones
- Perth Children's Hospital, Nedlands, Western Australia, Australia
- Telethon Kids Institute, Nedlands, Western Australia, Australia
| | - Jenny J Couper
- Women's and Children's Hospital and Robinson Research Institute University of Adelaide, North Adelaide, South Australia, Australia
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Pasqua MR, Tsoukas MA, Haidar A. Strategically Playing with Fire: SGLT Inhibitors as Possible Adjunct to Closed-Loop Insulin Therapy. J Diabetes Sci Technol 2021; 15:1232-1242. [PMID: 34558336 PMCID: PMC8655283 DOI: 10.1177/19322968211035411] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
As closed-loop insulin therapies emerge into clinical practice and evolve in medical research for type 1 diabetes (T1D) treatment, the limitations in these therapies become more evident. These gaps include unachieved target levels of glycated hemoglobin in some patients, postprandial hyperglycemia, the ongoing need for carbohydrate counting, and the lack of non-glycemic benefits (such as prevention of metabolic syndrome and complications). Multiple adjunct therapies have been examined to improve closed-loop systems, yet none have become a staple. Sodium-glucose-linked cotransporter inhibitors (SGLTi's) have been extensively researched in T1D, with average reductions in placebo-adjusted HbA1c by 0.39%, and total daily dose by approximately 10%. Unfortunately, many trials revealed an increased risk of diabetic ketoacidosis, as high as 5 times the relative risk compared to placebo. This narrative review discusses the proven benefits and risks of SGLTi in patients with T1D with routine therapy, what has been studied thus far in closed-loop therapy in combination with SGLTi, the potential benefits of SGLTi use to closed-loop systems, and what is required going forward to improve the benefit to risk ratio in these insulin systems.
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Affiliation(s)
- Melissa-Rosina Pasqua
- Division of Endocrinology, McGill
University Health Centre, Montreal, QC, Canada
- Melissa-Rosina Pasqua, MD, Mailing address:
McGill University Health Centre, 1001 boulevard de Décarie, Montreal, QC H4A
3J1, Canada.
| | - Michael A. Tsoukas
- Division of Endocrinology, McGill
University Health Centre, Montreal, QC, Canada
| | - Ahmad Haidar
- Department of Biomedical Engineering,
McGill University, Montreal, QC, Canada
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