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Choe JP, Lee S, Kang M. Machine learning modeling for predicting adherence to physical activity guideline. Sci Rep 2025; 15:5650. [PMID: 39955422 PMCID: PMC11829956 DOI: 10.1038/s41598-025-90077-1] [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: 02/13/2024] [Accepted: 02/10/2025] [Indexed: 02/17/2025] Open
Abstract
This study aims to create predictive models for PA guidelines by using ML and examine the critical determinants influencing adherence to the PA guidelines. 11,638 entries from the National Health and Nutrition Examination Survey were analyzed. Variables were categorized into demographic, anthropometric, and lifestyle categories. 18 prediction models were created by 6 ML algorithms and evaluated via accuracy, F1 score, and area under the curve (AUC). Additionally, we employed permutation feature importance (PFI) to assess the variable significance in each model. The decision tree using all variables emerged as the most effective method in the prediction for PA guidelines (accuracy = 0.705, F1 score = 0.819, and AUC = 0.542). Based on the PFI, sedentary behavior, age, gender, and educational status were the most important variables. These results highlight the possibilities of using data-driven methods with ML in PA research. Our analysis also identified crucial variables, providing valuable insights for targeted interventions aimed at enhancing individuals' adherence to PA guidelines.
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Affiliation(s)
- Ju-Pil Choe
- Health and Sport Analytics Laboratory, Department of Health, Exercise Science, and Recreation Management, The University of Mississippi, University, 38677, USA
| | - Seungbak Lee
- Health and Sport Analytics Laboratory, Department of Health, Exercise Science, and Recreation Management, The University of Mississippi, University, 38677, USA
| | - Minsoo Kang
- Health and Sport Analytics Laboratory, Department of Health, Exercise Science, and Recreation Management, The University of Mississippi, University, 38677, USA.
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Larsen R, Taylor F, Dempsey PC, McNarry M, Rickards K, Sethi P, Homer A, Cohen N, Owen N, Kumareswaran K, MacIsaac R, McAuley SA, O'Neal D, Dunstan DW. Effect of Interrupting Prolonged Sitting with Frequent Activity Breaks on Postprandial Glycemia and Insulin Sensitivity in Adults with Type 1 Diabetes on Continuous Subcutaneous Insulin Infusion Therapy: A Randomized Crossover Pilot Trial. Diabetes Technol Ther 2025; 27:101-112. [PMID: 39506625 DOI: 10.1089/dia.2024.0146] [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: 11/08/2024]
Abstract
Objective: This study examined acute effects of interrupting prolonged sitting with short activity breaks on postprandial glucose/insulin responses and estimations of insulin sensitivity in adults with type 1 diabetes (T1D). Method: In a randomized crossover trial, eight adults (age = 46 ± 14 years [mean ± SD], body mass index [BMI] = 27.2 ± 3.8 kg/m2) receiving continuous subcutaneous insulin infusion (CSII) therapy completed two 6-h conditions as follows: uninterrupted sitting (SIT) and sitting interrupted with 3-min bouts of simple resistance activities (SRAs) every 30 min. Basal and bolus insulin were standardized across conditions except in cases of hypoglycemia. Postprandial responses were assessed using incremental area-under-the-curve (iAUC) and total AUC (tAUC) from half-hourly venous sampling. Meal-based insulin sensitivity determined from glucose sensor and insulin pump (SiSP) was assessed from flash continuous glucose monitor and insulin pump data. Outcomes were analyzed using mixed models adjusted for sex, BMI, treatment order, and preprandial values. Results: Glucose iAUC did not differ by condition (SIT: 19.8 ± 3.0 [estimated marginal means ± standard error] vs. SRA: 14.4 ± 3.0 mmol.6 h.L-1; P = 0.086). Despite CSII being standardized between conditions, insulin iAUC was higher in SRA compared to SIT (137.1 ± 22.7 vs. 170.9 ± 22.7 mU.6 h.L-1; P < 0.001). This resulted in a lower glucose response relative to the change in plasma insulin in SRA (tAUCglu/tAUCins: 0.32 ± 0.02 vs. 0.40 ± 0.02 mmol.mU-1; P = 0.03). SiSP was also higher at dinner following the SRA condition, with no between-condition differences at breakfast or lunch. Conclusion: Regularly interrupting prolonged sitting in T1D may increase plasma insulin and improve insulin sensitivity when meals and CSII are standardized. Future studies should explore underlying mechanistic determinants and the applicability of findings to those on multiple daily injections. Trial Registration: Australian and New Zealand Clinical Trial Registry Identifier-ACTRN12618000126213 (www.anzctr.org.au).
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Affiliation(s)
- Robyn Larsen
- Faculty of Science, The University of Melbourne, Melbourne, Australia
- Physical Activity Laboratory, Baker Heart and Diabetes Institute, Melbourne, Australia
| | - Frances Taylor
- Faculty of Medicine, Dentistry and Health Sciences, The University of Melbourne, Melbourne, Australia
| | - Paddy C Dempsey
- Physical Activity Laboratory, Baker Heart and Diabetes Institute, Melbourne, Australia
- MRC Epidemiological Unit, University of Cambridge School of Clinical Medicine, Cambridge, United Kingdom
- Diabetes Research Centre, University of Leicester, Leicester, United Kingdom
- School of Public Health and Preventative Medicine, Monash University, Melbourne, Australia
| | - Melitta McNarry
- Applied Sports, Technology, Exercise and Medicine Research Centre, Swansea University, Swansea, United Kingdom
| | - Kym Rickards
- Physical Activity Laboratory, Baker Heart and Diabetes Institute, Melbourne, Australia
| | - Parneet Sethi
- Physical Activity Laboratory, Baker Heart and Diabetes Institute, Melbourne, Australia
| | - Ashleigh Homer
- Sports Performance, Recovery, Injury and New Technologies Research Centre, School of Behavioural and Health Sciences, Australian Catholic University, Melbourne, Australia
| | - Neale Cohen
- Head of Clinical Diabetes, Baker Heart and Diabetes Institute, Melbourne, Australia
| | - Neville Owen
- Physical Activity Laboratory, Baker Heart and Diabetes Institute, Melbourne, Australia
- Swinburne Centre for Urban Transitions, Swinburne University, Melbourne, Australia
| | - Kavita Kumareswaran
- The Endocrine and Diabetes Centre, Cabrini Hospital and Monash University, Melbourne, Australia
| | - Richard MacIsaac
- Faculty of Medicine, Dentistry and Health Sciences, The University of Melbourne, Melbourne, Australia
- Department of Endocrinology and Diabetes, St Vincent's Hospital, Melbourne, Australia
- Australian Centre for Accelerating Diabetes Innovations, The University of Melbourne, Australia
| | - Sybil A McAuley
- School of Public Health and Preventative Medicine, Monash University, Melbourne, Australia
- Department of Endocrinology and Diabetes, The Alfred, Melbourne, Australia
| | - David O'Neal
- Faculty of Medicine, Dentistry and Health Sciences, The University of Melbourne, Melbourne, Australia
- Department of Endocrinology and Diabetes, St Vincent's Hospital, Melbourne, Australia
- Australian Centre for Accelerating Diabetes Innovations, The University of Melbourne, Australia
| | - David W Dunstan
- Physical Activity Laboratory, Baker Heart and Diabetes Institute, Melbourne, Australia
- Institute for Physical Activity and Nutrition, School of Exercise and Nutrition Sciences, Deakin University, Australia
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Manallack S, Holloway EE, Pouwer F, Speight J, Holmes‐Truscott E. Associations between weight self-stigma and healthy diet and physical activity among adults with type 2 diabetes: Cross-sectional results from the second Diabetes MILES - Australia (MILES-2) study. Diabet Med 2025; 42:e15440. [PMID: 39344796 PMCID: PMC11635584 DOI: 10.1111/dme.15440] [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: 03/21/2024] [Revised: 09/05/2024] [Accepted: 09/09/2024] [Indexed: 10/01/2024]
Abstract
AIMS To examine associations between weight self-stigma and healthy diet or physical activity, and potential moderating effects of self-esteem, diabetes self-efficacy, and diabetes social support, among adults with type 2 diabetes. METHODS Diabetes MILES-2 data were used, an Australian cross-sectional online survey. Participants with type 2 diabetes who considered themselves overweight, and reported concern about weight management (N = 726; 48% insulin-treated), completed the Weight Self-Stigma Questionnaire (WSSQ; total score and subscales: self-devaluation, fear of enacted stigma), measures of diabetes self-care (diet, exercise), and hypothesised psychosocial moderators (self-esteem, diabetes self-efficacy, and diabetes social support). Adjusted linear regression tested associations and interaction effects, separately by insulin treatment status. RESULTS Greater weight self-stigma (WSSQ total) was associated with less optimal dietary self-care (both groups: β = -0.3), and with a lower level of exercise (non-insulin only: β = -0.2; all p < 0.001). All hypothesised moderators were negatively associated with weight self-stigma (range r = -0.2 to r = -0.5). Positive associations were identified between the hypothesised moderators and self-care behaviours (strongest between diet and diabetes self-efficacy, r = > 0.5). No significant interaction effects were observed. CONCLUSIONS This study provides novel evidence of negative associations between weight self-stigma and self-care behaviours among adults with type 2 diabetes. Weight self-stigma is a demonstrated barrier to self-care behaviours in type 2 diabetes cohorts. Acknowledgement and strategies to address weight self-stigma are needed in clinical care and health programmes.
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Affiliation(s)
- Sarah Manallack
- School of Psychology, Deakin UniversityGeelongAustralia
- The Australian Centre for Behavioural Research in Diabetes (ACBRD)Diabetes VictoriaMelbourneAustralia
- Institute for Health Transformation, Faculty of Health, Deakin UniversityGeelongVictoriaAustralia
| | - Edith E. Holloway
- School of Psychology, Deakin UniversityGeelongAustralia
- The Australian Centre for Behavioural Research in Diabetes (ACBRD)Diabetes VictoriaMelbourneAustralia
- Institute for Health Transformation, Faculty of Health, Deakin UniversityGeelongVictoriaAustralia
| | - Frans Pouwer
- School of Psychology, Deakin UniversityGeelongAustralia
- Department of PsychologyUniversity of Southern DenmarkOdenseDenmark
- Steno Diabetes Center OdenseOdenseDenmark
| | - Jane Speight
- School of Psychology, Deakin UniversityGeelongAustralia
- The Australian Centre for Behavioural Research in Diabetes (ACBRD)Diabetes VictoriaMelbourneAustralia
- Institute for Health Transformation, Faculty of Health, Deakin UniversityGeelongVictoriaAustralia
- Department of PsychologyUniversity of Southern DenmarkOdenseDenmark
| | - Elizabeth Holmes‐Truscott
- School of Psychology, Deakin UniversityGeelongAustralia
- The Australian Centre for Behavioural Research in Diabetes (ACBRD)Diabetes VictoriaMelbourneAustralia
- Institute for Health Transformation, Faculty of Health, Deakin UniversityGeelongVictoriaAustralia
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West SL, Furman M, Moineddin R, Sochett E. Association of daily physical activity and bone microarchitecture in young adults with type 1 diabetes - A pilot exploratory study. Bone Rep 2024; 23:101813. [PMID: 39611164 PMCID: PMC11603002 DOI: 10.1016/j.bonr.2024.101813] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/24/2024] [Revised: 11/06/2024] [Accepted: 11/08/2024] [Indexed: 11/30/2024] Open
Abstract
Purpose Physical activity (PA) is an important determinant of skeletal health. In young adults with type 1 diabetes (T1D) fracture risk is increased, yet few studies have examined the PA and bone health relationship. Therefore, this pilot cross-sectional study characterized PA levels and their association with bone parameters measured by high resolution peripheral quantitative computed tomography (HR-pQCT) in young adults with T1D. Methods HR-pQCT (Xtreme CTII) was used to measure bone outcomes at the distal tibia and radius, and accelerometery (ActiGraph GT3X) recorded daily minutes of light and moderate-vigorous physical activity (MVPA). Quadratic regression analyses were conducted with a p-value ≤ 0.05 considered significant. Results PA data from 19 young adults (23.1 ± 1.9 years) with T1D was analyzed. Over half (63 %) of participants completed ≥150 min of MVPA per week, however, most measured activity time per day (57 %) was spent in sedentary pursuits. Significant non-linear associations were found between the duration of MVPA and several trabecular bone parameters at the tibia. Conclusions In young adults with T1D, MVPA may have site specific (tibia) and compartment specific (trabecular) non-linear associations with bone. Further studies should confirm these findings, which may help inform evidence-based exercise recommendations to optimize bone health in young adults with T1D.
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Affiliation(s)
- Sarah L. West
- Department of Kinesiology, Trent University, Peterborough, ON, Canada
| | - Michelle Furman
- Department of Pediatrics, Division of Endocrinology, The Hospital for Sick Children, University of Toronto, Toronto, Ontario, Canada
| | - Rahim Moineddin
- Department of Family and Community Medicine, Faculty of Medicine, University of Toronto, Toronto, ON, Canada
| | - Etienne Sochett
- Department of Pediatrics, Division of Endocrinology, The Hospital for Sick Children, University of Toronto, Toronto, Ontario, Canada
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Molveau J, Myette-Côté É, Tagougui S, Taleb N, St-Amand R, Suppère C, Bourdeau V, Heyman E, Rabasa-Lhoret R. Assessing the influence of insulin type (ultra-rapid vs rapid insulin) and exercise timing on postprandial exercise-induced hypoglycaemia risk in individuals with type 1 diabetes: a randomised controlled trial. Diabetologia 2024; 67:2408-2419. [PMID: 39069599 DOI: 10.1007/s00125-024-06234-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/27/2024] [Accepted: 06/10/2024] [Indexed: 07/30/2024]
Abstract
AIMS/HYPOTHESIS The relationship between pre-meal insulin type, exercise timing and the risk of postprandial exercise-induced hypoglycaemia in people living with type 1 diabetes is unknown. We aimed to evaluate the effects of exercise timing (60 vs 120 min post meal) and different insulin types (aspart vs ultra-rapid aspart) on hypoglycaemic risk. METHODS This was a four-way crossover randomised trial including 40 individuals with type 1 diabetes using multiple daily injections (mean HbA1c 56 mmol/mol [7.4%]). Participants, who were recruited from the Montreal Clinical Research Institute, undertook 60 min cycling sessions (60% ofV ˙ O 2 peak ) after breakfast (60 min [EX60min] or 120 min [EX120min] post meal) with 50% of their usual insulin dose (aspart or ultra-rapid aspart). Eligibility criteria included age ≥18 years old, clinical diagnosis of type 1 diabetes for at least 1 year and HbA1c ≤80 mmol/mol (9.5%). Participants were allocated using sequentially numbered, opaque sealed envelopes. Participants were masked to their group assignment, and each participant was allocated a unique identification number to ensure anonymisation. The primary outcome was change in blood glucose levels between exercise onset and nadir. RESULTS Prior to exercise onset, time spent in hyperglycaemia was lower for EX60min vs EX120min (time >10.0 mmol/l: 56.6% [1.2-100%] vs 78.0% [52.7-97.9%]; p<0.001). The glucose reduction between exercise onset and nadir was less pronounced with EX60min vs EX120min (-3.8±2.7 vs -4.7±2.5 mmol/l; p<0.001). A similar number of hypoglycaemic events occurred during both exercise timings. Blood glucose between exercise onset and nadir decreased less with ultra-rapid aspart compared with aspart (-4.1±2.3 vs -4.4±2.8 mmol/l; p=0.037). While a similar number of hypoglycaemic events during exercise were observed, less post-exercise hypoglycaemia occurred with ultra-rapid aspart (n=0, 0%, vs n=15, 38%; p=0.003). No interactions between insulin types and exercise timings were found. CONCLUSIONS/INTERPRETATION EX60min blunted the pre-exercise glucose increase following breakfast and was associated with a smaller glucose reduction during exercise. Ultra-rapid aspart led to a smaller blood glucose reduction during exercise and might be associated with diminished post-exercise hypoglycaemia. TRIAL REGISTRATION ClinicalTrials.gov NCT03659799 FUNDING: This study was funded by Novo Nordisk Canada.
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Affiliation(s)
- Joséphine Molveau
- Institut de recherches cliniques de Montréal, Montréal, QC, Canada
- Département de Nutrition, Faculté de Médecine, Université de Montréal, Montréal, QC, Canada
- ULR 7369 - URePSSS - Unité de Recherche Pluridisciplinaire Sport Santé Société, Université de Lille, Université d'Artois, Université du Littoral Côte d'Opale, Lille, France
| | - Étienne Myette-Côté
- Institut de recherches cliniques de Montréal, Montréal, QC, Canada
- Department of Applied Human Sciences, Faculty of Science, University of Prince Edward Island, Charlottetown, PE, Canada
| | - Sémah Tagougui
- ULR 7369 - URePSSS - Unité de Recherche Pluridisciplinaire Sport Santé Société, Université de Lille, Université d'Artois, Université du Littoral Côte d'Opale, Lille, France
| | - Nadine Taleb
- Institut de recherches cliniques de Montréal, Montréal, QC, Canada
- Division of Endocrinology, Centre Hospitalier de l'Université de Montréal (CHUM), Montréal, QC, Canada
| | - Roxane St-Amand
- Institut de recherches cliniques de Montréal, Montréal, QC, Canada
| | - Corinne Suppère
- Institut de recherches cliniques de Montréal, Montréal, QC, Canada
| | - Valérie Bourdeau
- Institut de recherches cliniques de Montréal, Montréal, QC, Canada
| | - Elsa Heyman
- ULR 7369 - URePSSS - Unité de Recherche Pluridisciplinaire Sport Santé Société, Université de Lille, Université d'Artois, Université du Littoral Côte d'Opale, Lille, France
- Institut Universitaire de France (IUF), Paris, France
| | - Rémi Rabasa-Lhoret
- Institut de recherches cliniques de Montréal, Montréal, QC, Canada.
- Département de Nutrition, Faculté de Médecine, Université de Montréal, Montréal, QC, Canada.
- ULR 7369 - URePSSS - Unité de Recherche Pluridisciplinaire Sport Santé Société, Université de Lille, Université d'Artois, Université du Littoral Côte d'Opale, Lille, France.
- Division of Endocrinology, Centre Hospitalier de l'Université de Montréal (CHUM), Montréal, QC, Canada.
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Helleputte S, Stautemas J, De Craemer M, Bogaert L, De Backer T, Calders P, Lapauw B. Physical activity and sedentary behaviour in relation to body composition, estimated insulin sensitivity and arterial stiffness in adults with type 1 diabetes. Diabetes Res Clin Pract 2024; 217:111860. [PMID: 39293499 DOI: 10.1016/j.diabres.2024.111860] [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: 08/05/2024] [Revised: 09/04/2024] [Accepted: 09/13/2024] [Indexed: 09/20/2024]
Abstract
AIMS To examine the association of daily PA levels and sedentary behaviour with body composition, estimated insulin sensitivity, and arterial stiffness in adults with type 1 diabetes (T1D). METHODS Cross-sectional study in adults with T1D (n = 54). PA levels (daily steps, and time in moderate-to-vigorous intensity PA (MVPA)) and sedentary behaviour were measured using accelerometry for 7 days (McRoberts® DynaPort MoveMonitor). Cardiopulmonary exercise test for VO2max. Anthropometrics were collected, and body composition (total and % of fat mass (FMtot, FM%), total and % of lean mass (LMtot, LM%), and estimated visceral adipose tissue (VAT)) volume was assessed with dual energy X-ray-absorptiometry (DXA). Estimates of insulin sensitivity were determined (estimated glucose disposal rate (eGDR) and total daily insulin dose). Arterial stiffness was assessed with carotid-femoral pulse wave velocity (cf-PWV (m/s); SphygmoCor®). RESULTS Lower 10-years HbA1c associated moderately with all PA measures. Favourable moderate associations were also found between PA measures and BMI, waist, VAT but not FM and LM. PA measures were favourably associated with a lower total daily insulin dose and higher eGDR. All PA parameters associated moderately with cf-PWV however not independent from traditional risk factors. VO2max was inversely associated with cf-PWV independent of age, T1D duration and 24-hour mean blood pressure. CONCLUSIONS Higher levels of PA, lower sedentary behaviour and greater exercise capacity are favourably associated with long-term glycaemic control, body composition, insulin dosage, estimated insulin sensitivity and arterial stiffness in adults with T1D. Therefore, regular PA and limiting sedentary time should be encouraged to improve metabolic and cardiovascular health in this population. Future longitudinal studies should explore mutual interactions and synergistic effects of PA on these outcomes.
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Affiliation(s)
- Simon Helleputte
- Faculty of Medicine and Health Sciences, Ghent University, Belgium; Fonds Wetenschappelijk Onderzoek (FWO) Vlaanderen, Belgium.
| | - Jan Stautemas
- Faculty of Medicine and Health Sciences, Ghent University, Belgium
| | | | - Lotte Bogaert
- Faculty of Medicine and Health Sciences, Ghent University, Belgium
| | - Tine De Backer
- Faculty of Medicine and Health Sciences, Ghent University, Belgium; Department of Cardiology, Ghent University Hospital, Belgium
| | - Patrick Calders
- Faculty of Medicine and Health Sciences, Ghent University, Belgium
| | - Bruno Lapauw
- Faculty of Medicine and Health Sciences, Ghent University, Belgium; Department of Endocrinology, Ghent University Hospital, Belgium
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Pedersen KF, Molsted S, Mogensen PR, Østerskov A, Karagkounis G, Kristensen PL. Characteristics of exercise patterns in people with type 1 diabetes-insights from the Hedia diabetes assistant mobile app. Diabet Med 2024; 41:e15410. [PMID: 39004936 DOI: 10.1111/dme.15410] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/27/2024] [Accepted: 07/02/2024] [Indexed: 07/16/2024]
Affiliation(s)
| | - Stig Molsted
- Department of Clinical Research, Copenhagen University Hospital-North Zealand, Hillerød, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | | | - Anne Østerskov
- Department of Medical and Clinical Affairs, Hedia ApS, Copenhagen, Denmark
| | - Gkikas Karagkounis
- Department of Medical and Clinical Affairs, Hedia ApS, Copenhagen, Denmark
| | - Peter Lommer Kristensen
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Department of Endocrinology and Nephrology, Copenhagen University Hospital-North Zealand, Hillerød, Denmark
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De Cock D, Schreurs L, Steenackers N, Pazmino S, Cools W, Eykerman L, Thiels H, Mathieu C, Van der Schueren B. The effect of physical activity on glycaemic control in people with type 1 diabetes mellitus: A systematic literature review and meta-analysis. Diabet Med 2024; 41:e15415. [PMID: 39034472 DOI: 10.1111/dme.15415] [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: 12/22/2023] [Revised: 03/11/2024] [Accepted: 07/11/2024] [Indexed: 07/23/2024]
Abstract
AIMS Type 1 diabetes mellitus (T1DM) is characterised by insulin deficiency. Due to perceived physical activity (PA)-related hypoglycaemia, a minority of people with T1DM exercise regularly. However, the relationship between T1DM and PA remains poorly understood. Our aim was to summarise the existing literature on the effects of PA on short-term glucose control (glycated haemoglobin or time in range) in people with T1DM. METHODS We searched seven electronic databases (PubMed, Embase, Cochrane library, Cinahl, SPORTDiscus, PEDro and Web Of Science) and two sources of the grey literature (ClinicalTrials.gov and ICTRP). All reviews were screened via title/abstract and full text by two independent reviewers (LE and HT), conflicts were solved by a third independent reviewer (DDC). We excluded animal studies, case reports, non-English articles, qualitative studies, conference abstracts and articles without full-text access. A meta-analysis using random effects model was performed to study the effect of PA on haemoglobin A1c (HbA1c) levels in people with T1DM. RESULTS We obtained 19,201 unique references across nine different electronic databases. After screening and snowballing, 68 articles were found investigating the effect of PA on glycaemic control in people with T1DM. Overall, HbA1c levels in the PA group (mean difference = 0.29% (0.20%-0.39%)), were lower compared with the control group. CONCLUSION An overall small beneficial effect of PA on glycaemic control in people with T1DM was found. Caution is advised when interpreting the results of this meta-analysis, given variations in study type, duration, frequency and intensity of physical activity across included studies.
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Affiliation(s)
- Diederik De Cock
- Biostatistics and Medical Informatics Research Group, Department of Public Health, Faculty of Medicine and Pharmacy, Vrije Universiteit Brussel (VUB), Brussels, Belgium
- Clinical and Experimental Endocrinology, Department of Chronic Diseases and Metabolism, KULeuven, Leuven, Belgium
| | - Lucas Schreurs
- Biostatistics and Medical Informatics Research Group, Department of Public Health, Faculty of Medicine and Pharmacy, Vrije Universiteit Brussel (VUB), Brussels, Belgium
| | - Nele Steenackers
- Clinical and Experimental Endocrinology, Department of Chronic Diseases and Metabolism, KULeuven, Leuven, Belgium
| | - Sofia Pazmino
- Clinical and Experimental Endocrinology, Department of Chronic Diseases and Metabolism, KULeuven, Leuven, Belgium
| | - Wilfried Cools
- Biostatistics and Medical Informatics Research Group, Department of Public Health, Faculty of Medicine and Pharmacy, Vrije Universiteit Brussel (VUB), Brussels, Belgium
| | - Lauren Eykerman
- Clinical and Experimental Endocrinology, Department of Chronic Diseases and Metabolism, KULeuven, Leuven, Belgium
| | - Hannah Thiels
- Clinical and Experimental Endocrinology, Department of Chronic Diseases and Metabolism, KULeuven, Leuven, Belgium
| | - Chantal Mathieu
- Clinical and Experimental Endocrinology, Department of Chronic Diseases and Metabolism, KULeuven, Leuven, Belgium
- Department of Endocrinology, University Hospitals Leuven, Leuven, Belgium
| | - Bart Van der Schueren
- Clinical and Experimental Endocrinology, Department of Chronic Diseases and Metabolism, KULeuven, Leuven, Belgium
- Department of Endocrinology, University Hospitals Leuven, Leuven, Belgium
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9
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Johansen RF, Caunt S, Heller S, Sander SE, Søndergaard E, Molsted S, Kristensen PL. Factors Influencing Physical Activity Level in Adults With Type 1 Diabetes: A Cross-Sectional Study. Can J Diabetes 2024; 48:431-438.e1. [PMID: 38969062 DOI: 10.1016/j.jcjd.2024.06.002] [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: 01/19/2024] [Revised: 06/24/2024] [Accepted: 06/26/2024] [Indexed: 07/07/2024]
Abstract
OBJECTIVES Exercise is a recommended component of type 1 diabetes (T1D) treatment because high physical activity levels improve health outcomes. However, many people with T1D do not meet physical activity recommendations. Our aim in this study was to identify factors influencing physical activity levels in people with T1D. METHODS This questionnaire-based study included adults with T1D from 1 outpatient clinic in the United Kingdom and 2 clinics in Denmark. Exercise characteristics, motivators, and barriers were assessed. Physical activity level was measured using the Saltin-Grimby Physical Activity Level Scale. Respondents were categorized into 3 activity groups: inactive, light active, and moderate-to-vigorous active. RESULTS Of the 332 respondents, 8.4% rated themselves as inactive, 48% as light active, and 43% as moderate-to-vigorous active. Seventy-eight percent of inactive and light active repondents expressed a desire to become more physically active. Fifty-three percent of respondents had received guidance concerning exercise/physical activity from their diabetes team. Being male and having received guidance were associated with a higher physical activity level. The major motivators for exercising/being physically active were improved mental and physical health and glycemic management, whereas the most frequent barriers were busyness with work/private life and lack of motivation. Worries about glucose excursions, costs, lack of knowledge, and health-related reasons were more prevalent barriers in the least active groups. CONCLUSIONS This study demonstrated that 78% of inactive and light active respondents reported wishing to become more physically active. Receiving guidance about exercise/physical activity was associated with a higher physical activity level, but only 53% of respondents had received support from their diabetes team.
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Affiliation(s)
| | - Sharon Caunt
- Academic Directorate of Diabetes and Endocrinology, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, United Kingdom
| | - Simon Heller
- Department of Oncology and Metabolism, University of Sheffield, Sheffield, United Kingdom
| | - Sarah Elton Sander
- Department of Clinical Research, Nordsjællands Hospital, Hillerød, Denmark
| | - Esben Søndergaard
- Steno Diabetes Centre Aarhus, Aarhus, Denmark; Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Stig Molsted
- Department of Clinical Research, Nordsjællands Hospital, Hillerød, Denmark; Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Peter Lommer Kristensen
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark; Department of Endocrinology and Nephrology, Nordsjællands Hospital, Hillerød, Denmark
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10
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Maytham K, Hagelqvist PG, Engberg S, Forman JL, Pedersen-Bjergaard U, Knop FK, Vilsbøll T, Andersen A. Accuracy of continuous glucose monitoring during exercise-related hypoglycemia in individuals with type 1 diabetes. Front Endocrinol (Lausanne) 2024; 15:1352829. [PMID: 38686202 PMCID: PMC11057372 DOI: 10.3389/fendo.2024.1352829] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/09/2023] [Accepted: 03/29/2024] [Indexed: 05/02/2024] Open
Abstract
Background Hypoglycemia is common in individuals with type 1 diabetes, especially during exercise. We investigated the accuracy of two different continuous glucose monitoring systems during exercise-related hypoglycemia in an experimental setting. Materials and methods Fifteen individuals with type 1 diabetes participated in two separate euglycemic-hypoglycemic clamp days (Clamp-exercise and Clamp-rest) including five phases: 1) baseline euglycemia, 2) plasma glucose (PG) decline ± exercise, 3) 15-minute hypoglycemia ± exercise, 4) 45-minute hypoglycemia, and 5) recovery euglycemia. Interstitial PG levels were measured every five minutes, using Dexcom G6 (DG6) and FreeStyle Libre 1 (FSL1). Yellow Springs Instruments 2900 was used as PG reference method, enabling mean absolute relative difference (MARD) assessment for each phase and Clarke error grid analysis for each day. Results Exercise had a negative effect on FSL1 accuracy in phase 2 and 3 compared to rest (ΔMARD = +5.3 percentage points [(95% CI): 1.6, 9.1] and +13.5 percentage points [6.4, 20.5], respectively). In contrast, exercise had a positive effect on DG6 accuracy during phase 2 and 4 compared to rest (ΔMARD = -6.2 percentage points [-11.2, -1.2] and -8.4 percentage points [-12.4, -4.3], respectively). Clarke error grid analysis showed a decrease in clinically acceptable treatment decisions during Clamp-exercise for FSL1 while a contrary increase was observed for DG6. Conclusion Physical exercise had clinically relevant impact on the accuracy of the investigated continuous glucose monitoring systems and their ability to accurately detect hypoglycemia.
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Affiliation(s)
- Kaisar Maytham
- Clinical Research, Copenhagen University Hospital - Steno Diabetes Center Copenhagen, Herlev, Copenhagen, Denmark
- Center for Clinical Metabolic Research, Gentofte Hospital, University of Copenhagen, Hellerup, Denmark
| | - Per G Hagelqvist
- Clinical Research, Copenhagen University Hospital - Steno Diabetes Center Copenhagen, Herlev, Copenhagen, Denmark
- Center for Clinical Metabolic Research, Gentofte Hospital, University of Copenhagen, Hellerup, Denmark
| | - Susanne Engberg
- Clinical Research, Copenhagen University Hospital - Steno Diabetes Center Copenhagen, Herlev, Copenhagen, Denmark
| | - Julie L Forman
- Section of Biostatistics, Department of Public Health, University of Copenhagen, Copenhagen, Denmark
| | - Ulrik Pedersen-Bjergaard
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Department of Endocrinology and Nephrology, Nordsjællands Hospital Hillerød, University of Copenhagen, Hillerød, Denmark
| | - Filip K Knop
- Clinical Research, Copenhagen University Hospital - Steno Diabetes Center Copenhagen, Herlev, Copenhagen, Denmark
- Center for Clinical Metabolic Research, Gentofte Hospital, University of Copenhagen, Hellerup, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Tina Vilsbøll
- Clinical Research, Copenhagen University Hospital - Steno Diabetes Center Copenhagen, Herlev, Copenhagen, Denmark
- Center for Clinical Metabolic Research, Gentofte Hospital, University of Copenhagen, Hellerup, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Andreas Andersen
- Clinical Research, Copenhagen University Hospital - Steno Diabetes Center Copenhagen, Herlev, Copenhagen, Denmark
- Center for Clinical Metabolic Research, Gentofte Hospital, University of Copenhagen, Hellerup, Denmark
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11
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Sander SE, Johansen RF, Caunt S, Søndergaard E, Rolver MG, Sandbæk A, Heller S, Kristensen PL, Molsted S. A Cross-sectional Study on the Impact of Educational Status on Physical Activity Level in Danish and English Adults With Type 1 Diabetes. Can J Diabetes 2024; 48:204-210.e1. [PMID: 38218396 DOI: 10.1016/j.jcjd.2024.01.002] [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: 07/13/2023] [Revised: 12/06/2023] [Accepted: 01/04/2024] [Indexed: 01/15/2024]
Abstract
OBJECTIVES Physical activity is associated with improved health in people with type 1 diabetes. However, physical activity level may be associated with socioeconomic status. The primary aim of this study was to investigate the association between education level and physical activity level among people with type 1 diabetes. METHODS In this cross-sectional study, data on physical activity level (high or low) was measured using the Saltin-Grimby Physical Activity Level Scale, and education level (low, medium, or high) was self-reported. RESULTS Respondents were recruited from outpatient clinics (Steno Diabetes Centre Aarhus, Denmark; Nordsjællands Hospital, Denmark; or Sheffield Diabetes and Endocrine Centre, United Kingdom), by health-care personnel from September 2019 to July 2021. A total of 324 people with type 1 diabetes were included (54% male, median age 50 years [interquartile range 30-60 years]). Education level was low in 10%, medium in 33%, and high in 57%. A logistic regression analysis, adjusted for age, sex, cohabitation status and nationality, found that a medium vs. high education level was associated with lower odds of a high physical activity level (odds ratio [OR] 0.55, 95% confidence interval [CI] 0.32-0.94, p=0.029), while no association was found for low vs. high education level with high physical activity level (OR 0.56, 95% CI 0.25-1.29, p=0.173). CONCLUSIONS Medium education level compared with a high education level was associated with a lower level of physical activity in people with type 1 diabetes. Health-care professionals are advised to be attentive of physical activity levels among people with type 1 diabetes.
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Affiliation(s)
- Sarah Elton Sander
- Department of Clinical Research, Nordsjællands Hospital, Hillerød, Denmark.
| | | | - Sharon Caunt
- Academic Directorate of Diabetes and Endocrinology, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, United Kingdom
| | - Esben Søndergaard
- Steno Diabetes Centre Aarhus, Aarhus, Denmark; Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Monica Gylling Rolver
- Department of Clinical Research, Nordsjællands Hospital, Hillerød, Denmark; Department of Endocrinology and Nephrology, Nordsjællands Hospital, Hillerød, Denmark
| | - Anni Sandbæk
- Department of Clinical Research, Nordsjællands Hospital, Hillerød, Denmark
| | - Simon Heller
- Academic Directorate of Diabetes and Endocrinology, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, United Kingdom; Division of Clinical Medicine, School of Medicine and Population Health, University of Sheffield, Sheffield, United Kingdom
| | - Peter Lommer Kristensen
- Department of Endocrinology and Nephrology, Nordsjællands Hospital, Hillerød, Denmark; Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Stig Molsted
- Department of Clinical Research, Nordsjællands Hospital, Hillerød, Denmark; Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
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12
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Li Z, Calhoun P, Rickels MR, Gal RL, Beck RW, Jacobs PG, Clements MA, Patton SR, Castle JR, Martin CK, Gillingham MB, Doyle FJ, Riddell MC. Factors Affecting Reproducibility of Change in Glucose During Exercise: Results From the Type 1 Diabetes and EXercise Initiative. J Diabetes Sci Technol 2024:19322968241234687. [PMID: 38456512 PMCID: PMC11571421 DOI: 10.1177/19322968241234687] [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] [Indexed: 03/09/2024]
Abstract
AIMS To evaluate factors affecting within-participant reproducibility in glycemic response to different forms of exercise. METHODS Structured exercise sessions ~30 minutes in length from the Type 1 Diabetes Exercise Initiative (T1DEXI) study were used to assess within-participant glycemic variability during and after exercise. The effect of several pre-exercise factors on the within-participant glycemic variability was evaluated. RESULTS Data from 476 adults with type 1 diabetes were analyzed. A participant's change in glucose during exercise was reproducible within 15 mg/dL of the participant's other exercise sessions only 32% of the time. Participants who exercised with lower and more consistent glucose level, insulin on board (IOB), and carbohydrate intake at exercise start had less variability in glycemic change during exercise. Participants with lower mean glucose (P < .001), lower glucose coefficient of variation (CV) (P < .001), and lower % time <70 mg/dL (P = .005) on sedentary days had less variable 24-hour post-exercise mean glucose. CONCLUSIONS Reproducibility of change in glucose during exercise was low in this cohort of adults with T1D, but more consistency in pre-exercise glucose levels, IOB, and carbohydrates may increase this reproducibility. Mean glucose variability in the 24 hours after exercise is influenced more by the participant's overall glycemic control than other modifiable factors.
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Affiliation(s)
- Zoey Li
- JAEB Center for Health Research, Tampa, FL, USA
| | | | - Michael R. Rickels
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | | | - Roy W. Beck
- JAEB Center for Health Research, Tampa, FL, USA
| | - Peter G. Jacobs
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, USA
| | | | | | - Jessica R. Castle
- Harold Schnitzer Diabetes Health Center, Oregon Health & Science University, Portland, OR, USA
| | - Corby K. Martin
- Pennington Biomedical Research Center, Louisiana State University, Baton Rouge, LA, USA
| | - Melanie B. Gillingham
- Department of Molecular and Medical Genetics, Oregon Health & Science University, Portland, OR, USA
| | - Francis J. Doyle
- Harvard John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, USA
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13
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Glyn T, Fourlanos S, Paldus B, Flint S, Armstrong E, Andrews RC, Narendran P, Wentworth J. The Need to Prioritize Education and Resources to Support Exercise in Type 1 Diabetes: Results of an Australian Survey of Adults With Type 1 Diabetes and Health Providers. Can J Diabetes 2024; 48:105-111.e5. [PMID: 38040407 DOI: 10.1016/j.jcjd.2023.11.003] [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: 06/20/2023] [Revised: 11/06/2023] [Accepted: 11/24/2023] [Indexed: 12/03/2023]
Abstract
OBJECTIVES Regular exercise is recommended for people with type 1 diabetes (PWD) to improve their health, but many do not meet recommended exercise targets. Educational resources supporting PWD to exercise exist, but their value is unclear. To determine the need for improved exercise resources in Australia, we surveyed adult PWD and health providers (HPs) about their confidence in managing type 1 diabetes (T1D) around exercise, barriers to exercise, and the adequacy of current resources. METHODS Australian adult PWD and HPs completed surveys to rate the importance of exercise in T1D management, confidence in managing T1D around exercise, barriers to giving and receiving education, resources used, and what form new resources should take. RESULTS Responses were received from 128 PWD and 122 HPs. Both groups considered exercise to be important for diabetes management. PWD cited time constraints (57%) and concern about dysglycemia (43%) as barriers to exercise, and many lacked confidence in managing T1D around exercise. HPs were more confident, but experienced barriers to providing advice, and PWD did not tend to rely on this advice. Instead, 72% of PWD found continuous glucose monitoring most helpful. Both groups desired better resources to support exercise in T1D, with PWD preferring to obtain information through a structured education program and HPs through eLearning. CONCLUSIONS Australian HPs and PWD appreciate the importance of exercise in T1D management and express a clear desire for improved educational resources. Our findings provide a basis for developing a comprehensive package of resources for both adult PWD and HPs, to support exercise in PWD.
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Affiliation(s)
- Tessa Glyn
- Department of Diabetes and Endocrinology, Royal Melbourne Hospital, Parkville, Victoria, Australia.
| | - Spiros Fourlanos
- Department of Diabetes and Endocrinology, Royal Melbourne Hospital, Parkville, Victoria, Australia; Department of Medicine, Royal Melbourne Hospital, University of Melbourne, Parkville, Victoria, Australia; Australian Centre for Accelerating Diabetes Innovations, University of Melbourne, Parkville, Victoria, Australia
| | - Barbora Paldus
- Department of Diabetes and Endocrinology, Royal Melbourne Hospital, Parkville, Victoria, Australia; Department of Medicine, Royal Melbourne Hospital, University of Melbourne, Parkville, Victoria, Australia; Department of Endocrinology and Diabetes, St. Vincent's Hospital, Melbourne, Victoria, Australia
| | - Steve Flint
- Department of Diabetes and Endocrinology, Royal Melbourne Hospital, Parkville, Victoria, Australia; Department of Medicine, Royal Melbourne Hospital, University of Melbourne, Parkville, Victoria, Australia
| | - Emma Armstrong
- Department of Diabetes and Endocrinology, Royal Melbourne Hospital, Parkville, Victoria, Australia
| | - Robert Charles Andrews
- University of Exeter Medical School, Exeter, United Kingdom; Department of Diabetes, Taunton and Somerset NHS Foundation Trust, Taunton, United Kingdom
| | - Parth Narendran
- Department of Diabetes, University Hospitals Birmingham NHS Foundation Trust, Birmingham, United Kingdom; Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, United Kingdom
| | - John Wentworth
- Department of Diabetes and Endocrinology, Royal Melbourne Hospital, Parkville, Victoria, Australia; Department of Medicine, Royal Melbourne Hospital, University of Melbourne, Parkville, Victoria, Australia; Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
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14
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Kistkins S, Mihailovs T, Lobanovs S, Pīrāgs V, Sourij H, Moser O, Bļizņuks D. Comparative Analysis of Predictive Interstitial Glucose Level Classification Models. SENSORS (BASEL, SWITZERLAND) 2023; 23:8269. [PMID: 37837098 PMCID: PMC10574913 DOI: 10.3390/s23198269] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Revised: 10/02/2023] [Accepted: 10/04/2023] [Indexed: 10/15/2023]
Abstract
BACKGROUND New methods of continuous glucose monitoring (CGM) provide real-time alerts for hypoglycemia, hyperglycemia, and rapid fluctuations of glucose levels, thereby improving glycemic control, which is especially crucial during meals and physical activity. However, complex CGM systems pose challenges for individuals with diabetes and healthcare professionals, particularly when interpreting rapid glucose level changes, dealing with sensor delays (approximately a 10 min difference between interstitial and plasma glucose readings), and addressing potential malfunctions. The development of advanced predictive glucose level classification models becomes imperative for optimizing insulin dosing and managing daily activities. METHODS The aim of this study was to investigate the efficacy of three different predictive models for the glucose level classification: (1) an autoregressive integrated moving average model (ARIMA), (2) logistic regression, and (3) long short-term memory networks (LSTM). The performance of these models was evaluated in predicting hypoglycemia (<70 mg/dL), euglycemia (70-180 mg/dL), and hyperglycemia (>180 mg/dL) classes 15 min and 1 h ahead. More specifically, the confusion matrices were obtained and metrics such as precision, recall, and accuracy were computed for each model at each predictive horizon. RESULTS As expected, ARIMA underperformed the other models in predicting hyper- and hypoglycemia classes for both the 15 min and 1 h horizons. For the 15 min forecast horizon, the performance of logistic regression was the highest of all the models for all glycemia classes, with recall rates of 96% for hyper, 91% for norm, and 98% for hypoglycemia. For the 1 h forecast horizon, the LSTM model turned out to be the best for hyper- and hypoglycemia classes, achieving recall values of 85% and 87% respectively. CONCLUSIONS Our findings suggest that different models may have varying strengths and weaknesses in predicting glucose level classes, and the choice of model should be carefully considered based on the specific requirements and context of the clinical application. The logistic regression model proved to be more accurate for the next 15 min, particularly in predicting hypoglycemia. However, the LSTM model outperformed logistic regression in predicting glucose level class for the next hour. Future research could explore hybrid models or ensemble approaches that combine the strengths of multiple models to further enhance the accuracy and reliability of glucose predictions.
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Affiliation(s)
- Svjatoslavs Kistkins
- Research Institute of Pauls Stradins Clinical University Hospital, LV-1002 Riga, Latvia; (S.K.); (V.P.)
| | - Timurs Mihailovs
- Institute of Smart Computing Technologies, Riga Technical University, LV-1048 Riga, Latvia; (T.M.); (D.B.)
| | - Sergejs Lobanovs
- Research Institute of Pauls Stradins Clinical University Hospital, LV-1002 Riga, Latvia; (S.K.); (V.P.)
| | - Valdis Pīrāgs
- Research Institute of Pauls Stradins Clinical University Hospital, LV-1002 Riga, Latvia; (S.K.); (V.P.)
| | - Harald Sourij
- Interdisciplinary Metabolic Medicine Trials Unit, Division of Endocrinology and Diabetology, Medical University of Graz, 8010 Graz, Austria;
| | - Othmar Moser
- Division of Exercise Physiology and Metabolism, Institute of Sport Science, University of Bayreuth, 95447 Bayreuth, Germany;
| | - Dmitrijs Bļizņuks
- Institute of Smart Computing Technologies, Riga Technical University, LV-1048 Riga, Latvia; (T.M.); (D.B.)
- SIA “R4U”, LV-1016 Riga, Latvia
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15
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Gómez-Peralta F, Menéndez E, Conde S, Conget I, Novials A. Physical activity patterns in type 1 diabetes in Spain: The SED1 study. BMC Sports Sci Med Rehabil 2023; 15:92. [PMID: 37491278 PMCID: PMC10369829 DOI: 10.1186/s13102-023-00695-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Accepted: 07/03/2023] [Indexed: 07/27/2023]
Abstract
AIMS To describe the physical activity (PA) frequency and intensity in the Spanish type 1 diabetes mellitus (T1D) population and its association with their glycemic control. METHODS A cross-sectional observational study was carried out in 75 Spanish public hospitals (the SED1 study). T1D patients over 14years of age self-completed the International Physical Activity Questionnaire (IPAQ) to determine their level of exercise. The relationship between PA frequency and intensity in T1D patients and glycemic control and the diabetes therapeutic education received were analyzed. RESULTS A total of 592 patients were evaluable. A 6.8% of the sample performed light PA, 20.9% moderate and 72.3% vigorous. Estimated PA presented a high inter-individual variability. Men consumed more energy (METS) than women, these differences being more noticeable in vigorous METS (2865.80 in men vs 1352.12 in women). Women invested more min/week in the domestic and garden area (639.03 vs 344.39, p = 0,022). A correlation between glycemic control and the METs was not observed. CONCLUSIONS The Spanish T1D population performed PA in a higher frequency and intensity than the general population. A relationship between PA and glycemic control couldn´t be shown. However, limitations of the study should be kept in mind to discard a long-term positive influence.
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Affiliation(s)
- F Gómez-Peralta
- Endocrinology and Nutrition Unit, Hospital General de Segovia, Segovia, Spain.
- Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Barcelona, Spain.
| | - E Menéndez
- Endocrinology and Nutrition Service, Hospital Universitario Central Asturias, Oviedo, Spain
| | - S Conde
- Centro de Salud de Barbastro, Huesca, Spain
| | - I Conget
- Endocrinology and Nutrition Unit, Hospital Clínic, Barcelona, Spain
| | - A Novials
- Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Barcelona, Spain
- Endocrinology and Nutrition Unit, Hospital Clínic, Barcelona, Spain
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16
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Kalantzi V, Kalafati IP, Belitsi V, Tsiampalis T, Koutsonasios I, Androutsos O, Bonoti F, Panagiotakos DB, Kosti RI. Cardiometabolic Patient-Related Factors Influencing the Adherence to Lifestyle Changes and Overall Treatment: A Review of the Recent Literature. Life (Basel) 2023; 13:life13051153. [PMID: 37240798 DOI: 10.3390/life13051153] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Revised: 05/02/2023] [Accepted: 05/09/2023] [Indexed: 05/28/2023] Open
Abstract
It is well acknowledged that most of the modifiable risk factors for Cardiovascular Diseases (CVDs) can be averted through lifestyle modifications beyond medication adherence. This review aims to critically evaluate the cardiometabolic (CM) patient-related factors that influence the adherence to lifestyle changes studied alone and/or in combination with medication. A comprehensive literature search of PubMed articles from 2000 to 2023 retrieved 379 articles. After removing the articles which were not relevant, a total of 28 cross-sectional studies was chosen (12 qualitative, and 16 quantitative). The findings confirmed that five groups of factors influence patients' adherence to overall treatment: (1) health beliefs, knowledge, and perceptions regarding the risks and challenges of disease and medication intake along with adherence process perceptions; (2) self-concept; (3) emotions; (4) patient-healthcare providers relationship/communication and (5) social and cultural interactions. It is worth mentioning that cultural issues, such as culinary particularities, ethnic identity, social life as well as patients' skills and abilities, play a profound role in the effectiveness of the recommended lifestyle modifications beyond the aforementioned common factors. The need for clear-cut culturally adapted guidelines along with personalized advice from physicians is imperative as it could improve patients' self-efficacy. These socio-psychological factors should be seriously considered as a means to increase the effectiveness of future community prevention programs.
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Affiliation(s)
- Vasiliki Kalantzi
- Department of Nutrition and Dietetics, School of Physical Education, Sports and Dietetics, University of Thessaly, 42132 Trikala, Greece
| | - Ioanna Panagiota Kalafati
- Department of Nutrition and Dietetics, School of Physical Education, Sports and Dietetics, University of Thessaly, 42132 Trikala, Greece
- Department of Nutrition and Dietetics, School of Health Science and Education, Harokopio University, 17676 Athens, Greece
| | - Vasiliki Belitsi
- Department of Nutrition and Dietetics, School of Physical Education, Sports and Dietetics, University of Thessaly, 42132 Trikala, Greece
| | - Thomas Tsiampalis
- Department of Nutrition and Dietetics, School of Physical Education, Sports and Dietetics, University of Thessaly, 42132 Trikala, Greece
- Department of Nutrition and Dietetics, School of Health Science and Education, Harokopio University, 17676 Athens, Greece
| | | | - Odysseas Androutsos
- Department of Nutrition and Dietetics, School of Physical Education, Sports and Dietetics, University of Thessaly, 42132 Trikala, Greece
| | - Fotini Bonoti
- Department of Nutrition and Dietetics, School of Physical Education, Sports and Dietetics, University of Thessaly, 42132 Trikala, Greece
| | - Demosthenes B Panagiotakos
- Department of Nutrition and Dietetics, School of Health Science and Education, Harokopio University, 17676 Athens, Greece
- Faculty of Health, University of Canberra, Canberra, ACT 2617, Australia
| | - Rena I Kosti
- Department of Nutrition and Dietetics, School of Physical Education, Sports and Dietetics, University of Thessaly, 42132 Trikala, Greece
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17
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Parent C, Lespagnol E, Berthoin S, Tagougui S, Heyman J, Stuckens C, Gueorguieva I, Balestra C, Tonoli C, Kozon B, Fontaine P, Weill J, Rabasa-Lhoret R, Heyman E. Barriers to Physical Activity in Children and Adults Living With Type 1 Diabetes: A Complex Link With Real-life Glycemic Excursions. Can J Diabetes 2023; 47:124-132. [PMID: 36411182 DOI: 10.1016/j.jcjd.2022.10.006] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/21/2022] [Revised: 10/14/2022] [Accepted: 10/17/2022] [Indexed: 11/05/2022]
Abstract
OBJECTIVES Ever since the first research on barriers to physical activity (PA) highlighting fear of hypoglycemia as a major barrier, many studies have attempted to understand their demographic and behavioural determinants. However, no research has been conducted on whether these perceived barriers toward PA are based on real-life-experienced adverse glycemic effects of exercise. METHODS Sixty-two adults and 53 children/adolescents living with type 1 diabetes, along with their parents, completed the Barriers to Physical Activity in Type 1 Diabetes-1 (BAPAD-1) questionnaire on barriers to PA. Continuous glucose-monitoring data were collected during 1 week of everyday life for 26 adults and 33 children/adolescents. Multiple linear regressions were used to explore links between BAPAD-1 scores and glycemic excursions experienced during and after everyday-life self-reported PA sessions, controlling for behavioural (accelerometry) and demographic confounders. RESULTS In children/adolescents, the more time spent in hypoglycemia on nights after PA sessions, the more they reported hypoglycemic risk as a barrier (ß=+0.365, p=0.034). Conversely, in adults, the higher the proportion of PA sessions accompanied by a drop in blood glucose, the less hypoglycemia was a barrier (ß=-0.046, p=0.004). In parents, BAPAD-1 scores were unrelated to children/adolescents' everyday-life exercise-induced hypo/hyperglycemia. CONCLUSIONS In children/adolescents, fear of hypoglycemia was predominant in those exposed to nocturnal hypoglycemia associated with PA sessions. In adults, fewer barriers may mean they accept a bigger drop in their glycemia during PA. This shows the importance of finding and promoting age-specific solutions to prevent exercise-induced hypoglycemia.
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Affiliation(s)
- Cassandra Parent
- Univ. Lille, Univ. Artois, Univ. Littoral Côte d'Opale, ULR 7369 - URePSSS - Unité de Recherche Pluridisciplinaire Sport Santé Société, F-59000 Lille, France
| | - Elodie Lespagnol
- Univ. Lille, Univ. Artois, Univ. Littoral Côte d'Opale, ULR 7369 - URePSSS - Unité de Recherche Pluridisciplinaire Sport Santé Société, F-59000 Lille, France
| | - Serge Berthoin
- Univ. Lille, Univ. Artois, Univ. Littoral Côte d'Opale, ULR 7369 - URePSSS - Unité de Recherche Pluridisciplinaire Sport Santé Société, F-59000 Lille, France
| | - Sémah Tagougui
- Univ. Lille, Univ. Artois, Univ. Littoral Côte d'Opale, ULR 7369 - URePSSS - Unité de Recherche Pluridisciplinaire Sport Santé Société, F-59000 Lille, France
| | - Joris Heyman
- CNRS, UMR 6118, Transferts d'eau et de matière dans les milieux hétérogènes complexes-Géosciences, Université Rennes, Rennes, France
| | - Chantal Stuckens
- Department of Pediatrics, Lille University Hospital, Lille, France
| | - Iva Gueorguieva
- Department of Pediatrics, Lille University Hospital, Lille, France
| | - Costantino Balestra
- Laboratory of Environmental and Occupational (Integrative) Physiology, Haute Ecole Bruxelles-Brabant, Auderghem, Brussels, Belgium
| | - Cajsa Tonoli
- Human Physiology Research Group, Faculty of Physical Education and Physical Therapy, Vrije Universiteit Brussel, Brussels, Belgium
| | - Bérengère Kozon
- Department of Diabetology, Lille University Hospital, Lille, France
| | - Pierre Fontaine
- Department of Diabetology, Lille University Hospital, Lille, France
| | - Jacques Weill
- Department of Pediatrics, Lille University Hospital, Lille, France
| | - Rémi Rabasa-Lhoret
- Institut de Recherches Cliniques de Montréal, Montréal, Québec, Canada; Department of Nutrition, Université de Montréal, Montréal, Québec, Canada
| | - Elsa Heyman
- Univ. Lille, Univ. Artois, Univ. Littoral Côte d'Opale, ULR 7369 - URePSSS - Unité de Recherche Pluridisciplinaire Sport Santé Société, F-59000 Lille, France; Institut Universitaire de France, Paris, France.
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18
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Meuffels FM, Kempe HP, Becker U, Kornmann M, Kress S, Kreutz T, Brinkmann C. From Zero to Hero: Type 2 Diabetes Mellitus Patients Hike on the Way of St. James-A Feasibility Study with Analyses of Patients' Quality of Life, Diabetes Distress and Glucose Profile. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:1417. [PMID: 36674186 PMCID: PMC9861500 DOI: 10.3390/ijerph20021417] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/25/2022] [Revised: 12/29/2022] [Accepted: 01/06/2023] [Indexed: 06/17/2023]
Abstract
This study investigates the feasibility of an accompanied 5-day hiking tour (Way of St. James) for type 2 diabetes mellitus (T2DM) patients and its impact on their quality of life/well-being, diabetes distress and glucose profile. Twenty-three T2DM patients (with and without insulin therapy) participated in the study. The 120 km pilgrimage (from Ferrol to Santiago de Compostela, Spain) was accompanied by three physicians, two diabetes counselors and one sports scientist. Quality of life/well-being was assessed by the World Health Organization’s (WHO)-5 questionnaire, and diabetes distress was evaluated based on the Problem Areas in Diabetes (PAID) scale. The glucose levels of six insulin-treated patients were measured using continuous glucose monitoring (CGM) devices, considering that insulin-treated patients can be at increased risk of exercise-induced hypoglycemia. A significant improvement in quality of life/well-being was reported (p < 0.001), while diabetes distress did not change significantly (p = 0.203). Only two of the six insulin-treated patients showed moderate hypoglycemic episodes between 0.97% and 5.21% time below range per day, with glucose levels between 53−70 mg/dL. Hiking tours such as the one organized for this study can improve quality of life/well-being without increasing diabetes distress and are considered relatively safe for T2DM patients, even for those being treated with insulin.
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Affiliation(s)
- Frederike Maria Meuffels
- Department of Preventive and Rehabilitative Sport Medicine, Institute of Cardiovascular Research and Sport Medicine, German Sport University Cologne, 50933 Cologne, Germany
- Department of Fitness & Health, IST University of Applied Sciences, 40233 Düsseldorf, Germany
| | - Hans-Peter Kempe
- Diabetes Center Ludwigshafen, 67067 Ludwigshafen, Germany
- Working Group “Diabetes, Sports and Exercise”, German Diabetes Association (DDG), 10117 Berlin, Germany
| | - Ulrike Becker
- Working Group “Diabetes, Sports and Exercise”, German Diabetes Association (DDG), 10117 Berlin, Germany
- Heath & Medical Center, 53123 Bonn, Germany
| | - Martin Kornmann
- Working Group “Diabetes, Sports and Exercise”, German Diabetes Association (DDG), 10117 Berlin, Germany
- Center for Diabetes and Hormonal Disorders, 67433 Neustadt, Germany
| | - Stephan Kress
- Working Group “Diabetes, Sports and Exercise”, German Diabetes Association (DDG), 10117 Berlin, Germany
- Vinzentius Hospital, 76829 Landau, Germany
| | - Thorsten Kreutz
- Department of Fitness & Health, IST University of Applied Sciences, 40233 Düsseldorf, Germany
- Working Group “Diabetes, Sports and Exercise”, German Diabetes Association (DDG), 10117 Berlin, Germany
| | - Christian Brinkmann
- Department of Preventive and Rehabilitative Sport Medicine, Institute of Cardiovascular Research and Sport Medicine, German Sport University Cologne, 50933 Cologne, Germany
- Department of Fitness & Health, IST University of Applied Sciences, 40233 Düsseldorf, Germany
- Working Group “Diabetes, Sports and Exercise”, German Diabetes Association (DDG), 10117 Berlin, Germany
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19
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Bellini A, Nicolò A, Rocchi JE, Bazzucchi I, Sacchetti M. Walking Attenuates Postprandial Glycemic Response: What Else Can We Do without Leaving Home or the Office? INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 20:253. [PMID: 36612575 PMCID: PMC9819328 DOI: 10.3390/ijerph20010253] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Revised: 12/11/2022] [Accepted: 12/20/2022] [Indexed: 06/17/2023]
Abstract
We evaluated the effects of different exercise types suitable for a home/work setting on the postprandial glucose response. Twenty-three healthy, active, young individuals performed one of two studies (12 in Study 1 and 11 in Study 2), with four randomized protocols each. After a meal high in carbohydrate content (1 g of carbohydrate per kg of body weight), in Study 1, participants performed 30 min of either walking (WALK), bench stepping exercise (STEP) or isometric wall squat (SQUAT); in Study 2, participants performed 30 min of either walking (WALK), neuromuscular electrical stimulation alone (P_NMES) or superimposed on voluntary muscle contraction (VC_NMES). In both studies, participants performed a prolonged sitting condition (CON) that was compared to the exercise sessions. In Study 1, WALK and STEP significantly reduced the glucose peak compared to CON (p < 0.011). In Study 2, the peak was significantly reduced in WALK compared to CON, P_NMES and VC_NMES (p < 0.011) and in VC_NMES compared to CON and P_NMES (p < 0.011). A significant reduction of 3 h glucose iAUC was found for WALK and VC_NMES compared to CON and P_NMES (p < 0.033). In conclusion, WALK is the most effective strategy for improving the postprandial glycemic response. However, STEP and VC_NMES can also be used for reducing postprandial glycemia.
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Affiliation(s)
| | | | | | | | - Massimo Sacchetti
- Department of Movement, Human and Health Sciences, University of Rome “Foro Italico”, Piazza Lauro De Bosis 6, 00135 Rome, Italy
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20
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Molveau J, Rabasa-Lhoret R, Myette-Côté É, Messier V, Suppère C, J. Potter K, Heyman E, Tagougui S. Prevalence of nocturnal hypoglycemia in free-living conditions in adults with type 1 diabetes: What is the impact of daily physical activity? Front Endocrinol (Lausanne) 2022; 13:953879. [PMID: 36237197 PMCID: PMC9551602 DOI: 10.3389/fendo.2022.953879] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/26/2022] [Accepted: 08/18/2022] [Indexed: 12/02/2022] Open
Abstract
Objective Studies investigating strategies to limit the risk of nocturnal hypoglycemia associated with physical activity (PA) are scarce and have been conducted in standardized, controlled conditions in people with type 1 diabetes (T1D). This study sought to investigate the effect of daily PA level on nocturnal glucose management in free-living conditions while taking into consideration reported mitigation strategies to limit the risk of nocturnal hyoglycemia in people with T1D. Methods Data from 25 adults (10 males, 15 females, HbA1c: 7.6 ± 0.8%), 20-60 years old, living with T1D, were collected. One week of continuous glucose monitoring and PA (assessed using an accelerometer) were collected in free-living conditions. Nocturnal glucose values (midnight-6:00 am) following an active day "ACT" and a less active day "L-ACT" were analyzed to assess the time spent within the different glycemic target zones (<3.9 mmol/L; 3.9 - 10.0 mmol/L and >10.0 mmol/L) between conditions. Self-reported data about mitigation strategies applied to reduce the risk of nocturnal hypoglycemia was also analyzed. Results Only 44% of participants reported applying a carbohydrate- or insulin-based strategy to limit the risk of nocturnal hypoglycemia on ACT day. Nocturnal hypoglycemia occurrences were comparable on ACT night versus on L-ACT night. Additional post-meal carbohydrate intake was higher on evenings following ACT (27.7 ± 15.6 g, ACT vs. 19.5 ± 11.0 g, L-ACT; P=0.045), but was frequently associated with an insulin bolus (70% of participants). Nocturnal hypoglycemia the night following ACT occurred mostly in people who administrated an additional insulin bolus before midnight (3 out of 5 participants with nocturnal hypoglycemia). Conclusions Although people with T1D seem to be aware of the increased risk of nocturnal hypoglycemia associated with PA, the risk associated with additional insulin boluses may not be as clear. Most participants did not report using compensation strategies to reduce the risk of PA related late-onset hypoglycemia which may be because they did not consider habitual PA as something requiring treatment adjustments.
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Affiliation(s)
- Joséphine Molveau
- Institut de recherches cliniques de Montréal, Montréal, QC, Canada
- Département de Nutrition, Faculté de Médecine, Université de Montréal, Montréal, QC, Canada
- Univ. Lille, Univ. Artois, Univ. Littoral Côte d’Opale, ULR 7369 - URePSSS - Unité de Recherche Pluridisciplinaire Sport Santé Société, Lille, France
| | - Rémi Rabasa-Lhoret
- Institut de recherches cliniques de Montréal, Montréal, QC, Canada
- Département de Nutrition, Faculté de Médecine, Université de Montréal, Montréal, QC, Canada
- Département des Sciences Biomédicales, Faculté de Médecine, Université de Montréal, Montreal, QC, Canada
- Endocrinology Division, Montreal Diabetes Research Center, Montréal, QC, Canada
| | - Étienne Myette-Côté
- Institut de recherches cliniques de Montréal, Montréal, QC, Canada
- Department of Applied Human Sciences, Faculty of Science, University of Prince Edward Island, Charlottetown, PE, Canada
| | - Virginie Messier
- Institut de recherches cliniques de Montréal, Montréal, QC, Canada
| | - Corinne Suppère
- Institut de recherches cliniques de Montréal, Montréal, QC, Canada
| | | | - Elsa Heyman
- Univ. Lille, Univ. Artois, Univ. Littoral Côte d’Opale, ULR 7369 - URePSSS - Unité de Recherche Pluridisciplinaire Sport Santé Société, Lille, France
- Institut Universitaire de France (IUF), Paris, France
| | - Sémah Tagougui
- Institut de recherches cliniques de Montréal, Montréal, QC, Canada
- Département de Nutrition, Faculté de Médecine, Université de Montréal, Montréal, QC, Canada
- Univ. Lille, Univ. Artois, Univ. Littoral Côte d’Opale, ULR 7369 - URePSSS - Unité de Recherche Pluridisciplinaire Sport Santé Société, Lille, France
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21
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McCarthy M, Ilkowitz J, Zheng Y, Vaughan Dickson V. Exercise and Self-Management in Adults with Type 1 Diabetes. Curr Cardiol Rep 2022; 24:861-868. [PMID: 35524882 DOI: 10.1007/s11886-022-01707-3] [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] [Accepted: 04/20/2022] [Indexed: 11/25/2022]
Abstract
PURPOSE OF REVIEW The purpose of this review paper is to examine the most recent evidence of exercise-related self-management in adults with type 1 diabetes (T1D). RECENT FINDINGS This paper reviews the benefits and barriers to exercise, diabetes self-management education, the role of the healthcare provider in assessment and counseling, the use of technology, and concerns for special populations with T1D. Adults with T1D may not exercise at sufficient levels. Assessing current levels of exercise, counseling during a clinical visit, and the use of technology may improve exercise in this population.
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Affiliation(s)
- Margaret McCarthy
- Rory Meyers College of Nursing, New York University, New York, NY, USA.
| | - Jeniece Ilkowitz
- Pediatric Diabetes Center, NYU Langone Health, New York, NY, USA
| | - Yaguang Zheng
- Rory Meyers College of Nursing, New York University, New York, NY, USA
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22
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Cocca A, Greier K, Drenowatz C, Ruedl G. Relationship between Objectively and Subjectively Measured Physical Activity in Adolescents during and after COVID-19 Restrictions. Behav Sci (Basel) 2021; 11:177. [PMID: 34940112 PMCID: PMC8698612 DOI: 10.3390/bs11120177] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2021] [Revised: 12/03/2021] [Accepted: 12/08/2021] [Indexed: 11/24/2022] Open
Abstract
BACKGROUND Studying the relationship between subjectively and objectively measured physical activity (PA) can provide viable information on youths' behaviors. However, the restrictions due to COVID-19 pandemic, which reduced children's possibilities to be active, may negatively affect it. The aim of this study was to assess the relationship between subjectively and objectively measured PA levels (light, moderate, vigorous, and moderate-to-vigorous) during COVID-19-based restrictions and after they were lifted, and to determine whether such relationships changed in these two periods. METHODS A total of 26 adolescents (58% girls; mean age = 12.4 ± 0.5) wore accelerometers during public restrictions and after they were removed. Participants also completed the International Physical Activity Questionnaire during the same periods. RESULTS High significant correlations were found at all levels of PA (r = 0.767-0.968) in both time periods, except for moderate PA during restrictions. Comparing the two periods, significantly higher correlations were found for moderate PA (p < 0.001) and moderate-to-vigorous PA (p = 0.003) after restrictions were lifted. CONCLUSIONS In this highly active cohort of adolescents, results emphasize the potential threat of lockdown conditions for youths' ability to accurately perceive their behaviors, with possible detrimental consequences on the short- and long-term health.
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Affiliation(s)
- Armando Cocca
- Department of Sport Science, University of Innsbruck, 6020 Innsbruck, Austria; (K.G.); (G.R.)
| | - Klaus Greier
- Department of Sport Science, University of Innsbruck, 6020 Innsbruck, Austria; (K.G.); (G.R.)
- Physical Education and Sports, Division of Physical Education, University of Education Stams–KPH-ES, 6422 Stams, Austria
| | - Clemens Drenowatz
- Division of Sport, Physical Activity and Health, University of Education Upper Austria, 4020 Linz, Austria;
| | - Gerhard Ruedl
- Department of Sport Science, University of Innsbruck, 6020 Innsbruck, Austria; (K.G.); (G.R.)
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