1
|
Klos L, Stratton G, Mackintosh KA, McNarry MA, Fogelholm M, Drummen M, Macdonald I, Martinez JA, Navas-Carretero S, Handjieva-Darlenska T, Bogdanov G, Gant N, Poppitt SD, Silvestre MP, Brand-Miller J, Muirhead R, Schlicht W, Huttunen-Lenz M, Brodie S, Jalo E, Westerterp-Plantenga M, Adam T, Siig Vestentoft P, Tikkanen H, Quist JS, Raben A, Swindell N. Combining diaries and accelerometers to explain change in physical activity during a lifestyle intervention for adults with pre-diabetes: A PREVIEW sub-study. PLoS One 2024; 19:e0300646. [PMID: 38512828 PMCID: PMC10956823 DOI: 10.1371/journal.pone.0300646] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2023] [Accepted: 02/29/2024] [Indexed: 03/23/2024] Open
Abstract
Self-report and device-based measures of physical activity (PA) both have unique strengths and limitations; combining these measures should provide complementary and comprehensive insights to PA behaviours. Therefore, we aim to 1) identify PA clusters and clusters of change in PA based on self-reported daily activities and 2) assess differences in device-based PA between clusters in a lifestyle intervention, the PREVIEW diabetes prevention study. In total, 232 participants with overweight and prediabetes (147 women; 55.9 ± 9.5yrs; BMI ≥25 kg·m-2; impaired fasting glucose and/or impaired glucose tolerance) were clustered using a partitioning around medoids algorithm based on self-reported daily activities before a lifestyle intervention and their changes after 6 and 12 months. Device-assessed PA levels (PAL), sedentary time (SED), light PA (LPA), and moderate-to-vigorous PA (MVPA) were assessed using ActiSleep+ accelerometers and compared between clusters using (multivariate) analyses of covariance. At baseline, the self-reported "walking and housework" cluster had significantly higher PAL, MVPA and LPA, and less SED than the "inactive" cluster. LPA was higher only among the "cycling" cluster. There was no difference in the device-based measures between the "social-sports" and "inactive" clusters. Looking at the changes after 6 months, the "increased walking" cluster showed the greatest increase in PAL while the "increased cycling" cluster accumulated the highest amount of LPA. The "increased housework" and "increased supervised sports" reported least favourable changes in device-based PA. After 12 months, there was only minor change in activities between the "increased walking and cycling", "no change" and "increased supervised sports" clusters, with no significant differences in device-based measures. Combining self-report and device-based measures provides better insights into the behaviours that change during an intervention. Walking and cycling may be suitable activities to increase PA in adults with prediabetes.
Collapse
Affiliation(s)
- Leon Klos
- Applied Sports, Technology, Exercise and Medicine (A-STEM) Research Centre, Faculty of Science and Engineering, Swansea University, Swansea, Wales, United Kingdom
- Institute of Sports and Sports Science, Karlsruhe Institute of Technology, Karlsruhe, Germany
| | - Gareth Stratton
- Applied Sports, Technology, Exercise and Medicine (A-STEM) Research Centre, Faculty of Science and Engineering, Swansea University, Swansea, Wales, United Kingdom
| | - Kelly A. Mackintosh
- Applied Sports, Technology, Exercise and Medicine (A-STEM) Research Centre, Faculty of Science and Engineering, Swansea University, Swansea, Wales, United Kingdom
| | - Melitta A. McNarry
- Applied Sports, Technology, Exercise and Medicine (A-STEM) Research Centre, Faculty of Science and Engineering, Swansea University, Swansea, Wales, United Kingdom
| | - Mikael Fogelholm
- Department of Food and Nutrition, University of Helsinki, Helsinki, Finland
| | - Mathijs Drummen
- Department of Nutrition and Movement Sciences, Maastricht University, Maastricht, Netherlands
| | - Ian Macdonald
- School of Life Sciences, Queen’s Medical Centre, University of Nottingham, Nottingham, United Kingdom
| | - J. Alfredo Martinez
- Center for Nutrition Research, University of Navarra, Pamplona, Spain
- CIBEROBN, Instituto de Salud Carlos III, Madrid, Spain
- IdiSNA, Navarra Institute for Health Research, Pamplona, Spain
- Program for Precision Nutrition, IMDEA Food Institute, Madrid, Spain
| | - Santiago Navas-Carretero
- Center for Nutrition Research, University of Navarra, Pamplona, Spain
- CIBEROBN, Instituto de Salud Carlos III, Madrid, Spain
- IdiSNA, Navarra Institute for Health Research, Pamplona, Spain
| | | | - Georgi Bogdanov
- Department of Pharmacology and Toxicology, Medical University of Sofia, Sofia, Bulgaria
| | - Nicholas Gant
- Department of Exercise Sciences, University of Auckland, Auckland, New Zealand
| | - Sally D. Poppitt
- Human Nutrition Unit, School of Biological Sciences, University of Auckland, Auckland, New Zealand
| | - Marta P. Silvestre
- Human Nutrition Unit, School of Biological Sciences, University of Auckland, Auckland, New Zealand
- Centro de Investigaçao em Tecnologias e Serciços de Saûde (CINTESIS), NOVA Medical School, NOVA University of Lisbon, Lisbon, Portugal
| | - Jennie Brand-Miller
- School of Life and Environmental Biosciences and Charles Perkins Centre, University of Sydney, Sydney, New South Wales, Australia
| | - Roslyn Muirhead
- School of Life and Environmental Biosciences and Charles Perkins Centre, University of Sydney, Sydney, New South Wales, Australia
| | - Wolfgang Schlicht
- Department of Exercise and Health Sciences, University of Stuttgart, Stuttgart, Germany
| | | | - Shannon Brodie
- School of Life and Environmental Biosciences and Charles Perkins Centre, University of Sydney, Sydney, New South Wales, Australia
| | - Elli Jalo
- Department of Food and Nutrition, University of Helsinki, Helsinki, Finland
| | | | - Tanja Adam
- Department of Nutrition and Movement Sciences, Maastricht University, Maastricht, Netherlands
| | - Pia Siig Vestentoft
- Department of Nutrition, Exercise and Sports, University of Copenhagen, Copenhagen, Denmark
| | - Heikki Tikkanen
- Faculty of Health Sciences School of Medicine, University of Eastern Finland, Kuopio, Finland
| | - Jonas S. Quist
- Department for Clinical and Translational Research, Copenhagen University Hospital—Steno Diabetes Center Copenhagen, Herlev, Denmark
- Department of Biomedical Sciences, University of Copenhagen, Copenhagen, Denmark
- School of Psychology, University of Leeds, Leeds, United Kingdom
| | - Anne Raben
- Department of Nutrition, Exercise and Sports, University of Copenhagen, Copenhagen, Denmark
- Department for Clinical and Translational Research, Copenhagen University Hospital—Steno Diabetes Center Copenhagen, Herlev, Denmark
| | - Nils Swindell
- Applied Sports, Technology, Exercise and Medicine (A-STEM) Research Centre, Faculty of Science and Engineering, Swansea University, Swansea, Wales, United Kingdom
| |
Collapse
|