The multivariate physical activity signature associated with metabolic health in children and youth: An International Children's Accelerometry Database (ICAD) analysis

被引:15
作者
Aadland, Eivind [1 ]
Kvalheim, Olav Martin [2 ]
Hansen, Bjorge Herman [3 ]
Kriemler, Susi [4 ]
Ried-Larsen, Mathias [5 ]
Wedderkopp, Niels [6 ]
Sardinha, Luis B. [7 ]
Moller, Niels Christian [8 ]
Hallal, Pedro C. [9 ]
Anderssen, Sigmund A. [10 ]
Northstone, Kate [11 ]
Andersen, Lars Bo [1 ]
机构
[1] Western Norway Univ Appl Sci, Dept Sport Food & Nat Sci, Fac Educ Arts & Sports, Campus Sogndal,Box 133, N-6851 Sogndal, Norway
[2] Univ Bergen, Dept Chem, Bergen, Norway
[3] Univ Agder, Dept Sport Sci & Phys Educ, Kristiansand, Norway
[4] Univ Zurich, Epidemiol Biostat & Prevent Inst, Zurich, Switzerland
[5] Rigshosp, Ctr Inflammat & Metab, Ctr Phys Act Res, Copenhagen, Denmark
[6] Univ Southern Denmark, Dept Reg Hlth Res, Odense, Denmark
[7] Univ Lisbon, Exercise & Hlth Lab, CIPER, Fac Motricidade Humana, Lisbon, Portugal
[8] Univ Southern Denmark, Odense, Denmark
[9] Univ Fed Pelotas, Pelotas, RS, Brazil
[10] Norwegian Sch Sport Sci, Dept Sports Med, Oslo, Norway
[11] Univ Bristol, Sch Social & Community Med, Bristol, Avon, England
基金
英国医学研究理事会;
关键词
Multivariate pattern analysis; Metabolic risk factors; Pediatric; Childhood; Accelerometer; Intensity; ICAD; CARDIOVASCULAR RISK; REGRESSION; DESIGN;
D O I
10.1016/j.ypmed.2020.106266
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
There is solid evidence for an association between physical activity and metabolic health outcomes in children and youth, but for methodological reasons most studies describe the intensity spectrum using only a few summary measures. We aimed to determine the multivariate physical activity intensity signature associated with metabolic health in a large and diverse sample of children and youth, by investigating the association pattern for the entire physical intensity spectrum. We used pooled data from 11 studies and 11,853 participants aged 5.8-18.4 years included in the International Children's Accelerometry Database. We derived 14 accelerometryderived (ActiGraph) physical activity variables covering the intensity spectrum (from 0-99 to >= 8000 counts per minute). To handle the multicollinearity among these variables, we used multivariate pattern analysis to establish the associations with indices of metabolic health (abdominal fatness, insulin sensitivity, lipid metabolism, blood pressure). A composite metabolic health score was used as the main outcome variable. Associations with the composite metabolic health score were weak for sedentary time and light physical activity, but gradually strengthened with increasing time spent in moderate and vigorous intensities (up to 4000-5000 counts per minute). Association patterns were fairly consistent across sex and age groups, but varied across different metabolic health outcomes. This novel analytic approach suggests that vigorous intensity, rather than less intense activities or sedentary behavior, are related to metabolic health in children and youth.
引用
收藏
页数:8
相关论文
共 38 条
[1]   Accelerometer epoch setting is decisive for associations between physical activity and metabolic health in children [J].
Aadland, Eivind ;
Andersen, Lars Bo ;
Anderssen, Sigmund Alfred ;
Resaland, Geir Kare ;
Kvalheim, Olav Martin .
JOURNAL OF SPORTS SCIENCES, 2020, 38 (03) :256-263
[2]   Multicollinear physical activity accelerometry data and associations to cardiometabolic health: challenges, pitfalls, and potential solutions [J].
Aadland, Eivind ;
Kvalheim, Olav Martin ;
Anderssen, Sigmund Alfred ;
Resaland, Geir Kare ;
Andersen, Lars Bo .
INTERNATIONAL JOURNAL OF BEHAVIORAL NUTRITION AND PHYSICAL ACTIVITY, 2019, 16 (01)
[3]   Interpretation of Multivariate Association Patterns between Multicollinear Physical Activity Accelerometry Data and Cardiometabolic Health in Children-A Tutorial [J].
Aadland, Eivind ;
Andersen, Lars Bo ;
Resaland, Geir Kare ;
Kvalheim, Olav Martin .
METABOLITES, 2019, 9 (07)
[4]   The multivariate physical activity signature associated with metabolic health in children [J].
Aadland, Eivind ;
Kvalheim, Olav Martin ;
Anderssen, Sigmund Alfred ;
Resaland, Geir Kare ;
Andersen, Lars Bo .
INTERNATIONAL JOURNAL OF BEHAVIORAL NUTRITION AND PHYSICAL ACTIVITY, 2018, 15
[5]   Associations of volumes and patterns of physical activity with metabolic health in children: A multivariate pattern analysis approach [J].
Aadland, Eivind ;
Andersen, Lars Bo ;
Anderssen, Sigmund Alfred ;
Resaland, Geir Kare ;
Kvalheim, Olav Martin .
PREVENTIVE MEDICINE, 2018, 115 :12-18
[6]   Physical activity and clustered cardiovascular risk in children: a cross-sectional study (The European Youth Heart Study) [J].
Andersen, Lars Bo ;
Harro, Maarike ;
Sardinha, Luis B. ;
Froberg, Karsten ;
Ekelund, Ulf ;
Brage, Soren ;
Anderssen, Sigmund Alfred .
LANCET, 2006, 368 (9532) :299-304
[7]   Reexamination of validity and reliability of the CSA monitor in walking and running [J].
Brage, S ;
Wedderkopp, N ;
Franks, PW ;
Andersen, LB ;
Froberg, K .
MEDICINE AND SCIENCE IN SPORTS AND EXERCISE, 2003, 35 (08) :1447-1454
[8]   Using Accelerometers in Youth Physical Activity Studies: A Review of Methods [J].
Cain, Kelli L. ;
Sallis, James F. ;
Conway, Terry L. ;
Van Dyck, Delfien ;
Calhoon, Lynn .
JOURNAL OF PHYSICAL ACTIVITY & HEALTH, 2013, 10 (03) :437-450
[9]   Objectively measured sedentary behaviour and health and development in children and adolescents: systematic review and meta-analysis [J].
Cliff, D. P. ;
Hesketh, K. D. ;
Vella, S. A. ;
Hinkley, T. ;
Tsiros, M. D. ;
Ridgers, N. D. ;
Carver, A. ;
Veitch, J. ;
Parrish, A. -M. ;
Hardy, L. L. ;
Plotnikoff, R. C. ;
Okely, A. D. ;
Salmon, J. ;
Lubans, D. R. .
OBESITY REVIEWS, 2016, 17 (04) :330-344
[10]   Establishing a standard definition for child overweight and obesity worldwide: international survey [J].
Cole, TJ ;
Bellizzi, MC ;
Flegal, KM ;
Dietz, WH .
BMJ-BRITISH MEDICAL JOURNAL, 2000, 320 (7244) :1240-1243