Elsevier

The Journal of Pediatrics

Volume 199, August 2018, Pages 41-48.e1
The Journal of Pediatrics

Original Articles
Association between Clustering of Lifestyle Behaviors and Health-Related Physical Fitness in Youth: The UP&DOWN Study

https://doi.org/10.1016/j.jpeds.2018.03.075Get rights and content

Objectives

To examine clustering of lifestyle behaviors in Spanish children and adolescents based on screen time, nonscreen sedentary time, moderate-to-vigorous physical activity, Mediterranean diet quality, and sleep time, and to analyze its association with health-related physical fitness.

Study design

The sample consisted of 1197 children and adolescents (597 boys), aged 8-18 years, included in the baseline cohort of the UP&DOWN study. Moderate-to-vigorous physical activity was assessed by accelerometry. Screen time, nonscreen sedentary time, Mediterranean diet quality, and sleep time were self-reported by participants. Health-related physical fitness was measured following the Assessing Levels of Physical Activity battery for youth. A 2-stage cluster analysis was performed based on the 5 lifestyle behaviors. Associations of clusters with fatness and physical fitness were analyzed by 1-way ANCOVA.

Results

Five lifestyle clusters were identified: (1) active (n = 171), (2) sedentary nonscreen sedentary time-high diet quality (n = 250), (3) inactive-high sleep time (n = 249 [20.8%]), (4) sedentary nonscreen sedentary time-low diet quality (n = 273), and (5) sedentary screen time-low sleep time (n = 254). Cluster 1 was the healthiest profile in relation to health-related physical fitness in both boys and girls. In boys, cluster 3 had the worst fatness and fitness levels, whereas in girls the worst scores were found in clusters 4 and 5.

Conclusions

Clustering of different lifestyle behaviors was identified and differences in health-related physical fitness were found among clusters, which suggests that special attention should be given to sedentary behaviors in girls and physical activity in boys when developing childhood health prevention strategies focusing on lifestyles patterns.

Section snippets

Methods

The initial sample consists of 1578 children and adolescents (805 boys), aged 8-18 years, included in the baseline cohort of the UP&DOWN study.12 This 3-year longitudinal study was designed to assess the impact of physical activity and sedentary behavior on health indicators, as well as to identify the psychoenvironmental and genetic determinants of physical activity and sedentary behavior in a Spanish sample of children and adolescents who were recruited from schools in Cadiz and Madrid

Results

The descriptive characteristics of the study sample are included in Table I. After excluding the participants with lost information in accelerometer (n = 247) or self-reported data (n = 51), as well as the univariate or multivariate outliers (n = 83), the final sample consists of 1197 children and adolescents (597 boys), aged 12.1 ± 2.5 years. Overall, boys accumulated more screen time and MVPA, and scored higher values on waist circumference and on all physical fitness tests (all P < .05). By

Discussion

We identified 5 lifestyle clusters based on screen time, nonscreen sedentary time, MVPA, Mediterranean diet quality, and sleep time. Our results suggest that special attention should be given to sedentary behaviors in girls and physical activity levels in boys when developing childhood health prevention strategies focusing on lifestyles patterns.

In our study, the less frequent conglomerate was that characterized by high levels of MVPA and low levels of nonscreen sedentary time (active). By

References (43)

  • C.L. Ogden et al.

    Prevalence of obesity and trends in body mass index among US children and adolescents, 1999-2010

    JAMA

    (2012)
  • M. Morales-Suárez-Varela et al.

    Comparative study of lifestyle: eating habits, sedentary lifestyle and anthropometric development in Spanish 5- to 15-yr-olds

    Iran J Public Health

    (2015)
  • A. Rauner et al.

    The relationship between physical activity, physical fitness and overweight in adolescents: a systematic review of studies published in or after 2000

    BMC Pediatr

    (2013)
  • M.S. Tremblay et al.

    Systematic review of sedentary behaviour and health indicators in school-aged children and youth

    Int J Behav Nutr Phys Act

    (2011)
  • ChangS.P. et al.

    Relationships between sleep quality, physical fitness and body mass index in college freshmen

    J Sports Med Phys Fitness

    (2015)
  • M. Cuenca-García et al.

    Cardiorespiratory fitness and dietary intake in European adolescents: the Healthy Lifestyle in Europe by Nutrition in Adolescence study

    Br J Nutr

    (2012)
  • R.M. Leech et al.

    The clustering of diet, physical activity and sedentary behavior in children and adolescents: a review

    Int J Behav Nutr Phys Act

    (2014)
  • J. Castro-Piñero et al.

    Follow-up in healthy schoolchildren and in adolescents with DOWN syndrome: psycho-environmental and genetic determinants of physical activity and its impact on fitness, cardiovascular diseases, inflammatory biomarkers and mental health; the UP&DOWN Study

    BMC Public Health

    (2014)
  • K.L. Cain et al.

    Using accelerometers in youth physical activity studies: a review of methods

    J Phys Act Health

    (2013)
  • L. Choi et al.

    Validation of accelerometer wear and nonwear time classification algorithm

    Med Sci Sports Exerc

    (2011)
  • D. Martinez-Gomez et al.

    Recommended levels and intensities of physical activity to avoid low-cardiorespiratory fitness in European adolescents: the HELENA study

    Am J Hum Biol

    (2010)
  • Cited by (0)

    The UP&DOWN Study was supported by the National Plan for Research, Development and Innovation (R + D + i) MICINN (DEP 2010-21662-C04-00). V.C-S. received grant support from the Autonomous University of Madrid. The funding organizations had no role in the study design, the collection, analysis or interpretation of the data or the decision to submit the manuscript for publication. The authors declare no conflicts of interest.

    Portions of this study were presented at the International Meeting of Research in Physical Activity and Health, December 13, 2017, Cuenca, Spain.

    View full text