Related Experiment Video
Updated: Apr 11, 2026

Physical Activity Measurement in Children Accepting Table Tennis Training
Published on: July 27, 2022
Profiling physical activity, diet, screen and sleep habits in Portuguese children
Sara Pereira1, Peter T Katzmarzyk2, Thayse Natacha Gomes3
1CIFI2D, Faculty of Sport, University of Porto, Rua Plácido Costa, 91, 4200-450 Porto, Portugal. sara.s.p@hotmail.com.
Insights
Most children exhibit unhealthy lifestyle behaviors, with sedentary habits and poor diet increasing obesity risk. Children in the
Area of Science:
- Pediatric Health
- Behavioral Science
- Public Health
Background:
- Childhood obesity is a global concern, significantly influenced by lifestyle factors like sedentary behavior and poor nutrition.
- Understanding these behaviors in specific populations is crucial for targeted interventions.
Purpose of the Study:
- To profile lifestyle behaviors in Portuguese children aged 9.5-10.5 years.
- To identify distinct classes of behavior patterns.
- To analyze the influence of individual and socio-demographic factors on class membership.
Main Methods:
- Utilized accelerometry for objective physical activity and sleep time assessment.
- Collected data on nutritional habits, screen time, and socio-demographics.
- Employed Latent Class Analysis to identify lifestyle behavior patterns and logistic regression to predict class membership.
Main Results:
- A high prevalence (78%) of children exhibited three or more unhealthy lifestyle behaviors.
- Two distinct classes emerged: Class 1 (Sedentary, poorer diet) comprising 35% and Class 2 (Insufficiently active, better diet) comprising 65%.
- Older age and male gender were associated with higher overweight/obesity risk, while Class 2 membership showed a protective effect.
Conclusions:
- The majority of Portuguese children display multiple unhealthy lifestyle behaviors, contributing to obesity.
- Lifestyle behavior patterns, particularly diet quality, play a significant role in weight status.
- Interventions should focus on promoting healthier lifestyles, considering age and gender differences.
Abstract:
Obesity in children is partly due to unhealthy lifestyle behaviours, e.g., sedentary activity and poor dietary choices. This trend has been seen globally. To determine the extent of these behaviours in a Portuguese population of children, 686 children 9.5 to 10.5 years of age were studied. Our aims were to: (1) describe profiles of children's lifestyle behaviours; (2) identify behaviour pattern classes; and (3) estimate combined effects of individual/ socio-demographic characteristics in predicting class membership. Physical activity and sleep time were estimated by 24-h accelerometry. Nutritional habits, screen time and socio-demographics were obtained. Latent Class Analysis was used to determine unhealthy lifestyle behaviours. Logistic regression analysis predicted class membership. About 78% of children had three or more unhealthy lifestyle behaviours, while 0.2% presented no risk. Two classes were identified: Class 1-Sedentary, poorer diet quality; and Class 2-Insufficiently active, better diet quality, 35% and 65% of the population, respectively. More mature children (Odds Ratio (OR) = 6.75; 95%CI = 4.74-10.41), and boys (OR = 3.06; 95% CI = 1.98-4.72) were more likely to be overweight/obese. However, those belonging to Class 2 were less likely to be overweight/obese (OR = 0.60; 95% CI = 0.43-0.84). Maternal education level and household income did not significantly predict weight status (p ≥ 0.05).
Related Concept Videos
Lifestyle Factors and Health
Benefits of Physical Activity
Physical activity, whether through structured exercise or casual activities like walking, biking, or dancing, is a cornerstone of a...
Substance Use Disorders Affecting Sleep
Understanding the concepts of physical dependence,...

