ArticlePloS one2019
Co-occurrence and clustering of the four major non-communicable disease risk factors in Brazilian adolescents: Analysis of a national school-based survey.
Article in PloS one, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers.
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Who cites it
26 citing papers in PubMed, 54 citations in OpenAlex.
- Can Intersectoral Interventions Reduce Substance Use in Adolescence? Evidence From a Multicentre Randomized Controlled Study.International journal of public health · 2022Trial
- Individual, interpersonal, organizational, and community contexts: factors associated with alcohol consumption among Brazilian adolescents.BMC pediatrics · 2026Article
- Article
- The prevalence of the co-occurrence of risky behaviors and association with socioeconomic status in Iran: a latent class analysis.BMC public health · 2025Article
- Article
- Ultra-processed food consumption is related to screen time among Brazilian adolescents, adults and older adults.The British journal of nutrition · 2025Article
- Individual and contextual characteristics associated with concurrent risk factors among adolescents: a multilevel cross-sectional study based on the 2019 Brazilian National Health Survey.Epidemiologia e servicos de saude : revista do Sistema Unico de Saude do Brasil · 2025Article
- Determinants of Inequalities in the Exposure to and Adoption of Multiple Health Risk Behaviors among Brazilian Adolescents, 2009-2019.European journal of investigation in health, psychology and education · 2024Article
- Co-occurrence of non-communicable disease risk factors among adolescents in Jos, Nigeria.African journal of primary health care & family medicine · 2024Article
- High prevalence and co-occurrence of modifiable risk factors for non-communicable diseases among university students: a cross-sectional study.Frontiers in public health · 2024Article
- Is household composition associated with the presence of risk behaviors in Brazilian adolescents?Revista brasileira de epidemiologia = Brazilian journal of epidemiology · 2024Article
- Article
- Association of child labor with risk and protective factors for Chronic Noncommunicable Diseases in Brazilian schoolchildren: National School Health Survey 2015.Revista brasileira de epidemiologia = Brazilian journal of epidemiology · 2023Article
- COVID-19 effect on patients with noncommunicable diseases: A narrative review.Health science reports · 2023Article
- The coexistence of obesogenic behaviors among Brazilian adolescents and their associated factors.BMC public health · 2022Article
- Article
- Dietary Patterns among Adolescents Are Associated with Growth, Socioeconomic Features, and Health-Related Behaviors.Foods (Basel, Switzerland) · 2021Article
- Exploring the Association between Alcohol Drinking and Physical Activity in Adolescence; Two-Year Prospective Study in Younger Adolescents from Bosnia and Herzegovina.International journal of environmental research and public health · 2021Article
- Prevalence and co-occurrence of lifestyle risk factors for non-communicable diseases according to sociodemographic characteristics among adults Chilean residents.Scientific reports · 2021Article
- Association between self-control and health risk behaviors: a cross-sectional study with 9th grade adolescents in São Paulo.BMC public health · 2021Article
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Authors and funding
4 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThe major non-communicable chronic diseases (NCD) are associated with a small group of modifiable lifestyle-related risk factors, including smoking, insufficient physical activity, unhealthy eating, and alcohol abuse. In this study, we evaluated the co-occurrence and clustering of the major NCD risk factors among Brazilian adolescents.
methodsThis cross-sectional study analyzed data of 101,607 adolescents from the Brazilian National Survey of School Health (PeNSE) 2015. The risk factors included were: regular consumption of ultra-processed foods, irregular consumption of fruits and vegetables, insufficient physical activity, smoking, and alcohol consumption. Clustering was defined through the ratio between observed and expected prevalences of combination of risk factors greater than 1. Expected prevalence of the co-occurrence of risk factors was calculated from the joint probability of the behaviors. Additionally, we examined the presence of at least four risk factors according to socioeconomic characteristics.
resultsOf the 32 combinations of risk factors, 13 corresponded to clustering. We observed a strong correlation between alcohol consumption and smoking, which were found together in 8 of the 13 clusters identified. The most frequent combinations of risk factors involved unhealthy eating and insufficient physical activity. Only 2.9% of the adolescents did not present any risk behaviors, while 38.0%, 32.9%, 9.4% and 1.8% accumulated two, three, four and five risk factors, respectively. The accumulation of risk factors was higher in girls, older adolescents, those who did not live with both parents, children of less-educated mothers, students attending public school, and residents of cities in more developed urban areas of the country.
conclusionsThe main risk factors for NCD are frequent and not randomly distributed among Brazilian adolescents. Our results provide information for policymakers to target specific groups and joint behavioral risk factors for health improvement in adolescents.
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