Cluster and simultaneity of modifiable risk factors for cardiovascular diseases in adolescents of Southeast Brazil
Motriz, Rio Claro, v.26, Issue2, 2020, e10200033
DOI: http://dx.doi.org/10.1590/s1980-6574202000020033
Original Article (short paper)
Cluster and simultaneity of modifiable risk factors for cardiovascular
diseases in adolescents of Southeast Brazil
Camilo Luis Monteiro Lourenço1 , Rodolfo Carlos dos Santos Silva Filho2
Eduardo Hauser1 , Aline Rodrigues Barbosa3 , Edmar Lacerda Mendes4
,
1
Universidade Federal de Santa Catarina, Programa de Pós-Graduação em Educação Física,
Florianópolis, SC, Brasil.
2
Universidade Federal do Triângulo Mineiro, Núcleo de Estudos em Atividade Física e Saúde,
Uberaba, MG, Brasil.
3
Universidade Federal de Santa Catarina, Centro de Desportos, Florianópolis, SC, Brasil.
4
Universidade Federal do Triângulo Mineiro Departamento de Ciências do Esporte, Uberaba,
MG, Brasil.
Abstract - Aim: This study aimed to evaluate the cluster of the five major modifiable risk factors for cardiovascular
diseases (CVD) and their associated factors and to identify patterns of concurrency of modifiable obesogenic risk factors associated with overweight in Brazilian adolescents. Methods: A survey was conducted (2015) with 1,055 (boys,
n = 475; girls, n = 580) high school (public and private schools) adolescents (14-20 years old) in a medium-sized city in
Southeast Brazil. The observed prevalence ratio (O) for the expected (E) risk factors (smoking, alcohol, insufficient
physical activity, sedentary behavior, and poor diet) greater than one (O/E > 1) was considered as a cluster. We use multinomial and binary logistic regressions (stratified by sex) in the analyzes. Results: Almost 30% of adolescents had
three or more risk factors (no factor = 5.4%). The five risk factors tended to cluster in boys (O/E = 2.5; 95% CI = 1.63.5). In both sexes, smoking and alcohol consumption persisted in O/E > 1 ratio. Conclusions: Boys showed a consistent pattern of association for risk factors. Overweight was associated with pairs of obesogenic risk factors in both
sexes. The results indicate the need for health interventions that consider the cluster and the simultaneity of risk factors
for CVD among Brazilian youth.
Keywords: risk factors, cluster analysis, health behavior.
Introduction
Excessive alcohol consumption, smoking, unhealthy diet,
insufficient physical activity1, and sedentary behavior2
(SB) are among the main modifiable risk factors for cardiovascular diseases (CVD) in both developed and developing countries2. In 2016, CVD accounted for 17.9 million
deaths (31% of all global deaths)3. Although the manifestation and lethality of CVD typically occur in adulthood or
old age3, the most influential factors begin with exposure
to risk factors or behaviors learned in childhood or adolescence4. This reinforces the concern regarding detecting the
exposure to risk factors in adolescence, in order to promote health interventions5.
Clustering of risk factors is the cause of greater concern than isolated risk factors6 and it exists when the
observed proportion of risk factors exceeds the expected
proportion of the combination of factors in the study
population7. The clustering is supported by a rationale that
multiple lifestyle behaviors occur in a multifactorial and
interactive way6,7. For example, smoking, alcohol con-
sumption, low fruit intake, and insufficient physical activity (PA) tended to come together among adolescents from
the south and northeast of Brasil8,9. In addition, multiple
risk behaviors, such as insufficient physical activity and
(SB), tend to cluster and are on the route of pediatric obesity10. Although SB is a modifiable risk factor for CVD2
that favors negative combination patterns10, it is still
poorly investigated in studies involving young people,
especially in Brazil11.
In addition to clustering, some risk behaviors seem
to be more prone than others to obesity in young people. A
recent review showed that risk factors involving unhealthy
diet patterns (e.g. high-fat/high-sugar snacks), SB, and
insufficient physical activity in young people tend to converge on healthy and unhealthy patterns for obesogenic
pathways, but results were inconclusive10. Five of the studies included in the review showed unhealthy behavior
patterns (e.g. insufficient PA + high SB) positively associated with excess body weight, but two other studies
found an unexpected inverse association12,13. Moreover, a
gap that persists since the review by Leech et al.10 is the
2
Cluster of risk factors in adolescents
exploration of specific combinations of risk factor simultaneity involving unhealthy diet (e.g. low consumption of
fruits and vegetables) and insufficient PA or unhealthy diet
and SB and their obesogenic relationships. No study of
clustering of factors conducted with Brazilian
youth8,9,11,14 ever investigated this relationship.
The clustering analysis of behavioral risk factors can
facilitate the proposition of multicomponent health programs, with guidelines directed to the modification of risk
behaviors. Strategies focusing on multiple aspects may be
more efficient than those directed to a single risk factor5,15. Thus, the present study aimed to analyze the cluster
of the five main modifiable risk factors for CVD and their
associated factors; and identify patterns of simultaneity of
modifiable obesogenic risk factors associated with overweight in adolescents from a municipality in southeastern
Brazil.
Methods
The report of this study is guided by the Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) Statement.
994,772/2015) and each parent and participant provided
written consent before starting the study. The Department
of Education of the State of Minas Gerais (SEEMG) and
the Regional Superintendency of Education of Uberaba
(SRE) authorized the study. The SRE provided the data
regarding the school census. The survey was conducted
following the Declaration of Helsinki.
Data collection
The adolescents self-completed anonymously a previously validated questionnaire16, applied in the selected
schools during the class period by a pair of trained applicators, between May and October 2015. The questionnaire
used in this study was composed of six sections covering
sociodemographic information, physical activities and
sedentary behaviors, perception of the school environment
and physical education classes, eating habits and weight
control, alcohol and tobacco use, and perception of health
and preventive behavior. A test-retest procedure showed
reproducibility rates from 0.51 to 0.9616.
Study variables
Modifiable risk factors for CVD
Study design
This cross-sectional study is derived from the epidemiological survey Assessment of Adolescent Health and
Lifestyle Behaviors in Uberaba (ACtVU) whose population were adolescents of both sexes enrolled in the public
and private high schools of Uberaba, Minas Gerais in
2015. Uberaba has a high municipal human development
index (HDI [0.772]), Gini index of 0.50, and life expectancy at birth of 75.7 ye (...truncated)