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1.
Int J Behav Nutr Phys Act ; 20(1): 100, 2023 08 24.
Artigo em Inglês | MEDLINE | ID: mdl-37620898

RESUMO

BACKGROUND: In view of the high burden of childhood overweight/obesity (OW/OB), it is important to identify targets for interventions that may have the greatest effects on preventing OW/OB in early life. Using methods of causal inference, we studied the effects of sustained behavioral interventions on the long-term risk of developing OW/OB based on a large European cohort. METHODS: Our sample comprised 10 877 children aged 2 to < 10 years at baseline who participated in the well-phenotyped IDEFICS/I.Family cohort. Children were followed from 2007/08 to 2020/21. Applying the parametric g-formula, the 13-year risk of developing OW/OB was estimated under various sustained hypothetical interventions on physical activity, screen time, dietary intake and sleep duration. Interventions imposing adherence to recommendations (e.g. maximum 2 h/day screen time) as well as interventions 'shifting' the behavior by a specified amount (e.g. decreasing screen time by 30 min/day) were compared to 'no intervention' (i.e. maintaining the usual or so-called natural behavior). Separately, the effectiveness of these interventions in vulnerable groups was assessed. RESULTS: The 13-year risk of developing OW/OB was 30.7% under no intervention and 25.4% when multiple interventions were imposed jointly. Meeting screen time and moderate-to-vigorous physical activity (MVPA) recommendations were found to be most effective, reducing the incidence of OW/OB by -2.2 [-4.4;-0.7] and -2.1 [-3.7;-0.8] percentage points (risk difference [95% confidence interval]), respectively. Meeting sleep recommendations (-0.6 [-1.1;-0.3]) had a similar effect as increasing sleep duration by 30 min/day (-0.6 [-0.9;-0.3]). The most effective intervention in children of parents with low/medium educational level was being member in a sports club; for children of mothers with OW/OB, meeting screen time recommendations and membership in a sports club had the largest effects. CONCLUSIONS: While the effects of single behavioral interventions sustained over 13 years were rather small, a joint intervention on multiple behaviors resulted in a relative reduction of the 13-year OW/OB risk by between 10 to 26%. Individually, meeting MVPA and screen time recommendations were most effective. Nevertheless, even under the joint intervention the absolute OW/OB risk remained at a high level of 25.4% suggesting that further strategies to better prevent OW/OB are required.


Assuntos
Sobrepeso , Obesidade Infantil , Criança , Adolescente , Humanos , Sobrepeso/epidemiologia , Sobrepeso/prevenção & controle , Obesidade Infantil/epidemiologia , Obesidade Infantil/prevenção & controle , Incidência , Terapia Comportamental , Escolaridade
2.
Nutr Metab Cardiovasc Dis ; 30(3): 514-522, 2020 03 09.
Artigo em Inglês | MEDLINE | ID: mdl-31791633

RESUMO

BACKGROUND AND AIM: Physical activity (PA) and sedentary behaviours (SB) are related to obesity and cardiometabolic risk; however, the literature is controversial regarding the effect of dairy consumption on the development of cardiovascular disease (CVD) risk factors. The aim of this study was to assess longitudinally the relationship between specific lifestyle behaviours (PA and SB) and dairy consumption in a sample of European children and adolescents. METHODS AND RESULTS: Children from the IDEFICS study were included in the analyses. Two measurements, with 2 years' interval, were conducted. A total of 1688 (50.8% boys) children provided information regarding diet, measured by a 24-h dietary recall, PA measured by accelerometers and parent-reported sedentary screen time (SST) at both time points. Different combinations of these behaviours, at each survey and over time, were derived applying specific recommendations. Multilevel ordinal logistic regression and analysis of covariance were used to assess their association with dairy consumption, adjusted for potential confounders. Differences by gender were found regarding dairy product consumption and also adherence to SB and PA recommendations at T0 and T1. Children meeting both lifestyle recommendations, at the two measurement points, had higher probability to consume more milk and yogurt and less cheese than the rest of combinations. CONCLUSIONS: These results suggest that European children with a healthy lifestyle, especially regarding PA and SB over time, consumed more milk and yogurt. This study suggests that the protective effect of specific dairy products found in literature could be partially due to the association of their consumption with specific healthy lifestyles.


Assuntos
Comportamento Infantil , Laticínios , Dieta Saudável , Exercício Físico , Comportamento Alimentar , Comportamentos Relacionados com a Saúde , Fatores Etários , Criança , Pré-Escolar , Europa (Continente) , Feminino , Conhecimentos, Atitudes e Prática em Saúde , Humanos , Estudos Longitudinais , Masculino , Valor Nutritivo , Recomendações Nutricionais , Comportamento de Redução do Risco , Comportamento Sedentário , Fatores de Tempo
3.
Eur J Nutr ; 57(4): 1397-1407, 2018 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-28315941

RESUMO

PURPOSE: This prospective study explores high sensitivity C-reactive protein (hs-CRP) levels in relation to dietary patterns at two time points in European children. METHODS: Out of the baseline sample of the IDEFICS study (n = 16,228), 4020 children, aged 2-9 years at baseline, with available hs-CRP levels and valid data from a food frequency questionnaire (FFQ) at baseline (T0) and 2 years later (T1) were included. K-means clustering algorithm based on the similarities between relative food consumption frequencies of the FFQ was applied. hs-CRP was dichotomized according to sex-specific cutoff points. Multilevel logistic regression was performed to assess the relationship between dietary patterns and hs-CRP adjusting for covariates. RESULTS: Three consistent dietary patterns were found at T0 and T1: 'animal protein and refined carbohydrate', 'sweet and processed' and 'healthy'. Children allocated to the 'protein' and 'sweet and processed' clusters at both time points had significantly higher odds of being in the highest category of hs-CRP (OR 1.47; 95% CI 1.03-2.09 for 'animal protein and refined carbohydrate' and OR 1.44; 95% CI 1.08-1.92 for 'sweet and processed') compared to the 'healthy' cluster. The odds remained significantly higher for the 'sweet and processed' pattern (OR 1.39; 95% CI 1.05-1.84) when covariates were included. CONCLUSIONS: A dietary pattern characterized by frequent consumption of sugar and processed products and infrequent consumption of vegetables and fruits over time was independently related with inflammation in European children. Efforts to improve the quality of the diet in childhood may prevent future diseases related with chronic inflammation.


Assuntos
Proteína C-Reativa/metabolismo , Dieta , Criança , Pré-Escolar , Feminino , Humanos , Masculino , Estudos Prospectivos
4.
Public Health Nutr ; 21(9): 1717-1725, 2018 06.
Artigo em Inglês | MEDLINE | ID: mdl-29457580

RESUMO

OBJECTIVE: Physical activity (PA) levels and dietary habits are considered some of the most important factors associated with obesity. The present study aimed to examine the association between PA level and food and beverage consumption in European children (2-10 years old).Design/Setting/SubjectsA sample of 7229 children (49·0 % girls) from eight European countries participating in the IDEFICS (Identification and prevention of Dietary and lifestyle induced health EFfects In Children and infantS) study was included. Moderate-to-vigorous PA (MVPA) was assessed objectively with accelerometers. FFQ was used to register dietary habits. ANCOVA and binary logistic regression were applied. RESULTS: Boys who spent less time in MVPA reported lower consumption of vegetables, fruits, cereals, yoghurt, milk, bread, pasta, candies and sugar-sweetened beverages (SSB) than boys who spent more time in MVPA (P<0·05). Moreover, boys who spent less time in MVPA were more likely to consume fast foods and water than those in the highest MVPA tertile (P<0·05). Girls who spent less time in MVPA reported lower consumption frequencies of vegetables, pasta, bread, yoghurt, candies, jam/honey and SSB than girls in the highest MVPA tertile (P<0·05). Also, girls in the lowest MVPA tertile were more likely to consume fast foods and water than those with high levels of MVPA (P<0·05). CONCLUSIONS: Food intake among European children varied with different levels of daily MVPA. Low time spent in MVPA was associated with lowest consumption of both high- and low-energy-dense foods and high fast-food consumption.


Assuntos
Dieta/estatística & dados numéricos , Exercício Físico , Comportamento Alimentar , Estilo de Vida , Bebidas/análise , Criança , Pré-Escolar , Inquéritos sobre Dietas , Europa (Continente) , Feminino , Frutas , Humanos , Modelos Logísticos , Masculino , Verduras
5.
Paediatr Perinat Epidemiol ; 31(1): 76-86, 2017 01.
Artigo em Inglês | MEDLINE | ID: mdl-27873339

RESUMO

BACKGROUND: Declining response proportions in population-based studies are often countered by extended recruitment efforts at baseline that may, however, result in higher attrition in a subsequent follow-up. This study analysed the effect of extended recruitment efforts on attrition at the first follow-up of a child cohort. METHODS: We used paradata (i.e. information about the process of data collection) from the German IDEFICS cohort investigating dietary- and life style-induced health effects on children to quantify recruitment effort and classify respondents as completing the recruitment early vs. late for baseline and follow-up separately. Multilevel logistic regression models were used to investigate the association between recruitment effort and attrition at follow-up (loss to follow-up) adjusted for sociodemographic and health related variables. RESULTS: Individuals who were late respondents at baseline and early respondents at the follow-up had a higher chance of attrition (odds ratio 1.65, 95% confidence interval (CI) 1.19, 2.28) as compared to other groups. An investigation of reasons for non-participation revealed that members of this group were more likely to be not reachable by phone. CONCLUSIONS: An extended recruitment effort at baseline of a child cohort study is not per se associated with a higher chance of attrition at follow-up. Much care should be taken to collect valid telephone numbers.


Assuntos
Inquéritos Epidemiológicos , Cooperação do Paciente/estatística & dados numéricos , Participação do Paciente/estatística & dados numéricos , Seleção de Pacientes , Criança , Pré-Escolar , Feminino , Seguimentos , Alemanha , Humanos , Consentimento Livre e Esclarecido , Masculino
6.
Nutr Metab Cardiovasc Dis ; 27(6): 543-551, 2017 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-28511904

RESUMO

BACKGROUND AND AIMS: Adipokines may play a role in the pathogenesis of the metabolic syndrome (MetS) in children. We aimed to evaluate the association of leptin, adiponectin, and its ratio (L/A ratio) with the metabolic syndrome (MetS) in a subsample of the IDEFICS (Identification and prevention of Dietary- and lifestyle-induced health EFfects In Children and infantS) cohort. METHODS AND RESULTS: Leptin, adiponectin and MetS parameters were measured in a subsample of 1253 children (3-9.9 years) participating to the IDEFICS study, grouped as: Non-OW (underweight/normal weight) and OW/Ob (overweight/obese). MetS was defined using the sex- and age-specific cut-offs based on the distribution of MetS components in the IDEFICS cohort. The prevalence of the MetS among OW/Ob was 24.8% and 27.1% in boys and girls respectively, whereas ≤2% among Non-OW. OW/Ob had significantly higher leptin and L/A ratio as compared to Non-OW. Significantly higher leptin was found in OW/Ob with MetS as compared with OW/Ob without MetS. Significantly lower adiponectin was observed only in OW/Ob girls as compared to Non-OW. A 1SD increase in leptin and L/A ratio z-scores or a 1SD decrease in adiponectin z-score were significantly associated with higher risk of MetS. After adjustment for BMI or body fat mass (BFM) the association remained significant only for leptin. CONCLUSION: We showed that in European children, higher leptin concentration is associated with MetS, even after adjusting for BMI or BFM, confirming an early role of leptin in MetS, while the association of adiponectin with MetS seems be mediated by body fat in this age range.


Assuntos
Adiponectina/sangue , Leptina/sangue , Síndrome Metabólica/sangue , Obesidade Infantil/sangue , Adiposidade , Fatores Etários , Biomarcadores/sangue , Índice de Massa Corporal , Criança , Pré-Escolar , Estudos Transversais , Europa (Continente)/epidemiologia , Feminino , Humanos , Masculino , Síndrome Metabólica/diagnóstico , Síndrome Metabólica/epidemiologia , Síndrome Metabólica/fisiopatologia , Obesidade Infantil/diagnóstico , Obesidade Infantil/epidemiologia , Obesidade Infantil/fisiopatologia , Prevalência
7.
Public Health Nutr ; 20(18): 3257-3265, 2017 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-28879834

RESUMO

OBJECTIVE: To describe dietary patterns by applying cluster analysis and to describe the cluster memberships of European children over time and their association with body composition changes. DESIGN: The analyses included k-means clustering based on the similarities between the relative frequencies of consumption of forty-three food items and regression models were fitted to assess the association between dietary patterns and body composition changes. SETTING: Primary schools and pre-schools of selected regions in Italy, Estonia, Cyprus, Belgium, Sweden, Hungary, Germany and Spain. SUBJECTS: Participants (n 8341) in the baseline (2-9 years old) and follow-up (4-11 years old) surveys of the IDEFICS (Identification and prevention of Dietary- and lifestyle-induced health EFfects In Children and infantS) study. RESULTS: Three persistent clusters were obtained at baseline and follow-up. Children consistently allocated to the 'processed' cluster presented increased BMI (ß=0·050; 95 % CI 0·006, 0·093), increased waist circumference (ß=0·071; 95 % CI 0·001, 0·141) and increased fat mass gain (ß=0·052; 95 % CI 0·014, 0·090) over time v. children allocated to the 'healthy' cluster. Being in the 'processed'-'sweet' cluster combination was also linked to increased BMI (ß=0·079; 95 % CI 0·015, 0·143), increased waist circumference (ß=0·172; 95 % CI 0·069, 0·275) and increased fat mass gain (ß=0·076; 95 % CI 0·019, 0·133) over time v. the 'healthy' cluster. CONCLUSIONS: Children consistently showing a processed dietary pattern or changing from a processed pattern to a sweet pattern presented the most unfavourable changes in fat mass and abdominal fat. These findings support the need to promote overall healthy dietary habits in obesity prevention and health promotion programmes targeting children.


Assuntos
Composição Corporal , Dieta , População Branca , Índice de Massa Corporal , Criança , Pré-Escolar , Europa (Continente) , Feminino , Seguimentos , Comportamentos Relacionados com a Saúde , Humanos , Masculino , Estudos Prospectivos , Fatores Socioeconômicos , Inquéritos e Questionários , Circunferência da Cintura
8.
BMC Public Health ; 17(1): 926, 2017 Dec 14.
Artigo em Inglês | MEDLINE | ID: mdl-29237434

RESUMO

BACKGROUND: In children the relationship between a healthy diet and psychosocial well-being has not been fully explored and the existing evidence is inconsistent. This study investigates the chronology of the association between children's adherence to healthy dietary guidelines and their well-being, with special attention to the influence of weight status on the association. METHODS: Seven thousand six hundred seventy five children 2 to 9 years old from the eight-country cohort study IDEFICS were investigated. They were first examined between September 2007 and June 2008 and re-examined again 2 years later. Psychosocial well-being was measured using self-esteem and parent relations questions from the KINDL® and emotional and peer problems from the Strengths and Difficulties Questionnaire. A Healthy Dietary Adherence Score (HDAS) was calculated from a 43-item food frequency questionnaire as a measure of the degree to which children's dietary intake follows nutrition guidelines. The analysis employed multilevel logistic regression (country as random effect) with bidirectional modeling of dichotomous dietary and well-being variables as both exposures and outcomes while controlling for respective baseline values. RESULTS: A higher HDAS at baseline was associated with better self-esteem (OR 1.2, 95% CI 1.0;1.4) and fewer emotional and peer problems (OR 1.2, 95% CI 1.1;1.3 and OR 1.3, 95% CI 1.2;1.4) 2 years later. For the reversed direction, better self-esteem was associated with higher HDAS 2 years later (OR 1.1 95% CI 1.0;1.29). The analysis stratified by weight status revealed that the associations between higher HDAS at baseline and better well-being at follow-up were similar in both normal weight and overweight children. CONCLUSION: Present findings suggest a bidirectional relation between diet quality and self-esteem. Additionally, higher adherence to healthy dietary guidelines at baseline was associated with fewer emotional and peer problems at follow-up, independent of children's weight status.


Assuntos
Dieta Saudável/psicologia , Fidelidade a Diretrizes/estatística & dados numéricos , Política Nutricional , Autoimagem , Criança , Pré-Escolar , Europa (Continente) , Feminino , Humanos , Masculino , Estudos Prospectivos
9.
Br J Nutr ; 116(7): 1288-1297, 2016 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-27666744

RESUMO

Socio-economic inequalities in childhood can determine dietary patterns, and therefore future health. This study aimed to explore associations between social vulnerabilities and dietary patterns assessed at two time points, and to investigate the association between accumulation of vulnerabilities and dietary patterns. A total of 9301 children aged 2-9 years participated at baseline and 2-year follow-up examinations of the Identification and prevention of Dietary- and lifestyle-induced health EFfects In Children and infantS study. In all, three dietary patterns were identified at baseline and follow-up by applying the K-means clustering algorithm based on a higher frequency of consumption of snacks and fast food (processed), sweet foods and drinks (sweet), and fruits and vegetables (healthy). Vulnerable groups were defined at baseline as follows: children whose parents lacked a social network, children from single-parent families, children of migrant origin and children with unemployed parents. Multinomial mixed models were used to assess the associations between social vulnerabilities and children's dietary patterns at baseline and follow-up. Children whose parents lacked a social network (OR 1·31; 99 % CI 1·01, 1·70) and migrants (OR 1·45; 99 % CI 1·15, 1·83) were more likely to be in the processed cluster at baseline and follow-up. Children whose parents were homemakers (OR 0·74; 99 % CI 0·60, 0·92) were less likely to be in the processed cluster at baseline. A higher number of vulnerabilities was associated with a higher probability of children being in the processed cluster (OR 1·78; 99 % CI 1·21, 2·62). Therefore, special attention should be paid to children of vulnerable groups as they present unhealthier dietary patterns.


Assuntos
Dieta , Estilo de Vida , Fatores Socioeconômicos , Populações Vulneráveis , Criança , Pré-Escolar , Estudos de Coortes , Europa (Continente) , Fast Foods , Comportamento Alimentar , Feminino , Frutas , Humanos , Masculino , Razão de Chances , Estudos Prospectivos , Fatores de Risco , Família Monoparental , Lanches , Apoio Social , Migrantes , Desemprego , Verduras
10.
Eur J Epidemiol ; 31(5): 513-25, 2016 05.
Artigo em Inglês | MEDLINE | ID: mdl-26297214

RESUMO

Faster growth seems to be a common factor in several hypotheses relating early life exposures to subsequent health. This study aims to investigate the association between body mass index (BMI) trajectories during infancy/childhood and later metabolic risk in order to identify sensitive periods of growth affecting health. In a first step, BMI trajectories of 3301 European children that participated in the multi-centre Identification and Prevention of Dietary and Lifestyle-induced Health Effects in Children and Infants (IDEFICS) study were modelled using linear-spline mixed-effects models. The estimated random coefficients indicating initial subject-specific BMI and rates of change in BMI over time were used as exposure variables in a second step and related to a metabolic syndrome (MetS) score and its single components based on conditional regression models (mean age at outcome assessment: 8.5 years). All exposures under investigation, i.e. BMI at birth, rates of BMI change during infancy (0 to <9 months), early childhood (9 months to <6 years) and later childhood (≥6 years) as well as current BMI z-score were significantly associated with the later MetS score. Associations were strongest for the rate of BMI change in early childhood (1.78 [1.66; 1.90]; ß estimate and 99 % confidence interval) and current BMI z-score (1.16 [0.96; 1.38]) and less pronounced for BMI at birth (0.62 [0.47; 0.78]). Results slightly differed with regard to the single metabolic factors. Starting from birth rapid BMI growth, especially in the time window of 9 months to <6 years, is significantly related to later metabolic risk in children. Much of the associations of early BMI growth may further be mediated through the effects on subsequent BMI growth.


Assuntos
Índice de Massa Corporal , Desenvolvimento Infantil , Síndrome Metabólica/epidemiologia , População Branca , Criança , Pré-Escolar , Europa (Continente)/epidemiologia , Feminino , Humanos , Lactente , Recém-Nascido , Estudos Longitudinais , Masculino , Modelos Estatísticos , Obesidade/epidemiologia , Fatores de Risco
11.
Eur J Nutr ; 55(8): 2459-2468, 2016 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-26419585

RESUMO

PURPOSE: This cross-sectional study assesses the relationship between consumption frequencies of food items and high-sensitivity C-reactive protein (hs-CRP) in European children. METHODS: Out of the baseline sample (N = 16.228) of the IDEFICS study, 6.403 children (1.315 boys aged 2 to <6, 1.908 boys aged 6 to <10, 1.204 girls aged 2 to <6 and 1.976 girls aged 6 to <10 years) had hs-CRP measured and the Children's Eating Habits Questionnaire filled, including a food frequency questionnaire. Logistic regression adjusted for body mass index z-score, education of the mother, breast-feeding and self-reported hours of physical activity in a sport club per week was conducted. RESULTS: Mean frequency intake of raw vegetable was lower in boys (p = 0.022 in young and p = 0.020 in old) and older girls (p = 0.026) with high hs-CRP concentration, while in younger girls (p = 0.008) the same occurred with the cooked vegetables. The probability of having higher hs-CRP concentration was significantly associated with having low consumption frequency of vegetables (p = 0.004 in older boys, raw vegetables; and p = 0.0032 in younger girls, cooked vegetables). Also, honey/jam intake decreased the probability of having higher concentration of hs-CRP, whereas soft drinks with sugar, mayonnaise and cereals milled increased this probability. CONCLUSIONS: Out of all food items associated with hs-CRP, frequency intake of vegetables presented more associations across all the analysis. Findings suggest that a high-frequency intake of vegetables is inversely related to an inflammatory status in children. More studies are needed to assess the association between diet and inflammation.


Assuntos
Dieta , Inflamação/sangue , Índice de Massa Corporal , Proteína C-Reativa/metabolismo , Bebidas Gaseificadas/efeitos adversos , Criança , Pré-Escolar , Estudos Transversais , Europa (Continente) , Exercício Físico , Feminino , Frutas , Humanos , Inflamação/epidemiologia , Limite de Detecção , Modelos Logísticos , Masculino , Análise Multinível , Adoçantes Calóricos/administração & dosagem , Adoçantes Calóricos/efeitos adversos , Fatores Socioeconômicos , Inquéritos e Questionários , Verduras
12.
Public Health Nutr ; 19(6): 1088-92, 2016 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-26228762

RESUMO

OBJECTIVE: The objective of the present study was to investigate the association between salivary counts of mutans streptococci (MS) and children's weight status, while considering associated covariates. MS ferments carbohydrates from the diet and contributes to caries by lowering the pH in dental plaque. In adults, high counts of MS in saliva have been associated with overweight, but this has not been shown in children. DESIGN: Cross-sectional study investigating salivary counts of MS, BMI Z-score, waist circumference, meal frequency, sugar propensity and sleep duration, in children. SETTING: West Sweden. SUBJECTS: Children (n 271) aged 4-11 years. RESULTS: Medium-high counts of MS were positively associated with higher BMI Z-score (OR=1·6; 95% CI 1·1, 2·3). Positive associations were also found between medium-high counts of MS and more frequent meals per day (OR=1·5; 95% CI 1·1, 2·2), greater percentage of sugar-rich foods consumed (OR=1·1; 95% CI 1·0, 1·3) and female sex (OR=2·4; 95% CI 1·1, 5·4). A negative association was found between medium-high counts of MS and longer sleep duration (OR=0·5; 95% CI 0·3, 1·0). CONCLUSIONS: BMI Z-score was associated with counts of MS. Promoting adequate sleep duration and limiting the intake frequency of sugar-rich foods and beverages could provide multiple benefits in public health interventions aimed at reducing dental caries and childhood overweight.


Assuntos
Índice de Massa Corporal , Dieta , Saliva/microbiologia , Sono , Streptococcus mutans/isolamento & purificação , Peso Corporal , Criança , Pré-Escolar , Contagem de Colônia Microbiana , Estudos Transversais , Cárie Dentária/microbiologia , Cárie Dentária/prevenção & controle , Sacarose Alimentar/administração & dosagem , Sacarose Alimentar/efeitos adversos , Feminino , Humanos , Concentração de Íons de Hidrogênio , Modelos Logísticos , Masculino , Sobrepeso/microbiologia , Sobrepeso/prevenção & controle , Suécia , Circunferência da Cintura
13.
Public Health Nutr ; 19(2): 255-64, 2016 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-25600126

RESUMO

OBJECTIVE: Cluster analysis is widely applied to identify dietary patterns. A new method based on Gaussian mixture models (GMM) seems to be more flexible compared with the commonly applied k-means and Ward's method. In the present paper, these clustering approaches are compared to find the most appropriate one for clustering dietary data. DESIGN: The clustering methods were applied to simulated data sets with different cluster structures to compare their performance knowing the true cluster membership of observations. Furthermore, the three methods were applied to FFQ data assessed in 1791 children participating in the IDEFICS (Identification and Prevention of Dietary- and Lifestyle-Induced Health Effects in Children and Infants) Study to explore their performance in practice. RESULTS: The GMM outperformed the other methods in the simulation study in 72 % up to 100 % of cases, depending on the simulated cluster structure. Comparing the computationally less complex k-means and Ward's methods, the performance of k-means was better in 64-100 % of cases. Applied to real data, all methods identified three similar dietary patterns which may be roughly characterized as a 'non-processed' cluster with a high consumption of fruits, vegetables and wholemeal bread, a 'balanced' cluster with only slight preferences of single foods and a 'junk food' cluster. CONCLUSIONS: The simulation study suggests that clustering via GMM should be preferred due to its higher flexibility regarding cluster volume, shape and orientation. The k-means seems to be a good alternative, being easier to use while giving similar results when applied to real data.


Assuntos
Análise por Conglomerados , Dieta , Comportamento Alimentar , Heurística , Projetos de Pesquisa , Criança , Inquéritos sobre Dietas , Humanos , Lactente
14.
Scand J Public Health ; 42(6): 518-24, 2014 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-24947518

RESUMO

AIMS: The aims of this study were to characterize milk cereal drink (MCD) consumption among Swedish children and to investigate the association between MCD and overweight in a longitudinally followed cohort of children over 2 years of age. METHODS: In the Swedish cohort from IDEFICS (Identification and prevention of Dietary- and lifestyle-induced health EFfects In Children and infantS) we examined early feeding practices and weight status when children were aged 2-9 years (2007/2008) and at 2-year follow-up. Weight and height were measured at both time points in 1077 children. Characteristics of MCD consumers were explored with logistic regression. Body mass index (BMI) z-scores at both time points and weight status at follow-up were regressed on explanatory factors using mixed linear and logistic regression, respectively. RESULTS: Nearly 69% of children had consumed MCD. The MCD consumers were more likely than never-consumers to have two native Swedish parents, parents with less than 2 years of post-secondary education, and a shorter period of breastfeeding. MCD consumers had a higher BMI z-score at follow-up compared with baseline (difference in BMI z-score=0.12, 95% confidence interval (CI)=0.07, 0.17), while the average BMI z-score in non-consumers remained stable over time (0.00, 95% CI= -0.07, 0.07). MCD consumers were nearly five times more likely than non-consumers to become overweight during the follow-up (odds ratio (OR)=4.78, 95% CI=1.68, 13.59), independent of breastfeeding. CONCLUSIONS: MCD was consumed by the majority of children in this study. MCD consumption is associated with an increased risk for overweight and less exposure to breastfeeding. Our findings motivate future research aimed at investigating how MCD should be recommended.


Assuntos
Dieta/efeitos adversos , Grão Comestível/efeitos adversos , Leite/efeitos adversos , Sobrepeso/epidemiologia , Animais , Aleitamento Materno/estatística & dados numéricos , Criança , Pré-Escolar , Estudos de Coortes , Feminino , Humanos , Masculino , Obesidade Infantil/epidemiologia , Medição de Risco , Suécia/epidemiologia
15.
Sci Rep ; 14(1): 6822, 2024 03 21.
Artigo em Inglês | MEDLINE | ID: mdl-38514750

RESUMO

Childhood obesity is a complex disorder that appears to be influenced by an interacting system of many factors. Taking this complexity into account, we aim to investigate the causal structure underlying childhood obesity. Our focus is on identifying potential early, direct or indirect, causes of obesity which may be promising targets for prevention strategies. Using a causal discovery algorithm, we estimate a cohort causal graph (CCG) over the life course from childhood to adolescence. We adapt a popular method, the so-called PC-algorithm, to deal with missing values by multiple imputation, with mixed discrete and continuous variables, and that takes background knowledge such as the time-structure of cohort data into account. The algorithm is then applied to learn the causal structure among 51 variables including obesity, early life factors, diet, lifestyle, insulin resistance, puberty stage and cultural background of 5112 children from the European IDEFICS/I.Family cohort across three waves (2007-2014). The robustness of the learned causal structure is addressed in a series of alternative and sensitivity analyses; in particular, we use bootstrap resamples to assess the stability of aspects of the learned CCG. Our results suggest some but only indirect possible causal paths from early modifiable risk factors, such as audio-visual media consumption and physical activity, to obesity (measured by age- and sex-adjusted BMI z-scores) 6 years later.


Assuntos
Resistência à Insulina , Obesidade Infantil , Humanos , Criança , Adolescente , Obesidade Infantil/epidemiologia , Estudos Longitudinais , Fatores de Risco , Dieta , Índice de Massa Corporal
16.
Public Health ; 127(8): 761-5, 2013 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-23876300

RESUMO

OBJECTIVES: While there is extensive evidence about the influence of environmental factors on adult obesity, fewer studies have assessed how the environment influences body fat in children. This cross-sectional study investigated the distribution of adiposity indices according to urbanization level and patterns of physical activity among children in the Italian cohort of the IDEFICS study. METHODS: The sample included 1673 preschool and school-aged children (mean age 6.1 years, standard deviation 1.7) living in rural (n = 579), suburban (n = 442) and urban (n = 652) areas. Anthropometric measures were taken and questionnaires were used to assess children's lifestyles, including patterns of physical activity. RESULTS: Children who lived in rural areas spent significantly more time in outdoor activities but participated in less structured physical activity compared with children living in suburban and urban areas. Adiposity estimated by the sum of skinfold thickness increased linearly from rural to urban areas, with results for suburban areas showing intermediate values. CONCLUSIONS: The data show that geographical environmental factors influence patterns of physical activity and body fat in children. In particular, the results suggest an association between the time spent in unstructured outdoor activities and the degree of adiposity in schoolchildren. These results may have implications for public health, including efforts to increase freely available playgrounds as an effective measure to counteract the obesity epidemic in children.


Assuntos
Adiposidade , Atividade Motora , Obesidade Infantil/epidemiologia , Saúde da População Rural/estatística & dados numéricos , Saúde da População Urbana/estatística & dados numéricos , Urbanização , Criança , Pré-Escolar , Estudos Transversais , Feminino , Humanos , Itália/epidemiologia , Masculino , Dobras Cutâneas , Inquéritos e Questionários
17.
Int J Public Health ; 68: 1605798, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-38033763

RESUMO

Objectives: To explore the age-dependent associations between 26 risk factors and BMI in early life, and differences by parental educational level. Methods: Data of 10,310 children (24,155 measurements) aged 2-16 years participating in a multi-centre European cohort from 2007 to 2014 were utilized. Trajectories of overweight/obesity risk factors and their age-specific associations with BMI were estimated using polynomial mixed-effects models. Results: Exposure to most unfavourable factors was higher in the low/medium compared to the high education group, e.g., for PC/TV time (12.6 vs. 10.6 h/week). Trajectories of various risk factors markedly changed at an age of 9-11 years. Having a family history of obesity, maternal BMI, pregnancy weight gain and birth weight were positively associated with BMI trajectories throughout childhood/adolescence in both education groups; associations of behavioural factors with BMI were small. Parental unemployment and migrant background were positively associated with BMI in the low/medium education group. Conclusion: Associations of risk factors with BMI trajectories did not essentially differ by parental education except for social vulnerabilities. The age period of 9-11 years may be a sensitive period for adopting unfavourable behaviours.


Assuntos
Sobrepeso , Obesidade Infantil , Criança , Gravidez , Feminino , Humanos , Lactente , Adolescente , Sobrepeso/epidemiologia , Sobrepeso/complicações , Índice de Massa Corporal , Obesidade/complicações , Fatores de Risco , Pais , Escolaridade , Fatores Etários , Obesidade Infantil/epidemiologia , Obesidade Infantil/etiologia
18.
Int J Epidemiol ; 48(5): 1673-1683, 2019 10 01.
Artigo em Inglês | MEDLINE | ID: mdl-31098634

RESUMO

BACKGROUND: This study aimed to investigate metabolic status in children and its transitions into adolescence. METHODS: The analysis was based on 6768 children who participated in the European IDEFICS/I.Family cohort (T0 2007/2008, T1 2009/2010 and/or T3 2013/2014; mean ages: 6.6, 8.4 and 12.0 years, respectively) and provided at least two measurements of waist circumference, blood pressure, blood glucose and lipids over time. Latent transition analysis was used to identify groups with similar metabolic status and to estimate transition probabilities. RESULTS: The best-fitting model identified five latent groups: (i) metabolically healthy (61.5%; probability for group membership at T0); (ii) abdominal obesity (15.9%); (iii) hypertension (7.0%); (iv) dyslipidaemia (9.0%); and (v) several metabolic syndrome (MetS) components (6.6%). The probability of metabolically healthy children at T0 remaining healthy at T1 was 86.6%; when transitioning from T1 to T3, it was 90.1%. Metabolically healthy children further had a 6.7% probability of developing abdominal obesity at T1. Children with abdominal obesity at T0 had an 18.5% probability of developing several metabolic syndrome (MetS) components at T1. The subgroup with dyslipidaemia at T0 had the highest chances of becoming metabolically healthy at T1 (32.4%) or at T3 (35.1%). Only a minor proportion of children showing several MetS components at T0 were classified as healthy at follow-up; 99.8% and 88.3% remained in the group with several disorders at T1 and T3, respectively. CONCLUSIONS: Our study identified five distinct metabolic statuses in children and adolescents. Although lipid disturbances seem to be quite reversible, abdominal obesity is likely to be followed by further metabolic disturbances.


Assuntos
Dislipidemias/metabolismo , Hipertensão/metabolismo , Lipídeos/sangue , Síndrome Metabólica/metabolismo , Obesidade Abdominal/metabolismo , Obesidade Infantil/metabolismo , Adolescente , Índice de Massa Corporal , Criança , Estudos de Coortes , Dislipidemias/epidemiologia , Europa (Continente)/epidemiologia , Feminino , Humanos , Hipertensão/epidemiologia , Masculino , Síndrome Metabólica/epidemiologia , Obesidade Abdominal/epidemiologia , Obesidade Infantil/epidemiologia , Fatores de Risco , Circunferência da Cintura
19.
Nutrients ; 11(5)2019 May 09.
Artigo em Inglês | MEDLINE | ID: mdl-31075915

RESUMO

The aim was to investigate associations between the duration of infant feeding practices (FP) and taste preferences (TP) in European children and adolescents. A total of 5526 children (6-16 years old) of the I.Family study completed a Food and Beverage Preference Questionnaire to measure their preferences for sweet, fatty and bitter tastes. Mothers retrospectively reported the FPs duration in months: exclusive breastfeeding (EBF), exclusive formula milk feeding (EFMF), combined breastfeeding (BF&FMF) and the age at the introduction of complementary foods (CF). Using logistic regression analyses and latent class analysis (latent profiles of FP and CF were identified), we explored associations between profiles and TP, adjusting for various covariates, including the Healthy Diet Adherence Score (HDAS). A total of 48% of children had short durations of EBF (≤4 months) and BF&FMF (≤6 months) and were introduced to CF early (<6 months). No significant relationship was observed between the single FPs and TP, even when considering common profiles of FP. HDAS was inversely associated with sweet and fatty TP, but positively with bitter TP. Contrary to our hypotheses, we did not observe associations between FP and children's TP later in life. Further studies with higher FP variation and longitudinal design are needed to investigate the causal associations between infant FP and taste preferences later in life.


Assuntos
Aleitamento Materno , Dieta , Preferências Alimentares , Fenômenos Fisiológicos da Nutrição do Lactente , Paladar , Adolescente , Fatores Etários , Alimentação com Mamadeira , Criança , Pré-Escolar , Europa (Continente) , Comportamento Alimentar , Feminino , Humanos , Lactente , Modelos Logísticos , Masculino , Mães , Estudos Retrospectivos , Inquéritos e Questionários , Fatores de Tempo
20.
Int J Public Health ; 63(2): 283-295, 2018 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-29067489

RESUMO

OBJECTIVES: To examine associations between social vulnerabilities and meeting physical activity (PA) and screen time (ST) recommendations during a 2-year follow-up. METHODS: 13,891 children aged 2.0 to  < 9.9 from eight European countries were assessed at baseline and 8482 children at follow-up. Children's sports club membership, PA and ST were collected via parental questionnaires. Moderate-to-vigorous physical activity (MVPA) was objectively assessed with accelerometers. Performing at least 1 h of MVPA daily and spending less than 2 h of ST defined physically active and non-sedentary children, respectively. Vulnerable groups were defined at baseline as children whose parents had minimal social networks, from non-traditional families, with migrant origin or with unemployed parents. Logistic mixed-effects analyses were performed adjusting for classical socioeconomic indicators. RESULTS: Children whose parents had minimal social networks had a higher risk of non-compliance with PA recommendations (subjectively assessed) at baseline. Migrants and children with unemployed parents had longer ST. All vulnerable groups were less likely to be sports club members. CONCLUSIONS: Migrants and children with unemployed parents are at risk for excessive ST and all vulnerable groups have lower odds of being sports club members.


Assuntos
Exercício Físico , Pais , Comportamento Sedentário , Apoio Social , Migrantes/estatística & dados numéricos , Desemprego/estatística & dados numéricos , Populações Vulneráveis/estatística & dados numéricos , Criança , Pré-Escolar , Europa (Continente) , Feminino , Seguimentos , Fidelidade a Diretrizes/estatística & dados numéricos , Guias como Assunto , Humanos , Masculino , Fatores de Risco , Esportes/estatística & dados numéricos , Inquéritos e Questionários , Fatores de Tempo
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