Temporal energy intake (EI) and physical activity (PA) patterns may be associated with obesity. We aimed to derive and characterise temporal EI and PA patterns and assess their cross-sectional association with weight status in participants aged 6-14 years from the Portuguese National Food, Nutrition and Physical Activity Survey 2015-2016. We extracted times and EI of all eating occasions from two 1-day food diaries/24-hour recalls, while types and times of PA from 4-day PA diaries. We derived EI patterns (n=714) and PA patterns (n=595), using, respectively, a hierarchical and K-means cluster analysis, considering the average proportion of total daily EI (%TEI) and PA intensity (%TPA), within each 2-hour interval across the 24-hour day. We assessed the association between patterns and Overweight or obesity (Body Mass Index z-score ≥+1 Standard Deviation) using adjusted logistic regressions [Odds ratio (95% Confidence Interval)]. Three EI patterns were identified and labelled based on the 2-h interval of %TEI peaks: 1-"Early afternoon & Early evening"; 2-"Early afternoon & Late evening", and 3-"Late morning, Early and Mid-afternoon & Late evening". EI Pattern 3 vs. 1 was negatively associated with overweight or obesity [0.49 (0.26,0.92)]. PA pattern 1-"Late Morning, Mid-afternoon & Early evening" vs. Pattern 2-"Late afternoon", was not associated with weight status [0.95 (0.65,1.38)]. A daily EI pattern characterised by more and even %TEI peaks at earlier daytime periods, instead of less, may be negatively associated with overweight or obesity amongst Portuguese 6-to-14-year-olds, whereas the identified PA patterns might have no relationship.
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