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April 18, 2026British Journal Of Nutrition0 citationsOpen Access

Identification of chrono-nutrition behavior patterns and their associations with sociodemographic characteristics, diet quality, and obesity

KMKentaro MurakamiNSNana ShinozakiMLM. Barbara E. Livingstone

Key Points

  • The aim is to identify chrono-nutrition behavior patterns and examine their links with sociodemographic characteristics, diet quality, and obesity.
  • Conducted a cross-sectional study with 1047 Japanese adults aged 20-69 years.
  • Evaluated chrono-nutrition behaviors using 11-day eating diaries for workdays and non-workdays.
  • Utilized principal component analysis to identify four distinct eating patterns.
  • Identified four chrono-nutrition behavior patterns.
  • Female sex linked to specific eating patterns, while male sex linked to skipping breakfast.
  • Age positively associated with some behaviors, but no significant links to diet quality or obesity.

Abstract

While chrono-nutrition behaviors are inter-related, few studies examined patterns of chrono-nutrition behaviors using a comprehensive set of these behaviors. This study aimed to identify chrono-nutrition behavior patterns and examine their associations with sociodemographic characteristics, diet quality, and obesity. This cross-sectional study included 1047 Japanese adults aged 20-69 years. Using 11-day diaries of eating, chrono-nutrition behaviors (such as frequency and timing of eating) were evaluated for workdays and non-workdays separately. Principal component analysis identified four patterns: "early, large breakfast on workdays", "skipping breakfast on non-workdays", "frequent snacking with small dinner", and "early last eating with large lunch". Female sex was associated with the "frequent snacking with small dinner" and "early last eating with large lunch" patterns; male sex was associated with the "skipping breakfast on non-workdays" pattern. Age was positively associated with the "skipping breakfast on non-workdays" and "early last eating with large lunch" patterns. Having a full-time paid job was associated positively with the two patterns characterized mainly by breakfast but inversely with the remaining two patterns. After adjustment for potential confounders, none of the four patterns were significantly associated with diet quality (Healthy Eating Index-2020 score), general obesity (body mass index ≥25 kg/m2), or abdominal obesity (waist circumference ≥90 cm for males; ≥80 cm for females). In conclusion, this study suggests that different chrono-nutrition behavior patterns were differentially associated with sociodemographic characteristics, but not with diet quality or obesity. Further research is needed to clarify if the patterning approach is useful to comprehensively interrogate chrono-nutrition behaviors.

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Cite This Study

Murakami et al. (2026) studied this question.

synapsesocial.com/papers/69e3205140886becb653f68fhttps://doi.org/10.1017/s0007114526107090
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