Submitted:
08 September 2025
Posted:
09 September 2025
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Ethical Approval and Participants
2.2. Study Design
2.2.1. Visit 1: Eligibility and Familiarisation
2.2.2. 24-Hour Movement Behaviour Assessment
2.2.3. Free-Living Energy Intake Assessment
2.2.4. Visit 2: Appetite and Energy Intake Assessment
2.2.5. Study Meals
2.2.6. Leeds Food Preference Questionnaire
2.2.7. Blood Sampling and Biochemical Analyses
2.3. Statistical Analysis
3. Results
3.1. Participant Characteristics
3.2. Energy Intake
3.3. Appetite-Related Hormones
3.4. Perceived Ratings of appetite
3.5. Food Reward, Cravings and Dietary Eating Traits
| LPA | MVPA | Sleep | ||||
| β-coefficient (95% CI) | P-value | β -coefficient (95% CI) | P-value | β -coefficient (95% CI) | P-value | |
| Appetite-related hormones | ||||||
| Fasting leptin (pg·mL−1)* | 0.03 (−0.1, 0.1) | 0.652 | −0.06 (−0.15, 0.03) | 0.111 | −0.06 (−0.12, 0.00) | 0.106 |
| Fasting PYY (pg·mL−1) | 4.6 (−1.8, 11.0) | 0.162 | −0.8 (−7.1, 5.6) | 0.815 | −0.2 (−4.6, 4.1) | 0.916 |
| PYY AUC (2 h, pg·mL−1) | 549.8 (34.8, 1064.9) | 0.036 | −639.3 (−1143.2, −135.3) | 0.013 | 52.7 (−294.5 to 399.8) | 0.766 |
| Fasting acylated ghrelin (pg·mL−1)* | 0.06 (−0.04, 0.14) | 0.234 | 0.10 (0.00, 0.19) | 0.045 | 0.00 (−0.04, 0.06) | 0.648 |
| Acylated ghrelin AUC (2 h, pg·mL−1)* | −0.03 (−0.06, 0.03) | 0.514 | 0.03 (−0.03, 0.09) | 0.566 | −0.03 (−0.06, 0.03) | 0.359 |
| Perceived ratings of appetite | ||||||
| Fasting fullness (mm) | −0.33 (−3.00, 2.33) | 0.809 | 1.00 (−1.65, 3.66) | 0.456 | 0.09 (−1.74, 1.93) | 0.927 |
| Fullness AUC (4 h, mm) | 6.5 (−482.5, 495.4) | 0.979 | −453.8 (−936.9, 29.5) | 0.066 | −286.7 (−618.8 to 45.5) | 0.091 |
| Fasting hunger (mm) | −0.2 (−3.4, 3.0) | 0.915 | 0.8 (−2.4, 4.0) | 0.635 | 0.0 (−2.2, 2.2) | 0.990 |
| Hunger AUC (4 h, mm) | −70.6 (−607.4, 466.3) | 0.797 | 480.8 (−49.1, 1010.7) | 0.075 | 299.3 (−65.5 to 662.0) | 0.108 |
| Fasting PFC (mm) | 0.30 (−1.86, 2.42) | 0.789 | 1.77 (−0.34, 3.85) | 0.101 | 0.53 (−0.93, 1.99) | 0.467 |
| PFC AUC (4 h, mm) | −168.9 (−621.5, 283.8) | 0.464 | 544.6 (93.4, 995.8) | 0.018 | 175.8 (−132.2 to 483.8) | 0.263 |
| Fasting satisfaction (mm) | 1.84 (−1.08, 4.71) | 0.217 | 0.39 (−2.46, 3.24) | 0.785 | 0.72 (−1.23, 2.70) | 0.465 |
| Satisfaction AUC (4 h, mm) | −138.7 (−624.9, 347.7) | 0.576 | −135.2 (−611.9, 341.5) | 0.578 | −192.5 (−521.6 to 136.5) | 0.251 |
| LPA | MVPA | Sleep Duration | ||||
| β -coefficient (95% CI) | P-value | β -coefficient (95% CI) | P-value | β -coefficient (95% CI) | P-value | |
| TEFQ | ||||||
| Cognitive restraint (0-21) | 0.00 (−0.50, 0.51) | 0.957 | −0.03 (−0.50, 0.44) | 0.901 | −0.12 (−0.46, 0.25) | 0.521 |
| Disinhibition (0-16) | −0.15 (−0.45, 0.18) | 0.365 | 0.12 (−0.18, 0.45) | 0.418 | −0.10 (−0.30, 0.15) | 0.476 |
| Hunger (0-14) | 0.16 (−0.25, 0.55) | 0.482 | 0.30 (−0.06, 0.70) | 0.104 | 0.00 (−0.27, 0.25) | 0.967 |
| Total score | −0.03 (−0.72, 0.66) | 0.943 | 0.42 (−0.30, 1.15) | 0.247 | −0.21 (−0.66, 0.25) | 0.397 |
| CoEQ | ||||||
| Craving control (AU) | −3.93 (−12.00, 4.14) | 0.339 | 2.26 (−5.70, 10.22) | 0.577 | 3.27 (−2.22, 8.77) | 0.242 |
| Craving for Sweet (AU) | 2.03 (−7.90, 11.96) | 0.687 | −2.82 (−12.63, 6.98) | 0.575 | 6.18 (−0.60, 13.00) | 0.074 |
| Craving for Savoury (AU) | 2.3 (−7.2, 11.7) | 0.638 | 2.3 (−7.1, 11.6) | 0.630 | −3.4 (−10.0, 3.1) | 0.302 |
| Positive Mood (AU) | 6.3 (−13.5, 26.1) | 0.107 | −6.3 (−22.5, 0.9) | 0.102 | 3.4 (−1.8, 8.7) | 0.201 |
| LFPQ | ||||||
| Fasting fat explicit liking (mm) | −0.5 (−2.0, 1.0) | 0.527 | 0.1 (−1.5, 1.7) | 0.907 | −0.3 (−1.4, 0.8) | 0.618 |
| Fasting fat explicit wanting (mm) | −0.3 (−2.0, 1.4) | 0.754 | 0.6 (−1.2, 2.3) | 0.470 | 0.0 (−1.1, 1.1) | 0.992 |
| Fasting fat implicit wanting (AU) | −1.0 (−4.2, 2.2) | 0.536 | −0.1 (−3.3, 3.0) | 0.930 | −0.3 (−2.5, 1.9) | 0.789 |
| Fasting fat relative preference (AU) | −0.36 (−1.56, 0.84) | 0.538 | −0.18 (−1.42, 1.05) | 0.777 | 0.18 (−0.63, 0.89) | 0.658 |
| Fasting taste explicit liking (mm) | −0.96 (−3.21, 1.30) | 0.401 | −0.75 (−2.94, 1.44) | 0.504 | −0.03 (−1.53, 1.48) | 0.984 |
| Fasting taste explicit wanting (mm) | −1.05 (−3.24, 1.14) | 0.355 | −0.30 (−2.50, 1.89) | 0.777 | 0.45 (−1.02, 1.93) | 0.548 |
| Fasting taste implicit wanting (AU) | 0.57 (−4.09, 5.23) | 0.806 | −3.51 (−8.07, 1.05) | 0.134 | 1.05 (−2.03, 4.14) | 0.512 |
| Fasting taste relative preference (AU) | −0.004 (−6.10, 5.30) | 0.891 | −2.20 (−7.80, 3.40) | 0.442 | 0.60 (−3.20, 4.50) | 0.745 |
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| AU | Arbitrary units |
| AUC | Area under the curve |
| BMI | Body mass index |
| CI | Confidence interval |
| CoEQ | Control of Eating Questionnaire |
| ES | Effect size |
| LFPQ | Leeds Food Preference Questionnaire |
| PFC | Prospective food consumption |
| PYY | Peptide-YY |
| TFEQ | Three-Factor Eating Questionnaire |
| WASO | Wake after sleep onset |
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| Variable | |
| Sex (male) | 70 (58.8%) |
| Ethnicity | |
| White | 53 (44.5%) |
| Indian | 28 (23.5%) |
| Asian | 25 (21.0%) |
| Mixed | 6 (5.0%) |
| Black | 3 (2.5%) |
| Arab | 2 (1.7%) |
| Latino | 2 (1.7%) |
| Age (years) | 24 (9) |
| Body mass (kg) | 70.5 ± 12.8 |
| BMI (kg·m-2) | 23.6 (5.1) |
| Movement behaviours | |
| Sedentary time (min·d-1) | 704 ± 103 |
| LPA (min·d-1) | 194 ± 53 |
| MVPA (min·d-1) | 112 ± 50 |
| Sleep time during sleep period (min·d-1) | 336 ± 76 |
| WASO during sleep period (min·d-1) | 95 ± 49 |
| Total sleep period (min·d-1) | 430 ± 68 |
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