Highlights
• Personalized nutrition approach: This study highlights the potential of N-of-1 trial designs combined with Bayesian analysis in precision nutrition and sports, showcasing their ability to provide personalized dietary supplement recommendations for long-distance runners.
• Regardless of whether participants consumed carbohydrates (CHO) or medium-chain triglyceride (MCT), the posterior probability of achieving a clinically meaningful improvement in 5KTT performance compared to baseline was greater than 0.5 for most individuals, suggesting that dietary supplements may enhance athletic performance in recreational runners.
• Individual variability in supplement response: Although most individuals did not show clinically meaningful changes in performance during MCT and CHO interventions, individual responses varied. The study successfully identified 1 CHO responder, 2 MCT responders, and 5 non-responders, highlighting the importance of personalized dietary interventions.
• Safety considerations for MCT: MCT supplementation was well-tolerated by most participants, though gastrointestinal discomfort led to withdrawals for some, indicating the need for further refinement of MCT products for better safety and acceptability.

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