Related Experiment Video
Updated: Jan 16, 2026

A Chronic High-Intensity Interval Training and Diet-Induced Obesity Model to Maximize Exercise Effort and Induce Physiologic Changes in Rats
Published on: April 28, 2023
Multidimensional Modeling to Maximize Adaptations to eXercise: the M3AX trial rationale and study design
Zachary A Graham1, Matthew P Bubak2,3, Christiana J Raymond-Pope2
1Healthspan, Resilience and Performance Research, Florida Institute for Human and Machine Cognition, Pensacola, Florida, United States.
Older adults show varied responses to exercise, impacting healthspan. The M3AX trial investigates this interindividual response heterogeneity (IRH) to personalize exercise for better aging outcomes.
Area of Science:
- Gerontology
- Exercise Physiology
- Personalized Medicine
Background:
- Age-related functional declines are linked to biological aging processes, affecting intrinsic capacity and quality of life.
- Exercise is a promising intervention for aging, but individual responses vary significantly (interindividual response heterogeneity - IRH).
- Understanding the mechanisms behind IRH is crucial for optimizing exercise efficacy in older adults.
Purpose of the Study:
- To investigate interindividual response heterogeneity (IRH) to combined endurance and resistance training in older adults.
- To identify mechanistic underpinnings of IRH through deep phenotyping.
- To develop strategies for boosting exercise response rates and creating personalized exercise prescriptions.
Main Methods:
- A two-phase Sequential Multiple Assignment Randomized Trial (SMART) design (M3AX Trial) enrolling 250 older adults.
- Phase I (12 weeks) focuses on classifying individual responsiveness and interrogating mechanistic factors.
- Phase II (10 weeks) aims to boost responsiveness, utilizing deep in vivo, ex vivo, and molecular phenotyping across multiple domains.
Main Results:
- The M3AX trial is the first to specifically address IRH in older adults undergoing combined training.
- Deep phenotyping will cover physiological, metabolic, cognitive, behavioral, cellular, and molecular aspects.
- Multidimensional biocircuitry of responsiveness will be established to build predictive models.
Conclusions:
- This study will provide novel insights into the biological basis of exercise response variability in aging.
- Findings are expected to facilitate the development of personalized exercise interventions to maximize healthspan and quality of life.
- The M3AX trial design enables both interrogation and mitigation of IRH, advancing exercise science for older populations.
Related Concept Videos
Bioequivalence Experimental Study Designs: Repeated Measures, Cross-Over, Carry-Over, and Latin Square Designs
Multicompartment Models: Overview
These models offer a more comprehensive representation of drug behavior in the body than one-compartment models. They accommodate the complexity of drug distribution,...

