Your new experience awaits. Try the new design now and help us make it even better

CASE REPORT article

Front. Netw. Physiol.

Sec. Network Physiology of Exercise

Volume 5 - 2025 | doi: 10.3389/fnetp.2025.1686723

This article is part of the Research TopicThe New Frontier of Network Physiology: From Temporal Dynamics to the Synchronization and Principles of Integration in Networks of Physiological Systems, Volume IIIView all 13 articles

Case Report: Network Physiology Markers of Inter-muscular Interactions indicate Reversal of Age Decline with Exercise Training

Provisionally accepted
  • 1College of Nursing, University of Central Florida, Orlando, United States
  • 2Department of Health and Exercise Science, Wake Forest University, Winston-Salem, Spain
  • 3Complex Systems in Sport, INEFC University of Barcelona, Barcelona, Spain
  • 4Department of Medicine, Faculty of Medicine and Health Sciences, University of Barcelona, Barcelona, Spain
  • 5Sticht Center for Healthy Aging and Alzheimer's Prevention, Wake Forest University School of Medicine, Winston-Salem, United States
  • 6Keck Laboratory for Network Physiology, Department of Physics, Boston University, Boston, United States
  • 7Department of Neurosurgery, Boston University Chobanian & Avedisian School of Medicine, Boston, United States
  • 8Institute of Biophysics and Biomedical Engineering, Bulgarian Academy of Sciences, Sofia, Bulgaria
  • 9Sticht Center for Healthy Aging and Alzheimer’s Prevention, Wake Forest University School of Medicine, Winston-Salem, United States

The final, formatted version of the article will be published soon.

Aging is associated with a decline in inter-muscular coordination and overall functional capacity. While the benefits of exercise on individual physiological systems are well established, it remains unclear whether regular training can also enhance inter-muscular network interactions and counteract age-related decline. Using a Network Physiology approach, this Case Report investigates the effects of a home-based exercise program on inter-muscular coordination in two older adults. Two older adults (aged 69 and 73) completed a 12-week program that included twice-weekly virtual group sessions, and one weekly session of moderate-intensity aerobic exercise (30 minutes). Before and after the intervention, participants underwent a maximal cardiopulmonary exercise test (CPET) on a motorized treadmill. During the CPET, surface electromyography (EMG) was recorded from the left and right rectus femoris and biceps femoris. Inter-muscular coordination was quantified using the Amplitude-Amplitude Cross-Frequency Coupling (ACFC) method. Ten time series of EMG band power were extracted for each muscle, representing distinct neuromuscular processes. Pearson's cross-correlation was then computed for each pair of EMG band power time series across all muscles. Pre-Intervention, both participants showed low overall link strength across all sub-networks. Post-Intervention, there was a pronounced (~400%) increase in average link strength across all sub-networks in both participants, primarily reflecting enhanced synchronization between distinct frequency bands across the rectus femoris and biceps femoris. These preliminary findings suggest that structured exercise may enhance inter-muscular network coordination in older adults. ACFC-derived network measures offer a promising tool for detecting early age-related decline and evaluating neuromuscular adaptations to exercise interventions.

Keywords: aging1, Network physiology2, Complex Systems3, Intermuscular coordination4, Skeletal muscles5, Electromyography6, case report7

Received: 15 Aug 2025; Accepted: 21 Oct 2025.

Copyright: © 2025 Garcia-Retortillo, Abenza Ortega, Thiamwong, Xie, Gordon, Ivanov and Brinkley. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence:
Plamen Ch. Ivanov, plamen@buphy.bu.edu
Tina E. Brinkley, tina.brinkley@advocatehealth.org

Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.