Evidence map›Paper›PMID 41015496›Full record

ArticleJournal of applied physiology (Bethesda, Md. : 1985)2025

Multidimensional Modeling to Maximize Adaptations to eXercise: the M

Zachary A Graham, Matthew P Bubak, Christiana J Raymond-Pope, Gary R Cutter, Jeremy S McAdam, S Craig Tuggle, Jacob A Siedlik, Luis G O de Sousa, Ed J Chappe, Kana Meece and 16 more

Registry-linked trialAbstract readClinical Trial Protocol
In one paragraph

Article in Journal of applied physiology (Bethesda, Md. : 1985), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07500727 (Skeletal Muscle Aging and Responsiveness in Aged People With MS), which is not on this map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT07500727 narecruitingnot on this mapstarted 2026, after this paper: background citation

Skeletal Muscle Aging and Responsiveness in Aged People With MS

TypeinterventionalSponsorOklahoma Medical Research FoundationRan2026 to 2026Enrolled10ConditionsMultiple Sclerosis, AgingArmsExercise trial consisting of both cardiovascular and strength training
3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

26 authors.

Zachary A GrahamHealthspan, Resilience and Performance Research, Florida Institute for Human and Machine Cognition, Pensacola, Florida, United States.ORCID 0000-0002-6506-7025
Matthew P BubakAging and Metabolism, Oklahoma Medical Research Foundation, Oklahoma City, Oklahoma, United States.ORCID 0000-0003-4953-4671
Christiana J Raymond-PopeAging and Metabolism, Oklahoma Medical Research Foundation, Oklahoma City, Oklahoma, United States.ORCID 0000-0003-3930-5904
Gary R CutterHealthspan, Resilience and Performance Research, Florida Institute for Human and Machine Cognition, Pensacola, Florida, United States.
Jeremy S McAdamHealthspan, Resilience and Performance Research, Florida Institute for Human and Machine Cognition, Pensacola, Florida, United States.ORCID 0009-0005-1126-6079
S Craig TuggleHealthspan, Resilience and Performance Research, Florida Institute for Human and Machine Cognition, Pensacola, Florida, United States.
Jacob A SiedlikHealthspan, Resilience and Performance Research, Florida Institute for Human and Machine Cognition, Pensacola, Florida, United States.
Luis G O de SousaAging and Metabolism, Oklahoma Medical Research Foundation, Oklahoma City, Oklahoma, United States.ORCID 0000-0003-1013-2595
Ed J ChappeHealthspan, Resilience and Performance Research, Florida Institute for Human and Machine Cognition, Pensacola, Florida, United States.
Kana MeeceHealthspan, Resilience and Performance Research, Florida Institute for Human and Machine Cognition, Pensacola, Florida, United States.
Amritpal KaurHealthspan, Resilience and Performance Research, Florida Institute for Human and Machine Cognition, Pensacola, Florida, United States.
Benny S RuizHealthspan, Resilience and Performance Research, Florida Institute for Human and Machine Cognition, Pensacola, Florida, United States.
Sophia C BammanHealthspan, Resilience and Performance Research, Florida Institute for Human and Machine Cognition, Pensacola, Florida, United States.
Katherine M VanselowHealthspan, Resilience and Performance Research, Florida Institute for Human and Machine Cognition, Pensacola, Florida, United States.
Trevor W PerryHealthspan, Resilience and Performance Research, Florida Institute for Human and Machine Cognition, Pensacola, Florida, United States.
Jorge S Acosta-ArreguinHealthspan, Resilience and Performance Research, Florida Institute for Human and Machine Cognition, Pensacola, Florida, United States.
Natalie J BohmkeDepartment of Physiology and Aging, University of Florida, Gainesville, Florida, United States.ORCID 0000-0002-6811-0615
Gregory J AddisonHealthspan, Resilience and Performance Research, Florida Institute for Human and Machine Cognition, Pensacola, Florida, United States.
J Michelle BowersHealthspan, Resilience and Performance Research, Florida Institute for Human and Machine Cognition, Pensacola, Florida, United States.
Rachel L WrightHealthspan, Resilience and Performance Research, Florida Institute for Human and Machine Cognition, Pensacola, Florida, United States.
Lena D FuentesArthritis and Clinical Immunology, Oklahoma Medical Research Foundation, Oklahoma City, Oklahoma, United States.
Jennifer E SmithArthritis and Clinical Immunology, Oklahoma Medical Research Foundation, Oklahoma City, Oklahoma, United States.
Karyn A EsserDepartment of Physiology and Aging, University of Florida, Gainesville, Florida, United States.ORCID 0000-0002-5791-1441
Benjamin F MillerAging and Metabolism, Oklahoma Medical Research Foundation, Oklahoma City, Oklahoma, United States.ORCID 0000-0003-3283-0685
Sue C BodineAging and Metabolism, Oklahoma Medical Research Foundation, Oklahoma City, Oklahoma, United States.ORCID 0000-0002-5742-9145
Marcas M BammanHealthspan, Resilience and Performance Research, Florida Institute for Human and Machine Cognition, Pensacola, Florida, United States.ORCID 0000-0002-5017-5453

Funding

Multidimensional predictive modeling to understand mechanisms of exercise response heterogeneity in older adultsR01AG089192 · NIA · FLORIDA INSTITU /HUMAN/MACHINE COGNITION · PI MARCAS M BAMMAN, Sue C Bodine · 2024 to 2026
$4.5M
HHS | NIH | National Institute on Aging (NIA) 1R01AG089192NIA NIH HHS R01 AG089192
6 · The paper itself

Abstract

Age-related functional declines are thought to be caused by hallmark biological processes that manifest in physical, mental, and metabolic impairments compromising intrinsic capacity, healthspan, and quality of life. Exercise is a multipotent treatment with promise to mitigate most aging hallmarks, but there is substantial variability in individual exercise responsiveness. This interindividual response heterogeneity (IRH) was first extensively interrogated by Bouchard and colleagues in the context of endurance training. Our group has interrogated IRH in response to resistance training and combined training, and we have conducted trials in older adults examining dose titration and adjuvant treatments in attempts to boost response rates. Despite the work of many groups, the mechanisms underpinning IRH and effective mitigation strategies largely remain elusive. The National Institute on Aging (NIA) hosted a focused workshop in 2022 titled "Understanding heterogeneity of responses to, and optimizing clinical efficacy of, exercise training in old adults." This workshop spurred a dedicated NIA request for applications (RFA) with the major goal "to better understand factors underlying response variability to exercise training in older adults." We developed a two-phase Sequential Multiple Assignment Randomized Trial in response to the RFA that will allow us to classify individual responsiveness to combined endurance and resistance training and interrogate potential mechanistic underpinnings (

Indexed as

Adaptation, PhysiologicalAgingExerciseAgedEndurance TrainingFemaleHumansMaleRandomized Controlled Trials as TopicResearch DesignResistance Trainingcombined traininggeroscienceheterogeneityskeletal muscle

Identifiers

PMID41015496
PMCPMC13061338

What Socratic holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.