Evidence map›Paper›PMID 41243382›Full record

ArticleHuman brain mapping2025

The Functional Connectome Mediates Associations Between Fitness and Cognition Across the Adult Lifespan.

Junaid S Merchant, Jeremy J Purcell, Daniel D Callow, Junyeon Won, Yash Kommula, Samuel Rosenberg, Yi Wei, John L Woodard, Kristy A Nielson, Stephen M Rao and 3 more

Abstract read
In one paragraph

Article in Human brain mapping, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the 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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

13 authors.

Junaid S MerchantDepartment of Epidemiology and Biostatistics, School of Public Health, University of Maryland, College Park, Maryland, USA.ORCID 0000-0002-4315-6211
Jeremy J PurcellMaryland Neuroimaging Center, University of Maryland, College Park, Maryland, USA.ORCID 0000-0003-4331-4467
Daniel D CallowDepartment of Psychiatry and Behavioral Science, School of Medicine, Johns Hopkins University, Baltimore, Maryland, USA.
Junyeon WonDepartment of Neurology, University of Texas Southwestern Medical Center, Dallas, Texas, USA.
Yash KommulaNeuroscience and Cognitive Science Program, University of Maryland, College Park, Maryland, USA.
Samuel RosenbergMaryland Neuroimaging Center, University of Maryland, College Park, Maryland, USA.
Yi WeiNeuroscience and Cognitive Science Program, University of Maryland, College Park, Maryland, USA.
John L WoodardDepartment of Psychology, Wayne State University, Detroit, Michigan, USA.
Kristy A NielsonDepartment of Psychology, Marquette University, Milwaukee, Wisconsin, USA.
Stephen M RaoCenter for Brain Health, Neurological Institute, Cleveland Clinic, Cleveland, Ohio, USA.
Sally DurgerianDepartment of Diagnostic Radiology, Imaging Institute, Cleveland Clinic, Cleveland, Ohio, USA.
Shuo ChenMaryland Psychiatric Research Center, Department of Psychiatry, University of Maryland-Baltimore, Baltimore, Maryland, USA.ORCID 0000-0002-7990-4947
J Carson SmithNeuroscience and Cognitive Science Program, University of Maryland, College Park, Maryland, USA.ORCID 0000-0001-6142-0920

Funding

Neural Mechanisms for Associations Between Fitness and Cognition in AgingR56AG078366 · NIA · UNIV OF MARYLAND, COLLEGE PARK · PI SMITH, JEROME CARSON · 2023 to 2023
$642k
Aging Adult Vulnerability and Resiliency in the Aging Adult Brain Connectome U19AG073585Human Connectome Project in Aging HCP-A,U01AG052564McDonnell Center for Systems NeuroscienceNIA NIH HHS R56AG078366
6 · The paper itself

Abstract

Cardiorespiratory fitness (CRF) is increasingly recognized as essential for improving neural and cognitive function, especially in older age. Here, we examined a cross-sectional sample of the Human Connectome Project (HCP) Aging dataset (ages 36-100; N = 378) to test the hypothesis that functional connectivity profiles that are related to CRF are also associated with episodic memory and executive function across middle age and older adults. To test these hypotheses, we first used connectome-based predictive modeling (CPM) to identify functional connections (FCs) that were separately predictive of CRF (2 Minute Walk Test), episodic memory (Rey Auditory Verbal Learning Test), and executive function (Flanker task). Briefly, this involved using nine-fold cross-validation to identify the top 2% of FCs most correlated with the outcome measure (e.g., CRF), adjusting for age, education, and sex. We then examined the relationship between CRF (as the predictor), cognitive function (as outcome), and FCs (as mediator or moderator). First, there was a high degree of overlap between the CRF and the cognition measure functional connectivity profiles in both the ventral attentional and limbic networks. Second, although we did not observe moderation effects, we did observe that these functional connectivity profiles fully mediated the relationship between CRF and episodic memory and partially mediated the relationship between CRF and executive function. Together, these findings suggest that the connectivities within the ventral attention network (VAN), particularly with the right mid-insula, right inferior frontal gyrus, and the limbic network, are neural mechanisms that underlie the associations between CRF and cognition across the lifespan from middle to older adulthood. These findings provide insight into the potential targets (CRF) and biomarkers (functional connectivity profiles) of brain health for future interventions to improve or maintain neurocognitive health in aging.

Indexed as

AgingCardiorespiratory FitnessCognitionConnectomeAdultAgedAged, 80 and overBiomarkersBrainExecutive FunctionFemaleHumansMagnetic Resonance ImagingMaleMemory, EpisodicMiddle AgedBiomarkerscognitive agingepisodic memoryexecutive functionexercisefMRIfunctional connectivityphysical activity

Identifiers

PMID41243382
PMCPMC12620254

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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 OpenQuestion graph.