Evidence map›Paper›PMID 40088116›Full record

ArticleThe journals of gerontology. Series A, Biological sciences and medical sciences2025

Characterization of Dynamic Adaptation to Stressors Using Multisystem Stimulus-Response Data: The Study of Physical Resilience in Aging Pilot.

Karen Bandeen-Roche, Jiafeng Zhu, Qian-Li Xue, Brian Buta, Thomas Laskow, Jeremy D Walston, Ravi Varadhan

Abstract read
In one paragraph

Article in The journals of gerontology. Series A, Biological sciences and medical sciences, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. From Static Risk Estimates to Dynamic Clinical Trajectories: A Conceptual Analysis of Perioperative Medicine.Health care analysis : HCA : journal of health philosophy and policy · 2026
    Article
  2. Clinical predictors of resilience following total knee arthroplasty: the PRIME-KNEE study.The journals of gerontology. Series A, Biological sciences and medical sciences · 2026
    Article
  3. Article
  4. Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

7 authors.

Karen Bandeen-RocheDepartment of Biostatistics, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland, USA.
Jiafeng ZhuDepartment of Preventive Medicine, Northwestern University, Chicago, Illinois, USA.
Qian-Li XueCenter on Aging and Health, Johns Hopkins Medical Institutions, Baltimore, Maryland, USA.ORCID 0000-0001-8818-7444
Brian ButaCenter on Aging and Health, Johns Hopkins Medical Institutions, Baltimore, Maryland, USA.ORCID 0000-0002-0752-2456
Thomas LaskowDepartment of Medicine, School of Medicine, Johns Hopkins University, Baltimore, Maryland, USA.
Jeremy D WalstonCenter on Aging and Health, Johns Hopkins Medical Institutions, Baltimore, Maryland, USA.
Ravi VaradhanCenter on Aging and Health, Johns Hopkins Medical Institutions, Baltimore, Maryland, USA.ORCID 0000-0002-8434-1034

Funding

QAQC Johns Hopkins Institute for Clinical and Translational ResearchUL1TR003098 · NCATS · JOHNS HOPKINS UNIVERSITY · PI FORD, DANIEL ERNEST · 2019 to 2023
$57.7M
Technological Assessment and Solutions Core - RC4P30AG021334 · NIA · JOHNS HOPKINS UNIVERSITY · PI Jeremy D Walston · 2003 to 2026
$33.2M
ConProject-001UH3AG056933 · NIA · JOHNS HOPKINS UNIVERSITY · PI BANDEEN-ROCHE, KAREN J., VARADHAN, RAVI · 2019 to 2021
$7.0M
Characterizing Resiliencies to Physical Stressors in Older Adults: A Dynamical Physiological Systems ApproachUH2AG056933 · NIA · JOHNS HOPKINS UNIVERSITY · PI BANDEEN-ROCHE, KAREN J., VARADHAN, RAVI · 2017 to 2018
$3.5M
Johns Hopkins Institute for Clinical and Translational ResearchNCATS NIH HHS UL1 TR003098NCATS NIH HHS UL1TR003098NIA NIH HHS 1UH3AG056933NIA NIH HHS P30 AG021334NIA NIH HHS UH2 AG056933NIA NIH HHS UH3 AG056933
6 · The paper itself

Abstract

Resilience to stressors has emerged as a major gerontological concept aiming to promote more positive outcomes for older adults. Achieving this aim relies on determining mechanisms underlying the capacity to respond resiliently. This article seeks proof of principle for the hypothesis that physical aspects of said capacity are rooted in the fitness of one's physiology governing stress response, conceptualized as a dynamical system. The Study of Physical Resilience in Aging ("SPRING") leveraged stimulus-response experiments to characterize physiological fitness in older adults scheduled for 1 of 3 major stressors: total knee replacement, incident hemodialysis, or bone marrow transplant in hematological cancer. Here we analyze Holter monitor time series characterizing heart rate variability (HRV), cortisol responses to adrenocorticotropic hormone (ACTH) stimulation, and repeated diurnal salivary cortisol assessment in the SPRING pilot (n = 79). Principal component analysis was applied anticipating steady-state and "adaptation" mechanisms underlying the repeated physiological measures. Analytic features evidenced these mechanisms, supporting construct validity. Component scores were analyzed by major stressor, hypothesized surrogate physiological measures (physical frailty phenotype, self-report of health), and demographic, health, and behavioral characteristics. Scores differed substantially by stressor type and the surrogate physiological measures, evidencing criterion validity. Our data support that HRV, ACTH, and salivary cortisol stimulus-response data jointly assess adaptation capacity across 3 major stressors. We believe that SPRING is the first study in humans to concurrently query multiple physiological systems using stimulus-response tests. Our findings lay groundwork for future validation with further data and to better forecast resilience of older adults to clinical stressors.

Indexed as

Adaptation, PhysiologicalAgingPhysical FitnessAdrenocorticotropic HormoneAgedAged, 80 and overElectrocardiography, AmbulatoryFemaleHeart RateHumansHydrocortisoneMaleMiddle AgedPilot ProjectsSalivaAdrenocorticotropic HormoneHydrocortisoneAutonomic nervous systemFrailtyHypothalamic-pituitary axisPrincipal component analysisStress response

Identifiers

PMID40088116
PMCPMC12104804

What OpenQuestion holds

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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.