Evidence map›Paper›PMID 41967070›Full record

ArticleThe journals of gerontology. Series B, Psychological sciences and social sciences2026

Data-driven leisure-time physical activity trajectories of over 46 years and their associations with cognition in nonagenarians: a cohort study.

Paula Iso-Markku, Gabin Drouard, Vahid Farrahi, Anni Varjonen, Henri Vähä-Ypyä, Tommi Vasankari, Jaakko Kaprio, Eero Vuoksimaa, Sari Aaltonen

Abstract readTwin Study
In one paragraph

Article in The journals of gerontology. Series B, Psychological sciences and social sciences, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

9 authors.

Paula Iso-MarkkuInstitute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland.
Gabin DrouardInstitute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland.
Vahid FarrahiResearch Group of Data Analytics in Sport Sciences, Institute for Sports and Sport Sciences, TU Dortmund University, Dortmund, Germany.
Anni VarjonenInstitute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland.ORCID 0000-0002-8663-8835
Henri Vähä-YpyäThe UKK Institute for Health Promotion Research, Tampere, Finland.
Tommi VasankariThe UKK Institute for Health Promotion Research, Tampere, Finland.
Jaakko KaprioInstitute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland.ORCID 0000-0002-3716-2455
Eero VuoksimaaInstitute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland.
Sari AaltonenInstitute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland.ORCID 0000-0002-2873-4263

Funding

Research Council of Finland 314639Research Council of Finland 320109Research Council of Finland 345988
6 · The paper itself

Abstract

objectivesIn short follow-up studies, greater leisure-time physical activity (LTPA) has been associated with better cognition in old age, but more longitudinal studies are needed. Our aim was to identify long-term LTPA trajectories from midlife to late old age and examine whether these trajectories are associated with nonagenarians' cognition.

methodsIn total, 125 participants from the NONAGINTA-Memory and Health in Nonagenarians study were included. The participants responded to health surveys of the older Finnish Twin Cohort study, including LTPA at the mean ages of 45, 52, 59, and 91 years. Cognition was assessed at the mean age of 91 years (standard deviation 1.54) via telephone interview (global cognitive function, episodic memory, and semantic fluency). We identified LTPA trajectories with K-means clustering for longitudinal data, and we used generalized estimating equations models to investigate differences in cognition among the LTPA trajectories. Covariates included age, sex, and education.

resultsWe found 3 LTPA trajectories from midlife to nonagenarian age. The largest proportion of participants belonged to the Constant low trajectory (52%), characterized by a stable low level of physical activity throughout the follow-up. Two other trajectories were Starting low and increasing (25%) and Starting high and decreasing (23%). Nonagenarians' cognitive measures did not differ among the LTPA trajectories. DISCUSSION: Longitudinal physical activity behavior may not preserve cognitive function in those who survive to nonagenarian age but larger studies are warranted.

Indexed as

AgingCognitionExerciseLeisure ActivitiesAgedAged, 80 and overCohort StudiesFemaleFinlandHumansLongitudinal StudiesMaleMemory, EpisodicMiddle AgedCognitive functionEpisodic memoryLongitudinalPhysical exerciseSemantic fluency

Identifiers

PMID41967070
PMCPMC13180642

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.