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Tracking and Trajectory Analysis of Active Commuting from Childhood to Midlife

Year of publication

2025

Authors

Yang, Xiaolin; Kukko, Tuomas; Salin, Kasper; Kulmala, Janne; Rovio, Suvi P.; Pahkala, Katja; Lehtimäki, Terho; Raitakari, Olli T.; Tammelin, Tuija H.

Abstract

Purpose To examine the tracking and trajectories of active commuting (AC) from childhood to midlife and their association with physical activity (PA) levels over 35 years. Methods Self-rated AC and PA data were extracted from the Young Finns Study across six phases (1983 − 2018) for tracking (n = 2851) and trajectories (n = 1220). Accelerometer-derived PA was quantified in 2018–2020 (n = 1134). AC tracking was analyzed using Spearman’s correlation, percentage agreements, and kappa statistics. Latent class analysis was used to identify distinct AC trajectories, and their associations with adult PA were subsequently evaluated. Results Tracking correlations of AC over 3 − 4, 6 − 7, 15, 18, and 35 years for both sexes were 0.40 − 0.43, 0.30 − 0.33, 0.25 − 0.32, 0.20 − 0.23, and 0.15 − 0.22 in summer, and 0.38 − 0.42, 0.35 − 0.41, 0.30 − 0.40, 0.25 − 0.33, and 0.23 − 0.31 in winter, respectively. Percentage agreements exceeded 54%, with kappa statistics ranging from slight to fair over time. Based on AC trajectories, four classes were identified for men (M) and five for women (W): stable car commuting (M:58.9%, W:37.4%), decreasing AC (M:16.5%, W:22.2%), increasing AC (M:12.8%, W:17.3%), and stable AC (M:11.8%), stable active walking (W:12.2%), and stable active summer cycling (W:10.8%). Compared to stable car-commuting ones, women who consistently walked or cycled in summer had higher adult moderate-to-vigorous PA and step counts. Men with consistent AC accumulated more steps and higher self-reported PA. Increasing AC in men also reported higher total PA. Stable AC participants were more physically active on weekdays, while men in the increased AC group were more active on weekends. Conclusions Tracking of AC from childhood to mid-adulthood was low to moderately high. Stable and increasing AC trajectories predicted higher adult PA levels during weekdays or weekends.
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Organizations and authors

University of Turku

Pahkala Katja

Raitakari Olli

Rovio Suvi-Päivikki

Tampere University

Lehtimäki Terho Orcid -palvelun logo

Tampere University Hospital

Lehtimäki Terho Orcid -palvelun logo

JAMK University of Applied Sciences

Kulmala Janne Orcid -palvelun logo

Tammelin Tuija H. Orcid -palvelun logo

Kukko Tuomas Orcid -palvelun logo

Yang Xiaolin Orcid -palvelun logo

Publication type

Publication format

Article

Parent publication type

Journal

Article type

Original article

Audience

Scientific

Peer-reviewed

Peer-Reviewed

MINEDU's publication type classification code

A1 Journal article (refereed), original research

Publication channel information

Volume

57

Issue

10

Pages

2196-2206

​Publication forum

63171

​Publication forum level

3

Open access

Open access in the publisher’s service

Yes

Open access of publication channel

Partially open publication channel

Self-archived

Yes

Other information

Fields of science

Sport and fitness sciences; General medicine, internal medicine and other clinical medicine; Public health care science, environmental and occupational health

Identified topic

[object Object]

Publication country

United States

Internationality of the publisher

International

Language

English

International co-publication

Yes

Co-publication with a company

Yes

DOI

10.1249/mss.0000000000003760

The publication is included in the Ministry of Education and Culture’s Publication data collection

Yes