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Updated: Feb 4, 2026

Trajectory Data Analyses for Pedestrian Space-time Activity Study
Published on: February 25, 2013
Leisure-time physical activity and sedentary behavior trajectories during middle and late adulthood in relation to
Mengyao Guo1, Shiyi Chen2, Huanyu Wang1
1School of Exercise and Health, Shanghai University of Sport, Shanghai 200438, China.
Background:
Leisure-time physical activity (LTPA) and sedentary behavior (SB) are considered important modifiable risk factors for Type 2 diabetes mellitus (T2DM). However, the associations of long-term trajectories of LTPA and LTSB with T2DM risk remains uncertain.
Methods:
Leveraging prospective cohort data from the China Health and Nutrition Survey (CHNS), we identified the long-term trajectories of LTPA and LTSB among 7,188 participants from 2004 (31 to 77 years) to 2015 (42 to 88 years) by group-based trajectory modeling. Cox regression was used to assess the associations of LTPA and LTSB trajectories with T2DM.
Results:
During a mean follow-up of 9.13 years, 715 new-onset T2DM were identified. Three distinct trajectories were identified for both LTPA and LTSB, respectively. Participants in the high decreasing trajectory, but still remains at a relatively high level of LTPA had a 45% lower risk of T2DM (HR: 0.55; 95% CI: 0.30-0.99), relative to those in the inactive stable trajectory. Conversely, compared with the low stable trajectory, the high increasing trajectory of LTSB had a 130% higher risk of T2DM (HR: 2.30; 95% CI: 1.03-5.10).
Conclusion:
This prospective study suggests that maintaining higher levels of LTPA and lower levels of LTSB may reduce the risk of T2DM during middle and late adulthood.
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