Journal article icon

Journal article

Not all steps are equal: independent prospective associations of stepping volume and patterns with incident type 2 diabetes mellitus in the Maastricht study

Abstract:
Background: Stepping has been associated with reduced risk for type 2 diabetes (T2D), but existing prospective studies focus largely on average stepping volume (steps per day or week) and ignore important differences in how stepping is accumulated. Here, we examined independent associations of stepping volume and within and between day variability, with incident T2D. Methods: Participants (n = 4594, 40-75y) without preexisting T2D from The Maastricht Study wore an activPAL3 accelerometer (6–7 days). Prospective associations of stepping volume (steps/day) with incident T2D were assessed using Cox proportional hazards models with restricted cubic splines, adjusted for age, sex, BMI, education, smoking, CVD, sedentary time and diet. Four indices of between-day (i-iii below) and within-day (iv below) stepping pattern were modelled alongside total steps/day. These were: (i) proportion of steps accumulated on the 2 most active days (%Active-2days), (ii) between-day step count variability (BDV) and (iii) inter-daily step count stability (IS), (iv) within-day variability in stepping (WDV) (variability in steps/hour). Higher values in %Active-2days, BDV and WDV indicate greater variation in stepping between or within days. Higher IS values indicate greater uniformity in hourly stepping pattern between days. Results: Over 30,336 person-years of follow-up (mean 6.6y), 178 incident cases of T2D were recorded. A non-linear (p = 0.04) ‘L-shaped’ association was observed between stepping volume and T2D risk, with steeper risk reduction earlier in the steps/day distribution. Relative to accumulating ≤ 5000 steps/day, adjusted hazard ratios (95% CI) were 0.57 (0.34, 0.96) for 5000–7500 steps/day, 0.60 (0.65–0.94) for 7501–10,000 steps/day, 0.48 (0.25, 0.89) for 10,001–12,500 steps/day and 0.68 (0.37, 1.24) for > 12,501 steps/day. Higher %Active-2days, BDV, and lower IS, (cumulatively describing a stepping pattern which is variable between days and within days), were linearly associated with T2D risk independent of stepping volume. HRs per SD increase were: %Active-2days 0.70 (0.65, 0.97), BDV 0.69 (0.54, 0.89) and IS 1.32 (1.08, 1.63). Conclusions: Substantial reductions in T2D risk can be achieved by accumulating more steps during the day. Further, accumulating steps in a pattern possibly reflecting periodic larger doses of stepping may provide additional reductions in T2D risk. Future research regarding volume and optimum patterns of stepping could form the basis of the next generation of public health guidance and interventions to improve health through movement.
Publication status:
Published
Peer review status:
Peer reviewed

Actions

Access Document

Publisher copy:
10.1186/s12966-025-01839-z

Authors

More by this author
Role:
Author
ORCID:
0000-0001-6880-7597
More by this author
Role:
Author
ORCID:
0000-0003-3899-471X
More by this author
Role:
Author
ORCID:
0000-0002-3115-338X
More by this author
Role:
Author
ORCID:
0000-0001-7684-3571
More by this author
Role:
Author
ORCID:
0000-0003-4333-4564


More from this funder
Funder identifier:
https://ror.org/02wdwnk04


Publisher:
BioMed Central
Journal:
International Journal of Behavioral Nutrition and Physical Activity More from this journal
Volume:
22
Issue:
1
Article number:
145
Publication date:
2025-11-19
Acceptance date:
2025-09-22
DOI:
EISSN:
1479-5868
ISSN:
1479-5868


Language:
English
Keywords:
Pubs id:
2335095
UUID:
uuid_768cfb12-c827-4d08-8a13-1742848d63a1
Local pid:
pubs:2335095
Source identifiers:
3487918
Deposit date:
2025-11-19
ARK identifier:
This ORA record was generated from metadata provided by an external service. It has not been edited by the ORA Team.

Terms of use


Views and Downloads






If you are the owner of this record, you can report an update to it here: Report update to this record

TO TOP