Relationship Between Activity Tracker Metrics and the Physical Activity Index and Their Association With Cardiometabolic Phenotypes, Subclinical Atherosclerosis, and Cardiac Remodeling: Cross-Sectional Study
We identified 3 groups of wearable metrics with distinct characteristics. While total activity had a significant relationship with self-reported PAI, most metrics of elevated METs did not. Total activity had a consistent and favorable association with lipid and glucose profiles and a dose-dependent association with cardiac remodeling. Elevated METs alone did not appear to have a significant association with favorable cardiovascular profiles. This study suggests that the total activity metrics are robust and dependable when interpreting an individual's activity levels, with construct validity according to self-reported PAI and a positive association with lipid and glucose profiles, and demonstrate dose-dependent associations with cardiac remodeling after adjustment for demographics and risk factors. Findings related to elevated METs may be due to the Hawthorne effect and require further studies.
Authors
- Alex Weixian Tan
- Enver De Wei Loh (ORCID: https://orcid.org/0000-0002-9205-1854)
- Khung Keong Yeo (ORCID: https://orcid.org/0000-0002-5457-4881)
- Onur Varli
- Mark Kei Fong Wong (ORCID: https://orcid.org/0000-0003-4146-9588)
- Jonathan Jiunn Liang Yap (ORCID: https://orcid.org/0000-0002-5227-8536)
- E. Y. K. Ng (ORCID: https://orcid.org/0000-0002-5701-1080)
- Xiayan Shen (ORCID: https://orcid.org/0000-0001-7248-0179)
- Calvin Chin (ORCID: https://orcid.org/0000-0002-9867-4390)
- Swee Yaw Tan (ORCID: https://orcid.org/0000-0002-2780-3247)
- Weiting Huang (ORCID: https://orcid.org/0000-0003-3453-2374)
- Tracy Koh
- Siew Ching Kong (ORCID: https://orcid.org/0009-0003-6871-7139)
Institutions
- Nanyang Technological University (SG)
- National Heart Centre Singapore (SG)
Publication Details
- Journal
- JMIR mhealth and uhealth
- Published
- 2025-09-24
- DOI
- https://doi.org/10.2196/71213
- Primary Topic
- Physical Activity and Health
- Type
- article
- Field-Weighted Citation Impact
- 0.00