Metrics of Physiological Network Topology Are Novel Biomarkers to Capture Functional Disability and Health

J Gerontol A Biol Sci Med Sci. 2024 Dec 11;80(1):glae268. doi: 10.1093/gerona/glae268.

Abstract

Background: Physiological networks are highly complex, integrating connections among multiple organ systems and their dynamic changes underlying human aging. It is unknown whether individual-level network could serve as robust biomarkers for health and aging.

Methods: We used personalized network analysis to construct a single-sample network and examine the associations between network properties and functional disability in the Rugao Longevity and Aging Study (RuLAS), the China Health and Retirement Longitudinal Study (CHARLS), the Chinese Longitudinal Healthy Longevity Survey (CLHLS), and the National Health and Nutrition Examination Survey (NHANES).

Results: We observed impairments in interconnected physiological systems among long-lived adults in RuLAS. Single-sample network analysis was applied to reflect the co-occurrence of these multisystem impairments at the individual level. The activities of daily living (ADL)-disabled individuals' networks exhibited notably increased connectivity among various biomarkers. Significant associations were found between network topology and functional disability across RuLAS, CHARLS, CLHLS, and NHANES. Additionally, network topology served as a novel biomarker to capture risks of incident ADL disability in CHARLS. Furthermore, these metrics of physiological network topology predicted mortality across 4 cohorts. Sensitivity analysis demonstrated that the prediction performance of network topology remained robust, regardless of the chosen biomarkers and parameters.

Conclusions: These findings showed that metrics of network topology were sensitive and robust biomarkers to capture risks of functional disability and mortality, highlighting the role of single-sample physiological networks as novel biomarkers for health and aging.

Keywords: Emergent property; Functional disability; Network topology; Physiological network.

MeSH terms

  • Activities of Daily Living*
  • Aged
  • Aged, 80 and over
  • Aging / physiology
  • Biomarkers* / blood
  • China / epidemiology
  • Disability Evaluation
  • Female
  • Geriatric Assessment / methods
  • Health Status
  • Humans
  • Longevity / physiology
  • Longitudinal Studies
  • Male
  • Middle Aged
  • Nutrition Surveys
  • Persons with Disabilities / statistics & numerical data

Substances

  • Biomarkers