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Updated: Dec 28, 2025

Author Spotlight: Automated Lifespan Monitoring – Discovering Aging Dynamics with the Lifespan Machine
Published on: January 26, 2024
The challenges of estimating biological age
Alexey Moskalev1,2,3
1Institute of Biology of the Komi Science Center, Ural Branch of Russian Academy of Sciences, Syktyvkar, Russian Federation.
Researchers compared nine methods over 20 years to identify the best biological age indicators. This study highlights key markers for assessing biological aging accurately.
Area of Science:
- Gerontology
- Biomarker Discovery
- Aging Research
Background:
- Biological age is a crucial metric for assessing healthspan and lifespan.
- Accurate biological age estimation is essential for personalized medicine and longevity research.
- Numerous biomarkers and methodologies exist, necessitating a comprehensive comparison.
Purpose of the Study:
- To compare nine distinct approaches for estimating biological age.
- To identify the most reliable and promising indicators of biological age.
- To provide insights into long-term trends in biological age assessment.
Main Methods:
- Longitudinal study design over a 20-year period.
- Comparative analysis of nine different biological age estimation methods.
- Statistical evaluation of indicator performance and reliability.
Main Results:
- Identification of specific biomarkers demonstrating high predictive power for biological age.
- Demonstration of significant differences in the efficacy of various approaches over time.
- Validation of the most promising indicators for future research and clinical application.
Conclusions:
- A subset of indicators consistently proved superior in predicting biological age across the study period.
- The findings provide a robust foundation for selecting optimal biomarkers in aging research.
- This long-term comparison offers valuable guidance for developing more accurate biological age assessment tools.
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