Research Summary
Biological Age
Does Our Body Age Gradually or in Sudden Waves?
Nonlinear Dynamics of Multi-Omics Profiles During Human Aging
Nature Aging • 14 August 2024

What Was Studied?
For many years, aging was considered a slow and continuous process. In this longitudinal study, researchers asked a different question: Does biological aging progress steadily throughout adult life, or does it follow distinct biological phases?
The investigators followed 108 healthy adults aged 25 to 75 years and repeatedly analysed thousands of biological markers over time. They used deep multi-omics profiling—a comprehensive approach that combines information from multiple biological systems rather than relying on a single laboratory test. This included analyses of gene activity, proteins, fats (lipids), metabolites (small molecules produced during metabolism), inflammatory signalling molecules, and other laboratory biomarkers, providing a detailed picture of how the body changes during aging.
The researchers aimed to identify biological markers associated with aging and to determine whether different physiological systems change at the same pace throughout life. They also compared individuals with normal insulin sensitivity and those with insulin resistance, a condition in which the body's cells respond less effectively to insulin and which increases the risk of type 2 diabetes and cardiovascular disease. This allowed them to investigate whether metabolic health influences the biological processes of aging.
Key Findings
The study suggests that human aging may occur in distinct biological phases rather than as a slow, continuous process. Around midlife and again later in adulthood, multiple biological systems appear to undergo coordinated changes that may increase susceptibility to chronic disease. The analysis showed that biological aging does not appear to progress at a constant pace. Instead, many biological markers changed in a non-linear manner, with the most pronounced transitions occurring around the ages of 44 and 60 years. These coordinated changes involved multiple physiological systems, including lipid metabolism, immune regulation, cardiovascular function, kidney function, and the body's ability to metabolise alcohol and caffeine.
Importantly, these age ranges represent population-level transitions rather than fixed biological milestones for every individual. The findings reinforce the concept that biological age and chronological age are not the same, and that different physiological systems may age at different rates.
The researchers also observed that individuals with insulin resistance exhibited distinct molecular aging patterns compared with insulin-sensitive participants. This finding suggests that metabolic health may influence not only the risk of chronic disease but also the biological pathways through which aging progresses.
Together, these results support the concept that biological aging is dynamic, highly individual, and shaped by the interaction of multiple biological systems. They also strengthen the emerging view that biological age may become a more meaningful indicator of health than chronological age when assessing future disease risk and planning personalised preventive strategies.
Why It Matters for Longevity
Rather than viewing aging as a single, uniform process, this study suggests that biological aging may occur in distinct phases and may be modified by an individual's metabolic health. Identifying these transitions with early diagnostics could help optimise the timing of preventive interventions and improve personalised longevity strategies.
Clinical Perspective
For clinicians, this study reinforces two important principles. First, chronological age alone does not fully reflect biological aging, as individuals may age through different biological pathways and at different rates. Second, maintaining good metabolic health—including preventing or treating insulin resistance—may influence not only the risk of diabetes and cardiovascular disease but also the biological processes associated with aging.
The findings also highlight the importance of timely preventive assessment, particularly during midlife, when biological aging may accelerate in many individuals. Comprehensive preventive diagnostics—including cardiovascular risk assessment, metabolic screening, body composition analysis and lifestyle evaluation—may be especially valuable before these biological transition periods, allowing earlier intervention before clinical disease develops.
Although further validation is needed before these findings can be incorporated into routine clinical practice, they support a shift from age-based medicine towards biology-based prevention, where prevention and monitoring are increasingly guided by an individual's biological health rather than chronological age alone.
Reviewed and Summarized by

Dr. Monika Mikulicz-Pasler, MD, PhD
LinkedInSpecialist in Cardiology
Specialist in Internal Medicine
KCM Longevity Clinic
Member of the Polish Association for Longevity Medicine
Original Scientific Publication
- Original Title
- Nonlinear Dynamics of Multi-Omics Profiles During Human Aging
- Journal
- Nature Aging
- Published
- 14 August 2024
- Authors
- Xiaotao Shen, et al.
Continue Exploring
Foundational reading

Biological Age
What Is Biological Age and Why Does It Matter More Than Your Birth Date?
Most people know their age. Few know how fast they are aging.
Read article
Biological Age
Can You Slow Down Your Biological Clock?
For many years, aging was viewed as an unavoidable process that could only be accepted.
Read article
Biological Age
Biological Age vs Chronological Age: What's the Difference?
Most people know their chronological age. Far fewer know their biological age.
Read article
Prevention & Diagnostics
What Do Biomarkers Reveal About Your Future Health?
Every day, the body generates thousands of biological signals.
Read articleRelated research summaries
Biological Age
Why Do We Age?
This landmark review introduced the concept of the Hallmarks of Aging, a framework that explains why our bodies gradually lose function over time.
Healthy Aging
What Makes Centenarians So Resistant to Disease?
This nationwide population-based cohort study investigated one of the most fundamental questions in longevity research: What enables some people to live beyond 100 years of age while maintaining relatively good health?
Healthy Aging
Can Healthy Habits Add More Healthy Years to Your Life?
This large prospective cohort study investigated one of the most important questions in preventive medicine: Can healthy lifestyle habits increase not only lifespan, but also the number of years lived free from major chronic diseases?
Physician-led care
Discuss your longevity strategy with our medical team
Every insight on this platform is designed to inform better decisions — not replace them. A private consultation translates knowledge into a personalized clinical pathway.