[HTML][HTML] ExplaiNAble BioLogical Age (ENABL Age): an artificial intelligence framework for interpretable biological age

W Qiu, H Chen, M Kaeberlein, SI Lee - The Lancet Healthy Longevity, 2023 - thelancet.com
Background Biological age is a measure of health that offers insights into ageing. The
existing age clocks, although valuable, often trade off accuracy and interpretability. We …

An explainable AI framework for interpretable biological age

W Qiu, H Chen, M Kaeberlein, SI Lee - medRxiv, 2022 - medrxiv.org
Background An individual's biological age is a measurement of health status and provides a
mechanistic understanding of aging. Age clocks estimate a biological age of an individual …

[HTML][HTML] An interpretable biological age

Q Zhang - The Lancet Healthy Longevity, 2023 - thelancet.com
Biological age as an integrated value of biophysiological measures has been widely
investigated as a biomarker of ageing. It outperforms chronological age in predicting the …

[HTML][HTML] Extracting biological age from biomedical data via deep learning: too much of a good thing?

TV Pyrkov, K Slipensky, M Barg, A Kondrashin… - Scientific reports, 2018 - nature.com
Age-related physiological changes in humans are linearly associated with age. Naturally,
linear combinations of physiological measures trained to estimate chronological age have …

Exploring domains, clinical implications and environmental associations of a deep learning marker of biological ageing

A Gialluisi, A Di Castelnuovo, S Costanzo… - European Journal of …, 2022 - Springer
Abstract Deep Neural Networks (DNN) have been recently developed for the estimation of
Biological Age (BA), the hypothetical underlying age of an organism, which can differ from its …

[HTML][HTML] Artificial intelligence for aging and longevity research: Recent advances and perspectives

A Zhavoronkov, P Mamoshina, Q Vanhaelen… - Ageing research …, 2019 - Elsevier
The applications of modern artificial intelligence (AI) algorithms within the field of aging
research offer tremendous opportunities. Aging is an almost universal unifying feature …

[HTML][HTML] Longevity medicine: upskilling the physicians of tomorrow

E Bischof, M Scheibye-Knudsen, R Siow… - The Lancet Healthy …, 2021 - thelancet.com
With modern advances in artificial intelligence and machine learning, biomarker research
and drug development have produced numerous tools for early diagnostics and prevention …

Population specific biomarkers of human aging: a big data study using South Korean, Canadian, and Eastern European patient populations

P Mamoshina, K Kochetov, E Putin… - The Journals of …, 2018 - academic.oup.com
Accurate and physiologically meaningful biomarkers for human aging are key to assessing
antiaging therapies. Given ethnic differences in health, diet, lifestyle, behavior …

[HTML][HTML] Biological age estimation using circulating blood biomarkers

J Bortz, A Guariglia, L Klaric, D Tang, P Ward… - Communications …, 2023 - nature.com
Biological age captures physiological deterioration better than chronological age and is
amenable to interventions. Blood-based biomarkers have been identified as suitable …

Epidemiological and genetic overlap among biological aging clocks: New challenges in biogerontology

A Gialluisi, A Santoro, A Tirozzi, C Cerletti… - Ageing Research …, 2021 - Elsevier
Estimators of biological age (BA)–defined as the hypothetical underlying age of an organism–
have attracted more and more attention in the last years, especially after the advent of new …