[HTML][HTML] DeepMAge: a methylation aging clock developed with deep learning

F Galkin, P Mamoshina, K Kochetov… - Aging and …, 2021 - ncbi.nlm.nih.gov
DNA methylation aging clocks have become an invaluable tool in biogerontology research
since their inception in 2013. Today, a variety of machine learning approaches have been …

A pan-tissue DNA-methylation epigenetic clock based on deep learning

LP de Lima Camillo, LR Lapierre, R Singh - npj Aging, 2022 - nature.com
Several age predictors based on DNA methylation, dubbed epigenetic clocks, have been
created in recent years, with the vast majority based on regularized linear regression. This …

methylclock: a Bioconductor package to estimate DNA methylation age

D Pelegí-Sisó, P De Prado, J Ronkainen… - …, 2021 - academic.oup.com
Motivation Ageing is a biological and psychosocial process related to diseases and
mortality. It correlates with changes in DNA methylation (DNAm) in all human tissues …

Recalibrating the epigenetic clock: implications for assessing biological age in the human cortex

GL Shireby, JP Davies, PT Francis, J Burrage… - Brain, 2020 - academic.oup.com
Human DNA methylation data have been used to develop biomarkers of ageing, referred to
as 'epigenetic clocks', which have been widely used to identify differences between …

[HTML][HTML] Chronological age prediction: developmental evaluation of DNA methylation-based machine learning models

H Fan, Q Xie, Z Zhang, J Wang, X Chen… - … in Bioengineering and …, 2022 - frontiersin.org
Epigenetic clock, a highly accurate age estimator based on DNA methylation (DNAm) level,
is the basis for predicting mortality/morbidity and elucidating the molecular mechanism of …

Improved precision of epigenetic clock estimates across tissues and its implication for biological ageing

Q Zhang, CL Vallerga, RM Walker, T Lin, AK Henders… - Genome medicine, 2019 - Springer
Background DNA methylation changes with age. Chronological age predictors built from
DNA methylation are termed 'epigenetic clocks'. The deviation of predicted age from the …

[HTML][HTML] Dynamic DNA methylation during aging: a “prophet” of age-related outcomes

FH Xiao, HT Wang, QP Kong - Frontiers in genetics, 2019 - frontiersin.org
The biological markers of aging used to predict physical health status in older people are of
great interest. Telomere shortening, which occurs during the process of cell replication, was …

New targeted approaches for epigenetic age predictions

Y Han, J Franzen, T Stiehl, M Gobs, CC Kuo, M Nikolić… - BMC biology, 2020 - Springer
Background Age-associated DNA methylation changes provide a promising biomarker for
the aging process. While genome-wide DNA methylation profiles enable robust age …

Human age prediction based on DNA methylation using a gradient boosting regressor

X Li, W Li, Y Xu - Genes, 2018 - mdpi.com
All tissues of organisms will become old as time goes on. In recent years, epigenetic
investigations have found that there is a close correlation between DNA methylation and …

Epigenetic age prediction

DJ Simpson, T Chandra - Aging cell, 2021 - Wiley Online Library
Advanced age is the main common risk factor for cancer, cardiovascular disease and
neurodegeneration. Yet, more is known about the molecular basis of any of these groups of …