Systematic underestimation of the epigenetic clock and age acceleration in older subjects

Abstract Background The Horvath epigenetic clock is widely used. It predicts age quite well from 353 CpG sites in the DNA methylation profile in unknown samples and has been used to calculate “age acceleration” in various tissues and environments. Results The model systematically underestimates age...

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Main Authors: Louis Y. El Khoury, Tyler Gorrie-Stone, Melissa Smart, Amanda Hughes, Yanchun Bao, Alexandria Andrayas, Joe Burrage, Eilis Hannon, Meena Kumari, Jonathan Mill, Leonard C. Schalkwyk
Format: Article
Language:English
Published: BMC 2019-12-01
Series:Genome Biology
Subjects:
Online Access:https://doi.org/10.1186/s13059-019-1810-4
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author Louis Y. El Khoury
Tyler Gorrie-Stone
Melissa Smart
Amanda Hughes
Yanchun Bao
Alexandria Andrayas
Joe Burrage
Eilis Hannon
Meena Kumari
Jonathan Mill
Leonard C. Schalkwyk
author_facet Louis Y. El Khoury
Tyler Gorrie-Stone
Melissa Smart
Amanda Hughes
Yanchun Bao
Alexandria Andrayas
Joe Burrage
Eilis Hannon
Meena Kumari
Jonathan Mill
Leonard C. Schalkwyk
author_sort Louis Y. El Khoury
collection DOAJ
description Abstract Background The Horvath epigenetic clock is widely used. It predicts age quite well from 353 CpG sites in the DNA methylation profile in unknown samples and has been used to calculate “age acceleration” in various tissues and environments. Results The model systematically underestimates age in tissues from older people. This is seen in all examined tissues but most strongly in the cerebellum and is consistently observed in multiple datasets. Age acceleration is thus age-dependent, and this can lead to spurious associations. The current literature includes examples of association tests with age acceleration calculated in a wide variety of ways. Conclusions The concept of an epigenetic clock is compelling, but caution should be taken in interpreting associations with age acceleration. Association tests of age acceleration should include age as a covariate.
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spelling doaj.art-e6858c0976d94ec39b1624f1fc0daea62022-12-21T19:58:08ZengBMCGenome Biology1474-760X2019-12-0120111010.1186/s13059-019-1810-4Systematic underestimation of the epigenetic clock and age acceleration in older subjectsLouis Y. El Khoury0Tyler Gorrie-Stone1Melissa Smart2Amanda Hughes3Yanchun Bao4Alexandria Andrayas5Joe Burrage6Eilis Hannon7Meena Kumari8Jonathan Mill9Leonard C. Schalkwyk10School of Life Sciences, University of EssexSchool of Life Sciences, University of EssexInstitute for Social and Economic Research, University of EssexMRC Integrative Epidemiology Unit - University of BristolInstitute for Social and Economic Research, University of EssexSchool of Life Sciences, University of EssexMedical School, University of ExeterMedical School, University of ExeterInstitute for Social and Economic Research, University of EssexMedical School, University of ExeterSchool of Life Sciences, University of EssexAbstract Background The Horvath epigenetic clock is widely used. It predicts age quite well from 353 CpG sites in the DNA methylation profile in unknown samples and has been used to calculate “age acceleration” in various tissues and environments. Results The model systematically underestimates age in tissues from older people. This is seen in all examined tissues but most strongly in the cerebellum and is consistently observed in multiple datasets. Age acceleration is thus age-dependent, and this can lead to spurious associations. The current literature includes examples of association tests with age acceleration calculated in a wide variety of ways. Conclusions The concept of an epigenetic clock is compelling, but caution should be taken in interpreting associations with age acceleration. Association tests of age acceleration should include age as a covariate.https://doi.org/10.1186/s13059-019-1810-4DNA methylationEpigenetic clockAge acceleration
spellingShingle Louis Y. El Khoury
Tyler Gorrie-Stone
Melissa Smart
Amanda Hughes
Yanchun Bao
Alexandria Andrayas
Joe Burrage
Eilis Hannon
Meena Kumari
Jonathan Mill
Leonard C. Schalkwyk
Systematic underestimation of the epigenetic clock and age acceleration in older subjects
Genome Biology
DNA methylation
Epigenetic clock
Age acceleration
title Systematic underestimation of the epigenetic clock and age acceleration in older subjects
title_full Systematic underestimation of the epigenetic clock and age acceleration in older subjects
title_fullStr Systematic underestimation of the epigenetic clock and age acceleration in older subjects
title_full_unstemmed Systematic underestimation of the epigenetic clock and age acceleration in older subjects
title_short Systematic underestimation of the epigenetic clock and age acceleration in older subjects
title_sort systematic underestimation of the epigenetic clock and age acceleration in older subjects
topic DNA methylation
Epigenetic clock
Age acceleration
url https://doi.org/10.1186/s13059-019-1810-4
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