Blood-based multivariate methylation risk score for cognitive impairment and dementia
Jarno Koetsier, Rachel CavilliD, Rick A. ReijndersiD, Joshua HarveyiD, Jan HomanniD, Morteza P KouhsariD, Kay DeckersiD, Sebastian KöhleriD, Lars EijsseniD, Daniël van den HoveiD, Ilja DemuthiD, Sandra Düzel, Alzheimer’s Disease Neuroimaging Initiative, Rebecca G. SmithiD, Adam R. SmithiD, Joe BurrageiD, Emma WalkeriD, Gemma L. ShirebyiD, Eilis J. HannoniD, Emma Louise DempsteriD, Timothy M. FraylingiD, Jonathan S. MilliD, Valerija DobričićiD, Peter JohannseniD, Michael WittigiD, , Ehsan PishvaiD
Abstract
INTRODUCTIONGiven the established association between DNA methylation and the pathophysiology of dementia and its plausible role as a molecular mediator of lifestyle and environment, blood-derived DNA methylation data could enable early detection of dementia risk. METHODSIn conjunction with an extensive array of machine learning techniques, we employed whole blood genome-wide DNA methylation data as a surrogate for 14 modifiable and non-modifiable factors in the assessment of dementia risk in two independent cohorts of Alzheimers disease (AD) and Parkinsons disease (PD). RESULTSWe established a multivariate methylation risk score (MMRS) to identify the status of mild cognitive impairment (MCI) cross-sectionally, independent of age and sex. We further demonstrated significant predictive capability of this score for the prospective onset of cognitive decline in AD and PD. DISCUSSIONOur work shows the potential of employing blood-derived DNA methylation data in the assessment of dementia risk.
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