Novel feature selection methods for construction of accurate epigenetic clocks.

ABSTRACT: Epigenetic clocks allow us to accurately predict the age and future health of individuals based on the methylation status of specific CpG sites in the genome and are a powerful tool to measure the effectiveness of longevity interventions. There is a growing need for methods to efficiently construct epigenetic clocks. The most common approach is to create clocks using elastic net regression modelling of all measured CpG sites, without first identifying specific features or CpGs of interest. The addition of feature selection approaches provides the opportunity to optimise the identification of predictive CpG sites. Here, we apply novel feature selection methods and combinatorial approaches including newly adapted neural networks, genetic algorithms, and 'chained' combinations. Human whole bl

SUBMITTER: Li A 

PROVIDER: S-EPMC9432708 | biostudies-literature | 2022 Aug

REPOSITORIES: biostudies-literature