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Biobank-scale methods and projections for sparse polygenic prediction from machine learning

In this paper we characterize the performance of linear models trained via widely-used sparse machine learning algorithms. We build polygenic scores and examine performance as a function of training set size, genetic ancestral background, and training method. We show that predictor performance is mo...

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Detalles Bibliográficos
Autores principales: Raben, Timothy G., Lello, Louis, Widen, Erik, Hsu, Stephen D. H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10356957/
https://www.ncbi.nlm.nih.gov/pubmed/37468507
http://dx.doi.org/10.1038/s41598-023-37580-5