Article
How Machine Learning Methods Helped Find Putative Rye Wax Genes Among GBS Data.
International journal of molecular sciences - 12 Oct 2020
Góralska Magdalena, Bińkowski Jan, Lenarczyk Natalia, Bienias Anna, Grądzielewska Agnieszka, Czyczyło-Mysza Ilona, Kapłoniak Kamila, Stojałowski Stefan, Myśków Beata
Abstract excerpt
The standard approach to genetic mapping was supplemented by machine learning (ML) to establish the location of the rye gene associated with epicuticular wax formation (glaucous phenotype). Over 180 plants of the biparental F2 population were genotyped with the DArTseq (sequencing-based diversity array technology). A maximum likelihood (MLH) algorithm (JoinMap 5.0) and three ML algorithms: logistic regression...
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