Methylomes as key features for predicting recombination in some plant species

Mauricio Peñuela; Jorge Finke; Camilo Rocha

doi:10.1007/s11103-023-01396-8

Methylomes as key features for predicting recombination in some plant species

Mauricio Peñuela
, Jorge Finke
, Camilo Rocha

Departamento de Electrónica y Ciencias de la Computación

Pontificia Universidad Javeriana

Producción: Contribución a una revista › Artículo › revisión exhaustiva

5 Citas (Scopus)

Resumen

Plant species methylation data can be used to predict recombination rates using machine learning regression models; high model performance values on sorghum and tomato data are presented in this paper.

Idioma original	Inglés
Número de artículo	25
Publicación	Plant Molecular Biology
Volumen	114
N.º	2
DOI	https://doi.org/10.1007/s11103-023-01396-8
Estado	Publicada - abr. 2024

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@article{0b6c2bd204834a2baba0dc45cfce82df,

title = "Methylomes as key features for predicting recombination in some plant species",

abstract = "Plant species methylation data can be used to predict recombination rates using machine learning regression models; high model performance values on sorghum and tomato data are presented in this paper.",

keywords = "CHH methylation, Extra Trees, Machine learning, Model plants, Plant breeding",

author = "Mauricio Pe{\~n}uela and Jorge Finke and Camilo Rocha",

note = "Publisher Copyright: {\textcopyright} The Author(s) 2024.",

year = "2024",

month = apr,

doi = "10.1007/s11103-023-01396-8",

language = "English",

volume = "114",

journal = "Plant Molecular Biology",

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T1 - Methylomes as key features for predicting recombination in some plant species

AU - Peñuela, Mauricio

AU - Finke, Jorge

AU - Rocha, Camilo

N1 - Publisher Copyright: © The Author(s) 2024.

PY - 2024/4

Y1 - 2024/4

N2 - Plant species methylation data can be used to predict recombination rates using machine learning regression models; high model performance values on sorghum and tomato data are presented in this paper.

AB - Plant species methylation data can be used to predict recombination rates using machine learning regression models; high model performance values on sorghum and tomato data are presented in this paper.

KW - CHH methylation

KW - Extra Trees

KW - Machine learning

KW - Model plants

KW - Plant breeding

UR - https://www.scopus.com/pages/publications/85187172636

U2 - 10.1007/s11103-023-01396-8

DO - 10.1007/s11103-023-01396-8

M3 - Article

C2 - 38457042

AN - SCOPUS:85187172636

SN - 0167-4412

VL - 114

JO - Plant Molecular Biology

JF - Plant Molecular Biology

IS - 2

M1 - 25

ER -

Methylomes as key features for predicting recombination in some plant species

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