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Article

Learning from methylomes: epigenomic correlates of Populus balsamifera traits based on deep learning models of natural DNA methylation.

Plant biotechnology journal - 1 Jun 2020

Champigny Marc J, Unda Faride, Skyba Oleksandr, Soolanayakanahally Raju Y, Mansfield Shawn D, Campbell Malcolm M

Abstract excerpt

Epigenomes have remarkable potential for the estimation of plant traits. This study tested the hypothesis that natural variation in DNA methylation can be used to estimate industrially important traits in a genetically diverse population of Populus balsamifera L. (balsam poplar) trees grown at two common garden sites. Statistical learning experiments enabled by deep learning models revealed that plant traits in...

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Identifiers

PMID: 31742813
DOI: 10.1111/pbi.13299
PMCID: PMC7207000

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PubMed metadata and Literature Corpus relationships. Corpus snapshot updated 6 Sept 2026. Manifest publication-graph-cohort-2026-09-06.1.

Source receipt: pubmed, retrieved 6 Sept 2026.

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