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Title:           A guide to plant breeding for animal breeders
Subject:         DOI: 10.1093/g3journal/jkag059; G3: Genes, Genomes, Genetics, 16, 5, 2026-03-31.; Abstract: Over the years, some animal breeding PhD graduates have found employment in major plant breeding companies, but this shift is often accompanied by culture shock. Animal breeding expertise, particularly in genomic prediction and mixed-model analysis, is valuable but insufficient for a straightforward transition to plant breeding. We stress two main limitations of an animal breeders training from a plant breeding perspective, and both stem from the ability to replicate plant genotypes: design and analysis of field experiments, and genotype by environment interaction. Besides genomic prediction and simulation, we argue that artificial intelligence and phenomics will further increase commonality between fields.
Keywords:        animal breeding; artificial intelligence; genomic prediction; genotype × environment interaction; plant breeding; teaching
Author:          Miguel Pérez-Enciso; Rex Bernardo
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      Title: A guide to plant breeding for animal breeders
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        Title: Introduction
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        Title: Plant breeding in a nutshell
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        Title: Key biological differences that influence how plants vs animals are bred
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          Title: Plants can be genetically replicated but animals cannot
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          Title: Animals can move but plants cannot
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        Title: GBLUP, simulations, and future commonalities
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        Title: Easing a transition from animal to plant breeding
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        Title: Funding
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    Title: A guide to plant breeding for animal breeders
    Author: Miguel Pérez-Enciso; Rex Bernardo
    Subject: DOI: 10.1093/g3journal/jkag059; G3: Genes, Genomes, Genetics, 16, 5, 2026-03-31.; Abstract: Over the years, some animal breeding PhD graduates have found employment in major plant breeding companies, but this shift is often accompanied by culture shock. Animal breeding expertise, particularly in genomic prediction and mixed-model analysis, is valuable but insufficient for a straightforward transition to plant breeding. We stress two main limitations of an animal breeders training from a plant breeding perspective, and both stem from the ability to replicate plant genotypes: design and analysis of field experiments, and genotype by environment interaction. Besides genomic prediction and simulation, we argue that artificial intelligence and phenomics will further increase commonality between fields.
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       Flags: Print
       Destination: 23
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  Checksum: c6d6d2bc
   Type: CRC32
  Checksum: 4855f0d85d6183674fb75dc10c298905
   Type: MD5
  Checksum: 7a755696d36d65a0da0dfc51f5fdafe81f8270ca
   Type: SHA-1
  Checksum: 5aed25cca13a2b43a24fda7a8557f3c1420d02203c13eb7f84772cac908c7515
   Type: SHA-256