Innovative Advances in Plant Genotyping
- PMID: 36781662
- DOI: 10.1007/978-1-0716-3024-2_32
Innovative Advances in Plant Genotyping
Abstract
Over the past decade, advances in plant genotyping have been critical in enabling the identification of genetic diversity, in understanding evolution, and in dissecting important traits in both crops and native plants. The widespread popularity of single-nucleotide polymorphisms (SNPs) has prompted significant improvements to SNP-based genotyping, including SNP arrays, genotyping by sequencing, and whole-genome resequencing. More recent approaches, including genotyping structural variants, utilizing pangenomes to capture species-wide genetic diversity and exploiting machine learning to analyze genotypic data sets, are pushing the boundaries of what plant genotyping can offer. In this chapter, we highlight these innovations and discuss how they will accelerate and advance future genotyping efforts.
Keywords: Machine learning; Pangenomes; Plant genotyping; Single-nucleotide polymorphisms (SNPs); Structural variants (SVs).
© 2023. The Author(s), under exclusive license to Springer Science+Business Media, LLC, part of Springer Nature.
References
-
- Thomas WJW, Anthony JM, Dobrowolski MP, Krauss SL (2021) Optimising the conservation of genetic diversity of the last remaining population of a critically endangered shrub. AoB Plants 13:5. https://doi.org/10.1093/aobpla/plab005 - DOI
-
- Scheben A, Batley J, Edwards D (2018) Revolution in genotyping platforms for crop improvement. In: Advances in biochemical engineering/biotechnology. Springer Science and Business Media Deutschland GmbH, pp 37–52
-
- Yang W, Feng H, Zhang X, Zhang J, Doonan JH, Batchelor WD et al (2020) Crop phenomics and high-throughput phenotyping: past decades, current challenges, and future perspectives. Mol Plant 13:187–214. https://doi.org/10.1016/j.molp.2020.01.008 - DOI
-
- Bayer PE, Edwards D (2021) Machine learning in agriculture: from silos to marketplaces. Plant Biotechnol J 19:648–650. https://doi.org/10.1111/pbi.13521 - DOI
-
- Patel DA, Zander M, Dalton-Morgan J, Batley J (2015) Advances in plant genotyping: where the future will take us. In: Methods in molecular biology. Humana, pp 1–11
Publication types
MeSH terms
LinkOut - more resources
Full Text Sources
Miscellaneous
