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Epistasis and pleiotropy-induced variation for plant breeding
Sangam L Dwivedi1, Pat Heslop-Harrison2,3, Junrey Amas4
1Independent Researcher, Hyderabad, India.
Plant Biotechnology Journal
|June 14, 2024
Summary
Understanding gene interactions like epistasis and pleiotropy is key for improving crop traits. Exploiting these complex genetic effects can enhance crop productivity and stress tolerance.
Area of Science:
- Genetics
- Plant Breeding
- Genomics
Background:
- Epistasis involves nonallelic gene interactions affecting phenotypes, complicating genetic parameter estimation.
- Pleiotropy, where one gene influences multiple traits, offers functional specificity but challenges gene discovery.
- Understanding these interactions is crucial for dissecting complex traits and improving crop breeding.
Purpose of the Study:
- To overview emerging approaches for exploiting epistatic and pleiotropic interactions in plant breeding.
- To explore how modelling higher-order interactions can enhance crop productivity and stress tolerance.
- To discuss the role of artificial intelligence and large-scale data in analyzing these genetic phenomena.
Main Methods:
- Reviewing advances in statistical models, software, and genomic research.
- Analyzing epistatic interactions and pleiotropic quantitative trait loci.
- Integrating genotype × environment interactions into genomic selection models.
Main Results:
- Partitioning epistatic effects enables accurate genetic parameter estimation.
- Overcoming pleiotropy-based trade-offs can aid breeding for complex traits.
- New paths for increasing crop productivity and stress tolerance are emerging.
Conclusions:
- Exploiting positive epistatic and pleiotropic interactions offers significant potential for next-generation crop cultivars.
- Artificial intelligence and large-scale genomics/phenomics data are vital for dissecting complex genetic interactions.
- Addressing missing heritability through understanding these interactions is a key future direction.
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