1. Providing biological context for GWAS results using eQTL regulatory and co-expression networks in Populus.
- Author
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Shu M, Yates TB, John C, Harman-Ware AE, Happs RM, Bryant N, Jawdy SS, Ragauskas AJ, Tuskan GA, Muchero W, and Chen JG
- Subjects
- Phenotype, Genes, Plant, Linkage Disequilibrium genetics, Polymorphism, Single Nucleotide genetics, Populus genetics, Quantitative Trait Loci genetics, Genome-Wide Association Study, Gene Regulatory Networks, Lignin biosynthesis, Lignin genetics, Lignin metabolism, Gene Expression Regulation, Plant
- Abstract
Our study utilized genome-wide association studies (GWAS) to link nucleotide variants to traits in Populus trichocarpa, a species with rapid linkage disequilibrium decay. The aim was to overcome the challenge of interpreting statistical associations at individual loci without sufficient biological context, which often leads to reliance solely on gene annotations from unrelated model organisms. We employed an integrative approach that included GWAS targeting multiple traits using three individual techniques for lignocellulose phenotyping, expression quantitative trait loci (eQTL) analysis to construct transcriptional regulatory networks around each candidate locus and co-expression analysis to provide biological context for these networks, using lignocellulose biosynthesis in Populus trichocarpa as a case study. The research identified three candidate genes potentially involved in lignocellulose formation, including one previously recognized gene (Potri.005G116800/VND1, a critical regulator of secondary cell wall formation) and two genes (Potri.012G130000/AtSAP9 and Potri.004G202900/BIC1) with newly identified putative roles in lignocellulose biosynthesis. Our integrative approach offers a framework for providing biological context to loci associated with trait variation, facilitating the discovery of new genes and regulatory networks., (© 2024 The Author(s). New Phytologist © 2024 New Phytologist Foundation.)
- Published
- 2024
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