ArticlePLoS genetics2015
A Genome-Wide Association Analysis Reveals Epistatic Cancellation of Additive Genetic Variance for Root Length in Arabidopsis thaliana.
Article in PLoS genetics, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers, 1 of them a synthesis that pooled it.
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Who cites it
22 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Genome-wide association studies meta-analysis uncovers NOJO and SGS3 novel genes involved in Arabidopsis thaliana primary root development and plasticity.Molecular biology reports · 2024Pooled it
- Unearthing the hidden organ: vital role of the root in drought tolerance of plants.Plant molecular biology · 2025Review
- Understanding genetic variants in context.eLife · 2024Article
- MsTFL1A delays flowering and regulates shoot architecture and root development in Medicago sativa.Plant reproduction · 2024Article
- Integration of eQTL and GWAS analysis uncovers a genetic regulation of natural ionomic variation in Arabidopsis.Plant cell reports · 2023Article
- Higher-order epistasis shapes natural variation in germ stem cell niche activity.Nature communications · 2023Article
- Combined Approach of GWAS and Phylogenetic Analyses to Identify New Candidate Genes That Participate inPlants (Basel, Switzerland) · 2022Article
- An allelic variant in the ACS7 gene promotes primary root growth in watermelon.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2022Article
- Characterization of heterosis and genomic prediction-based establishment of heterotic patterns for developing better hybrids in pigeonpea.The plant genome · 2021Article
- Degree of Functional Divergence in Duplicates Is Associated with Distinct Roles in Plant Evolution.Molecular biology and evolution · 2021Article
- Incorporating Genome-Wide Association Mapping Results Into Genomic Prediction Models for Grain Yield and Yield Stability in CIMMYT Spring Bread Wheat.Frontiers in plant science · 2020Article
- Converging phenomics and genomics to study natural variation in plant photosynthetic efficiency.The Plant journal : for cell and molecular biology · 2019Review
- Loci and candidate genes controlling root traits in wheat seedlings-a wheat root GWAS.Functional & integrative genomics · 2019Article
- Article
- On the Relationship Between High-Order Linkage Disequilibrium and Epistasis.G3 (Bethesda, Md.) · 2018Article
- Genetic Components of Root Architecture Remodeling in Response to Salt Stress.The Plant cell · 2017Article
- Article
- A quantitative genetic framework highlights the role of epistatic effects for grain-yield heterosis in bread wheat.Nature genetics · 2017Article
- Accounting for genetic interactions improves modeling of individual quantitative trait phenotypes in yeast.Nature genetics · 2017Article
- Identification of genomic regions for grain yield and yield stability and their epistatic interactions.Scientific reports · 2017Article
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Authors and funding
4 authors.
Funding
Abstract
Efforts to identify loci underlying complex traits generally assume that most genetic variance is additive. Here, we examined the genetics of Arabidopsis thaliana root length and found that the genomic narrow-sense heritability for this trait in the examined population was statistically zero. The low amount of additive genetic variance that could be captured by the genome-wide genotypes likely explains why no associations to root length could be found using standard additive-model-based genome-wide association (GWA) approaches. However, as the broad-sense heritability for root length was significantly larger, and primarily due to epistasis, we also performed an epistatic GWA analysis to map loci contributing to the epistatic genetic variance. Four interacting pairs of loci were revealed, involving seven chromosomal loci that passed a standard multiple-testing corrected significance threshold. The genotype-phenotype maps for these pairs revealed epistasis that cancelled out the additive genetic variance, explaining why these loci were not detected in the additive GWA analysis. Small population sizes, such as in our experiment, increase the risk of identifying false epistatic interactions due to testing for associations with very large numbers of multi-marker genotypes in few phenotyped individuals. Therefore, we estimated the false-positive risk using a new statistical approach that suggested half of the associated pairs to be true positive associations. Our experimental evaluation of candidate genes within the seven associated loci suggests that this estimate is conservative; we identified functional candidate genes that affected root development in four loci that were part of three of the pairs. The statistical epistatic analyses were thus indispensable for confirming known, and identifying new, candidate genes for root length in this population of wild-collected A. thaliana accessions. We also illustrate how epistatic cancellation of the additive genetic variance explains the insignificant narrow-sense and significant broad-sense heritability by using a combination of careful statistical epistatic analyses and functional genetic experiments.
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