Population‐level gene expression can repeatedly link genes to functions in maize

Author:

Torres‐Rodríguez J. Vladimir123ORCID,Li Delin4ORCID,Turkus Jonathan123ORCID,Newton Linsey5ORCID,Davis Jensina123ORCID,Lopez‐Corona Lina123ORCID,Ali Waqar123ORCID,Sun Guangchao1236ORCID,Mural Ravi V.7ORCID,Grzybowski Marcin W.1238ORCID,Zamft Bradley M.9,Thompson Addie M.510ORCID,Schnable James C.123ORCID

Affiliation:

1. Quantitative Life Sciences Initiative University of Nebraska‐Lincoln Lincoln Nebraska 68588 USA

2. Center for Plant Science Innovation University of Nebraska‐Lincoln Lincoln Nebraska 68588 USA

3. Department of Agronomy and Horticulture University of Nebraska‐Lincoln Lincoln Nebraska 68588 USA

4. The National Key Facility for Crop Gene Resources and Genetic Improvement, Key Laboratory of Crop Gene Resource and Germplasm Enhancement, Key Laboratory of Soybean Biology (Beijing), Institute of Crop Science Chinese Academy of Agricultural Sciences Beijing 100081 China

5. Department of Plant Soil and Microbial Sciences Michigan State University East Lansing Michigan 48824 USA

6. Advanced Diagnostic Laboratory, Department of Quantitative Health Sciences Mayo Clinic Rochester Minnesota USA

7. Department of Agronomy, Horticulture and Plant Science South Dakota State University Brookings South Dakota 57007 USA

8. Department of Plant Molecular Ecophysiology, Institute of Plant Experimental Biology and Biotechnology, Faculty of Biology University of Warsaw Warsaw Poland

9. X, The Moonshot Factory Mountain View California 94043 USA

10. Plant Resilience Institute Michigan State University East Lansing Michigan 48824 USA

Abstract

SUMMARYTranscriptome‐wide association studies (TWAS) can provide single gene resolution for candidate genes in plants, complementing genome‐wide association studies (GWAS) but efforts in plants have been met with, at best, mixed success. We generated expression data from 693 maize genotypes, measured in a common field experiment, sampled over a 2‐h period to minimize diurnal and environmental effects, using full‐length RNA‐seq to maximize the accurate estimation of transcript abundance. TWAS could identify roughly 10 times as many genes likely to play a role in flowering time regulation as GWAS conducted data from the same experiment. TWAS using mature leaf tissue identified known true‐positive flowering time genes known to act in the shoot apical meristem, and trait data from a new environment enabled the identification of additional flowering time genes without the need for new expression data. eQTL analysis of TWAS‐tagged genes identified at least one additional known maize flowering time gene through trans‐eQTL interactions. Collectively these results suggest the gene expression resource described here can link genes to functions across different plant phenotypes expressed in a range of tissues and scored in different experiments.

Funder

U.S. Department of Energy

Advanced Research Projects Agency - Energy

Publisher

Wiley

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