Plant and Cell PhysiologyBioinformaticsPeer-reviewed journal article
Genomic basis of transcriptome dynamics in rice under field conditions
Makoto KashimaiD, Ryota L Sakamoto, Hiroki SaitoiD, Satoshi OhkuboiD, Ayumi TezukaiD, Ayumi DeguchiiD, Yoichi HashidaiD, Yuko KuritaiD, Koji IwayamaiD, Shunsuke AdachiiD, Atsushi J. NaganoiD
Abstract
How genetic variations affect gene expression dynamics of field-grown plants remains unclear. Using statistical analysis of large-scale time-series RNA-sequencing of field-grown rice from chromosome segment substitution lines (CSSLs), we identified 1675 expression dynamics quantitative trait loci (edQTLs) leading to polymorphisms in expression dynamics under field conditions. Based on the edQTL and environmental information, we successfully predicted gene expression under environments different from training environments, and in rice cultivars with more complex genotypes than the CSSLs. Overall, edQTL identification helped understanding the genetic architecture of expression dynamics under field conditions, which is difficult to assess with laboratory experiments1.The prediction of expression based on edQTL and environmental information will contribute to crop breeding by increasing the accuracy of trait prediction under diverse conditions.
- organism: plant (other)
- assay: bulk RNA-seq
- research focus: gene regulatory network inference
- approach: statistical model
- Citations
- 21
- FWCI
- 1.69
- Field percentile
- top 16%
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