Heritable temporal gene expression patterns correlate with metabolomic seed content in developing hexaploid oat seed

被引:17
作者
Hu, Haixiao [1 ]
Gutierrez-Gonzalez, Juan J. [2 ]
Liu, Xinfang [3 ]
Yeats, Trevor H. [1 ]
Garvin, David F. [4 ]
Hoekenga, Owen A. [5 ]
Sorrells, Mark E. [1 ]
Gore, Michael A. [1 ]
Jannink, Jean-Luc [1 ,6 ]
机构
[1] Cornell Univ, Sch Integrat Plant Sci, Plant Breeding & Genet Sect, Ithaca, NY 14850 USA
[2] Univ Leon, Dept Biol Mol, Area Genet, Leon, Spain
[3] Liaoning Acad Agr Sci, Corn Res Inst, Shenyang, Liaoning, Peoples R China
[4] USDA ARS, Plant Sci Res Unit, St Paul, MN 55108 USA
[5] Cayuga Genet Consulting Grp LLC, Ithaca, NY USA
[6] USDA ARS, Robert W Holley Ctr Agr & Hlth, Ithaca, NY 14853 USA
关键词
transcriptome assembly; temporal gene expression; heritability; oat; RNA-SEQ DATA; HYDROXYCINNAMOYL-COA; AVENANTHRAMIDES; ACCUMULATION; ANNOTATION; GENOME;
D O I
10.1111/pbi.13286
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Oat ranks sixth in world cereal production and has a higher content of health-promoting compounds compared with other cereals. However, there is neither a robust oat reference genome nor transcriptome. Using deeply sequenced full-length mRNA libraries of oat cultivar Ogle-C, a de novo high-quality and comprehensive oat seed transcriptome was assembled. With this reference transcriptome and QuantSeq 3 ' mRNA sequencing, gene expression was quantified during seed development from 22 diverse lines across six time points. Transcript expression showed higher correlations between adjacent time points. Based on differentially expressed genes, we identified 22 major temporal co-expression (TCoE) patterns of gene expression and revealed enriched gene ontology biological processes. Within each TCoE set, highly correlated transcripts, putatively commonly affected by genetic background, were clustered and termed genetic co-expression (GCoE) sets. Seventeen of the 22 TCoE sets had GCoE sets with median heritabilities higher than 0.50, and these heritability estimates were much higher than that estimated from permutation analysis, with no divergence observed in cluster sizes between permutation and non-permutation analyses. Linear regression between 634 metabolites from mature seeds and the PC1 score of each of the GCoE sets showed significantly lower p-values than permutation analysis. Temporal expression patterns of oat avenanthramides and lipid biosynthetic genes were concordant with previous studies of avenanthramide biosynthetic enzyme activity and lipid accumulation. This study expands our understanding of physiological processes that occur during oat seed maturation and provides plant breeders the means to change oat seed composition through targeted manipulation of key pathways.
引用
收藏
页码:1211 / 1222
页数:12
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