Predicting plasticity of rosette growth and metabolic fluxes in Arabidopsis thaliana

被引:4
|
作者
Tong, Hao [1 ,2 ,3 ]
Laitinen, Roosa A. E. [4 ]
Nikoloski, Zoran [1 ,2 ,3 ]
机构
[1] Ctr Plant Syst Biol & Biotechnol, Bioinformat & Math Modeling, Plovdiv 4000, Bulgaria
[2] Max Planck Inst Mol Plant Physiol, Syst Biol & Math Modeling, D-14476 Potsdam, Germany
[3] Univ Potsdam, Inst Biochem & Biol, Bioinformat, D-14476 Potsdam, Germany
[4] Univ Helsinki, Fac Biol & Environm Sci, Organismal & Evolutionary Res Programme, Helsinki 00014, Finland
关键词
genomic prediction; genotype-by-environment interaction; metabolic network; phenotypic plasticity; plant growth; reaction flux; PHENOTYPIC PLASTICITY; GENETICS;
D O I
10.1111/nph.19154
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Plants can rapidly mitigate the effects of suboptimal growth environments by phenotypic plasticity of fitness-traits. While genetic variation for phenotypic plasticity offers the means for breeding climate-resilient crop lines, accurate genomic prediction models for plasticity of fitness-related traits are still lacking.Here, we employed condition- and accession-specific metabolic models for 67 Arabidopsis thaliana accessions to dissect and predict plasticity of rosette growth to changes in nitrogen availability.We showed that specific reactions in photorespiration, linking carbon and nitrogen metabolism, as well as key pathways of central carbon metabolism exhibited substantial genetic variation for flux plasticity. We also demonstrated that, in comparison with a genomic prediction model for fresh weight (FW), genomic prediction of growth plasticity improves the predictability of FW under low nitrogen by 58.9% and by additional 15.4% when further integrating data on plasticity of metabolic fluxes.Therefore, the combination of metabolic and statistical modeling provides a stepping stone in understanding the molecular mechanisms and improving the predictability of plasticity for fitness-related traits.
引用
收藏
页码:426 / 438
页数:13
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