The leaf ionome as a multivariable system to detect a plant's physiological status

被引:233
作者
Baxter, Ivan R. [3 ]
Vitek, Olga [2 ,3 ]
Lahner, Brett [1 ]
Muthukumar, Balasubrarnaniarn [1 ]
Borghi, Monica [1 ]
Morrissey, Joe [4 ]
Guerinot, Mary Lou [4 ]
Salt, David E. [1 ,3 ]
机构
[1] Purdue Univ, Ctr Plant Environm Stress Physiol, W Lafayette, IN 47907 USA
[2] Purdue Univ, Dept Stat, W Lafayette, IN 47907 USA
[3] Purdue Univ, Bindley Biosci Ctr, W Lafayette, IN 47907 USA
[4] Dartmouth Coll, Dept Biol Sci, Hanover, NH 03755 USA
基金
美国国家科学基金会;
关键词
Arabidopsis; biomarker; ionomics; multivariable signature;
D O I
10.1073/pnas.0804175105
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The contention that quantitative profiles of biomolecules contain information about the physiological state of the organism has motivated a variety of high-throughput molecular profiling experiments. However, unbiased discovery and validation of biomolecular signatures from these experiments remains a challenge. Here we show that the Arabidopsis thaliana (Arabidopsis) leaf ionome, or elemental composition, contains such signatures, and we establish statistical models that connect these multivariable signatures to defined physiological responses, such as iron (Fe) and phosphorus (P) homeostasis. iron is essential for plant growth and development, but potentially toxic at elevated levels. Because of this, shoot Fe concentrations are tightly regulated and show little variation over a range of Fe concentrations in the environment, making them a poor probe of a plant's Fe status. By evaluating the shoot ionome in plants grown under different Fe nutritional conditions, we have established a multivariable ionomic signature for the Fe response status of Arabidopsis. This signature has been validated against known Fe-response proteins and allows the high-throughput detection of the Fe status of plants with a false negative/positive rate of 18%/16%. A "metascreen" of previously collected ionomic data from 880 Arabidopsis mutants and natural accessions for this Fe response signature successfully identified the known Fe mutants frd1 and frd3. A similar approach has also been taken to identify and use a shoot ionomic signature associated with P homeostasis. This study establishes that multivariable ionomic signatures of physiological states associated with mineral nutrient homeostasis do exist in Arabidopsis and are in principle robust enough to detect specific physiological responses to environmental or genetic perturbations.
引用
收藏
页码:12081 / 12086
页数:6
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