Nuclear Magnetic Resonance Metabolomics of Iron Deficiency in Soybean Leaves

被引:24
作者
Lima, Marta R. M. [1 ,2 ]
Diaz, Silvia O. [3 ]
Lamego, Ines [3 ]
Grusak, Michael A. [2 ]
Vasconcelos, Marta W. [1 ]
Gil, Ana M. [3 ]
机构
[1] Univ Catolica Portuguesa Porto, Escola Super Biotecnol, CBQF, Lab Associado, P-4200072 Porto, Portugal
[2] Baylor Coll Med, USDA ARS, Childrens Nutr Res Ctr, Dept Pediat, Houston, TX 77030 USA
[3] Univ Aveiro, Dept Quim, CICECO, P-3810193 Aveiro, Portugal
关键词
Chlorosis; Fe deficiency; Glycine max (soybean); nuclear magnetic resonance (NMR); high-resolution magic-angle spinning (HRMAS); metabolomics; multivariate analysis; FIELD-GROWN PEAR; GLYCINE BETAINE; SECONDARY METABOLITES; NMR METABOLOMICS; ACID-METABOLISM; XYLEM SAP; ARABIDOPSIS; TOLERANCE; RESPONSES; METHANOL;
D O I
10.1021/pr500279f
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Iron (Fe) deficiency is an important agricultural concern that leads to lower yields and crop quality. A better understanding Of the condition at the metabolome level could contribute to the design of strategies to ameliorate Fe-deficiency problems. Fe-sufficient and Fe-deficient soybean leaf extracts and whole leaves were analyzed by liquid H-1 nuclear magnetic resonance (NMR) and high-resolution magic-angle spinning NMR spectroscopy, respectively. Overall, 30 compounds were measurable and identifiable (comprising amino and organic acids, fatty acids, carbohydrates, alcohols, polyphenols, and others), along with 22 additional spin systems (still unassigned). Thus, metabolite differences between treatment conditions could be evaluated for different compound families simultaneously. Statistically relevant metabolite changes upon Fe deficiency included higher levels of alanine, asparagine/aspartate, threonine, valine, GABA, acetate, choline, ethanolamine, hypoxanthine, trigonelline, and polyphenols and lower levels of citrate, malate, ethanol, methanol, chlorogenate, and 3-methyl-2-oxovalerate. The data indicate that the main metabolic impacts of Fe deficiency in soybean include enhanced tricarboxylic acid cycle activity, enhanced activation of oxidative stress protection mechanisms and enhanced amino acid accumulation. Metabolites showing accumulation differences in Fe-starved but visually asymptomatic leaves could serve as biomarkers for early detection of Fe-deficiency stress.
引用
收藏
页码:3075 / 3087
页数:13
相关论文
共 65 条
[1]   Towards a knowledge-based correction of iron chlorosis [J].
Abadia, Javier ;
Vazquez, Saul ;
Rellan-Alvarez, Ruben ;
El-Jendoubi, Hamdi ;
Abadia, Anunciacion ;
Alvarez-Fernandez, Ana ;
Flor Lopez-Millan, Ana .
PLANT PHYSIOLOGY AND BIOCHEMISTRY, 2011, 49 (05) :471-482
[2]   MLEV-17-BASED TWO-DIMENSIONAL HOMONUCLEAR MAGNETIZATION TRANSFER SPECTROSCOPY [J].
BAX, A ;
DAVIS, DG .
JOURNAL OF MAGNETIC RESONANCE, 1985, 65 (02) :355-360
[3]   Effect size estimation: Methods and examples [J].
Berben, Lut ;
Sereika, Susan M. ;
Engberg, Sandra .
INTERNATIONAL JOURNAL OF NURSING STUDIES, 2012, 49 (08) :1039-1047
[4]  
Blount A.R.S., 2009, Forage soybeans for grazing, hay and silage
[5]   Photosynthetic Control of Arabidopsis Leaf Cytoplasmic Translation Initiation by Protein Phosphorylation [J].
Boex-Fontvieille, Edouard ;
Daventure, Marlene ;
Jossier, Mathieu ;
Zivy, Michel ;
Hodges, Michael ;
Tcherkez, Guillaume .
PLOS ONE, 2013, 8 (07)
[6]   Iron deficiency affects nitrogen metabolism in cucumber (Cucumis sativus L.) plants [J].
Borlotti, Andrea ;
Vigani, Gianpiero ;
Zocchi, Graziano .
BMC PLANT BIOLOGY, 2012, 12
[7]   Impact of flooding and drought conditions on the emission of volatile organic compounds of Quercus robur and Prunus serotina [J].
Bourtsoukidis, E. ;
Kawaletz, H. ;
Radacki, D. ;
Schuetz, S. ;
Hakola, H. ;
Hellen, H. ;
Noe, S. ;
Moelder, I. ;
Ammer, C. ;
Bonn, Boris .
TREES-STRUCTURE AND FUNCTION, 2014, 28 (01) :193-204
[8]   Peach Fruit: Metabolic Comparative Analysis of Two Varieties with Different Resistances to Insect Attacks by NMR Spectroscopy [J].
Capitani, Donatella ;
Sobolev, Anatoly P. ;
Tomassini, Alberta ;
Sciubba, Fabio ;
De Salvador, Flavio Roberto ;
Mannina, Luisa ;
Delfini, Maurizio .
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2013, 61 (08) :1718-1726
[9]   NMR metabolomics to revisit the tobacco mosaic virus infection in Nicotiana tabacum leaves [J].
Choi, Young Hae ;
Kim, Hye Kyong ;
Linthorst, Huub J. M. ;
Hollander, Johan G. ;
Lefeber, Alfons W. M. ;
Erkelens, Cornelis ;
Nuzillard, Jean-Marc ;
Verpoorte, Robert .
JOURNAL OF NATURAL PRODUCTS, 2006, 69 (05) :742-748
[10]   Statistical total correlation spectroscopy:: An exploratory approach for latent biomarker identification from metabolic 1H NMR data sets [J].
Cloarec, O ;
Dumas, ME ;
Craig, A ;
Barton, RH ;
Trygg, J ;
Hudson, J ;
Blancher, C ;
Gauguier, D ;
Lindon, JC ;
Holmes, E ;
Nicholson, J .
ANALYTICAL CHEMISTRY, 2005, 77 (05) :1282-1289