Journal
BIOLOGY OPEN
Volume 5, Issue 6, Pages 829-836Publisher
COMPANY OF BIOLOGISTS LTD
DOI: 10.1242/bio.017863
Keywords
Metabolome; Walnut kernel; Developmental stages; ANOVA; Metabolite-metabolite correlation
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Funding
- National Natural Science Foundation of China [31400569]
- Fundamental Research Funds for Central Non-profit Research Institution of CAF, Collaborative Innovation Plan of Jiangsu Higher Education [CAFYBB2014QB028, RIF2013-11]
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The content of walnut metabolites is related to its nutritive value and physiological characteristics, however, comprehensive information concerning the metabolome of walnut kernels is limited. In this study we analyzed the metabolites of walnut kernels at five developmental stages from filling to ripening using GC-MS-based untargeted metabolomics; of a total 252 peaks identified, 85 metabolites were positively identified. Further statistical analysis revealed that these 85 metabolites covered different types of metabolism pathways. PCA scores revealed that the metabolic compositions of the embryo are different at each stage, while the metabolic composition of the endotesta could not be significantly separated into distinct groups. Additionally, 7225 metabolite-metabolite correlations were detected in walnut kernel by a Pearson correlation coefficient approach; during screening of the calculated correlations, 463 and 1047 were determined to be significant with r(2)>= 0.49 and had a false discovery rate (FDR) <= 0.05 in endotesta and embryo, respectively. This work provides the first comprehensive metabolomic study of walnut kernels and reveals that most of the carbohydrate and protein-derived carbon was transferred into other compounds, such as fatty acids, during the maturation of walnuts, which may potentially provide the basis for further studies on walnut kernel metabolism.
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