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Integrated Analysis of Metabolite and Transcript Levels Reveals the Metabolic Shifts That Underlie Tomato Fruit Development and Highlight Regulatory Aspects of Metabolic Network Behavior

机译:代谢物和转录水平的综合分析揭示了番茄果实发育背后的代谢变化并突出了代谢网络行为的调控方面

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摘要

Tomato (Solanum lycopersicum) is a well-studied model of fleshy fruit development and ripening. Tomato fruit development is well understood from a hormonal-regulatory perspective, and developmental changes in pigment and cell wall metabolism are also well characterized. However, more general aspects of metabolic change during fruit development have not been studied despite the importance of metabolism in the context of final composition of the ripe fruit. In this study, we quantified the abundance of a broad range of metabolites by gas chromatography-mass spectrometry, analyzed a number of the principal metabolic fluxes, and in parallel analyzed transcriptomic changes during tomato fruit development. Metabolic profiling revealed pronounced shifts in the abundance of metabolites of both primary and secondary metabolism during development. The metabolite changes were reflected in the flux analysis that revealed a general decrease in metabolic activity during ripening. However, there were several distinct patterns of metabolite profile, and statistical analysis demonstrated that metabolites in the same (or closely related) pathways changed in abundance in a coordinated manner, indicating a tight regulation of metabolic activity. The metabolite data alone allowed investigations of likely routes through the metabolic network, and, as an example, we analyze the operational feasibility of different pathways of ascorbate synthesis. When combined with the transcriptomic data, several aspects of the regulation of metabolism during fruit ripening were revealed. First, it was apparent that transcript abundance was less strictly coordinated by functional group than metabolite abundance, suggesting that posttranslational mechanisms dominate metabolic regulation. Nevertheless, there were some correlations between specific transcripts and metabolites, and several novel associations were identified that could provide potential targets for manipulation of fruit compositional traits. Finally, there was a strong relationship between ripening-associated transcripts and specific metabolite groups, such as TCA-cycle organic acids and sugar phosphates, underlining the importance of the respective metabolic pathways during fruit development.
机译:番茄(Solanum lycopersicum)是一种经过深入研究的多肉水果发育和成熟模型。从荷尔蒙调节的角度很好地理解了番茄果实的发育,并且色素和细胞壁代谢的发育变化也得到了很好的表征。然而,尽管在成熟果实的最终组成背景下新陈代谢的重要性,但尚未研究果实发育过程中新陈代谢变化的更一般方面。在这项研究中,我们通过气相色谱-质谱法对多种代谢物的含量进行了定量,分析了许多主要的代谢通量,并平行分析了番茄果实发育过程中的转录组变化。代谢谱分析显示发育过程中主要和次要代谢的代谢产物丰度发生明显变化。代谢物变化反映在通量分析中,该分析揭示了成熟期间代谢活性普遍下降。但是,有几种不同的代谢物谱模式,而统计分析表明,相同(或紧密相关)途径中的代谢物以协调的方式大量变化,表明代谢活性受到严格的调节。仅通过代谢物数据就可以研究通过代谢网络的可能途径,并且例如,我们分析了抗坏血酸合成的不同途径的操作可行性。当与转录组数据结合时,揭示了果实成熟过程中代谢调控的几个方面。首先,很明显,转录物的丰度在功能基团上的协调性不如代谢产物的丰度,这表明翻译后机制在代谢调节中起主导作用。尽管如此,特定的转录本和代谢产物之间还是存在一定的相关性,并且鉴定出一些新颖的关联,这些关联可以为操纵水果组成性状提供潜在的靶标。最后,与成熟相关的转录本与特定的代谢物基团(例如TCA循环有机酸和糖磷酸酯)之间存在很强的联系,这突显了水果发育过程中各个代谢途径的重要性。

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