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基于相关性的网络分析结合机器学习技术突出了 GABA 分流在野生滨麦耐冻性中的作用。

Correlation-based network analysis combined with machine learning techniques highlight the role of the GABA shunt in Brachypodium sylvaticum freezing tolerance.

机构信息

Department of Plant Sciences, University of California, Davis, California, USA.

School of Plant Sciences and Food Security, Tel Aviv University, Tel Aviv, Israel.

出版信息

Sci Rep. 2020 Mar 11;10(1):4489. doi: 10.1038/s41598-020-61081-4.

DOI:10.1038/s41598-020-61081-4
PMID:32161322
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7066199/
Abstract

Perennial grasses will account for approximately 16 billion gallons of renewable fuels by the year 2022, contributing significantly to carbon and nitrogen sequestration. However, perennial grasses productivity can be limited by severe freezing conditions in some geographical areas, although these risks could decrease with the advance of climate warming, the possibility of unpredictable early cold events cannot be discarded. We conducted a study on the model perennial grass Brachypodium sylvaticum to investigate the molecular mechanisms that contribute to cold and freezing adaption. The study was performed on two different B. sylvaticum accessions, Ain1 and Osl1, typical to warm and cold climates, respectively. Both accessions were grown under controlled conditions with subsequent cold acclimation followed by freezing stress. For each treatment a set of morphological parameters, transcription, metabolite, and lipid profiles were measured. State-of-the-art algorithms were employed to analyze cross-component relationships. Phenotypic analysis revealed higher adaption of Osl1 to freezing stress. Our analysis highlighted the differential regulation of the TCA cycle and the GABA shunt between Ain1 and Osl1. Osl1 adapted to freezing stress by repressing the GABA shunt activity, avoiding the detrimental reduction in fatty acid biosynthesis and the concomitant detrimental effects on membrane integrity.

摘要

到 2022 年,多年生草本植物将提供约 160 亿加仑的可再生燃料,这将对碳氮固存做出重大贡献。然而,多年生草本植物的生产力可能会受到一些地理区域严寒条件的限制,尽管随着气候变暖的推进,这些风险可能会降低,但不能排除不可预测的早期寒冷事件的可能性。我们对模式多年生草本植物短芒披碱草进行了研究,以调查有助于其适应寒冷和冻结的分子机制。该研究在 Ain1 和 Osl1 两个不同的短芒披碱草品系上进行,它们分别是温暖气候和寒冷气候的典型代表。这两个品系都在受控条件下生长,然后进行冷驯化,随后进行冷冻胁迫处理。对每种处理都测量了一组形态参数、转录物、代谢物和脂质谱。采用最先进的算法来分析跨组件关系。表型分析表明,Osl1 对冷冻胁迫的适应能力更强。我们的分析强调了 TCA 循环和 GABA 支路在 Ain1 和 Osl1 之间的差异调节。Osl1 通过抑制 GABA 支路的活性来适应冷冻胁迫,避免了脂肪酸生物合成的有害减少以及对膜完整性的不利影响。

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