通过转录组描绘机器学习重新分析揭示葡萄的异质性和异质性差异

Plants Pub Date : 2024-09-06 DOI:10.3390/plants13172501
Tomas Konecny, Armine Asatryan, Maria Nikoghosyan, Hans Binder
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引用次数: 0

摘要

在气候变化挑战不断升级的情况下,葡萄对缺水胁迫(WS)的响应机制对葡萄栽培至关重要。对以往转录组数据的重新分析发现,等水和无水葡萄栽培品种在管理缺水方面存在差异。通过使用自组织图(SOM)转录组描绘,我们阐明了特定基因的表达轨迹,揭示了随着压力持续时间的延长,转录程序之间的动态相互作用。功能注释揭示了参与干旱响应的关键通路,指出了提高葡萄栽培抗旱能力的潜在目标。我们的研究结果表明了不同的基因表达反应,等水性栽培品种有利于植物生长,并可能有利于类橙皮苷的合成,而无水性栽培品种则更多地参与胁迫反应和水分管理机制。值得注意的是,长时间的 WS 会导致两种栽培品种的胁迫反应趋同,特别是通过激活伴侣蛋白来缓解胁迫。这些发现强调了了解栽培品种对 WS 的特异性反应的重要性,以便在气候不断变化的情况下制定可持续的葡萄栽培策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Unveiling Iso- and Aniso-Hydric Disparities in Grapevine—A Reanalysis by Transcriptome Portrayal Machine Learning
Mechanisms underlying grapevine responses to water(-deficient) stress (WS) are crucial for viticulture amid escalating climate change challenges. Reanalysis of previous transcriptome data uncovered disparities among isohydric and anisohydric grapevine cultivars in managing water scarcity. By using a self-organizing map (SOM) transcriptome portrayal, we elucidate specific gene expression trajectories, shedding light on the dynamic interplay of transcriptional programs as stress duration progresses. Functional annotation reveals key pathways involved in drought response, pinpointing potential targets for enhancing drought resilience in grapevine cultivation. Our results indicate distinct gene expression responses, with the isohydric cultivar favoring plant growth and possibly stilbenoid synthesis, while the anisohydric cultivar engages more in stress response and water management mechanisms. Notably, prolonged WS leads to converging stress responses in both cultivars, particularly through the activation of chaperones for stress mitigation. These findings underscore the importance of understanding cultivar-specific WS responses to develop sustainable viticultural strategies in the face of changing climate.
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