Emerging technologies for the discovery of biosynthetic genes in plants.

IF 12.5 1区 化学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY
Anne Jaczkowski, Arne Bültemeier, Benedikt Seligmann, Boas Pucker, Jakob Franke
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引用次数: 0

Abstract

Covering 1982 to 2026Some of the most prominent natural products originate from plants. Discovering their biosynthetic genes has been a slow process. In contrast to microbial systems, co-expression analysis rather than genome mining has been the main strategy to elucidate biosynthetic pathways in plants. However, traditional co-expression analyses are limited in efficiency and often not as successful as desired. In this review, we describe emerging technologies to improve or replace traditional co-expression analyses, for example based on genome or protein data. Furthermore, we critically discuss the current state and impact of artificial intelligence and machine learning in the field. Our review will help to select the most efficient approaches for elucidation of biosynthetic pathways in plants for future work. Additionally, we highlight areas that require further methodological improvements to guide future research.

发现植物生物合成基因的新兴技术。
从1982年到2026年,一些最突出的天然产物来自植物。发现它们的生物合成基因是一个缓慢的过程。与微生物系统相比,共表达分析而不是基因组挖掘一直是阐明植物生物合成途径的主要策略。然而,传统的共表达分析在效率上是有限的,并且通常不像期望的那样成功。在这篇综述中,我们描述了新兴的技术来改进或取代传统的共表达分析,例如基于基因组或蛋白质数据。此外,我们批判性地讨论了人工智能和机器学习在该领域的现状和影响。我们的综述将有助于选择最有效的方法来阐明植物的生物合成途径,为今后的工作提供帮助。此外,我们强调了需要进一步改进方法的领域,以指导未来的研究。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Natural Product Reports
Natural Product Reports 化学-生化与分子生物学
CiteScore
21.20
自引率
3.40%
发文量
127
审稿时长
1.7 months
期刊介绍: Natural Product Reports (NPR) serves as a pivotal critical review journal propelling advancements in all facets of natural products research, encompassing isolation, structural and stereochemical determination, biosynthesis, biological activity, and synthesis. With a broad scope, NPR extends its influence into the wider bioinorganic, bioorganic, and chemical biology communities. Covering areas such as enzymology, nucleic acids, genetics, chemical ecology, carbohydrates, primary and secondary metabolism, and analytical techniques, the journal provides insightful articles focusing on key developments shaping the field, rather than offering exhaustive overviews of all results. NPR encourages authors to infuse their perspectives on developments, trends, and future directions, fostering a dynamic exchange of ideas within the natural products research community.
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