阐明谷子在干旱和盐度胁迫下pyrabactin样受体的作用:对计算机、机器学习和分子方法的洞察。

IF 2.8 3区 生物学 Q2 GENETICS & HEREDITY
Frontiers in Genetics Pub Date : 2025-05-29 eCollection Date: 2025-01-01 DOI:10.3389/fgene.2025.1598523
Varsha Rani, Theivanayagam Maharajan, Shefali Singh, D C Joshi, Ramwant Gupta, Dinesh Yadav
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引用次数: 0

摘要

Pyrabactin Resistance 1-like (PYL)受体是植物中的一个蛋白家族,在脱落酸(ABA)信号传导中起着至关重要的作用,帮助植物管理非生物胁迫。小米(Eleusine coracana, L.)甘薯(Gaertn)是一种天然的抗旱作物,但其胁迫信号通路中涉及的受体蛋白仍然知之甚少。方法:本研究采用生物信息学、机器学习和分子方法来鉴定、表征和分析PYL受体在干旱和盐胁迫下的表达。结果:该研究在指粟基因组中鉴定出14个PYL基因,这些基因不规则地分布在9个已定位染色体中的4个上。系统发育分析将这些基因分为三个亚家族。机器学习分析发现,干旱和盐胁迫下,5个推测的PYL基因——ecpyl4 - 2a、EcPYL7-2B、EcPYL11-5A、EcPYL12-5A和EcPYL14-5B的表达量超过70%。这些基因通过qRT-PCR进一步验证,证实了它们在应激条件下的表达,尽管不同组织和基因的表达水平不同。讨论:对干旱和盐胁迫响应的PYL基因的鉴定为谷子的胁迫信号机制提供了有价值的见解。在鉴定的基因中,EcPYL7-2B和EcPYL12-5A成为通过基因组编辑和分子方法进一步表征的有希望的候选者。这项研究强调了这些基因在增强指粟的应激恢复能力方面的潜力,有助于其在具有挑战性的环境条件下改善食物和营养安全。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Elucidating the role of pyrabactin-like receptors of finger millet under drought and salinity stress: an insight into in silico, machine learning and molecular approaches.

Introduction: The Pyrabactin Resistance 1-like (PYL) receptors, a family of proteins in plants, play a vital role in abscisic acid (ABA) signalling, assisting plants in managing abiotic stresses. Finger millet (Eleusine coracana (L.) Gaertn) is a naturally drought tolerant crop, yet the receptor proteins involved in its stress signalling pathways remain poorly understood.

Method: This study employed bioinformatics, machine learning, and molecular approaches to identify, characterize, and profile the expression of PYL receptors in response to drought and salinity stress.

Results: The study identified 14 PYL genes in the finger millet genome, irregularly distributed across four of the nine mapped chromosomes. Phylogenetic analysis grouped these genes into three subfamilies. Machine learning analysis highlighted five putative PYL genes-EcPYL4-2A, EcPYL7-2B, EcPYL11-5A, EcPYL12-5A, and EcPYL14-5B with expression levels exceeding 70% under drought and salinity stress. These genes were further validated through qRT-PCR, confirming their expression under stress conditions, though expression levels varied across tissues and genes.

Discussion: The identification of PYL genes responsive to drought and salt stress provides valuable insights into the stress-signalling mechanisms of finger millet. Among the identified genes, EcPYL7-2B and EcPYL12-5A emerged as promising candidates for further characterization through genome editing and molecular approaches. This study highlights the potential of these genes in enhancing the stress resilience of finger millet, contributing to its role in improving food and nutritional security under challenging environmental conditions.

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来源期刊
Frontiers in Genetics
Frontiers in Genetics Biochemistry, Genetics and Molecular Biology-Molecular Medicine
CiteScore
5.50
自引率
8.10%
发文量
3491
审稿时长
14 weeks
期刊介绍: Frontiers in Genetics publishes rigorously peer-reviewed research on genes and genomes relating to all the domains of life, from humans to plants to livestock and other model organisms. Led by an outstanding Editorial Board of the world’s leading experts, this multidisciplinary, open-access journal is at the forefront of communicating cutting-edge research to researchers, academics, clinicians, policy makers and the public. The study of inheritance and the impact of the genome on various biological processes is well documented. However, the majority of discoveries are still to come. A new era is seeing major developments in the function and variability of the genome, the use of genetic and genomic tools and the analysis of the genetic basis of various biological phenomena.
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