Integrative bioinformatics approaches reveal key hub genes in cyanobacteria: insights from Synechocystis sp. PCC 6803 and Geminocystis sp. NIES-3708 under abiotic stress conditions.

IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY
Genes & genomics Pub Date : 2025-03-01 Epub Date: 2025-01-23 DOI:10.1007/s13258-025-01615-0
Abbas Karimi-Fard, Abbas Saidi, Masoud Tohidfar, Seyede N Emami
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引用次数: 0

Abstract

Background: Cyanobacteria, particularly Synechocystis sp. PCC 6803, serve as model organisms for studying acclimation strategies that enable adaptation to various environmental stresses. Understanding the molecular mechanisms underlying these adaptations provides insight into how cells adjust gene expression in response to challenging conditions.

Objective: To analyze the transcriptome data of Synechocystis sp. PCC 6803 under light, salinity, and iron stress conditions and to identify hub genes potentially involved in stress response, specifically comparing the findings with Geminocystis sp. NIES-3708.

Methods: A comprehensive bioinformatics approach was applied, integrating meta-analysis, weighted gene co-expression network analysis (WGCNA), and a Random Forest (RF) machine learning algorithm. These approaches underscore the robustness of our findings, allowing for a more nuanced understanding of gene interactions and their functional relevance in stress responses. This methodology was used to identify key hub genes in Synechocystis sp. PCC 6803 that may have conserved roles in Geminocystis sp. NIES-3708. A total of four potential hub genes, including slr1392, slr1484, sll1549, and sll1863, were identified. Among these, only sll1549 had a homolog (GM3708_2556) with 71% sequence similarity and 70% query coverage in Geminocystis sp. NIES-3708. The expression of GM3708_2556 was further evaluated under nitrate, salt, and combined salinity-nitrate stress conditions using RT-qPCR.

Results: Transcript levels of GM3708_2556 increased significantly under salt stress (3.35-fold, p-value < 0.05) and combined salinity-nitrate stress (2.24-fold, p-value < 0.05) compared to control conditions, while no significant change was observed under nitrate stress alone. These results suggest that GM3708_2556 may play a crucial role in the organism's response to salt stress, with potential interactions in nitrate metabolism.

Conclusion: This study highlights the gene GM3708_2556 as a significant factor in salt stress response, with implications for conserved functional roles across cyanobacterial species. Furthermore, the findings have potential relevance to biotechnology, particularly in engineering stress-resistant cyanobacterial strains for applications in sustainable agriculture and bioenergy production.

综合生物信息学方法揭示蓝藻关键枢纽基因:来自非生物胁迫条件下的Synechocystis sp. PCC 6803和Geminocystis sp. NIES-3708的见解。
背景:蓝藻,特别是聚胞藻sp. PCC 6803,是研究适应策略的模式生物,能够适应各种环境胁迫。了解这些适应背后的分子机制,有助于深入了解细胞如何调节基因表达以应对挑战条件。目的:分析Synechocystis sp. PCC 6803在光照、盐度和铁胁迫条件下的转录组数据,确定可能参与胁迫反应的枢纽基因,并将其与Geminocystis sp. ies -3708进行比较。方法:采用综合生物信息学方法,整合meta分析、加权基因共表达网络分析(WGCNA)和随机森林(RF)机器学习算法。这些方法强调了我们发现的稳健性,允许对基因相互作用及其在应激反应中的功能相关性有更细致的了解。利用该方法鉴定了Synechocystis sp. PCC 6803中可能在Geminocystis sp. ies -3708中具有保守作用的关键枢纽基因。共鉴定出slr1392、slr1484、sll1549和sll1863 4个潜在枢纽基因。其中,只有sll1549在Geminocystis sp. ies -3708中具有同源基因(GM3708_2556),序列相似度为71%,查询覆盖率为70%。利用RT-qPCR进一步检测GM3708_2556在硝酸盐、盐和盐硝联合胁迫条件下的表达。结果:GM3708_2556基因在盐胁迫下的转录水平显著升高(p值为3.35倍)。结论:本研究表明GM3708_2556基因是盐胁迫响应的重要因子,可能在蓝藻物种中具有保守的功能作用。此外,这些发现与生物技术具有潜在的相关性,特别是在可持续农业和生物能源生产中应用的工程抗逆性蓝藻菌株。
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
Genes & genomics
Genes & genomics 生物-生化与分子生物学
CiteScore
3.70
自引率
4.80%
发文量
131
审稿时长
6-12 weeks
期刊介绍: Genes & Genomics is an official journal of the Korean Genetics Society (http://kgenetics.or.kr/). Although it is an official publication of the Genetics Society of Korea, membership of the Society is not required for contributors. It is a peer-reviewed international journal publishing print (ISSN 1976-9571) and online version (E-ISSN 2092-9293). It covers all disciplines of genetics and genomics from prokaryotes to eukaryotes from fundamental heredity to molecular aspects. The articles can be reviews, research articles, and short communications.
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