Evidence map›Paper›PMID 39849193›Full record

ArticleGenes & genomics2025

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

Abbas Karimi-Fard, Abbas Saidi, Masoud Tohidfar, Seyede N Emami

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Article in Genes & genomics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers, 2 of them syntheses that pooled it.

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5citing papers in PubMed, 2 pooled it
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1 · What the graph read from it

What it found

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3 · Its place in the literature

Who cites it

5 citing papers in PubMed, 2 syntheses or guidelines pooled it.

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Abbas Karimi-FardDepartment of Cell and Molecular Biology, Faculty of Life Sciences and Biotechnology, Shahid Beheshti University, Tehran, Iran.
Abbas SaidiDepartment of Cell and Molecular Biology, Faculty of Life Sciences and Biotechnology, Shahid Beheshti University, Tehran, Iran. abbas.saidi@gmail.com.
Masoud TohidfarDepartment of Cell and Molecular Biology, Faculty of Life Sciences and Biotechnology, Shahid Beheshti University, Tehran, Iran. m_tohidfar@sbu.ac.ir.
Seyede N EmamiDepartment of Molecular Biosciences, Wenner-Gren Institute, Stockholm University, 106 91, Stockholm, Sweden.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundCyanobacteria, 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.

objectiveTo 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.

methodsA 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.

resultsTranscript 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.

conclusionThis 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.

Indexed as

Computational BiologyCyanobacteriaStress, PhysiologicalSynechocystisBacterial ProteinsGene Expression Regulation, BacterialGene Regulatory NetworksTranscriptomeBacterial ProteinsCyanobacteriaEnvironmental stressesGene expressionMachine learningMeta-analysisWGCNA

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.