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Salma Santhosh S, Meena S, Baskar M, Karthikeyan S, Vanniarajan C, Ramesh T. Transformative strategies for saline soil restoration: Harnessing halotolerant microorganisms and advanced technologies. World J Microbiol Biotechnol 2025; 41:140. [PMID: 40289223 DOI: 10.1007/s11274-025-04342-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2025] [Accepted: 03/27/2025] [Indexed: 04/30/2025]
Abstract
Soil salinity is a critical global challenge that severely impairs crop productivity and soil health by disrupting water uptake, nutrient acquisition, and ionic balance in plants, thereby posing a significant threat to food security. This review underscores innovative strategies to mitigate salinity stress, focusing on the pivotal role of halotolerant microorganisms and their synergistic interactions with plants. Halotolerant microorganisms enhance plant resilience through diverse mechanisms under salinity, including exopolysaccharide production, sodium sequestration, and phytohormone regulation. It improves ionic balance, nutrient uptake, and root development, facilitated by osmoregulatory and genetic adaptations. In this discussion, we explored emerging technologies, including genome editing (e.g., CRISPR-Cas9), synthetic biology, and advanced omics-based tools such as metagenomics and metatranscriptomics. These cutting-edge approaches offer profound insights into microbial diversity and their functional adaptations to saline environments. By leveraging these technologies, it is possible to design targeted bioremediation strategies through the customization of microbial functionalities to address specific environmental challenges effectively. Advanced methodologies, such as microbial volatile organic compounds (mVOCs), nanotechnology, and stress-tolerant microbial consortia, significantly enhance plant stress tolerance and facilitate soil restoration. Moreover, integrating digital technologies, including machine learning and artificial intelligence (AI), optimizes bioremediation processes by providing precise, scalable, and adaptable solutions tailored to diverse agricultural ecosystems. The synergistic application of halotolerant microbe-mediated approaches with advanced biotechnological and digital innovations presents a transformative strategy for saline soil restoration. Future research should focus on harmonizing these technologies and methodologies to maximize plant-microbe interactions and establish resilient, sustainable agricultural systems.
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Affiliation(s)
- S Salma Santhosh
- Department of Soil Science & Agricultural Chemistry, Anbil Dharmalingam Agricultural College & Research Institute, Tamil Nadu Agricultural University, Tiruchirappalli, Tamil Nadu, India.
| | - S Meena
- Department of Soil Science & Agricultural Chemistry, Tamil Nadu Agricultural University, Coimbatore, Tamil Nadu, India.
| | - M Baskar
- Department of Soil Science & Agricultural Chemistry, Anbil Dharmalingam Agricultural College & Research Institute, Tamil Nadu Agricultural University, Tiruchirappalli, Tamil Nadu, India
| | - S Karthikeyan
- Centre for Post Harvest Technology, Tamil Nadu Agricultural University, Coimbatore, Tamil Nadu, India.
| | - C Vanniarajan
- Anbil Dharmalingam Agricultural College & Research Institute, Tamil Nadu Agricultural University, Tiruchirappalli, Tamil Nadu, India
| | - T Ramesh
- Department of Agronomy, Anbil Dharmalingam Agricultural College & Research Institute, Tamil Nadu Agricultural University, Tiruchirappalli, Tamil Nadu, India
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Gruškienė R, Sereikaitė J. The effect of extremolytes ectoine and hydroxyectoine on the heat-induced protein aggregation: The case of growth hormone. Biochimie 2025; 229:42-48. [PMID: 39389448 DOI: 10.1016/j.biochi.2024.10.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2024] [Revised: 10/02/2024] [Accepted: 10/07/2024] [Indexed: 10/12/2024]
Abstract
The extremolytes ectoine and hydroxyectoine are osmolytes found in extremophilic microorganisms. They are stabilisers of proteins and other macromolecules, including DNA and lipids. The aim of the study was to investigate the effect of the additives on the heat-induced aggregation of mink growth hormone as a model protein. The first-order rate constants of protein aggregation were determined at 60 °C depending on the additive concentration and pH of the solution. The onset temperature of aggregation was also recorded using a circular dichroism spectropolarimeter. The study showed that the effect of the additives depended on the pH of the solution. The first-order rate constants of aggregation were lower when the protein molecule had a negative charge. The effect also depended on the structure of the extremolyte itself. When the protein molecule was positively charged, hydroxyectoine destabilised the mink growth hormone molecule and promoted the aggregation. The different effects of the additives were determined by the different interactions with the protein molecules, as shown by circular dichroism measurements and previously by fluorescence spectroscopy. Therefore, when using ectoine or hydroxyectoine for protein formulation, the effect of the additive should be carefully analysed for each protein individually.
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Affiliation(s)
- Rūta Gruškienė
- Department of Chemistry and Bioengineering, Vilnius Gediminas Technical University, Vilnius, Lithuania
| | - Jolanta Sereikaitė
- Department of Chemistry and Bioengineering, Vilnius Gediminas Technical University, Vilnius, Lithuania.
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Kadam P, Barvkar VT, Darshetkar AM, Zinjarde S. The tropical marine actinomycete Nocardiopsis dassonvillei NCIM 5124 as novel source of ectoine: Genomic and transcriptomic insights. Gene 2024; 930:148860. [PMID: 39151675 DOI: 10.1016/j.gene.2024.148860] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2024] [Revised: 07/16/2024] [Accepted: 08/13/2024] [Indexed: 08/19/2024]
Abstract
Since ectoine is a high-value product, overviewing strategies for identifying novel microbial sources becomes relevant. In the current study, by following a genome mining approach, the ectoine biosynthetic cluster in a tropical marine strain of Nocardiopsis dassonvillei (NCIM 5124) was located and compared with related organisms. Transcriptome analysis of Control and Test samples (with 0 and 5% NaCl, respectively) was carried out to understand salt induced stress response at the molecular level. There were 4950 differentially expressed genes with 25 transcripts being significantly upregulated in Test samples. NaCl induced upregulation of the ectoine biosynthesis cluster and some other genes (stress response, chaperone/Clp protease, cytoplasm, ribonucleoprotein and protein biosynthesis). The production of ectoine as a stress response molecule was experimentally validated via LCMS analysis. The investigation sheds light on the responses exhibited by this actinomycete in coping up with salt stress and provides a foundation for understanding salt induced molecular interactions.
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Affiliation(s)
- Pratik Kadam
- Department of Biotechnology (with Jointly Merged Institute of Bioinformatics and Biotechnology), Savitribai Phule Pune University, Pune, India
| | | | | | - Smita Zinjarde
- Department of Biotechnology (with Jointly Merged Institute of Bioinformatics and Biotechnology), Savitribai Phule Pune University, Pune, India.
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Xing Q, Zhang S, Tao X, Mesbah NM, Mao X, Wang H, Wiegel J, Zhao B. The polyextremophile Natranaerobius thermophilus adopts a dual adaptive strategy to long-term salinity stress, simultaneously accumulating compatible solutes and K . Appl Environ Microbiol 2024; 90:e0014524. [PMID: 38578096 PMCID: PMC11107154 DOI: 10.1128/aem.00145-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2024] [Accepted: 03/15/2024] [Indexed: 04/06/2024] Open
Abstract
The bacterium Natranaerobius thermophilus is an extremely halophilic alkalithermophile that can thrive under conditions of high salinity (3.3-3.9 M Na+), alkaline pH (9.5), and elevated temperature (53°C). To understand the molecular mechanisms of salt adaptation in N. thermophilus, it is essential to investigate the protein, mRNA, and key metabolite levels on a molecular basis. Based on proteome profiling of N. thermophilus under 3.1, 3.7, and 4.3 M Na+ conditions compared to 2.5 M Na+ condition, we discovered that a hybrid strategy, combining the "compatible solute" and "salt-in" mechanisms, was utilized for osmotic adjustment dur ing the long-term salinity adaptation of N. thermophilus. The mRNA level of key proteins and the intracellular content of compatible solutes and K+ support this conclusion. Specifically, N. thermophilus employs the glycine betaine ABC transporters (Opu and ProU families), Na+/solute symporters (SSS family), and glutamate and proline synthesis pathways to adapt to high salinity. The intracellular content of compatible solutes, including glycine betaine, glutamate, and proline, increases with rising salinity levels in N. thermophilus. Additionally, the upregulation of Na+/ K+/ H+ transporters facilitates the maintenance of intracellular K+ concentration, ensuring cellular ion homeostasis under varying salinities. Furthermore, N. thermophilus exhibits cytoplasmic acidification in response to high Na+ concentrations. The median isoelectric points of the upregulated proteins decrease with increasing salinity. Amino acid metabolism, carbohydrate and energy metabolism, membrane transport, and bacterial chemotaxis activities contribute to the adaptability of N. thermophilus under high salt stress. This study provides new data that support further elucidating the complex adaptation mechanisms of N. thermophilus under multiple extremes.IMPORTANCEThis study represents the first report of simultaneous utilization of two salt adaptation mechanisms within the Clostridia class in response to long-term salinity stress.
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Affiliation(s)
- Qinghua Xing
- Graduate School, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Shanshan Zhang
- Graduate School, Chinese Academy of Agricultural Sciences, Beijing, China
- Luo Yang Branch of Institute of Computing Technology, Chinese Academy of Sciences, Luoyang, China
| | - Xinyi Tao
- Graduate School, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Noha M. Mesbah
- Faculty of Pharmacy, Suez Canal University, Ismailia, Egypt
| | - Xinwei Mao
- Department of Civil Engineering, Stony Brook University, Stony Brook, New York, USA
| | - Haisheng Wang
- Graduate School, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Juergen Wiegel
- Department of Microbiology, University of Georgia, Athens, Georgia, USA
| | - Baisuo Zhao
- Graduate School, Chinese Academy of Agricultural Sciences, Beijing, China
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Wang Z, Li Y, Gao X, Xing J, Wang R, Zhu D, Shen G. Comparative genomic analysis of Halomonas campaniensis wild-type and ultraviolet radiation-mutated strains reveal genomic differences associated with increased ectoine production. Int Microbiol 2023; 26:1009-1020. [PMID: 37067733 PMCID: PMC10622362 DOI: 10.1007/s10123-023-00356-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Revised: 04/01/2023] [Accepted: 04/05/2023] [Indexed: 04/18/2023]
Abstract
Ectoine is a natural amino acid derivative and one of the most widely used compatible solutes produced by Halomonas species that affects both cellular growth and osmotic equilibrium. The positive effects of UV mutagenesis on both biomass and ectoine content production in ectoine-producing strains have yet to be reported. In this study, the wild-type H. campaniensis strain XH26 (CCTCCM2019776) was subjected to UV mutagenesis to increase ectoine production. Eight rounds of mutagenesis were used to generate mutated XH26 strains with different UV-irradiation exposure times. Ectoine extract concentrations were then evaluated among all strains using high-performance liquid chromatography analysis, alongside whole genome sequencing with the PacBio RS II platform and comparison of the wild-type strain XH26 and the mutant strain G8-52 genomes. The mutant strain G8-52 (CCTCCM2019777) exhibited the highest cell growth rate and ectoine yields among mutated strains in comparison with strain XH26. Further, ectoine levels in the aforementioned strain significantly increased to 1.51 ± 0.01 g L-1 (0.65 g g-1 of cell dry weight), representing a twofold increase compared to wild-type cells (0.51 ± 0.01 g L-1) when grown in culture medium for ectoine accumulation. Concomitantly, electron microscopy revealed that mutated strain G8-52 cells were obviously shorter than wild-type strain XH26 cells. Moreover, strain G8-52 produced a relatively stable ectoine yield (1.50 g L-1) after 40 days of continuous subculture. Comparative genomics analysis suggested that strain XH26 harbored 24 mutations, including 10 nucleotide insertions, 10 nucleotide deletions, and unique single nucleotide polymorphisms. Notably, the genes orf00723 and orf02403 (lipA) of the wild-type strain mutated to davT and gabD in strain G8-52 that encoded for 4-aminobutyrate-2-oxoglutarate transaminase and NAD-dependent succinate-semialdehyde dehydrogenase, respectively. Consequently, these genes may be involved in increased ectoine yields. These results suggest that continuous multiple rounds of UV mutation represent a successful strategy for increasing ectoine production, and that the mutant strain G8-52 is suitable for large-scale fermentation applications.
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Affiliation(s)
- Zhibo Wang
- Research Center of Basic Medical Science, Medical College of Qinghai University, Xining, 810016, China
| | - Yongzhen Li
- Research Center of Basic Medical Science, Medical College of Qinghai University, Xining, 810016, China
| | - Xiang Gao
- Research Center of Basic Medical Science, Medical College of Qinghai University, Xining, 810016, China
| | - Jiangwa Xing
- Research Center of Basic Medical Science, Medical College of Qinghai University, Xining, 810016, China
| | - Rong Wang
- Research Center of Basic Medical Science, Medical College of Qinghai University, Xining, 810016, China
| | - Derui Zhu
- Research Center of Basic Medical Science, Medical College of Qinghai University, Xining, 810016, China
| | - Guoping Shen
- Research Center of Basic Medical Science, Medical College of Qinghai University, Xining, 810016, China.
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Xing Q, Mesbah NM, Wang H, Zhang Y, Li J, Zhao B. Tandem mass tag-based quantitative proteomics reveals osmotic adaptation mechanisms in Alkalicoccus halolimnae BZ-SZ-XJ29 T , a halophilic bacterium with a broad salinity range for optimal growth. Environ Microbiol 2023; 25:1967-1987. [PMID: 37271582 DOI: 10.1111/1462-2920.16428] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Accepted: 05/10/2023] [Indexed: 06/06/2023]
Abstract
The moderate halophilic bacterium Alkalicoccus halolimnae BZ-SZ-XJ29T exhibits optimum growth over a wide range of NaCl concentrations (8.3-12.3%, w/v; 1.42-2.1 mol L-1 ). However, its adaptive mechanisms to cope with high salt-induced osmotic stress remain unclear. Using TMT-based quantitative proteomics, the cellular proteome was assessed under low (4% NaCl, 0.68 mol L-1 NaCl, control (CK) group), moderate (8% NaCl, 1.37 mol L-1 NaCl), high (12% NaCl, 2.05 mol L-1 NaCl), and extremely high (16% NaCl, 2.74 mol L-1 NaCl) salinity conditions. Digital droplet PCR confirmed the transcription of candidate genes related to salinity. A. halolimnae utilized distinct adaptation strategies to cope with different salinity conditions. Mechanisms such as accumulating different amounts and types of compatible solutes (i.e., ectoine, glycine betaine, glutamate, and glutamine) and the uptake of glycine betaine and glutamate were employed to cope with osmotic stress. Ectoine synthesis and accumulation were critical to the salt adaptation of A. halolimnae. The expression of EctA, EctB, and EctC, as well as the intracellular accumulation of ectoine, significantly and consistently increased with increasing salinity. Glycine betaine and glutamate concentrations remained constant under the four NaCl concentrations. The total content of glutamine and glutamate maintained a dynamic balance and, when exposed to different salinities, may play a role in low salinity-induced osmoadaptation. Moreover, cellular metabolism was severely affected at high salt concentrations, but the synthesis of amino acids, carbohydrate metabolism, and membrane transport related to haloadptation was preserved to maintain cytoplasmic concentration at high salinity. These findings provide insights into the osmoadaptation mechanisms of moderate halophiles and can serve as a theoretical underpinning for industrial production and application of compatible solutes.
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Affiliation(s)
- Qinghua Xing
- Graduate School, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Noha M Mesbah
- Faculty of Pharmacy, Suez Canal University, Ismailia, Egypt
| | - Haisheng Wang
- Graduate School, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Yingjie Zhang
- China Patent Technology Development Co, Beijing, China
| | - Jun Li
- Institute of Agricultural Resources and Regional Planning, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Baisuo Zhao
- Graduate School, Chinese Academy of Agricultural Sciences, Beijing, China
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Shu Z, Zhang X, Wang R, Xing J, Li Y, Zhu D, Shen G. Metabolic engineering of Halomonas campaniensis strain XH26 to remove competing pathways to enhance ectoine production. Sci Rep 2023; 13:9732. [PMID: 37322079 PMCID: PMC10272175 DOI: 10.1038/s41598-023-36975-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2023] [Accepted: 06/13/2023] [Indexed: 06/17/2023] Open
Abstract
Ectoine has gained considerable attention as a high-value chemical with significant application potential and market demand. This study aimed to increase ectoine yields by blocking the metabolic shunt pathway of L-aspartate-4-semialdehyde, the precursor substrate in ectoine synthesis. The homoserine dehydrogenase encoded by hom in H. campaniensis strain XH26 is responsible for the metabolic shunt of L-aspartate-4-semialdehyde to glycine. CRISPR/Cas9 technology was used to seamlessly knockout hom, blocking the metabolic shunt pathway to increase ectoine yields. The ectoine yield of XH26/Δhom was 351.13 mg (g CDW)-1 after 48 h of incubation in 500 mL shake flasks using optimal medium with 1.5 mol L-1 NaCl, which was significantly higher than the 239.18 mg (g CDW)-1 of the wild-type strain. Additionally, the absence of the ectoine metabolic shunt pathway affects betaine synthesis, and thus the betaine yields of XH26/Δhom was 19.98 mg (g CDW)-1, considerably lower than the 69.58 mg (g CDW)-1 of the wild-type strain. Batch fermentation parameters were optimized, and the wild-type strain and XH26/Δhom were fermented in 3 L fermenters, resulting in a high ectoine yield of 587.09 mg (g CDW)-1 for the defective strain, which was significantly greater than the ectoine yield of 385.03 mg (g CDW)-1 of the wild-type strain. This study showed that blocking the metabolic shunt of synthetic substrates effectively increases ectoine production, and a reduction in the competitively compatible solute betaine appears to promote increased ectoine synthesis.
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Affiliation(s)
- Zhiwan Shu
- Research Center of Basic Medical Science, Medical College of Qinghai University, Xining, 810016, China
| | - Xin Zhang
- Research Center of Basic Medical Science, Medical College of Qinghai University, Xining, 810016, China
| | - Rong Wang
- Research Center of Basic Medical Science, Medical College of Qinghai University, Xining, 810016, China
| | - Jiangwa Xing
- Research Center of Basic Medical Science, Medical College of Qinghai University, Xining, 810016, China
| | - Yongzhen Li
- Research Center of Basic Medical Science, Medical College of Qinghai University, Xining, 810016, China
| | - Derui Zhu
- Research Center of Basic Medical Science, Medical College of Qinghai University, Xining, 810016, China
| | - Guoping Shen
- Research Center of Basic Medical Science, Medical College of Qinghai University, Xining, 810016, China.
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Park H, Faulkner M, Toogood HS, Chen GQ, Scrutton N. Online Omics Platform Expedites Industrial Application of Halomonas bluephagenesis TD1.0. Bioinform Biol Insights 2023; 17:11779322231171779. [PMID: 37200674 PMCID: PMC10185862 DOI: 10.1177/11779322231171779] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Accepted: 04/07/2023] [Indexed: 05/20/2023] Open
Abstract
Multi-omic data mining has the potential to revolutionize synthetic biology especially in non-model organisms that have not been extensively studied. However, tangible engineering direction from computational analysis remains elusive due to the interpretability of large datasets and the difficulty in analysis for non-experts. New omics data are generated faster than our ability to use and analyse results effectively, resulting in strain development that proceeds through classic methods of trial-and-error without insight into complex cell dynamics. Here we introduce a user-friendly, interactive website hosting multi-omics data. Importantly, this new platform allows non-experts to explore questions in an industrially important chassis whose cellular dynamics are still largely unknown. The web platform contains a complete KEGG (Kyoto Encyclopedia of Genes and Genomes) pathway enrichment analysis derived from principal components analysis, an interactive bio-cluster heatmap analysis of genes, and the Halomonas TD1.0 genome-scale metabolic (GEM) model. As a case study of the effectiveness of this platform, we applied unsupervised machine learning to determine key differences between Halomonas bluephagenesis TD1.0 cultivated under varied conditions. Specifically, cell motility and flagella apparatus are identified to drive energy expenditure usage at different osmolarities, and predictions were verified experimentally using microscopy and fluorescence labelled flagella staining. As more omics projects are completed, this landing page will facilitate exploration and targeted engineering efforts of the robust, industrial chassis H bluephagenesis for researchers without extensive bioinformatics background.
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Affiliation(s)
- Helen Park
- EPSRC/BBSRC Future Biomanufacturing Research Hub and BBSRC Synthetic Biology Research Centre SYNBIOCHEM, Manchester Institute of Biotechnology and Department of Chemistry, The University of Manchester, Manchester, UK
- Center for Synthetic and Systems Biology, School of Life Sciences, Tsinghua-Peking Center for Life Sciences, Tsinghua University, Beijing, China
| | - Matthew Faulkner
- EPSRC/BBSRC Future Biomanufacturing Research Hub and BBSRC Synthetic Biology Research Centre SYNBIOCHEM, Manchester Institute of Biotechnology and Department of Chemistry, The University of Manchester, Manchester, UK
| | - Helen S Toogood
- EPSRC/BBSRC Future Biomanufacturing Research Hub and BBSRC Synthetic Biology Research Centre SYNBIOCHEM, Manchester Institute of Biotechnology and Department of Chemistry, The University of Manchester, Manchester, UK
| | - Guo-Qiang Chen
- Center for Synthetic and Systems Biology, School of Life Sciences, Tsinghua-Peking Center for Life Sciences, Tsinghua University, Beijing, China
| | - Nigel Scrutton
- EPSRC/BBSRC Future Biomanufacturing Research Hub and BBSRC Synthetic Biology Research Centre SYNBIOCHEM, Manchester Institute of Biotechnology and Department of Chemistry, The University of Manchester, Manchester, UK
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Xing Q, Mesbah NM, Wang H, Li J, Zhao B. Quantitative evaluation of endogenous reference genes for ddPCR under salt stress using a moderate halophile. Extremophiles 2023; 27:8. [PMID: 36976376 DOI: 10.1007/s00792-023-01295-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2023] [Accepted: 03/08/2023] [Indexed: 03/29/2023]
Abstract
Droplet digital PCR (ddPCR) is being increasingly adopted for gene detection and quantification because of its higher sensitivity and specificity. According to previous observations and our laboratory data, it is essential to use endogenous reference genes (RGs) when investigating gene expression at the mRNA level under salt stress. This study aimed to select and validate suitable RGs for gene expression under salt stress using ddPCR. Six candidate RGs were selected based on the tandem mass tag (TMT)-labeled quantitative proteomics of Alkalicoccus halolimnae at four salinities. The expression stability of these candidate genes was evaluated using statistical algorithms (geNorm, NormFinder, BestKeeper and RefFinder). There was a small fluctuation in the cycle threshold (Ct) value and copy number of the pdp gene. Its expression stability was ranked in the vanguard of all algorithms and was the most suitable RG for quantification of expression by both qPCR and ddPCR of A. halolimnae under salt stress. Single RG pdp and RG combinations were used to normalize the expression of ectA, ectB, ectC and ectD under four salinities. The present study constitutes the first systematic analysis of endogenous RG selection for halophiles responding to salt stress. This work provides a valuable theory and an approach reference of internal control identification for ddPCR-based stress response models.
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Affiliation(s)
- Qinghua Xing
- Graduate School, Chinese Academy of Agricultural Sciences, Beijing, 100081, China
| | - Noha M Mesbah
- Faculty of Pharmacy, Suez Canal University, Ismailia, 41522, Egypt
| | - Haisheng Wang
- Graduate School, Chinese Academy of Agricultural Sciences, Beijing, 100081, China
| | - Jun Li
- Institute of Agricultural Resources and Regional Planning, Chinese Academy of Agricultural Sciences, Beijing, 100081, China
| | - Baisuo Zhao
- Graduate School, Chinese Academy of Agricultural Sciences, Beijing, 100081, China.
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