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Christi K, Hudson J, Egan S. Current approaches to genetic modification of marine bacteria and considerations for improved transformation efficiency. Microbiol Res 2024; 284:127729. [PMID: 38663232 DOI: 10.1016/j.micres.2024.127729] [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: 10/18/2023] [Revised: 02/25/2024] [Accepted: 04/15/2024] [Indexed: 05/26/2024]
Abstract
Marine bacteria play vital roles in symbiosis, biogeochemical cycles and produce novel bioactive compounds and enzymes of interest for the pharmaceutical, biofuel and biotechnology industries. At present, investigations into marine bacterial functions and their products are primarily based on phenotypic observations, -omic type approaches and heterologous gene expression. To advance our understanding of marine bacteria and harness their full potential for industry application, it is critical that we have the appropriate tools and resources to genetically manipulate them in situ. However, current genetic tools that are largely designed for model organisms such as E. coli, produce low transformation efficiencies or have no transfer ability in marine bacteria. To improve genetic manipulation applications for marine bacteria, we need to improve transformation methods such as conjugation and electroporation in addition to identifying more marine broad host range plasmids. In this review, we aim to outline the reported methods of transformation for marine bacteria and discuss the considerations for each approach in the context of improving efficiency. In addition, we further discuss marine plasmids and future research areas including CRISPR tools and their potential applications for marine bacteria.
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Affiliation(s)
- Katrina Christi
- Centre for Marine Science and Innovation, School of Biological, Earth and Environmental Sciences, Faculty of Science, The University of New South Wales, Kensington, NSW, Australia
| | - Jennifer Hudson
- Centre for Marine Science and Innovation, School of Biological, Earth and Environmental Sciences, Faculty of Science, The University of New South Wales, Kensington, NSW, Australia
| | - Suhelen Egan
- Centre for Marine Science and Innovation, School of Biological, Earth and Environmental Sciences, Faculty of Science, The University of New South Wales, Kensington, NSW, Australia.
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Yu X, Hu J, Zhang Y. SNN6mA: Improved DNA N6-methyladenine site prediction using Siamese network-based feature embedding. Comput Biol Med 2023; 166:107533. [PMID: 37793205 DOI: 10.1016/j.compbiomed.2023.107533] [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: 08/13/2023] [Revised: 09/01/2023] [Accepted: 09/27/2023] [Indexed: 10/06/2023]
Abstract
DNA N6-methyladenine (6mA) is one of the most common and abundant modifications, which plays essential roles in various biological processes and cellular functions. Therefore, the accurate identification of DNA 6mA sites is of great importance for a better understanding of its regulatory mechanisms and biological functions. Although significant progress has been made, there still has room for further improvement in 6mA site prediction in DNA sequences. In this study, we report a smart but accurate 6mA predictor, termed as SNN6mA, using Siamese network. To be specific, DNA segments are firstly encoded into feature vectors using the one-hot encoding scheme; then, these original feature vectors are mapped to a low-dimensional embedding space derived from Siamese network to capture more discriminative features; finally, the obtained low-dimensional features are fed to a fully connected neural network to perform final prediction. Stringent benchmarking tests on the datasets of two species demonstrated that the proposed SNN6mA is superior to the state-of-the-art 6mA predictors. Detailed data analyses show that the major advantage of SNN6mA lies in the utilization of Siamese network, which can map the original features into a low-dimensional embedding space with more discriminative capability. In summary, the proposed SNN6mA is the first attempt to use Siamese network for 6mA site prediction and could be easily extended to predict other types of modifications. The codes and datasets used in the study are freely available at https://github.com/YuXuan-Glasgow/SNN6mA for academic use.
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Affiliation(s)
- Xuan Yu
- Glasgow College, University of Electronic Science and Technology of China, Chengdu, 611731, China
| | - Jun Hu
- College of Information Engineering, Zhejiang University of Technology, Hangzhou, 310023, China
| | - Ying Zhang
- School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, 210094, China.
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3
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Longley R, Robinson A, Liber JA, Bryson AE, Morales DP, LaButti K, Riley R, Mondo SJ, Kuo A, Yoshinaga Y, Daum C, Barry K, Grigoriev IV, Desirò A, Chain PSG, Bonito G. Comparative genomics of Mollicutes-related endobacteria supports a late invasion into Mucoromycota fungi. Commun Biol 2023; 6:948. [PMID: 37723238 PMCID: PMC10507103 DOI: 10.1038/s42003-023-05299-8] [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: 03/10/2023] [Accepted: 08/29/2023] [Indexed: 09/20/2023] Open
Abstract
Diverse members of early-diverging Mucoromycota, including mycorrhizal taxa and soil-associated Mortierellaceae, are known to harbor Mollicutes-related endobacteria (MRE). It has been hypothesized that MRE were acquired by a common ancestor and transmitted vertically. Alternatively, MRE endosymbionts could have invaded after the divergence of Mucoromycota lineages and subsequently spread to new hosts horizontally. To better understand the evolutionary history of MRE symbionts, we generated and analyzed four complete MRE genomes from two Mortierellaceae genera: Linnemannia (MRE-L) and Benniella (MRE-B). These genomes include the smallest known of fungal endosymbionts and showed signals of a tight relationship with hosts including a reduced functional capacity and genes transferred from fungal hosts to MRE. Phylogenetic reconstruction including nine MRE from mycorrhizal fungi revealed that MRE-B genomes are more closely related to MRE from Glomeromycotina than MRE-L from the same host family. We posit that reductions in genome size, GC content, pseudogene content, and repeat content in MRE-L may reflect a longer-term relationship with their fungal hosts. These data indicate Linnemannia and Benniella MRE were likely acquired independently after their fungal hosts diverged from a common ancestor. This work expands upon foundational knowledge on minimal genomes and provides insights into the evolution of bacterial endosymbionts.
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Affiliation(s)
- Reid Longley
- Los Alamos National Laboratory, Los Alamos, NM, USA
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, MI, 48824, USA
| | | | - Julian A Liber
- Department of Biology, Duke University, Durham, NC, 27704, USA
| | - Abigail E Bryson
- Department of Plant Soil and Microbial Sciences, Michigan State University, East Lansing, MI, 48824, USA
| | | | - Kurt LaButti
- United States Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Robert Riley
- United States Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Stephen J Mondo
- United States Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
- Department of Agricultural Biology, Colorado State University, Fort Collins, CO, 80521, USA
| | - Alan Kuo
- United States Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Yuko Yoshinaga
- United States Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Chris Daum
- United States Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Kerrie Barry
- United States Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Igor V Grigoriev
- United States Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
- Department of Plant and Microbial Biology, University of California Berkeley, Berkeley, CA, 94720, USA
| | - Alessandro Desirò
- Department of Plant Soil and Microbial Sciences, Michigan State University, East Lansing, MI, 48824, USA
| | | | - Gregory Bonito
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, MI, 48824, USA.
- Department of Plant Soil and Microbial Sciences, Michigan State University, East Lansing, MI, 48824, USA.
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Hiraoka S, Sumida T, Hirai M, Toyoda A, Kawagucci S, Yokokawa T, Nunoura T. Diverse DNA modification in marine prokaryotic and viral communities. Nucleic Acids Res 2022; 50:1531-1550. [PMID: 35051998 PMCID: PMC8919816 DOI: 10.1093/nar/gkab1292] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2021] [Revised: 11/30/2021] [Accepted: 12/17/2021] [Indexed: 11/15/2022] Open
Abstract
DNA chemical modifications, including methylation, are widespread and play important roles in prokaryotes and viruses. However, current knowledge of these modification systems is severely biased towards a limited number of culturable prokaryotes, despite the fact that a vast majority of microorganisms have not yet been cultured. Here, using single-molecule real-time sequencing, we conducted culture-independent 'metaepigenomic' analyses (an integrated analysis of metagenomics and epigenomics) of marine microbial communities. A total of 233 and 163 metagenomic-assembled genomes (MAGs) were constructed from diverse prokaryotes and viruses, respectively, and 220 modified motifs and 276 DNA methyltransferases (MTases) were identified. Most of the MTase genes were not genetically linked with the endonuclease genes predicted to be involved in defense mechanisms against extracellular DNA. The MTase-motif correspondence found in the MAGs revealed 10 novel pairs, 5 of which showed novel specificities and experimentally confirmed the catalytic specificities of the MTases. We revealed novel alternative specificities in MTases that are highly conserved in Alphaproteobacteria, which may enhance our understanding of the co-evolutionary history of the methylation systems and the genomes. Our findings highlight diverse unexplored DNA modifications that potentially affect the ecology and evolution of prokaryotes and viruses in nature.
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Affiliation(s)
- Satoshi Hiraoka
- Research Center for Bioscience and Nanoscience (CeBN),
Research Institute for Marine Resources Utilization, Japan Agency for
Marine-Earth Science and Technology (JAMSTEC),
Yokosuka,
Kanagawa 237–0061,
Japan
| | - Tomomi Sumida
- Research Center for Bioscience and Nanoscience (CeBN),
Research Institute for Marine Resources Utilization, Japan Agency for
Marine-Earth Science and Technology (JAMSTEC),
Yokosuka,
Kanagawa 237–0061,
Japan
| | - Miho Hirai
- Institute for Extra-cutting-edge Science and Technology
Avant-garde Research (X-star), Japan Agency for Marine-Earth Science and
Technology (JAMSTEC), Yokosuka,
Kanagawa 237–0061,
Japan
| | - Atsushi Toyoda
- Advanced Genomics Center, National Institute of
Genetics, Mishima,
Shizuoka 411-8540,
Japan
| | - Shinsuke Kawagucci
- Institute for Extra-cutting-edge Science and Technology
Avant-garde Research (X-star), Japan Agency for Marine-Earth Science and
Technology (JAMSTEC), Yokosuka,
Kanagawa 237–0061,
Japan
- Marine Biodiversity and Environmental Assessment Research
Center (BioEnv), Research Institute for Global Change (RIGC), Japan
Agency for Marine-Earth Science and Technology (JAMSTEC),
Yokosuka,
Kanagawa 237–0061,
Japan
| | - Taichi Yokokawa
- Institute for Extra-cutting-edge Science and Technology
Avant-garde Research (X-star), Japan Agency for Marine-Earth Science and
Technology (JAMSTEC), Yokosuka,
Kanagawa 237–0061,
Japan
| | - Takuro Nunoura
- Research Center for Bioscience and Nanoscience (CeBN),
Research Institute for Marine Resources Utilization, Japan Agency for
Marine-Earth Science and Technology (JAMSTEC),
Yokosuka,
Kanagawa 237–0061,
Japan
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Anton BP, Roberts RJ. Beyond Restriction Modification: Epigenomic Roles of DNA Methylation in Prokaryotes. Annu Rev Microbiol 2021; 75:129-149. [PMID: 34314594 DOI: 10.1146/annurev-micro-040521-035040] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
The amount of bacterial and archaeal genome sequence and methylome data has greatly increased over the last decade, enabling new insights into the functional roles of DNA methylation in these organisms. Methyltransferases (MTases), the enzymes responsible for DNA methylation, are exchanged between prokaryotes through horizontal gene transfer and can function either as part of restriction-modification systems or in apparent isolation as single (orphan) genes. The patterns of DNA methylation they confer on the host chromosome can have significant effects on gene expression, DNA replication, and other cellular processes. Some processes require very stable patterns of methylation, resulting in conservation of persistent MTases in a particular lineage. Other processes require patterns that are more dynamic yet more predictable than what is afforded by horizontal gene transfer and gene loss, resulting in phase-variable or recombination-driven MTase alleles. In this review, we discuss what is currently known about the functions of DNA methylation in prokaryotes in light of these evolutionary patterns. Expected final online publication date for the Annual Review of Microbiology, Volume 75 is October 2021. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
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Affiliation(s)
- Brian P Anton
- New England Biolabs, Ipswich, Massachusetts 01938, USA; ,
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