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Ejaz MR, Badr K, Hassan ZU, Al-Thani R, Jaoua S. Metagenomic approaches and opportunities in arid soil research. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 953:176173. [PMID: 39260494 DOI: 10.1016/j.scitotenv.2024.176173] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/08/2024] [Revised: 09/04/2024] [Accepted: 09/07/2024] [Indexed: 09/13/2024]
Abstract
Arid soils present unique challenges and opportunities for studying microbial diversity and bioactive potential due to the extreme environmental conditions they bear. This review article investigates soil metagenomics as an emerging tool to explore complex microbial dynamics and unexplored bioactive potential in harsh environments. Utilizing advanced metagenomic techniques, diverse microbial populations that grow under extreme conditions such as high temperatures, salinity, high pH levels, and exposure to metals and radiation can be studied. The use of extremophiles to discover novel natural products and biocatalysts emphasizes the role of functional metagenomics in identifying enzymes and secondary metabolites for industrial and pharmaceutical purposes. Metagenomic sequencing uncovers a complex network of microbial diversity, offering significant potential for discovering new bioactive compounds. Functional metagenomics, connecting taxonomic diversity to genetic capabilities, provides a pathway to identify microbes' mechanisms to synthesize valuable secondary metabolites and other bioactive substances. Contrary to the common perception of desert soil as barren land, the metagenomic analysis reveals a rich diversity of life forms adept at extreme survival. It provides valuable findings into their resilience and potential applications in biotechnology. Moreover, the challenges associated with metagenomics in arid soils, such as low microbial biomass, high DNA degradation rates, and DNA extraction inhibitors and strategies to overcome these issues, outline the latest advancements in extraction methods, high-throughput sequencing, and bioinformatics. The importance of metagenomics for investigating diverse environments opens the way for future research to develop sustainable solutions in agriculture, industry, and medicine. Extensive studies are necessary to utilize the full potential of these powerful microbial communities. This research will significantly improve our understanding of microbial ecology and biotechnology in arid environments.
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Affiliation(s)
- Muhammad Riaz Ejaz
- Environmental Science Program, Department of Biological and Environmental Sciences, College of Arts and Science, Qatar University, P.O. Box 2713, Doha, Qatar
| | - Kareem Badr
- Environmental Science Program, Department of Biological and Environmental Sciences, College of Arts and Science, Qatar University, P.O. Box 2713, Doha, Qatar
| | - Zahoor Ul Hassan
- Environmental Science Program, Department of Biological and Environmental Sciences, College of Arts and Science, Qatar University, P.O. Box 2713, Doha, Qatar
| | - Roda Al-Thani
- Environmental Science Program, Department of Biological and Environmental Sciences, College of Arts and Science, Qatar University, P.O. Box 2713, Doha, Qatar
| | - Samir Jaoua
- Environmental Science Program, Department of Biological and Environmental Sciences, College of Arts and Science, Qatar University, P.O. Box 2713, Doha, Qatar.
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Rajguru B, Shri M, Bhatt VD. Exploring microbial diversity in the rhizosphere: a comprehensive review of metagenomic approaches and their applications. 3 Biotech 2024; 14:224. [PMID: 39247454 PMCID: PMC11379838 DOI: 10.1007/s13205-024-04065-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Accepted: 08/26/2024] [Indexed: 09/10/2024] Open
Abstract
The rhizosphere, the soil region influenced by plant roots, represents a dynamic microenvironment where intricate interactions between plants and microorganisms shape soil health, nutrient cycling, and plant growth. Soil microorganisms are integral players in the transformation of materials, the dynamics of energy flows, and the intricate cycles of biogeochemistry. Considerable research has been dedicated to investigating the abundance, diversity, and intricacies of interactions among different microbes, as well as the relationships between plants and microbes present in the rhizosphere. Metagenomics, a powerful suite of techniques, has emerged as a transformative tool for dissecting the genetic repertoire of complex microbial communities inhabiting the rhizosphere. The review systematically navigates through various metagenomic approaches, ranging from shotgun metagenomics, enabling unbiased analysis of entire microbial genomes, to targeted sequencing of the 16S rRNA gene for taxonomic profiling. Each approach's strengths and limitations are critically evaluated, providing researchers with a nuanced understanding of their applicability in different research contexts. A central focus of the review lies in the practical applications of rhizosphere metagenomics in various fields including agriculture. By decoding the genomic content of rhizospheric microbes, researchers gain insights into their functional roles in nutrient acquisition, disease suppression, and overall plant health. The review also addresses the broader implications of metagenomic studies in advancing our understanding of microbial diversity and community dynamics in the rhizosphere. It serves as a comprehensive guide for researchers, agronomists, and policymakers, offering a roadmap for harnessing metagenomic approaches to unlock the full potential of the rhizosphere microbiome in promoting sustainable agriculture.
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Affiliation(s)
- Bhumi Rajguru
- School of Applied Sciences and Technology, Gujarat Technological University, Chandkheda, Ahmedabad, Gujarat India
| | - Manju Shri
- School of Applied Sciences and Technology, Gujarat Technological University, Chandkheda, Ahmedabad, Gujarat India
| | - Vaibhav D Bhatt
- School of Applied Sciences and Technology, Gujarat Technological University, Chandkheda, Ahmedabad, Gujarat India
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Trego A, O'Sullivan S, O'Flaherty V, Collins G, Ijaz UZ. Individual methanogenic granules are whole-ecosystem replicates with reproducible responses to environmental cues. ENVIRONMENTAL MICROBIOME 2024; 19:68. [PMID: 39252061 PMCID: PMC11386378 DOI: 10.1186/s40793-024-00615-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/16/2024] [Accepted: 09/02/2024] [Indexed: 09/11/2024]
Abstract
BACKGROUND In this study, individual methanogenic (anaerobic), granular biofilms were used as true community replicates to assess whole-microbial-community responses to environmental cues. The aggregates were sourced from a lab-scale, engineered, biological wastewater treatment system, were size-separated, and the largest granules were individually subjected to controlled environmental cues in micro-batch reactors (μBRs). RESULTS Individual granules were identical with respect to the structure of the active community based on cDNA analysis. Additionally, it was observed that the active microbial community of individual granules, at the depth of 16S rRNA gene sequencing, produced reproducible responses to environmental changes in pH, temperature, substrate, and trace-metal supplementation. We identified resilient and susceptible taxa associated with each environmental condition tested, as well as selected specialists, whose niche preferences span the entire trophic chain required for the complete anaerobic degradation of organic matter. CONCLUSIONS We found that single anaerobic granules can be considered highly-replicated whole-ecosystems with potential usefulness for the field of microbial ecology. Additionally, they act as the smallest whole-community unit within the meta-community of an engineered bioreactor. When subjected to various environmental cues, anaerobic granules responded reproducibly allowing for rare or unique opportunities for high-throughput studies testing whole-community responses to a wide range of environmental conditions.
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Affiliation(s)
- Anna Trego
- Sustainable World Section, School of Biological and Chemical Sciences, University of Galway, University Road, Galway, H91 TK33, Ireland
| | - Sarah O'Sullivan
- Sustainable World Section, School of Biological and Chemical Sciences, University of Galway, University Road, Galway, H91 TK33, Ireland
| | - Vincent O'Flaherty
- Sustainable World Section, School of Biological and Chemical Sciences, University of Galway, University Road, Galway, H91 TK33, Ireland
| | - Gavin Collins
- Sustainable World Section, School of Biological and Chemical Sciences, University of Galway, University Road, Galway, H91 TK33, Ireland.
| | - Umer Zeeshan Ijaz
- Water Engineering Group, School of Engineering, The University of Glasgow, Oakfield Avenue, Glasgow, G12 8LT, UK.
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Ortiz-Velez A, Kelley S. Data-driven mathematical and visualization approaches for removing rare features for Compositional Data Analysis (CoDA). NAR Genom Bioinform 2024; 6:lqad110. [PMID: 38187087 PMCID: PMC10768885 DOI: 10.1093/nargab/lqad110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2023] [Revised: 11/25/2023] [Accepted: 12/20/2023] [Indexed: 01/09/2024] Open
Abstract
Sparse feature tables, in which many features are present in very few samples, are common in big biological data (e.g. metagenomics). Ignoring issues of zero-laden datasets can result in biased statistical estimates and decreased power in downstream analyses. Zeros are also a particular issue for compositional data analysis using log-ratios since the log of zero is undefined. Researchers typically deal with this issue by removing low frequency features, but the thresholds for removal differ markedly between studies with little or no justification. Here, we present CurvCut, an unsupervised data-driven approach with human confirmation for rare-feature removal. CurvCut implements two distinct approaches for determining natural breaks in the feature distributions: a method based on curvature analysis borrowed from thermodynamics and the Fisher-Jenks statistical method. Our results show that CurvCut rapidly identifies data-specific breaks in these distributions that can be used as cutoff points for low-frequency feature removal that maximizes feature retention. We show that CurvCut works across different biological data types and rapidly generates clear visual results that allow researchers to confirm and apply feature removal cutoffs to individual datasets.
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Affiliation(s)
- Adrian Ortiz-Velez
- Biological and Medical Informatics Program, San Diego State University, San Diego, CA 92182, USA
- Department of Biology, San Diego State University, San Diego, CA 92182, USA
| | - Scott T Kelley
- Biological and Medical Informatics Program, San Diego State University, San Diego, CA 92182, USA
- Department of Biology, San Diego State University, San Diego, CA 92182, USA
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Fountain-Jones NM, Giraud T, Zinger L, Bik H, Creer S, Videvall E. Molecular ecology of microbiomes in the wild: Common pitfalls, methodological advances and future directions. Mol Ecol 2024; 33:e17223. [PMID: 38014746 DOI: 10.1111/mec.17223] [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: 09/26/2023] [Revised: 11/12/2023] [Accepted: 11/15/2023] [Indexed: 11/29/2023]
Abstract
The study of microbiomes across organisms and environments has become a prominent focus in molecular ecology. This perspective article explores common challenges, methodological advancements, and future directions in the field. Key research areas include understanding the drivers of microbiome community assembly, linking microbiome composition to host genetics, exploring microbial functions, transience and spatial partitioning, and disentangling non-bacterial components of the microbiome. Methodological advancements, such as quantifying absolute abundances, sequencing complete genomes, and utilizing novel statistical approaches, are also useful tools for understanding complex microbial diversity patterns. Our aims are to encourage robust practices in microbiome studies and inspire researchers to explore the next frontier of this rapidly changing field.
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Affiliation(s)
| | - Tatiana Giraud
- Laboratoire Ecologie Systématique et Evolution, UMR 8079, Bâtiment 680, Université Paris-Saclay, CNRS, AgroParisTech, Gif-sur-Yvette, France
| | - Lucie Zinger
- Institut de Biologie de l'École Normale Supérieure (IBENS), École Normale Supérieure, CNRS, INSERM, PSL Université Paris, Paris, France
- Laboratoire Evolution et Diversité Biologique (EDB), UMR5174, CNRS, Institut de Recherche pour le Développement (IRD), Université Toulouse 3 Paul Sabatier, Toulouse, France
| | - Holly Bik
- Department of Marine Sciences and Institute of Bioinformatics, University of Georgia, Athens, Georgia, USA
| | - Simon Creer
- School of Environmental and Natural Sciences, Bangor University, Bangor, UK
| | - Elin Videvall
- Department of Ecology, Evolution and Organismal Biology, Brown University, Providence, Rhode Island, USA
- Institute at Brown for Environment and Society, Brown University, Providence, Rhode Island, USA
- Department of Ecology and Genetics, Uppsala University, Uppsala, Sweden
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Liu L, Kaur GI, Kumar A, Kanwal A, Singh SP. The Role of Gut Microbiota and Associated Compounds in Cardiovascular Health and its Therapeutic Implications. Cardiovasc Hematol Agents Med Chem 2024; 22:375-389. [PMID: 38275032 DOI: 10.2174/0118715257273506231208045308] [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: 08/05/2023] [Revised: 11/10/2023] [Accepted: 11/15/2023] [Indexed: 01/27/2024]
Abstract
It is possible that gut bacteria may have a beneficial effect on cardiovascular health in humans. It may play a major role in the progression of a variety of cardiovascular diseases, including Heart Failure (HF), Atherosclerosis, Coronary Arterial Disease (CAD), Ischemic Heart Disease (IHD), and Others. Dysbiosis of the gut microbiota, along with its direct and indirect impact on gut health, may induce cardiovascular disorders. Although advanced studies have demonstrated the relationship of various metabolites to cardiovascular diseases (CVD) in animals, translating their functional capacity to humans remains a significant area of research. This paper simplifies the demonstration of some compounds, pathways, and components like Trimethylamine N-oxide (TMAO), short-chain fatty acids (SCFAs), and butyrate production. It demonstrates how a change in eating habits causes TMAO and how the impact of different drugs on gut microbiota species and high consumption of Westernized food causes several heartrelated problems, such as atherosclerosis and inflammation that can even become the cause of heart failure. Modulation of the gut microbiome, on the other hand, is a novel therapeutic measure because it can be easily altered through diet and other lifestyle changes. It could then be used to lower the risk of several CVDs.
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Affiliation(s)
- Lu Liu
- Endoscopic Diagnosis and Treatment Center, Baoding First Central Hospital, Baoding, China
| | - Guneet Inderjeet Kaur
- Department of Sports Psychology, Central University of Rajasthan, Ajmer, 305817, India
| | - Avinash Kumar
- Department of Sports Biosciences, Central University of Rajasthan, Ajmer, 305817, India
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Gonzalez SV, Dafforn KA, Gribben PE, O'Connor WA, Johnston EL. Organic enrichment reduces sediment bacterial and archaeal diversity, composition, and functional profile independent of bioturbator activity. MARINE POLLUTION BULLETIN 2023; 196:115608. [PMID: 37797537 DOI: 10.1016/j.marpolbul.2023.115608] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/16/2023] [Revised: 08/16/2023] [Accepted: 09/28/2023] [Indexed: 10/07/2023]
Abstract
Eutrophication is a worldwide issue that can disrupt ecosystem processes in sediments. Studies have shown that macrofauna influences sediment processes by engineering environments that constrain microbial communities. Here, we explored the effect of different sizes of the Sydney cockle (Anadara trapezia), on bacterial and archaeal communities in natural and experimentally enriched sediments. A mesocosm experiment was conducted with two enrichment conditions (natural or enriched) and 5 cockle treatments (small, medium, large, mixed sizes and a control). This study was unable to detect A. trapezia effects on microbial communities irrespective of body size. However, a substantial decrease of bacterial richness, diversity, and structural and functional shifts, were seen with organic enrichment of sediments. Archaea were similarly changed although the magnitude of effect was less than for bacteria. Overall, we found evidence to suggest that A. trapezia had limited capacity to affect sediment microbial communities and mitigate the effects of organic enrichment.
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Affiliation(s)
- Sebastian Vadillo Gonzalez
- Sydney Institute of Marine Science, Chowder Bay Road, Mosman, NSW 2088, Sydney, Australia; The University of Sydney, School of Life and Environmental Sciences, Sydney, NSW 2006, Australia; Evolution and Ecology Research Centre, University of New South Wales, Sydney, Australia.
| | - Katherine A Dafforn
- Sydney Institute of Marine Science, Chowder Bay Road, Mosman, NSW 2088, Sydney, Australia; School of Natural Sciences, Macquarie University, North Ryde, NSW 2109, Sydney, Australia
| | - Paul E Gribben
- Sydney Institute of Marine Science, Chowder Bay Road, Mosman, NSW 2088, Sydney, Australia; Centre for Marine Science and Innovation, School of Biological, Earth and Environmental Sciences, University of New South Wales, NSW, 2052 Sydney, Australia; Evolution and Ecology Research Centre, University of New South Wales, Sydney, Australia
| | - Wayne A O'Connor
- New South Wales Department of Primary Industries, Fisheries NSW, Port Stephens Fisheries Institute, Taylors Beach, NSW 2316, Australia
| | - Emma L Johnston
- Sydney Institute of Marine Science, Chowder Bay Road, Mosman, NSW 2088, Sydney, Australia; Centre for Marine Science and Innovation, School of Biological, Earth and Environmental Sciences, University of New South Wales, NSW, 2052 Sydney, Australia
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Vadillo Gonzalez S, Vranken S, Coleman MA, Wernberg T, Steinberg PD, Marzinelli EM. Host genotype and microbiome associations in co-occurring clonal and non-clonal kelp, Ecklonia radiata. Mol Ecol 2023; 32:4584-4598. [PMID: 37332135 DOI: 10.1111/mec.17056] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2022] [Revised: 04/21/2023] [Accepted: 06/09/2023] [Indexed: 06/20/2023]
Abstract
A fundamental question in holobiont biology is the extent to which microbiomes are determined by host characteristics regulated by their genotype. Studies on the interactions of host genotype and microbiomes are emerging but disentangling the role that host genotype has in shaping microbiomes remains challenging in natural settings. Host genotypes tend to be segregated in space and affected by different environments. Here we overcome this challenge by studying an unusual situation where host asexual (5 clonal lineages) and sexual genotypes (15 non-clonal lineages) of the same species co-occur under the same environment. This allowed us to partition the influence of morphological traits and genotype in shaping host-associated bacterial communities. Lamina-associated bacteria of co-occurring kelp sexual non-clonal (Ecklonia radiata) and asexual clonal (E. brevipes) morphs were compared to test whether host genotype influences microbiomes beyond morphology. Similarity of bacterial composition and predicted functions were evaluated among individuals within a single clonal genotype or among non-clonal genotypes of each morph. Higher similarity in bacterial composition and inferred functions were found among identical clones of E. brevipes compared to other clonal genotypes or unique non-clonal E. radiata genotypes. Additionally, bacterial diversity and composition differed significantly between the two morphs and were related with one morphological trait in E. brevipes (haptera). Thus, factors regulated by the host genotype (e.g. secondary metabolite production) likely drive differences in microbial communities between morphs. The strong association of genotype and microbiome found here highlights the importance of genetic relatedness of hosts in determining variability in their bacterial symbionts.
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Affiliation(s)
- Sebastian Vadillo Gonzalez
- The University of Sydney, School of Life and Environmental Sciences, Sydney, New South Wales, Australia
- Sydney Institute of Marine Science, Mosman, New South Wales, Australia
| | - Sofie Vranken
- UWA Oceans Institute & School of Biological Sciences, University of Western Australia, Crowley, Western Australia, Australia
| | - Melinda A Coleman
- UWA Oceans Institute & School of Biological Sciences, University of Western Australia, Crowley, Western Australia, Australia
- New South Wales Fisheries, Department of Primary Industries, National Marine Science Centre, Coffs Harbour, New South Wales, Australia
| | - Thomas Wernberg
- UWA Oceans Institute & School of Biological Sciences, University of Western Australia, Crowley, Western Australia, Australia
- Institute of Marine Research, Floedevigen Research Station, His, Norway
| | - Peter D Steinberg
- Sydney Institute of Marine Science, Mosman, New South Wales, Australia
- School of Biological, Earth and Environmental Sciences, University of New South Wales, Sydney, New South Wales, Australia
| | - Ezequiel M Marzinelli
- The University of Sydney, School of Life and Environmental Sciences, Sydney, New South Wales, Australia
- Sydney Institute of Marine Science, Mosman, New South Wales, Australia
- Singapore Centre for Environmental Life Sciences Engineering, Nanyang Technological University, Singapore City, Singapore
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Gonzalez JM. Special Issue: "New Methods in Microbial Research 2.0": Editorial. Microorganisms 2023; 11:718. [PMID: 36985291 PMCID: PMC10057640 DOI: 10.3390/microorganisms11030718] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2023] [Accepted: 03/03/2023] [Indexed: 03/15/2023] Open
Abstract
Today, it is definitively accepted that microorganisms play a central role in the functioning and maintenance of our planet and the organisms thriving on it [...].
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Affiliation(s)
- Juan M Gonzalez
- Institute of Natural Resources and Agrobiology of Sevilla (IRNAS-CSIC), E-41012 Sevilla, Spain
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