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Khan S, Wang T, Arifeen MZU, Huang S. Exploring the bioactive potential of deep-sea microorganisms: A review of recent discoveries. Bioorg Chem 2025; 161:108521. [PMID: 40373561 DOI: 10.1016/j.bioorg.2025.108521] [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: 12/13/2024] [Revised: 04/08/2025] [Accepted: 04/24/2025] [Indexed: 05/17/2025]
Abstract
The deep-sea ecosystem, one of the most extreme and underexplored environments, harbors a remarkable diversity of microorganisms capable of producing bioactive compounds with immense pharmaceutical potential. Deep-sea microorganisms, inhabiting depths beyond 100 m, have emerged as a particularly promising source of novel bioactive compounds due to their adaptation to extreme conditions such as high pressure, low temperatures, and absence of light. This review highlights recent advancements in the discovery and characterization of 440 novel natural products from deep-sea organisms (100-11,000 m) between 2020 and October 2024. It encompasses a diverse range of deep-sea fungi and actinomycetes, detailing their source organisms, collection depths, and geographic origins. Remarkably, 80 % of these compounds exhibit bioactivity, with nearly half demonstrating potent cytotoxicity at low micromolar concentrations against various human cancer cell lines. Despite the vast majority of deep-sea microbes remaining unexplored, their potential to yield unique natural products is immense. This review succinctly presents these discoveries, emphasizing their potential biological applications and underscoring the deep-sea as a frontier for future pharmaceutical research.
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Affiliation(s)
- Salman Khan
- Institute of Drug Discovery Technology, Qian Xuesen Collaborative Research Center of Astrochemistry and Space Life Sciences, College of Food Science and Engineering, Ningbo University, Ningbo 315211, Zhejiang, China
| | - Tingting Wang
- Li Dak Sum Yip Yio Chin Kenneth Li Marine Biopharmaceutical Research Center, Health Science Center, Ningbo University, Ningbo 315211, Zhejiang, China
| | - Muhammad Zain Ul Arifeen
- Key Laboratory of Marine Biotechnology of Zhejiang Province, School of Marine Sciences, Ningbo University, Ningbo, Zhejiang, China
| | - Shaohua Huang
- Institute of Drug Discovery Technology, Qian Xuesen Collaborative Research Center of Astrochemistry and Space Life Sciences, College of Food Science and Engineering, Ningbo University, Ningbo 315211, Zhejiang, China.
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2
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Sadah Al Azzawi DH, Jalali A, Rezaei M. Metagenomic Insights into Bacterial Communities and Antibiotic Resistance Genes in Landfill-Impacted Waters. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2025; 382:126663. [PMID: 40516682 DOI: 10.1016/j.envpol.2025.126663] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/21/2025] [Revised: 06/07/2025] [Accepted: 06/11/2025] [Indexed: 06/16/2025]
Abstract
Municipal landfills are significant sources of environmental and microbial pollution, impacting groundwater and surface water quality. This study investigated the microbial community composition and antibiotic resistance genes (ARGs) in water downstream of landfills of Gilan, Mazandaran, and Golestan provinces, Iran. Water samples were collected from seven sites, and shotgun metagenomic sequencing was used to analyze microbial diversity and ARGs. Heavy metals and BTEX (benzene, toluene, ethylbenzene, and xylene) compounds were measured using inductively coupled plasma (ICP), and gas chromatography-mass spectrometry (GC-MS) methods, respectively. Pseudomonadaceae and Enterobacteriaceae were the most abundant bacterial families, with efflux pump ARGs being the most prevalent. Concentrations of arsenic and cadmium exceeded WHO and US-EPA standards at all sites. Significant positive correlations were observed between Pseudomonadaceae abundance and lead concentration (r =0.998, p = 0.031, CI [0.966, 0.999]), and between Enterobacteriaceae abundance and chromium concentration (r =0.999, p = 0.0078, CI [0.993, 1.000]). A significant negative correlation was found between the abundance of the two-component system (TCS) gene class and BTEX concentration (r = -0.457, p = 0.014, CI [-0.72, -0.09]). Additionally, aluminum concentration negatively correlated with antibiotic inactivation (r =0.999, p = 0.018, CI [-1.000, -0.997]) and antibiotic target protection classes (r = -0.997, p = 0.048, CI [-0.999, -0.990]). These findings indicate that landfill sites significantly influence bacterial communities, promoting resistance to heavy metals and pollutants. The abundance of ARGs near landfills suggests microbial adaptation to pollution, highlighting the need for improved waste management to mitigate the spread of antibiotic resistance.
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Affiliation(s)
| | - Amir Jalali
- Department of Biology, Faculty of Science, Arak University, Arak 384817758, Iran.
| | - Marziyeh Rezaei
- Department of Cell and Molecular Biology and Microbiology, Faculty of Science, University of Isfahan, Isfahan, Iran
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3
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Alaidi O. Modeling riboswitches: The impact of concentration of Mg 2+ ions on the folding of the SAM-II riboswitch. Biophys J 2025:S0006-3495(25)00278-4. [PMID: 40329532 DOI: 10.1016/j.bpj.2025.04.032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2024] [Revised: 03/20/2025] [Accepted: 04/30/2025] [Indexed: 05/08/2025] Open
Abstract
Riboswitches are regulatory elements present in bacterial messenger RNA acting as sensors of small molecules and consequently playing a vital role in bacterial gene regulation. The SAM-II riboswitch is a class of riboswitches that recognizes S-adenosyl methionine. It has been previously shown that the presence of Mg2+ ions stabilizes the preexisting minor state of the riboswitch, which is structurally characterized having a nucleated pseudoknot, leading to the increase of its probability. In this study, an analytical equilibrium model is developed to describe the impact of Mg2+ ion concentration on the folding of the SAM-II riboswitch, thus linking RNA folding and tertiary interactions energetics to ligand binding. The model enables quantitative predictions of equilibrium folding intermediates as a function of concentration of Mg2+ ions.
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Affiliation(s)
- Osama Alaidi
- Biocomplexity for Research and Consulting, Cairo, Egypt.
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4
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Heidrich V, Valles-Colomer M, Segata N. Human microbiome acquisition and transmission. Nat Rev Microbiol 2025:10.1038/s41579-025-01166-x. [PMID: 40119155 DOI: 10.1038/s41579-025-01166-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/14/2025] [Indexed: 03/24/2025]
Abstract
As humans, we host personal microbiomes intricately connected to our biology and health. Far from being isolated entities, our microbiomes are dynamically shaped by microbial exchange with the surroundings, in lifelong microbiome acquisition and transmission processes. In this Review, we explore recent studies on how our microbiomes are transmitted, beginning at birth and during interactions with other humans and the environment. We also describe the key methodological aspects of transmission inference, based on the uniqueness of the building blocks of the microbiome - single microbial strains. A better understanding of human microbiome transmission will have implications for studies of microbial host regulation, of microbiome-associated diseases, and for effective microbiome-targeting strategies. Besides exchanging strains with other humans, there is also preliminary evidence we acquire microorganisms from animals and food, and thus a complete understanding of microbiome acquisition and transmission can only be attained by adopting a One Health perspective.
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Affiliation(s)
| | | | - Nicola Segata
- Department CIBIO, University of Trento, Trento, Italy.
- Department of Experimental Oncology, IEO European Institute of Oncology IRCCS, Milan, Italy.
- Department of Twins Research and Genetic Epidemiology, King's College London, London, UK.
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5
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Olsen NS, Riber L. Metagenomics as a Transformative Tool for Antibiotic Resistance Surveillance: Highlighting the Impact of Mobile Genetic Elements with a Focus on the Complex Role of Phages. Antibiotics (Basel) 2025; 14:296. [PMID: 40149106 PMCID: PMC11939754 DOI: 10.3390/antibiotics14030296] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2025] [Revised: 02/21/2025] [Accepted: 03/07/2025] [Indexed: 03/29/2025] Open
Abstract
Extensive use of antibiotics in human healthcare as well as in agricultural and environmental settings has led to the emergence and spread of antibiotic-resistant bacteria, rendering many infections increasingly difficult to treat. Coupled with the limited development of new antibiotics, the rise of antimicrobial resistance (AMR) has caused a major health crisis worldwide, which calls for immediate action. Strengthening AMR surveillance systems is, therefore, crucial to global and national efforts in combating this escalating threat. This review explores the potential of metagenomics, a sequenced-based approach to analyze entire microbial communities without the need for cultivation, as a transformative and rapid tool for improving AMR surveillance strategies as compared to traditional cultivation-based methods. We emphasize the importance of monitoring mobile genetic elements (MGEs), such as integrons, transposons, plasmids, and bacteriophages (phages), in relation to their critical role in facilitating the dissemination of genetic resistance determinants via horizontal gene transfer (HGT) across diverse environments and clinical settings. In this context, the strengths and limitations of current bioinformatic tools designed to detect AMR-associated MGEs in metagenomic datasets, including the emerging potential of predictive machine learning models, are evaluated. Moreover, the controversial role of phages in AMR transmission is discussed alongside the potential of phage therapy as a promising alternative to conventional antibiotic treatment.
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Affiliation(s)
| | - Leise Riber
- Department of Plant and Environmental Sciences, University of Copenhagen, Thorvaldsensvej 40, DK-1871 Frederiksberg, Denmark;
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6
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Kioukis A, Camargo AP, Pavlidis P, Iliopoulos I, Kyrpides NC, Lagkouvardos I. Global Archaeal Diversity Revealed Through Massive Data Integration: Uncovering Just Tip of Iceberg. Microorganisms 2025; 13:598. [PMID: 40142491 PMCID: PMC11944491 DOI: 10.3390/microorganisms13030598] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2025] [Revised: 02/27/2025] [Accepted: 02/28/2025] [Indexed: 03/28/2025] Open
Abstract
The domain of Archaea has gathered significant interest for its ecological and biotechnological potential and its role in helping us to understand the evolutionary history of Eukaryotes. In comparison to the bacterial domain, the number of adequately described members in Archaea is relatively low, with less than 1000 species described. It is not clear whether this is solely due to the cultivation difficulty of its members or, indeed, the domain is characterized by evolutionary constraints that keep the number of species relatively low. Based on molecular evidence that bypasses the difficulties of formal cultivation and characterization, several novel clades have been proposed, enabling insights into their metabolism and physiology. Given the extent of global sampling and sequencing efforts, it is now possible and meaningful to question the magnitude of global archaeal diversity based on molecular evidence. To do so, we extracted all sequences classified as Archaea from 500 thousand amplicon samples available in public repositories. After processing through our highly conservative pipeline, we named this comprehensive resource the 'Global Archaea Diversity' (GAD), which encompassed nearly 3 million molecular species clusters at 97% similarity, and organized it into over 500 thousand genera and nearly 100 thousand families. Saline environments have contributed the most to the novel taxa of this previously unseen diversity. The majority of those 16S rRNA gene sequence fragments were verified by matches in metagenomic datasets from IMG/M. These findings reveal a vast and previously overlooked diversity within the Archaea, offering insights into their ecological roles and evolutionary importance while establishing a foundation for the future study and characterization of this intriguing domain of life.
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Affiliation(s)
- Antonios Kioukis
- Department of Clinical Microbiology, School of Medicine, University of Crete, 70013 Heraklion, Greece;
| | - Antonio Pedro Camargo
- DOE Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA; (A.P.C.); (N.C.K.)
| | - Pavlos Pavlidis
- Foundation for Research and Technology Hellas, Institute of Computer Science, 70013 Heraklion, Greece;
| | | | - Nikos C Kyrpides
- DOE Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA; (A.P.C.); (N.C.K.)
| | - Ilias Lagkouvardos
- Department of Clinical Microbiology, School of Medicine, University of Crete, 70013 Heraklion, Greece;
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7
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Sun Y, Yu YT, Castillo XO, Anderson R, Wang M, Sun Q, Tallmadge R, Sams K, Reboul G, Zehr J, Brown J, Wang X, Marra N, Stanhope B, Grenier J, Pusterla N, Divers T, Mittel L, Goodman LB. Investigation of the Blood Microbiome in Horses With Fever of Unknown Origin. Vet Med Sci 2025; 11:e70272. [PMID: 40065594 PMCID: PMC11893731 DOI: 10.1002/vms3.70272] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2025] [Accepted: 02/17/2025] [Indexed: 03/14/2025] Open
Abstract
BACKGROUND Fever of unknown origin (FUO) without a respiratory component is a frequent clinical presentation in horses. Multiple pathogens, both tick-borne and enteric, can be involved as etiologic agents. An additional potential mechanism is intestinal barrier dysfunction. OBJECTIVES This case-control study aimed to detect and associate microbial taxa in blood with disease state. STUDY DESIGN Areas known for a high prevalence of tick-borne diseases in humans were chosen to survey horses with FUO, which was defined as fever of 101.5°F or higher with no signs of respiratory illness or other recognisable diseases. Blood samples and clinical parameters were obtained from 52 FUO cases and also from matched controls from the same farms. An additional 23 febrile horses without matched controls were included. METHODS Broadly targeted polymerase chain reaction (PCR) amplification directed at conserved sequence regions of bacterial 16S rRNA, parasite 18S rRNA, coronavirus RdRp and parvovirus NS1 was performed, followed by deep sequencing. To control for contamination and identify taxa unique to the cases, metagenomic sequences from the controls were subtracted from those of the cases, and additional targeted molecular testing was performed. Sera were also tested for antibodies to equine coronavirus. RESULTS Over 60% of cases had intestinal microbial DNA circulating in the blood. Nineteen percent of cases were attributed to infection with Anaplasma phagocytophilum, of which two were subtyped as human-associated strains. A novel Erythroparvovirus was detected in two cases and two controls. Serum titres for equine coronavirus were elevated in some cases but not statistically different overall between the cases and controls. MAIN LIMITATIONS Not all pathogens are expected to circulate in blood, which was the sole focus of this study. CONCLUSIONS The presence of commensal gut microbes in blood of equine FUO cases is consistent with a compromised intestinal barrier, which is highlighted as a direction for future study.
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Affiliation(s)
- Yining Sun
- College of Veterinary MedicineCornell UniversityIthacaNew YorkUSA
| | - Y. Tina Yu
- College of Veterinary MedicineCornell UniversityIthacaNew YorkUSA
| | | | - Renee Anderson
- College of Veterinary MedicineCornell UniversityIthacaNew YorkUSA
| | - Minghui Wang
- Center for BiotechnologyCornell UniversityIthacaNew YorkUSA
| | - Qi Sun
- Center for BiotechnologyCornell UniversityIthacaNew YorkUSA
| | | | - Kelly Sams
- College of Veterinary MedicineCornell UniversityIthacaNew YorkUSA
| | - Guillaume Reboul
- College of Veterinary MedicineCornell UniversityIthacaNew YorkUSA
| | - Jordan Zehr
- College of Veterinary MedicineCornell UniversityIthacaNew YorkUSA
| | - Joel Brown
- College of Veterinary MedicineCornell UniversityIthacaNew YorkUSA
| | - Xiyu Wang
- College of Veterinary MedicineCornell UniversityIthacaNew YorkUSA
| | - Nicholas Marra
- Division of Science, Mathematics, and TechnologyGovernors State UniversityUniversity ParkIllinoisUSA
| | - Bryce Stanhope
- College of Veterinary MedicineCornell UniversityIthacaNew YorkUSA
| | | | - Nicola Pusterla
- School of Veterinary MedicineUniversity of CaliforniaDavisCaliforniaUSA
| | - Thomas Divers
- College of Veterinary MedicineCornell UniversityIthacaNew YorkUSA
| | - Linda Mittel
- College of Veterinary MedicineCornell UniversityIthacaNew YorkUSA
| | - Laura B. Goodman
- College of Veterinary MedicineCornell UniversityIthacaNew YorkUSA
- School of Veterinary MedicineUniversity of CaliforniaDavisCaliforniaUSA
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8
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González JM, Robaina-Estévez S, Cabello AM, Palacio AS, Gallagher R, López-Urrutia Á, Alonso-Sáez L. The Photoheterotroph Dokdonia sp. MED134 Modulates the Expression of Resource Acquisition and Anaplerotic Carbon Fixation Pathways in Response to Temperature. Environ Microbiol 2025; 27:e70071. [PMID: 40045159 DOI: 10.1111/1462-2920.70071] [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: 08/16/2024] [Revised: 12/18/2024] [Accepted: 02/04/2025] [Indexed: 05/13/2025]
Abstract
Temperature has an overriding impact on microbial physiology, but the molecular basis of thermal acclimation in many ecologically relevant marine bacterial taxa remains unexplored. We used quantitative transcriptomics to analyse the transcriptional reprogramming of a proteorhodopsin-based photoheterotroph, Dokdonia sp. MED134, during thermal acclimation from 10°C to 34°C. Temperature significantly impacted the expression of most MED134 genes (84%). Marker genes of the general stress response were induced towards cold temperature (10°C). Conversely, highly expressed genes associated with DNA replication and resource acquisition, like TonB-dependent transporters and gliding motility genes, were upregulated towards warm temperatures along this thermal range, when growth rates were fast. The mRNA transcript abundance of most genes related to the TCA cycle was not differentially expressed by temperature. By contrast, the expression of genes associated with anaplerotic carbon fixation was significantly enhanced at the optimum growth temperature (25°C). The expression of the proteorhodopsin was minimum at 10°C, and its regulation by light was impaired at 34°C, suggesting regulatory imbalances in this key phototrophic gene under supra-optimal warm conditions. Our findings highlight potential implications of growth temperature for regulating mechanisms of nutrient and energy acquisition, as well as the intracellular carbon flux in globally abundant marine photoheterotrophs.
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Affiliation(s)
- José M González
- Department of Microbiology, University of La Laguna, La Laguna, Spain
| | | | - Ana María Cabello
- AZTI, Marine Research, Basque Research and Technology Alliance (BRTA), Sukarrieta, Spain
- Centro Oceanográfico de Málaga, Instituto Español de Oceanografía, IEO-CSIC, Málaga, Spain
| | - Antonio S Palacio
- AZTI, Marine Research, Basque Research and Technology Alliance (BRTA), Sukarrieta, Spain
| | - Ruairí Gallagher
- AZTI, Marine Research, Basque Research and Technology Alliance (BRTA), Sukarrieta, Spain
| | - Ángel López-Urrutia
- Centro Oceanográfico de Gijón, Instituto Español de Oceanografía, IEO-CSIC, Gijón, Spain
| | - Laura Alonso-Sáez
- AZTI, Marine Research, Basque Research and Technology Alliance (BRTA), Sukarrieta, Spain
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9
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Ayoub N, Djabeur N, Harder D, Jeckelmann JM, Ucurum Z, Hirschi S, Fotiadis D. Actinorhodopsin: an efficient and robust light-driven proton pump for bionanotechnological applications. Sci Rep 2025; 15:4054. [PMID: 39900604 PMCID: PMC11790970 DOI: 10.1038/s41598-025-88055-8] [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: 05/14/2024] [Accepted: 01/23/2025] [Indexed: 02/05/2025] Open
Abstract
Actinorhodopsins are encoded by a distinct group of microbial rhodopsin (MR) genes predominant in non-marine actinobacteria. Despite their role in the global energy cycle and potential for bionanotechnological applications, our understanding of actinorhodopsin proteins is limited. Here, we characterized the actinorhodopsin RlActR from the freshwater actinobacterium Rhodoluna lacicola, which conserves amino acid residues critical for light-driven proton pumping found in MRs. RlActR was efficiently overexpressed in Escherichia coli in milligram amounts and isolated with high purity and homogeneity. The purified RlActR absorbed green light and its primary proton acceptor exhibited a mildly acidic apparent pKa. Size-exclusion chromatography of RlActR purified in the relatively mild and harsh detergents 5-cyclohexyl-1-pentyl-β-D-maltoside and n-octyl-β-D-glucopyranoside revealed highly homogeneous oligomers and no disruption into monomers, indicating significant robustness of the RlActR oligomer. Cryo-electron microscopy and 2D classification of protein particles provided a projection structure identifying the oligomeric state of RlActR as a pentamer. Efficient establishment of a proton gradient across lipid membranes upon light illumination was demonstrated using RlActR-overexpressing E. coli cells and reconstituted RlActR proteoliposomes. In summary, these features make RlActR an attractive energizing building block for the bottom-up assembly of molecular systems for bionanotechnological applications.
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Affiliation(s)
- Nooraldeen Ayoub
- Institute of Biochemistry and Molecular Medicine, University of Bern, CH-3012, Bern, Switzerland
| | - Nadia Djabeur
- Institute of Biochemistry and Molecular Medicine, University of Bern, CH-3012, Bern, Switzerland
| | - Daniel Harder
- Institute of Biochemistry and Molecular Medicine, University of Bern, CH-3012, Bern, Switzerland
| | - Jean-Marc Jeckelmann
- Institute of Biochemistry and Molecular Medicine, University of Bern, CH-3012, Bern, Switzerland
| | - Zöhre Ucurum
- Institute of Biochemistry and Molecular Medicine, University of Bern, CH-3012, Bern, Switzerland
| | - Stephan Hirschi
- Institute of Biochemistry and Molecular Medicine, University of Bern, CH-3012, Bern, Switzerland
- Department of Biochemistry, University of Oxford, Oxford, OX1 3QU, UK
| | - Dimitrios Fotiadis
- Institute of Biochemistry and Molecular Medicine, University of Bern, CH-3012, Bern, Switzerland.
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10
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Bai D, Chen T, Xun J, Ma C, Luo H, Yang H, Cao C, Cao X, Cui J, Deng Y, Deng Z, Dong W, Dong W, Du J, Fang Q, Fang W, Fang Y, Fu F, Fu M, Fu Y, Gao H, Ge J, Gong Q, Gu L, Guo P, Guo Y, Hai T, Liu H, He J, He Z, Hou H, Huang C, Ji S, Jiang C, Jiang G, Jiang L, Jin LN, Kan Y, Kang D, Kou J, Lam K, Li C, Li C, Li F, Li L, Li M, Li X, Li Y, Li Z, Liang J, Lin Y, Liu C, Liu D, Liu F, Liu J, Liu T, Liu T, Liu X, Liu Y, Liu B, Liu M, Lou W, Luan Y, Luo Y, Lv H, Ma T, Mai Z, Mo J, Niu D, Pan Z, Qi H, Shi Z, Song C, Sun F, Sun Y, Tian S, Wan X, Wang G, Wang H, Wang H, Wang H, Wang J, Wang J, Wang K, Wang L, Wang S, Wang X, Wang Y, Xiao Z, Xing H, Xu Y, Yan S, Yang L, Yang S, Yang Y, Yao X, Yousuf S, Yu H, Lei Y, Yuan Z, et alBai D, Chen T, Xun J, Ma C, Luo H, Yang H, Cao C, Cao X, Cui J, Deng Y, Deng Z, Dong W, Dong W, Du J, Fang Q, Fang W, Fang Y, Fu F, Fu M, Fu Y, Gao H, Ge J, Gong Q, Gu L, Guo P, Guo Y, Hai T, Liu H, He J, He Z, Hou H, Huang C, Ji S, Jiang C, Jiang G, Jiang L, Jin LN, Kan Y, Kang D, Kou J, Lam K, Li C, Li C, Li F, Li L, Li M, Li X, Li Y, Li Z, Liang J, Lin Y, Liu C, Liu D, Liu F, Liu J, Liu T, Liu T, Liu X, Liu Y, Liu B, Liu M, Lou W, Luan Y, Luo Y, Lv H, Ma T, Mai Z, Mo J, Niu D, Pan Z, Qi H, Shi Z, Song C, Sun F, Sun Y, Tian S, Wan X, Wang G, Wang H, Wang H, Wang H, Wang J, Wang J, Wang K, Wang L, Wang S, Wang X, Wang Y, Xiao Z, Xing H, Xu Y, Yan S, Yang L, Yang S, Yang Y, Yao X, Yousuf S, Yu H, Lei Y, Yuan Z, Zeng M, Zhang C, Zhang C, Zhang H, Zhang J, Zhang N, Zhang T, Zhang Y, Zhang Y, Zhang Z, Zhou M, Zhou Y, Zhu C, Zhu L, Zhu Y, Zhu Z, Zou H, Zuo A, Dong W, Wen T, Chen S, Li G, Gao Y, Liu Y. EasyMetagenome: A user-friendly and flexible pipeline for shotgun metagenomic analysis in microbiome research. IMETA 2025; 4:e70001. [PMID: 40027489 PMCID: PMC11865343 DOI: 10.1002/imt2.70001] [Show More Authors] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/29/2024] [Accepted: 01/22/2025] [Indexed: 03/05/2025]
Abstract
Shotgun metagenomics has become a pivotal technology in microbiome research, enabling in-depth analysis of microbial communities at both the high-resolution taxonomic and functional levels. This approach provides valuable insights of microbial diversity, interactions, and their roles in health and disease. However, the complexity of data processing and the need for reproducibility pose significant challenges to researchers. To address these challenges, we developed EasyMetagenome, a user-friendly pipeline that supports multiple analysis methods, including quality control and host removal, read-based, assembly-based, and binning, along with advanced genome analysis. The pipeline also features customizable settings, comprehensive data visualizations, and detailed parameter explanations, ensuring its adaptability across a wide range of data scenarios. Looking forward, we aim to refine the pipeline by addressing host contamination issues, optimizing workflows for third-generation sequencing data, and integrating emerging technologies like deep learning and network analysis, to further enhance microbiome insights and data accuracy. EasyMetageonome is freely available at https://github.com/YongxinLiu/EasyMetagenome.
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Affiliation(s)
- Defeng Bai
- Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesShenzhenGuangdongChina
| | - Tong Chen
- State Key Laboratory for Quality Ensurance and Sustainable Use of Dao‐di Herbs, National Resource Center for Chinese Materia Medica, China Academy of Chinese Medical SciencesBeijingChina
| | - Jiani Xun
- Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesShenzhenGuangdongChina
| | - Chuang Ma
- Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesShenzhenGuangdongChina
- School of HorticultureAnhui Agricultural UniversityHefeiChina
| | - Hao Luo
- Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesShenzhenGuangdongChina
| | - Haifei Yang
- Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesShenzhenGuangdongChina
- College of Life SciencesQingdao Agricultural UniversityQingdaoChina
| | - Chen Cao
- Key Laboratory for Bio‐Electromagnetic Environment and Advanced Medical Theranostics, School of Biomedical Engineering and InformaticsNanjing Medical UniversityNanjingJiangsuChina
| | - Xiaofeng Cao
- Center for Water and Ecology, State Key Joint Laboratory of Environment Simulation and Pollution Control, School of EnvironmentTsinghua UniversityBeijingChina
| | - Jianzhou Cui
- Immunology Translational Research Programme, Yong Loo Lin School of MedicineNational University of SingaporeSingaporeSingapore
| | - Yuan‐Ping Deng
- Research Center for Parasites and Vectors, College of Veterinary MedicineHunan Agricultural UniversityChangshaHunanChina
| | - Zhaochao Deng
- Institute of Marine Biology and Pharmacology, Ocean CollegeZhejiang UniversityZhoushanZhejiangChina
| | - Wenxin Dong
- Agro‐Environmental Protection InstituteMinistry of Agriculture and Rural AffairsTianjinChina
| | - Wenxue Dong
- Key Laboratory for Molecular Genetic Mechanisms and Intervention Research on High Altitude Disease of Tibet Autonomous Region, School of MedicineXizang Minzu UniversityXianyangChina
| | - Juan Du
- Karolinska Institutet, Department of Microbiology, Tumor and Cell BiologyStockholmSweden
| | - Qunkai Fang
- College of EnvironmentZhejiang University of TechnologyHangzhouChina
| | - Wei Fang
- College of Environmental and Resource SciencesZhejiang Agriculture and Forestry UniversityHangzhouChina
| | - Yue Fang
- The College of ForestryBeijing Forestry UniversityBeijingChina
| | - Fangtian Fu
- Department of Bioinformatics, Hangzhou VicrobX Biotech Co., LtdHangzhouZhejiangChina
| | - Min Fu
- Anhui Province Key Laboratory of Integrated Pest Management on Crops, College of Plant ProtectionAnhui Agricultural UniversityHefeiChina
| | - Yi‐Tian Fu
- Xiangya School of Basic MedicineCentral South UniversityChangshaHunanChina
| | - He Gao
- Institute of Microbiology,Guangdong Academy of SciencesGuangzhouGuangdongChina
| | - Jingping Ge
- Engineering Research Center of Agricultural Microbiology Technology, Ministry of Education, School of Life SciencesHeilongjiang UniversityHarbinChina
| | - Qinglong Gong
- College of Animal Science and TechnologyJilin Agricultural UniversityChangchunJilinChina
| | - Lunda Gu
- Sansure Biotech IncorporationChangshaHunanChina
| | - Peng Guo
- School of Food Science and BiologyHebei University of Science and TechnologyShijiazhuangHebeiChina
| | - Yuhao Guo
- Engineering Research Center of Agricultural Microbiology Technology, Ministry of Education, School of Life SciencesHeilongjiang UniversityHarbinChina
| | - Tang Hai
- School of Life SciencesShanxi Datong UniversityDatongChina
| | - Hao Liu
- Department of Health & Environmental SciencesXi'an Jiaotong‐Liverpool UniversitySuzhouJiangsuChina
| | - Jieqiang He
- College of HorticultureNorthwest A&F UniversityYanglingShaanxiChina
| | - Zi‐Yang He
- School of Agriculture, Food and Ecosystem Sciences, Faculty of ScienceThe University of MelbourneVICAustralia
| | - Huiyu Hou
- Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesShenzhenGuangdongChina
| | - Can Huang
- Graduate School of Frontier SciencesThe University of TokyoKashiwa‐shi, ChibaJapan
| | - Shuai Ji
- Institute of Biotechnology, Helsinki Institute of Life ScienceUniversity of HelsinkiHelsinkiFinland
| | | | - Gui‐Lai Jiang
- Suzhou Medical CollegeSoochow UniversitySuzhouJiangsuChina
| | - Lingjuan Jiang
- Biomarker Discovery and Validation Facility, Institute of Clinical Medicine, Peking Union Medical College HospitalBeijingChina
| | - Ling N. Jin
- Department of Civil and Environmental EngineeringThe Hong Kong Polytechnic UniversityHong KongChina
| | - Yuhe Kan
- College of Biology and OceanographyWeifang UniversityWeifangShandongChina
| | - Da Kang
- College of Environmental Science and EngineeringBeijing University of TechnologyBeijingChina
| | - Jin Kou
- College of Environmental and Municipal EngineeringLanzhou Jiaotong UniversityLanzhouChina
| | - Ka‐Lung Lam
- School of Life SciencesThe Chinese University of Hong KongShatin, Hong KongChina
| | - Changchao Li
- Department of Civil and Environmental EngineeringThe Hong Kong Polytechnic UniversityHong KongChina
| | - Chong Li
- Department of Renewable ResourcesUniversity of AlbertaEdmontonAlbertaCanada
| | - Fuyi Li
- School of Geographical SciencesNortheast Normal UniversityChangchunJilinChina
| | - Liwei Li
- Department of GastroenterologyThe Second Affiliated Hospital of Guangxi Medical UniversityNanningGuangxiChina
| | - Miao Li
- Synaura Biotechnology (Shanghai) Co., Ltd.ShanghaiChina
| | - Xin Li
- School of Public HealthUniversity of MichiganAnn ArborMichiganUSA
| | - Ye Li
- Institute of Soil Science, Chinese Academy of SciencesNanjingJiangsuChina
| | - Zheng‐Tao Li
- School of Art and Archaeology of Zhejiang UniversityZhejiangChina
| | - Jing Liang
- College of Animal Science and TechnologyGuangxi UniversityNanningChina
| | - Yongxin Lin
- Fujian Provincial Key Laboratory for Subtropical Resources and EnvironmentFujian Normal UniversityFuzhouChina
| | - Changzhen Liu
- College of Energy and Environmental EngineeringHebei University of EngineeringHandanHebeiChina
| | | | - Fengqin Liu
- College of Life SciencesHenan Agricultural UniversityZhengzhouChina
| | - Jia Liu
- College of Life ScienceNankai UniversityTianjinChina
| | - Tianrui Liu
- Jiangxi Province Key Laboratory of Sustainable Utilization of Traditional Chinese Medicine Resources, Institute of Traditional Chinese Medicine Health Industry, China Academy of Chinese Medical SciencesJiangxiChina
| | - Tingting Liu
- Beijing Key Laboratory of Emerging Infectious Diseases, Institute of Infectious Diseases, Beijing Ditan HospitalCapital Medical UniversityBeijingChina
| | - Xinyuan Liu
- State Key Laboratory of Tea Plant Biology and UtilizationAnhui Agricultural UniversityHefeiAnhuiChina
| | - Yaqun Liu
- School of Life Sciences and Food TechnologyHanshan Normal UniversityChaozhouChina
| | | | - Minghao Liu
- State Key Laboratory of Microbial Resources, Institute of Microbiology, Chinese Academy of SciencesBeijingChina
| | - Wenbo Lou
- College of Animal Science and TechnologyJilin Agricultural UniversityChangchunJilinChina
| | - Yaning Luan
- The College of ForestryBeijing Forestry UniversityBeijingChina
| | - Yuanyuan Luo
- State Key Laboratory of Tea Plant Biology and UtilizationAnhui Agricultural UniversityHefeiAnhuiChina
| | - Hujie Lv
- Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesShenzhenGuangdongChina
- Department of Life Sciences, Imperial College of LondonLondonUK
| | - Tengfei Ma
- State Key Laboratory of Herbage Improvement and Grassland Agro‐Ecosystems, Centre for Grassland Microbiome, College of Pastoral Agriculture Science and TechnologyLanzhou UniversityLanzhouGansuChina
| | - Zongjiong Mai
- Department of OncologyThe Fifth Affiliated Hospital of Sun Yat‐sen UniversityZhuhaiGuangdongChina
| | - Jiayuan Mo
- College of Animal Science and TechnologyGuangxi UniversityNanningChina
| | - Dongze Niu
- National‐Local Joint Engineering Research Center of Biomass Refining and High‐Quality Utilization, Institute of Urban and Rural MiningChangzhou UniversityChangzhouJiangsuChina
| | - Zhuo Pan
- Department of PathologyAffiliated Cancer Hospital of Zhengzhou UniversityZhengzhouChina
| | - Heyuan Qi
- Institute of Microbiology, Chinese Academy of SciencesBeijingChina
| | - Zhanyao Shi
- College of Water SciencesBeijing Normal UniversityBeijingChina
| | | | - Fuxiang Sun
- New Direction Biotechnology (Tianjin) Co., LtdTianjinChina
| | - Yan Sun
- College of Energy and Environmental Engineering, Hebei Key Laboratory of Air Pollution Cause and ImpactHebei University of EngineeringHandanChina
| | - Sihui Tian
- Institute of Botany, Chinese Academy of SciencesBeijingChina
| | - Xiulin Wan
- Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesShenzhenGuangdongChina
| | - Guoliang Wang
- Institute of Biotechnology, Beijing Academy of Agriculture and Forestry SciencesBeijingChina
| | - Hongyang Wang
- National Resource Center for Chinese Materia Medica, China Academy of Chinese Medical SciencesJiangsuChina
| | - Hongyu Wang
- College of Animal ScienceAnhui Science and Technology UniversityChuzhouChina
| | - Huanhuan Wang
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, Chinese Academy of Agricultural SciencesBeijingChina
| | - Jing Wang
- State Key Laboratory of Environmental Criteria and Risk Assessment, Chinese Research Academy of Environmental SciencesBeijingChina
| | - Jun Wang
- China CDC Key Laboratory of Environment and Population Health, National Institute of Environmental Health, Chinese Center for Disease Control and PreventionBeijingChina
| | - Kang Wang
- College of Animal Science and TechnologyYangzhou UniversityYangzhouJiangsuChina
| | - Leli Wang
- Key Laboratory of Agro‐Ecological Processes in Subtropical Region, Institute of Subtropical Agriculture, Chinese Academy of SciencesChangshaChina
| | - Shao‐kun Wang
- Institute of Ecological Conservation and Restoration, Chinese Academy of ForestryBeijingChina
| | - Xinlong Wang
- Beijing Key Laboratory of Emerging Infectious Diseases, Institute of Infectious Diseases, Beijing Ditan HospitalCapital Medical UniversityBeijingChina
| | - Yao Wang
- Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesShenzhenGuangdongChina
| | - Zufei Xiao
- State Key Laboratory for Ecological Security of Regions and Cities, Institute of Urban Environment, Chinese Academy of SciencesXiamenChina
| | - Huichun Xing
- Center of Liver Diseases Division 3, Beijing Ditan HospitalCapital Medical UniversityBeijingChina
| | - Yifan Xu
- Center of Liver Diseases Division 3, Beijing Ditan HospitalCapital Medical UniversityBeijingChina
| | - Shu‐yan Yan
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Key Laboratory of Invasive Alien Species Control of Ministry of Agriculture and Rural Affairs, Institute of Plant Protection, Chinese Academy of Agricultural SciencesBeijingChina
| | - Li Yang
- Sansure Biotech IncorporationChangshaHunanChina
| | - Song Yang
- Center of Liver Diseases Division 3, Beijing Ditan HospitalCapital Medical UniversityBeijingChina
| | - Yuanming Yang
- Guangzhou University of Chinese MedicineGuangzhouChina
| | - Xiaofang Yao
- Key Laboratory of Agro‐Ecological Processes in Subtropical Region, Institute of Subtropical Agriculture, Chinese Academy of SciencesChangshaChina
| | - Salsabeel Yousuf
- Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesShenzhenGuangdongChina
| | - Hao Yu
- Institute of Marine Biology and Pharmacology, Ocean CollegeZhejiang UniversityZhoushanZhejiangChina
| | - Yu Lei
- Key Laboratory of Livestock BiologyNorthwest A&F UniversityYanglingShaanxiChina
| | - Zhengrong Yuan
- College of Biological Sciences and TechnologyBeijing Forestry UniversityBeijingChina
| | - Meiyin Zeng
- Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesShenzhenGuangdongChina
| | - Chunfang Zhang
- Institute of Marine Biology and Pharmacology, Ocean CollegeZhejiang UniversityZhoushanZhejiangChina
| | - Chunge Zhang
- CAS Key Laboratory of Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of SciencesBeijingChina
| | - Huimin Zhang
- School of Food Science and TechnologyShihezi UniversityShiheziXinjiangChina
| | | | - Na Zhang
- College of Biochemical EngineeringBeijing Union UniversityBeijingChina
| | - Tianyuan Zhang
- Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesShenzhenGuangdongChina
| | - Yi‐Bo Zhang
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Key Laboratory of Invasive Alien Species Control of Ministry of Agriculture and Rural Affairs, Institute of Plant Protection, Chinese Academy of Agricultural SciencesBeijingChina
| | - Yupeng Zhang
- College of Resources and Environmental SciencesHenan Agricultural UniversityZhengzhouChina
| | - Zheng Zhang
- Tea Research Institute, Chinese Academy of Agricultural SciencesHangzhouZhejiangChina
| | - Mingda Zhou
- College of Environmental Science and EngineeringTongji UniversityShanghaiChina
| | - Yuanping Zhou
- Zhanjiang Key Laboratory of Human Microecology and Clinical Translation Research, the Marine Biomedical Research Institute, College of Basic MedicineGuangdong Medical UniversityZhanjiangGuangdongChina
| | - Chengshuai Zhu
- School of Art and Archaeology of Zhejiang UniversityZhejiangChina
| | - Lin Zhu
- State Key Laboratory of Urban Water Resource and Environment, School of Environment, Harbin Institute of TechnologyHarbinChina
| | - Yue Zhu
- School of Ecology, Environment and ResourcesGuangdong University of TechnologyGuangzhouGuangdongChina
| | - Zhihao Zhu
- Zhanjiang Key Laboratory of Human Microecology and Clinical Translation Research, the Marine Biomedical Research Institute, College of Basic MedicineGuangdong Medical UniversityZhanjiangGuangdongChina
| | - Hongqin Zou
- Institute of Agricultural Resources and Regional Planning, Chinese Academy of Agricultural SciencesBeijingChina
| | - Anna Zuo
- School of Traditional Chinese MedicineSouthern Medical UniversityGuangzhouGuangdongChina
| | - Wenxuan Dong
- Department of Animal SciencesPurdue UniversityWest LafayetteIndianaUSA
| | - Tao Wen
- College of Resource and Environmental SciencesNanjing Agricultural UniversityNanjingJiangsuChina
| | - Shifu Chen
- HaploX BiotechnologyShenzhenChina
- LifeX Institute, School of Medical TechnologyGannan Medical UniversityGanzhouChina
- Faculty of Data ScienceCity University of MacauMacauChina
| | - Guoliang Li
- Jiangxi Provincial Key Laboratory of Conservation Biology, College of ForestryJiangxi Agricultural UniversityNanchangJiangxiChina
| | - Yunyun Gao
- Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesShenzhenGuangdongChina
| | - Yong‐Xin Liu
- Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesShenzhenGuangdongChina
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11
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Iqbal S, Begum F, Ullah I, Jalal N, Shaw P. Peeling off the layers from microbial dark matter (MDM): recent advances, future challenges, and opportunities. Crit Rev Microbiol 2025; 51:1-21. [PMID: 38385313 DOI: 10.1080/1040841x.2024.2319669] [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: 07/07/2023] [Revised: 12/13/2023] [Accepted: 02/10/2024] [Indexed: 02/23/2024]
Abstract
Microbes represent the most common organisms on Earth; however, less than 2% of microbial species in the environment can undergo cultivation for study under laboratory conditions, and the rest of the enigmatic, microbial world remains mysterious, constituting a kind of "microbial dark matter" (MDM). In the last two decades, remarkable progress has been made in culture-dependent and culture-independent techniques. More recently, studies of MDM have relied on culture-independent techniques to recover genetic material through either unicellular genomics or shotgun metagenomics to construct single-amplified genomes (SAGs) and metagenome-assembled genomes (MAGs), respectively, which provide information about evolution and metabolism. Despite the remarkable progress made in the past decades, the functional diversity of MDM still remains uncharacterized. This review comprehensively summarizes the recently developed culture-dependent and culture-independent techniques for characterizing MDM, discussing major challenges, opportunities, and potential applications. These activities contribute to expanding our knowledge of the microbial world and have implications for various fields including Biotechnology, Bioprospecting, Functional genomics, Medicine, Evolutionary and Planetary biology. Overall, this review aims to peel off the layers from MDM, shed light on recent advancements, identify future challenges, and illuminate the exciting opportunities that lie ahead in unraveling the secrets of this intriguing microbial realm.
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Affiliation(s)
- Sajid Iqbal
- Oujiang Lab (Zhejiang Laboratory for Regenerative Medicine, Vision, and Brain Health), Wenzhou, China
- School of Pharmaceutical Science, Wenzhou Medical University, Wenzhou, China
| | - Farida Begum
- Department of Biochemistry, Abdul Wali Khan University Mardan, Mardan, Pakistan
| | - Ihsan Ullah
- College of Chemical Engineering, Fuzhou University, Fuzhou, China
| | - Nasir Jalal
- Oujiang Lab (Zhejiang Laboratory for Regenerative Medicine, Vision, and Brain Health), Wenzhou, China
| | - Peter Shaw
- Oujiang Lab (Zhejiang Laboratory for Regenerative Medicine, Vision, and Brain Health), Wenzhou, China
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12
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Vitorino IR, Gambardella N, Semedo M, Magalhães C, Lage OM. Diversity and Vertical Distribution of Planctomycetota in the Water Column of the Remote North Pacific. ENVIRONMENTAL MICROBIOLOGY REPORTS 2025; 17:e70063. [PMID: 39976218 PMCID: PMC11840708 DOI: 10.1111/1758-2229.70063] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/26/2024] [Revised: 11/26/2024] [Accepted: 12/02/2024] [Indexed: 02/21/2025]
Abstract
The extensive microbial diversity found in the oceans is becoming to be uncovered despite limited knowledge and cultured representatives for many taxonomic groups. This study analysed the distribution and diversity of Planctomycetota at four water column profiles of the Eastern North Pacific subtropical front (ENPSF) using 16S rRNA gene sequencing. A dual approach, utilising PacBio long-reads and Illumina short-reads, was employed to enhance the accuracy of taxonomic assignment and compare sequencing methods. The diversity of Planctomycetota increased below the deep chlorophyll maximum level (175-200 m) and in the mesopelagic layer (500 m), with beta-diversity clustering distinctly separating samples according to different depths, resulting in pronounced vertical stratification. This community structure mirrors nutrient availability, as Planctomycetota favour depths between 175 and 200 m, where high nitrate levels are present. More Planctomycetota amplicon sequence variants (ASVs) were identified with PacBio than with Illumina, improving detection of these bacteria. Phylogenetic analyses performed after manual curation of ASVs led to the discovery of several unknown genera of Planctomycetota, indicating that substantial diversity within this group remains to be discovered and studied in remote oligotrophic oceans.
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Affiliation(s)
- Inês Rosado Vitorino
- Department of Biology, Faculty of SciencesUniversity of PortoPortoPortugal
- Interdisciplinary Centre of Marine and Environmental Research (CIIMAR/CIMAR)University of PortoPortoPortugal
| | - Nicola Gambardella
- Interdisciplinary Centre of Marine and Environmental Research (CIIMAR/CIMAR)University of PortoPortoPortugal
| | - Miguel Semedo
- Interdisciplinary Centre of Marine and Environmental Research (CIIMAR/CIMAR)University of PortoPortoPortugal
| | - Catarina Magalhães
- Department of Biology, Faculty of SciencesUniversity of PortoPortoPortugal
- Interdisciplinary Centre of Marine and Environmental Research (CIIMAR/CIMAR)University of PortoPortoPortugal
| | - Olga Maria Lage
- Department of Biology, Faculty of SciencesUniversity of PortoPortoPortugal
- Interdisciplinary Centre of Marine and Environmental Research (CIIMAR/CIMAR)University of PortoPortoPortugal
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13
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Jeevannavar A, Florenza J, Divne AM, Tamminen M, Bertilsson S. Cellular heterogeneity in metabolism and associated microbiome of a non-model phytoflagellate. THE ISME JOURNAL 2025; 19:wraf046. [PMID: 40057978 PMCID: PMC11973420 DOI: 10.1093/ismejo/wraf046] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/17/2024] [Revised: 11/07/2024] [Accepted: 03/05/2025] [Indexed: 04/08/2025]
Abstract
Single-cell transcriptomics is a key tool for unravelling metabolism and tissue diversity in model organisms. Its potential for elucidating the ecological roles of microeukaryotes, especially non-model ones, remains largely unexplored. This study employed the Smart-seq2 protocol on Ochromonas triangulata, a microeukaryote lacking a reference genome, showcasing how transcriptional states align with two distinct growth phases: a fast-growing phase and a slow-growing phase. Besides the two expected expression clusters, each corresponding to either growth phase, a third transcriptional state was identified across both growth phases. Metabolic mapping revealed a boost of photosynthetic activity in the fast growth over the slow growth stage, as well as downregulation trend in pathways associated with ribosome functioning, CO2 fixation, and carbohydrate catabolism characteristic of the third transcriptional state. In addition, carry-over rRNA reads recapitulated the taxonomic identity of the target while revealing distinct bacterial communities, in co-culture with the eukaryote, each associated with distinct transcriptional states. This study underscores single-cell transcriptomics as a powerful tool for characterizing metabolic states in microeukaryotes without a reference genome, offering insights into unknown physiological states and individual-level interactions with different bacterial taxa. This approach holds broad applicability to describe the ecological roles of environmental microeukaryotes, culture-free, and reference-free, surpassing alternative methods like metagenomics or metatranscriptomics.
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Affiliation(s)
| | - Javier Florenza
- Department of Ecology and Genetics, Uppsala University, 752 36 Uppsala, Sweden
- Department of Organismal Biology, Uppsala University, 752 36 Uppsala, Sweden
| | - Anna-Maria Divne
- Science for Life Laboratory, Department of Cell and Molecular Biology, Uppsala University, 752 37 Uppsala, Sweden
| | - Manu Tamminen
- Department of Biology, University of Turku, 20500 Turku, Finland
| | - Stefan Bertilsson
- Department of Aquatic Sciences and Assessment and Science for Life Laboratory, Swedish University of Agricultural Sciences, 756 51 Uppsala, Sweden
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14
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Lanclos VC, Feng X, Cheng C, Yang M, Hider CJ, Coelho JT, Kojima CY, Barnes SJ, Cleveland CS, Xie M, Zhao Y, Luo H, Thrash JC. New isolates refine the ecophysiology of the Roseobacter CHAB-I-5 lineage. ISME COMMUNICATIONS 2025; 5:ycaf068. [PMID: 40371178 PMCID: PMC12075776 DOI: 10.1093/ismeco/ycaf068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/28/2024] [Revised: 03/10/2025] [Accepted: 04/15/2025] [Indexed: 05/16/2025]
Abstract
The CHAB-I-5 cluster is a pelagic lineage that can comprise a significant proportion of all Roseobacters in surface oceans and has predicted roles in biogeochemical cycling via heterotrophy, aerobic anoxygenic photosynthesis (AAnP), CO oxidation, DMSP degradation, and other metabolisms. Though cultures of CHAB-I-5 have been reported, none have been explored and the best-known representative, strain SB2, was lost from culture after obtaining the genome sequence. We have isolated two new CHAB-I-5 representatives, strains US3C007 and FZCC0083, and assembled complete, circularized genomes with 98.7% and 92.5% average nucleotide identities with the SB2 genome. Comparison of these three with 49 other unique CHAB-I-5 metagenome-assembled and single-cell genomes indicated that the cluster represents a genus with two species, and we identified subtle differences in genomic content between the two species subclusters. Metagenomic recruitment from over fourteen hundred samples expanded their known global distribution and highlighted both isolated strains as representative members of the clade. FZCC0083 grew over twice as fast as US3C007 and over a wider range of temperatures. The axenic culture of US3C007 occurs as pleomorphic cells with most exhibiting a coccobacillus/vibrioid shape. We propose the name Candidatus Thalassovivens spotae, gen nov., sp. nov. for the type strain US3C007T (= ATCC TSD-433T = NCMA B160T).
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Affiliation(s)
- Victoria Celeste Lanclos
- Department of Biological Sciences, University of Southern California, Los Angeles, CA 90089, United States
- Department of Plant and Microbial Biology, University of California, Berkeley, Berkeley, CA, United States
| | - Xiaoyuan Feng
- Simon F. S. Li Marine Science Laboratory, School of Life Sciences and State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Shatin, SAR, Hong Kong, China
- Shenzhen Research Institute, The Chinese University of Hong Kong, Shenzhen, China
| | - Chuankai Cheng
- Department of Biological Sciences, University of Southern California, Los Angeles, CA 90089, United States
| | - Mingyu Yang
- Fujian Provincial Key Laboratory of Agroecological Processing and Safety Monitoring, College of Life Sciences, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Cole J Hider
- Department of Biological Sciences, University of Southern California, Los Angeles, CA 90089, United States
| | - Jordan T Coelho
- Department of Biological Sciences, University of Southern California, Los Angeles, CA 90089, United States
| | - Conner Y Kojima
- Department of Biological Sciences, University of Southern California, Los Angeles, CA 90089, United States
| | - Shelby J Barnes
- Department of Biological Sciences, University of Southern California, Los Angeles, CA 90089, United States
| | - Catie S Cleveland
- Department of Biological Sciences, University of Southern California, Los Angeles, CA 90089, United States
| | - Mei Xie
- Simon F. S. Li Marine Science Laboratory, School of Life Sciences and State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Shatin, SAR, Hong Kong, China
- Shenzhen Research Institute, The Chinese University of Hong Kong, Shenzhen, China
| | - Yanlin Zhao
- Fujian Provincial Key Laboratory of Agroecological Processing and Safety Monitoring, College of Life Sciences, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Haiwei Luo
- Simon F. S. Li Marine Science Laboratory, School of Life Sciences and State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Shatin, SAR, Hong Kong, China
- Shenzhen Research Institute, The Chinese University of Hong Kong, Shenzhen, China
| | - James Cameron Thrash
- Department of Biological Sciences, University of Southern California, Los Angeles, CA 90089, United States
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15
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Nowak VV, Hou P, Owen JG. Microbial communities associated with marine sponges from diverse geographic locations harbor biosynthetic novelty. Appl Environ Microbiol 2024; 90:e0072624. [PMID: 39565113 DOI: 10.1128/aem.00726-24] [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: 04/14/2024] [Accepted: 10/09/2024] [Indexed: 11/21/2024] Open
Abstract
Marine sponges are a prolific source of biologically active small molecules, many of which originate from sponge-associated bacteria. Identifying the producing bacteria is a key step in developing sustainable routes for the production of these metabolites. To facilitate the required computational analyses, we developed MetaSing, a reproducible singularity-based pipeline for assembly, identification of high-quality metagenome-assembled genomes (MAGs), and analysis of biosynthetic gene clusters (BGCs) from metagenomic short-read data. We applied this pipeline to metagenomic sequencing data from 16 marine sponges collected from New Zealand, Tonga, and the Mediterranean Sea. This analysis yielded 643 MAGs representing 510 species. Of the 2,670 BGCs identified across all samples, 70.8% were linked to a MAG. Comparison of BGCs to those identified from previously sequenced bacteria revealed high biosynthetic novelty in variety of underexplored phyla, including Poribacteria, Acidobacteriota, and Dadabacteria. Alongside the observation that each sample contains unique biosynthetic potential, this holds great promise for natural product discovery and for furthering the understanding of different sponge holobionts.IMPORTANCEDiscovery of new chemical compounds such as natural products is a crucial endeavor to combat the increasing resistance to antibiotics and other drugs. This manuscript demonstrates that microbial communities associated with marine sponges investigated in this work encode the potential to produce novel chemistry. Lesser studied bacterial taxa that are often difficult to cultivate are particularly rich in potential.
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Affiliation(s)
- Vincent V Nowak
- School of Biological Sciences, Victoria University of Wellington, Wellington, New Zealand
- Centre for Biodiscovery, Victoria University of Wellington, Wellington, New Zealand
- Maurice Wilkins Centre for Molecular Biodiscovery, Auckland, New Zealand
| | - Peng Hou
- School of Biological Sciences, Victoria University of Wellington, Wellington, New Zealand
- Centre for Biodiscovery, Victoria University of Wellington, Wellington, New Zealand
| | - Jeremy G Owen
- School of Biological Sciences, Victoria University of Wellington, Wellington, New Zealand
- Centre for Biodiscovery, Victoria University of Wellington, Wellington, New Zealand
- Maurice Wilkins Centre for Molecular Biodiscovery, Auckland, New Zealand
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16
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Alanzi AR. Exploring Microbial Dark Matter for the Discovery of Novel Natural Products: Characteristics, Abundance Challenges and Methods. J Microbiol Biotechnol 2024; 35:e2407064. [PMID: 39639495 PMCID: PMC11813339 DOI: 10.4014/jmb.2407.07064] [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: 08/14/2024] [Revised: 10/22/2024] [Accepted: 10/30/2024] [Indexed: 12/07/2024]
Abstract
The objective of this review is to investigate microbial dark matter (MDM) with a focus on its potential for discovering novel natural products (NPs). This first part will examine the characteristics and abundance of these previously unexplored microbial communities, as well as the challenges faced in identifying and harnessing their unique biochemical properties and novel methods in this field. MDMs are thought to hold great potential for the discovery of novel NPs, which could have significant applications in medicine, agriculture, and industry. In recent years, there has been a growing interest in exploring MDM to unlock its potential. In fact, developments in genome-sequencing technologies and sophisticated phylogenetic procedures and metagenomic techniques have contributed to drastically make important changes in our sights on the diversity of microbial life, including the very outline of the tree of life. This has led to the development of novel technologies and methodologies for studying these elusive microorganisms, such as single-cell genomics, metagenomics, and culturomics. These approaches enable researchers to isolate and analyze individual microbial cells, as well as entire communities, providing insights into their genetic and metabolic potential. By delving into the MDM, scientists hope to uncover new compounds and biotechnological advancements that could have far-reaching impacts on various fields.
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Affiliation(s)
- Abdullah R Alanzi
- Department of Pharmacognosy, College of Pharmacy, King Saud University, Riyadh 11451, Saudi Arabia
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17
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Nickols WA, McIver LJ, Walsh A, Zhang Y, Nearing JT, Asnicar F, Punčochář M, Segata N, Nguyen LH, Hartmann EM, Franzosa EA, Huttenhower C, Thompson KN. Evaluating metagenomic analyses for undercharacterized environments: what's needed to light up the microbial dark matter? BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.11.08.622677. [PMID: 39574575 PMCID: PMC11580994 DOI: 10.1101/2024.11.08.622677] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/29/2024]
Abstract
Non-human-associated microbial communities play important biological roles, but they remain less understood than human-associated communities. Here, we assess the impact of key environmental sample properties on a variety of state-of-the-art metagenomic analysis methods. In simulated datasets, all methods performed similarly at high taxonomic ranks, but newer marker-based methods incorporating metagenomic assembled genomes outperformed others at lower taxonomic levels. In real environmental data, taxonomic profiles assigned to the same sample by different methods showed little agreement at lower taxonomic levels, but the methods agreed better on community diversity estimates and estimates of the relationships between environmental parameters and microbial profiles.
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Affiliation(s)
- William A. Nickols
- Department of Biostatistics, T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Harvard Chan Microbiome in Public Health Center, Harvard T. H. Chan School of Public Health, Boston, MA, USA
| | - Lauren J. McIver
- Department of Biostatistics, T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Harvard Chan Microbiome in Public Health Center, Harvard T. H. Chan School of Public Health, Boston, MA, USA
| | - Aaron Walsh
- Department of Biostatistics, T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Harvard Chan Microbiome in Public Health Center, Harvard T. H. Chan School of Public Health, Boston, MA, USA
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Yancong Zhang
- Department of Biostatistics, T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Harvard Chan Microbiome in Public Health Center, Harvard T. H. Chan School of Public Health, Boston, MA, USA
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Jacob T. Nearing
- Department of Biostatistics, T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Harvard Chan Microbiome in Public Health Center, Harvard T. H. Chan School of Public Health, Boston, MA, USA
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Francesco Asnicar
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, Trento, Italy
| | - Michal Punčochář
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, Trento, Italy
| | - Nicola Segata
- Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, Trento, Italy
| | - Long H. Nguyen
- Department of Biostatistics, T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Harvard Chan Microbiome in Public Health Center, Harvard T. H. Chan School of Public Health, Boston, MA, USA
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Division of Gastroenterology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Erica M. Hartmann
- Department of Civil and Environmental Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL, USA
- Department of Medicine/Division of Pulmonary Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Eric A. Franzosa
- Department of Biostatistics, T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Harvard Chan Microbiome in Public Health Center, Harvard T. H. Chan School of Public Health, Boston, MA, USA
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Curtis Huttenhower
- Department of Biostatistics, T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Harvard Chan Microbiome in Public Health Center, Harvard T. H. Chan School of Public Health, Boston, MA, USA
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Division of Gastroenterology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Department of Immunology and Infectious Diseases, T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
| | - Kelsey N. Thompson
- Department of Biostatistics, T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Harvard Chan Microbiome in Public Health Center, Harvard T. H. Chan School of Public Health, Boston, MA, USA
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
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18
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Shaw J, Yu YW. Rapid species-level metagenome profiling and containment estimation with sylph. Nat Biotechnol 2024:10.1038/s41587-024-02412-y. [PMID: 39379646 DOI: 10.1038/s41587-024-02412-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2024] [Accepted: 08/28/2024] [Indexed: 10/10/2024]
Abstract
Profiling metagenomes against databases allows for the detection and quantification of microorganisms, even at low abundances where assembly is not possible. We introduce sylph, a species-level metagenome profiler that estimates genome-to-metagenome containment average nucleotide identity (ANI) through zero-inflated Poisson k-mer statistics, enabling ANI-based taxa detection. On the Critical Assessment of Metagenome Interpretation II (CAMI2) Marine dataset, sylph was the most accurate profiling method of seven tested. For multisample profiling, sylph took >10-fold less central processing unit time compared to Kraken2 and used 30-fold less memory. Sylph's ANI estimates provided an orthogonal signal to abundance, allowing for an ANI-based metagenome-wide association study for Parkinson disease (PD) against 289,232 genomes while confirming known butyrate-PD associations at the strain level. Sylph took <1 min and 16 GB of random-access memory to profile metagenomes against 85,205 prokaryotic and 2,917,516 viral genomes, detecting 30-fold more viral sequences in the human gut compared to RefSeq. Sylph offers precise, efficient profiling with accurate containment ANI estimation even for low-coverage genomes.
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Affiliation(s)
- Jim Shaw
- Department of Mathematics, University of Toronto, Toronto, Ontario, Canada.
- Department of Data Science, Dana-Farber Cancer Institute, Boston, MA, USA.
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA.
| | - Yun William Yu
- Department of Mathematics, University of Toronto, Toronto, Ontario, Canada.
- Computational Biology Department, Carnegie Mellon University, Pittsburgh, PA, USA.
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19
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Li W, Zhen Y, Yang Y, Wang D, He H. Environmental Adaptability and Roles in Ammonia Oxidation of Aerobic Ammonia-Oxidizing Microorganisms in the Surface Sediments of East China Sea. J Microbiol 2024; 62:845-858. [PMID: 39212864 DOI: 10.1007/s12275-024-00166-5] [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: 05/09/2024] [Revised: 07/30/2024] [Accepted: 08/05/2024] [Indexed: 09/04/2024]
Abstract
This study investigated the community characteristics and environmental influencing factors of ammonia-oxidizing archaea (AOA) and ammonia-oxidizing bacteria (AOB) in the surface sediments of the East China Sea. The research found no consistent pattern in the richness and diversity of AOA and AOB with respect to the distance from the shore, indicating a complex interplay of factors. The expression levels of AOA amoA gene and AOB amoA gene in the surface sediments of the East China Sea ranged from 4.49 × 102 to 2.17 × 106 copies per gram of sediment and from 6.6 × 101 to 7.65 × 104 copies per gram of sediment, respectively. Salinity (31.77 to 34.53 PSU) and nitrate concentration (1.51 to 10.12 μmol/L) were identified as key environmental factors significantly affecting the AOA community, while salinity and temperature (13.71 to 19.50 °C) were crucial for the AOB community. The study also found that AOA, dominated by the Nitrosopumilaceae family, exhibited higher gene expression levels than AOB, suggesting a more significant role in ammonia oxidation. The expression of AOB was sensitive to multiple environmental factors, indicating a responsive role in nitrogen cycles and ecosystem health. The findings contribute to a better understanding of the biogeochemical processes and ecological roles of ammonia-oxidizing microorganisms in marine sediments.
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Affiliation(s)
- Wenhui Li
- Key Laboratory of Marine Environmental and Ecology, Ministry of Education, College of Environmental Science and Engineering, Ocean University of China, Qingdao, 266100, People's Republic of China
| | - Yu Zhen
- Key Laboratory of Marine Environmental and Ecology, Ministry of Education, College of Environmental Science and Engineering, Ocean University of China, Qingdao, 266100, People's Republic of China.
- Laboratory for Marine Ecology and Environmental Science, Qingdao Marine Science and Technology Center, Qingdao, 266237, People's Republic of China.
- Frontiers Science Center for Deep Ocean Multispheres and Earth System, Ocean University of China, Qingdao, 266100, People's Republic of China.
| | - Yuhong Yang
- Key Laboratory of Marine Environmental and Ecology, Ministry of Education, College of Environmental Science and Engineering, Ocean University of China, Qingdao, 266100, People's Republic of China
| | - Daling Wang
- Key Laboratory of Marine Environmental and Ecology, Ministry of Education, College of Environmental Science and Engineering, Ocean University of China, Qingdao, 266100, People's Republic of China
| | - Hui He
- College of Marine Life Sciences, Ocean University of China, Qingdao, 266003, People's Republic of China
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20
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Mazur-Marzec H, Andersson AF, Błaszczyk A, Dąbek P, Górecka E, Grabski M, Jankowska K, Jurczak-Kurek A, Kaczorowska AK, Kaczorowski T, Karlson B, Kataržytė M, Kobos J, Kotlarska E, Krawczyk B, Łuczkiewicz A, Piwosz K, Rybak B, Rychert K, Sjöqvist C, Surosz W, Szymczycha B, Toruńska-Sitarz A, Węgrzyn G, Witkowski A, Węgrzyn A. Biodiversity of microorganisms in the Baltic Sea: the power of novel methods in the identification of marine microbes. FEMS Microbiol Rev 2024; 48:fuae024. [PMID: 39366767 PMCID: PMC11500664 DOI: 10.1093/femsre/fuae024] [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: 04/17/2024] [Revised: 09/21/2024] [Accepted: 10/03/2024] [Indexed: 10/06/2024] Open
Abstract
Until recently, the data on the diversity of the entire microbial community from the Baltic Sea were relatively rare and very scarce. However, modern molecular methods have provided new insights into this field with interesting results. They can be summarized as follows. (i) Although low salinity causes a reduction in the biodiversity of multicellular species relative to the populations of the North-East Atlantic, no such reduction occurs in bacterial diversity. (ii) Among cyanobacteria, the picocyanobacterial group dominates when considering gene abundance, while filamentous cyanobacteria dominate in means of biomass. (iii) The diversity of diatoms and dinoflagellates is significantly larger than described a few decades ago; however, molecular studies on these groups are still scarce. (iv) Knowledge gaps in other protistan communities are evident. (v) Salinity is the main limiting parameter of pelagic fungal community composition, while the benthic fungal diversity is shaped by water depth, salinity, and sediment C and N availability. (vi) Bacteriophages are the predominant group of viruses, while among viruses infecting eukaryotic hosts, Phycodnaviridae are the most abundant; the Baltic Sea virome is contaminated with viruses originating from urban and/or industrial habitats. These features make the Baltic Sea microbiome specific and unique among other marine environments.
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Affiliation(s)
- Hanna Mazur-Marzec
- Department of Marine Biology and Biotechnology, University of Gdansk, Al. Piłsudskiego 46, PL-81-378 Gdynia, Poland
| | - Anders F Andersson
- Department of Gene Technology, KTH Royal Institute of Technology, Science for Life Laboratory, Tomtebodavägen 23A, SE-171 65 Solna, Stockholm, Sweden
| | - Agata Błaszczyk
- Department of Marine Biology and Biotechnology, University of Gdansk, Al. Piłsudskiego 46, PL-81-378 Gdynia, Poland
| | - Przemysław Dąbek
- Institute of Marine and Environmental Sciences, University of Szczecin, Mickiewicza 16a, PL-70-383 Szczecin, Poland
| | - Ewa Górecka
- Institute of Marine and Environmental Sciences, University of Szczecin, Mickiewicza 16a, PL-70-383 Szczecin, Poland
| | - Michał Grabski
- International Centre for Cancer Vaccine Science, University of Gdansk, Kładki 24, 80-822 Gdansk, Poland
| | - Katarzyna Jankowska
- Department of Environmental Engineering Technology, Gdansk University of Technology, Narutowicza 11/12, PL-80-233 Gdansk, Poland
| | - Agata Jurczak-Kurek
- Department of Evolutionary Genetics and Biosystematics, University of Gdansk, Wita Stwosza 59, PL-80-308 Gdansk, Poland
| | - Anna K Kaczorowska
- Collection of Plasmids and Microorganisms, University of Gdansk, Wita Stwosza 59, PL-80-308 Gdansk, Poland
| | - Tadeusz Kaczorowski
- Laboratory of Extremophiles Biology, Department of Microbiology, University of Gdansk, Wita Stwosza 59, PL-80-308 Gdansk, Poland
| | - Bengt Karlson
- Swedish Meteorological and Hydrological Institute
, Research and Development, Oceanography, Göteborgseskaderns plats 3, Västra Frölunda SE-426 71, Sweden
| | - Marija Kataržytė
- Marine Research Institute, Klaipėda University, Universiteto ave. 17, LT-92294 Klaipeda, Lithuania
| | - Justyna Kobos
- Department of Marine Biology and Biotechnology, University of Gdansk, Al. Piłsudskiego 46, PL-81-378 Gdynia, Poland
| | - Ewa Kotlarska
- Institute of Oceanology, Polish Academy of Sciences, Powstańców Warszawy 55, PL-81-712 Sopot, Poland
| | - Beata Krawczyk
- Department of Biotechnology and Microbiology, Gdansk University of Technology, Narutowicza 11/12, PL-80-233 Gdansk, Poland
| | - Aneta Łuczkiewicz
- Department of Environmental Engineering Technology, Gdansk University of Technology, Narutowicza 11/12, PL-80-233 Gdansk, Poland
| | - Kasia Piwosz
- National Marine Fisheries Research Institute, Kołłątaja 1, PL-81-332 Gdynia, Poland
| | - Bartosz Rybak
- Department of Environmental Toxicology, Faculty of Health Sciences with Institute of Maritime and Tropical Medicine, Medical University of Gdansk, Dębowa 23A, PL-80-204 Gdansk, Poland
| | - Krzysztof Rychert
- Pomeranian University in Słupsk, Arciszewskiego 22a, PL-76-200 Słupsk, Poland
| | - Conny Sjöqvist
- Environmental and Marine Biology, Åbo Akademi University, Henriksgatan 2, FI-20500 Åbo, Finland
| | - Waldemar Surosz
- Department of Marine Biology and Biotechnology, University of Gdansk, Al. Piłsudskiego 46, PL-81-378 Gdynia, Poland
| | - Beata Szymczycha
- Institute of Oceanology, Polish Academy of Sciences, Powstańców Warszawy 55, PL-81-712 Sopot, Poland
| | - Anna Toruńska-Sitarz
- Department of Marine Biology and Biotechnology, University of Gdansk, Al. Piłsudskiego 46, PL-81-378 Gdynia, Poland
| | - Grzegorz Węgrzyn
- Department of Molecular Biology, University of Gdansk, Wita Stwosza 59, PL-80-308 Gdansk, Poland
| | - Andrzej Witkowski
- Institute of Marine and Environmental Sciences, University of Szczecin, Mickiewicza 16a, PL-70-383 Szczecin, Poland
| | - Alicja Węgrzyn
- University Center for Applied and Interdisciplinary Research, University of Gdansk, Kładki 24, 80-822 Gdansk, Poland
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21
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Lehtovirta-Morley LE, Ge C, Ross J, Yao H, Hazard C, Gubry-Rangin C, Prosser JI, Nicol GW. Nitrosotalea devaniterrae gen. nov., sp. nov. and Nitrosotalea sinensis sp. nov., two acidophilic ammonia oxidising archaea isolated from acidic soil, and proposal of the new order Nitrosotaleales ord. nov. within the class Nitrososphaeria of the phylum Nitrososphaerota. Int J Syst Evol Microbiol 2024; 74. [PMID: 39348174 DOI: 10.1099/ijsem.0.006387] [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] [Indexed: 10/01/2024] Open
Abstract
Two obligately acidophilic, mesophilic and aerobic soil ammonia-oxidising archaea were isolated from a pH 4.5 arable sandy loam (UK) and pH 4.7 acidic sulphate paddy soil (PR China) and designated strains Nd1T and Nd2T, respectively. The strains shared more than 99 % 16S rRNA gene sequence identity and their genomes were both less than 2 Mb in length, sharing 79 % average nucleotide identity, 81 % average amino acid identity and a DNA G+C content of approximately 37 mol%. Both strains were chemolithotrophs that fixed carbon dioxide and gained energy by oxidising ammonia to nitrite, with no evidence of mixotrophic growth. Neither strain was capable of using urea as a source of ammonia. Both strains were non-motile in culture, although Nd1T does possess genes encoding flagella components and therefore may be motile under certain conditions. Cells of Nd1T were small angular rods 0.5-1 µm in length and grew at pH 4.2-5.6 and at 20-30 °C. Cells of Nd1T were small angular rods 0.5-1 µm in length and grew at pH 4.0-6.1 and at 20-42 °C. Nd1T and Nd2T are distinct with respect to genomic and physiological features and are assigned as the type strains for the species Nitrosotalea devaniterrae sp. nov. (type strain, Nd1T=NCIMB 15248T=DSM 110862T) and Nitrosotalea sinensis sp. nov. (type strain, Nd2T=NCIMB 15249T=DSM 110863T), respectively, within the genus Nitrosotalea gen. nov. The family Nitrosotaleaceae fam. nov. and order Nitrosotaleales ord. nov. are also proposed officially.
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Affiliation(s)
| | - Chaorong Ge
- Wuhan Institute of Technology, 206 Guanggu 1st Road, Wuhan 430205, PR China
| | - Jenna Ross
- Institute of Biological Sciences, University of Aberdeen, Cruickshank Building, St Machar Drive, Aberdeen, AB24 3UU, Scotland, UK
| | - Huaiying Yao
- Wuhan Institute of Technology, 206 Guanggu 1st Road, Wuhan 430205, PR China
- Institute of Urban Environment, Chinese Academy of Sciences, 1799 Jimei Road, Xiamen, 361021, PR China
| | - Christina Hazard
- Univ Lyon, CNRS, INSA Lyon, Université Claude Bernard Lyon 1, Ecole Centrale de Lyon, Ampère, UMR5005, 69134 Ecully, France
| | - Cécile Gubry-Rangin
- Institute of Biological Sciences, University of Aberdeen, Cruickshank Building, St Machar Drive, Aberdeen, AB24 3UU, Scotland, UK
| | - James I Prosser
- Institute of Biological Sciences, University of Aberdeen, Cruickshank Building, St Machar Drive, Aberdeen, AB24 3UU, Scotland, UK
| | - Graeme W Nicol
- Univ Lyon, CNRS, INSA Lyon, Université Claude Bernard Lyon 1, Ecole Centrale de Lyon, Ampère, UMR5005, 69134 Ecully, France
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22
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Pallen MJ. The dynamic history of prokaryotic phyla: discovery, diversity and division. Int J Syst Evol Microbiol 2024; 74:006508. [PMID: 39250184 PMCID: PMC11382960 DOI: 10.1099/ijsem.0.006508] [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: 04/09/2024] [Accepted: 08/19/2024] [Indexed: 09/10/2024] Open
Abstract
Here, I review the dynamic history of prokaryotic phyla. Following leads set by Darwin, Haeckel and Woese, the concept of phylum has evolved from a group sharing common phenotypes to a set of organisms sharing a common ancestry, with modern taxonomy based on phylogenetic classifications drawn from macromolecular sequences. Phyla came as surprising latecomers to the formalities of prokaryotic nomenclature in 2021. Since then names have been validly published for 46 prokaryotic phyla, replacing some established names with neologisms, prompting criticism and debate within the scientific community. Molecular barcoding enabled phylogenetic analysis of microbial ecosystems without cultivation, leading to the identification of candidate divisions (or phyla) from diverse environments. The introduction of metagenome-assembled genomes marked a significant advance in identifying and classifying uncultured microbial phyla. The lumper-splitter dichotomy has led to disagreements, with experts cautioning against the pressure to create a profusion of new phyla and prominent databases adopting a conservative stance. The Candidatus designation has been widely used to provide provisional status to uncultured prokaryotic taxa, with phyla named under this convention now clearly surpassing those with validly published names. The Genome Taxonomy Database (GTDB) has offered a stable, standardized prokaryotic taxonomy with normalized taxonomic ranks, which has led to both lumping and splitting of pre-existing phyla. The GTDB framework introduced unwieldy alphanumeric placeholder labels, prompting recent publication of over 100 user-friendly Latinate names for unnamed prokaryotic phyla. Most candidate phyla remain 'known unknowns', with limited knowledge of their genomic diversity, ecological roles, or environments. Whether phyla still reflect significant evolutionary and ecological partitions across prokaryotic life remains an area of active debate. However, phyla remain of practical importance for microbiome analyses, particularly in clinical research. Despite potential diminishing returns in discovery of biodiversity, prokaryotic phyla offer extensive research opportunities for microbiologists for the foreseeable future.
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Affiliation(s)
- Mark J. Pallen
- Norwich Medical School, University of East Anglia, Norwich Research Park, Norwich, Norfolk, UK
- Quadram Institute Bioscience, Norwich Research Park, Norwich, Norfolk, UK
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23
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Li G, Meng J, Yu S, Bai X, Dai J, Song Y, Peng X, Zhao Q. Excited-State Dynamics of a CRABPII-Based Microbial Rhodopsin Mimic. J Phys Chem B 2024; 128:7712-7721. [PMID: 38940335 DOI: 10.1021/acs.jpcb.4c01296] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/29/2024]
Abstract
Microbial rhodopsin, a pivotal photoreceptor protein, has garnered widespread application in diverse fields such as optogenetics, biotechnology, biodevices, etc. However, current microbial rhodopsins are all transmembrane proteins, which both complicates the investigation on the photoreaction mechanism and limits their further applications. Therefore, a specific mimic for microbial rhodopsin can not only provide a better model for understanding the mechanism but also can extend the applications. The human protein CRABPII turns out to be a good template for design mimics on rhodopsin due to the convenience in synthesis and the stability after mutations. Recently, Geiger et al. designed a new CRABPII-based mimic M1-L121E on microbial rhodopsin with the 13-cis, syn (13C) isomerization after irradiation. However, it still remains a question as to how similar it is compared with the natural microbial rhodopsin, in particular, in the aspect of the photoreaction dynamics. In this article, we investigate the excited-state dynamics of this mimic by measuring its transient absorption spectra. Our results reveal that there are two components in the solution of mimic M1-L121E at pH 8, known as protonated Schiff base (PSB) and unprotonated Schiff base (USB) states. In both states, the photoreaction process from 13-cis, syn(13C) to all-trans,anti (AT) is faster than that from the inverse direction. In addition, the photoreaction process in the PSB state is faster than that in the USB state. We compared the isomerization time of the PSB state to that of microbial rhodopsin. Our findings indicate that M1-L121E exhibits behaviors similar to those of microbial rhodopsins in the general pattern of PSB isomerization, where the isomerization from 13C to AT is much faster than its inverse direction. However, our results also reveal significant differences in the excited-state dynamics of the mimic relative to the native microbial rhodopsin, including the slower PSB isomerization rates as well as the unusual USB photoreaction dynamics at pH = 8. By elucidating the distinctive characteristics of mimics M1-L121E, this study enhances our understanding of microbial rhodopsin mimics and their potential applications.
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Affiliation(s)
- Gaoshang Li
- Center for Quantum Technology Research, Key Laboratory of Advanced Optoelectronic Quantum Architecture and Measurements (MOE), School of Physics, Beijing Institute of Technology, Beijing 100081, China
| | - Jiajia Meng
- Center for Quantum Technology Research, Key Laboratory of Advanced Optoelectronic Quantum Architecture and Measurements (MOE), School of Physics, Beijing Institute of Technology, Beijing 100081, China
| | - Shuang Yu
- MIIT Key Laboratory of Complex-field Intelligent Exploration, School of Optics and Photonics, Beijing Institute of Technology, Beijing 100081, China
| | - Xiaolu Bai
- MIIT Key Laboratory of Complex-field Intelligent Exploration, School of Optics and Photonics, Beijing Institute of Technology, Beijing 100081, China
| | - Jin Dai
- Center for Quantum Technology Research, Key Laboratory of Advanced Optoelectronic Quantum Architecture and Measurements (MOE), School of Physics, Beijing Institute of Technology, Beijing 100081, China
| | - Yin Song
- MIIT Key Laboratory of Complex-field Intelligent Exploration, School of Optics and Photonics, Beijing Institute of Technology, Beijing 100081, China
| | - Xubiao Peng
- Center for Quantum Technology Research, Key Laboratory of Advanced Optoelectronic Quantum Architecture and Measurements (MOE), School of Physics, Beijing Institute of Technology, Beijing 100081, China
- Beijing Academy of Quantum Information Sciences, Beijing 100081, China
| | - Qing Zhao
- Center for Quantum Technology Research, Key Laboratory of Advanced Optoelectronic Quantum Architecture and Measurements (MOE), School of Physics, Beijing Institute of Technology, Beijing 100081, China
- Beijing Academy of Quantum Information Sciences, Beijing 100081, China
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24
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Mallawaarachchi V, Wickramarachchi A, Xue H, Papudeshi B, Grigson SR, Bouras G, Prahl RE, Kaphle A, Verich A, Talamantes-Becerra B, Dinsdale EA, Edwards RA. Solving genomic puzzles: computational methods for metagenomic binning. Brief Bioinform 2024; 25:bbae372. [PMID: 39082646 PMCID: PMC11289683 DOI: 10.1093/bib/bbae372] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2024] [Revised: 06/05/2024] [Accepted: 07/15/2024] [Indexed: 08/03/2024] Open
Abstract
Metagenomics involves the study of genetic material obtained directly from communities of microorganisms living in natural environments. The field of metagenomics has provided valuable insights into the structure, diversity and ecology of microbial communities. Once an environmental sample is sequenced and processed, metagenomic binning clusters the sequences into bins representing different taxonomic groups such as species, genera, or higher levels. Several computational tools have been developed to automate the process of metagenomic binning. These tools have enabled the recovery of novel draft genomes of microorganisms allowing us to study their behaviors and functions within microbial communities. This review classifies and analyzes different approaches of metagenomic binning and different refinement, visualization, and evaluation techniques used by these methods. Furthermore, the review highlights the current challenges and areas of improvement present within the field of research.
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Affiliation(s)
- Vijini Mallawaarachchi
- Flinders Accelerator for Microbiome Exploration, College of Science and Engineering, Flinders University, Adelaide, SA 5042, Australia
| | - Anuradha Wickramarachchi
- Australian e-Health Research Centre, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Westmead, NSW 2145, Australia
| | - Hansheng Xue
- School of Computing, National University of Singapore, Singapore 119077, Singapore
| | - Bhavya Papudeshi
- Flinders Accelerator for Microbiome Exploration, College of Science and Engineering, Flinders University, Adelaide, SA 5042, Australia
| | - Susanna R Grigson
- Flinders Accelerator for Microbiome Exploration, College of Science and Engineering, Flinders University, Adelaide, SA 5042, Australia
| | - George Bouras
- Adelaide Medical School, Faculty of Health and Medical Sciences, The University of Adelaide, Adelaide, SA 5005, Australia
- The Department of Surgery—Otolaryngology Head and Neck Surgery, University of Adelaide and the Basil Hetzel Institute for Translational Health Research, Central Adelaide Local Health Network, Adelaide, SA 5011, Australia
| | - Rosa E Prahl
- Australian e-Health Research Centre, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Westmead, NSW 2145, Australia
| | - Anubhav Kaphle
- Australian e-Health Research Centre, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Westmead, NSW 2145, Australia
| | - Andrey Verich
- Australian e-Health Research Centre, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Westmead, NSW 2145, Australia
- The Kirby Institute, The University of New South Wales, Randwick, Sydney, NSW 2052, Australia
| | - Berenice Talamantes-Becerra
- Australian e-Health Research Centre, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Westmead, NSW 2145, Australia
| | - Elizabeth A Dinsdale
- Flinders Accelerator for Microbiome Exploration, College of Science and Engineering, Flinders University, Adelaide, SA 5042, Australia
| | - Robert A Edwards
- Flinders Accelerator for Microbiome Exploration, College of Science and Engineering, Flinders University, Adelaide, SA 5042, Australia
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25
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Miyada MG, Choi Y, Stepanauskas R, Woyke T, La Clair JJ, Burkart MD. Fluorometric Analysis of Carrier-Protein-Dependent Biosynthesis through a Conformationally Sensitive Solvatochromic Pantetheinamide Probe. ACS Chem Biol 2024; 19:1416-1425. [PMID: 38909314 PMCID: PMC11622929 DOI: 10.1021/acschembio.4c00169] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/24/2024]
Abstract
Carrier proteins (CPs) play a fundamental role in the biosynthesis of fatty acids, polyketides, and non-ribosomal peptides, encompassing many medicinally and pharmacologically relevant compounds. Current approaches to analyze novel carrier-protein-dependent synthetic pathways are hampered by a lack of activity-based assays for natural product biosynthesis. To fill this gap, we turned to 3-methoxychromones, highly solvatochromic fluorescent molecules whose emission intensity and wavelength are heavily dependent on their immediate molecular environment. We have developed a solvatochromic carrier-protein-targeting probe which is able to selectively fluoresce when bound to a target carrier protein. Additionally, the probe displays distinct responses upon CP binding in carrier-protein-dependent synthases. This discerning approach demonstrates the design of solvatochromic fluorophores with the ability to identify biosynthetically active CP-enzyme interactions.
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Affiliation(s)
- Matthew G. Miyada
- Department of Chemistry and Biochemistry, University of California, San Diego, La Jolla, California 92093-0358, United States
| | - Yuran Choi
- Department of Chemistry and Biochemistry, University of California, San Diego, La Jolla, California 92093-0358, United States
| | - Ramunas Stepanauskas
- Bigelow Laboratory for Ocean Sciences, East Boothbay, Maine 04544, United States
| | - Tanja Woyke
- DOE Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - James J. La Clair
- Department of Chemistry and Biochemistry, University of California, San Diego, La Jolla, California 92093-0358, United States
| | - Michael D. Burkart
- Department of Chemistry and Biochemistry, University of California, San Diego, La Jolla, California 92093-0358, United States
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26
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Miranda FM, Azevedo VC, Ramos RJ, Renard BY, Piro VC. Hitac: a hierarchical taxonomic classifier for fungal ITS sequences compatible with QIIME2. BMC Bioinformatics 2024; 25:228. [PMID: 38956506 PMCID: PMC11220968 DOI: 10.1186/s12859-024-05839-x] [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: 03/15/2024] [Accepted: 06/11/2024] [Indexed: 07/04/2024] Open
Abstract
BACKGROUND Fungi play a key role in several important ecological functions, ranging from organic matter decomposition to symbiotic associations with plants. Moreover, fungi naturally inhabit the human body and can be beneficial when administered as probiotics. In mycology, the internal transcribed spacer (ITS) region was adopted as the universal marker for classifying fungi. Hence, an accurate and robust method for ITS classification is not only desired for the purpose of better diversity estimation, but it can also help us gain a deeper insight into the dynamics of environmental communities and ultimately comprehend whether the abundance of certain species correlate with health and disease. Although many methods have been proposed for taxonomic classification, to the best of our knowledge, none of them fully explore the taxonomic tree hierarchy when building their models. This in turn, leads to lower generalization power and higher risk of committing classification errors. RESULTS Here we introduce HiTaC, a robust hierarchical machine learning model for accurate ITS classification, which requires a small amount of data for training and can handle imbalanced datasets. HiTaC was thoroughly evaluated with the established TAXXI benchmark and could correctly classify fungal ITS sequences of varying lengths and a range of identity differences between the training and test data. HiTaC outperforms state-of-the-art methods when trained over noisy data, consistently achieving higher F1-score and sensitivity across different taxonomic ranks, improving sensitivity by 6.9 percentage points over top methods in the most noisy dataset available on TAXXI. CONCLUSIONS HiTaC is publicly available at the Python package index, BIOCONDA and Docker Hub. It is released under the new BSD license, allowing free use in academia and industry. Source code and documentation, which includes installation and usage instructions, are available at https://gitlab.com/dacs-hpi/hitac .
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Affiliation(s)
- Fábio M Miranda
- Data Analytics and Computational Statistics, Hasso Plattner Institute, Digital Engineering Faculty, University of Potsdam, Potsdam, Germany
- Department of Mathematics and Computer Science, Freie Universität Berlin, Berlin, Germany
| | - Vasco C Azevedo
- Institute of Biological Sciences, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Rommel J Ramos
- Institute of Biological Sciences, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
- Institute of Biological Sciences, Federal University of Pará, Belém, Brazil
- Centro de Computação de Alto Desempenho, Universidade Federal do Pará, Belém, Brazil
| | - Bernhard Y Renard
- Data Analytics and Computational Statistics, Hasso Plattner Institute, Digital Engineering Faculty, University of Potsdam, Potsdam, Germany
| | - Vitor C Piro
- Data Analytics and Computational Statistics, Hasso Plattner Institute, Digital Engineering Faculty, University of Potsdam, Potsdam, Germany.
- Department of Mathematics and Computer Science, Freie Universität Berlin, Berlin, Germany.
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27
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Cutolo EA, Campitiello R, Caferri R, Pagliuca VF, Li J, Agathos SN, Cutolo M. Immunomodulatory Compounds from the Sea: From the Origins to a Modern Marine Pharmacopoeia. Mar Drugs 2024; 22:304. [PMID: 39057413 PMCID: PMC11278107 DOI: 10.3390/md22070304] [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: 05/27/2024] [Revised: 06/24/2024] [Accepted: 06/26/2024] [Indexed: 07/28/2024] Open
Abstract
From sea shores to the abysses of the deep ocean, marine ecosystems have provided humanity with valuable medicinal resources. The use of marine organisms is discussed in ancient pharmacopoeias of different times and geographic regions and is still deeply rooted in traditional medicine. Thanks to present-day, large-scale bioprospecting and rigorous screening for bioactive metabolites, the ocean is coming back as an untapped resource of natural compounds with therapeutic potential. This renewed interest in marine drugs is propelled by a burgeoning research field investigating the molecular mechanisms by which newly identified compounds intervene in the pathophysiology of human diseases. Of great clinical relevance are molecules endowed with anti-inflammatory and immunomodulatory properties with emerging applications in the management of chronic inflammatory disorders, autoimmune diseases, and cancer. Here, we review the historical development of marine pharmacology in the Eastern and Western worlds and describe the status of marine drug discovery. Finally, we discuss the importance of conducting sustainable exploitation of marine resources through biotechnology.
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Affiliation(s)
- Edoardo Andrea Cutolo
- Laboratory of Photosynthesis and Bioenergy, Department of Biotechnology, University of Verona, Strada le Grazie 15, 37134 Verona, Italy
| | - Rosanna Campitiello
- Laboratory of Experimental Rheumatology and Academic, Division of Clinical Rheumatology, Department of Internal Medicine, University of Genoa, 16132 Genoa, Italy
- IRCCS Ospedale Policlinico San Martino, 16132 Genoa, Italy
| | - Roberto Caferri
- Laboratory of Photosynthesis and Bioenergy, Department of Biotechnology, University of Verona, Strada le Grazie 15, 37134 Verona, Italy
| | - Vittorio Flavio Pagliuca
- Laboratory of Photosynthesis and Bioenergy, Department of Biotechnology, University of Verona, Strada le Grazie 15, 37134 Verona, Italy
| | - Jian Li
- Qingdao Innovation and Development Base, Harbin Engineering University, No. 1777 Sansha Road, Qingdao 150001, China; (J.L.); (S.N.A.)
| | - Spiros Nicolas Agathos
- Qingdao Innovation and Development Base, Harbin Engineering University, No. 1777 Sansha Road, Qingdao 150001, China; (J.L.); (S.N.A.)
- Bioengineering Laboratory, Earth and Life Institute, Catholic University of Louvain, B-1348 Louvain-la-Neuve, Belgium
| | - Maurizio Cutolo
- Laboratory of Experimental Rheumatology and Academic, Division of Clinical Rheumatology, Department of Internal Medicine, University of Genoa, 16132 Genoa, Italy
- IRCCS Ospedale Policlinico San Martino, 16132 Genoa, Italy
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28
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Supty MSA, Jahan K, Lee JS, Choi KH. Epiphytic Bacterial Community Analysis of Ulva prolifera in Garorim and Muan Bays, Republic of Korea. Microorganisms 2024; 12:1142. [PMID: 38930524 PMCID: PMC11205692 DOI: 10.3390/microorganisms12061142] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2024] [Revised: 05/16/2024] [Accepted: 06/02/2024] [Indexed: 06/28/2024] Open
Abstract
The bacterial communities related to seaweed can vary considerably across different locations, and these variations influence the seaweed's nutrition, growth, and development. To study this further, we evaluated the bacteria found on the green marine seaweed Ulva prolifera from Garorim Bay and Muan Bay, two key locations on Republic of Korea's west coast. Our analysis found notable differences in the bacterial communities between the two locations. Garorim Bay hosted a more diverse bacterial population, with the highest number of ASVs (871) compared to Muan Bay's 156 ASVs. In Muan Bay, more than 50% of the bacterial community was dominated by Pseudomonadota. On the other hand, Garorim Bay had a more balanced distribution between Bacteroidota and Pseudomonadota (37% and 35.5%, respectively). Additionally, Cyanobacteria, particularly Cyanothece aeruginosa, were found in significant numbers in Garorim Bay, making up 8% of the community. Mineral analysis indicated that Garorim Bay had higher levels of S, Na, Mg, Ca, and Fe. Function-wise, both locations exhibited bacterial enrichment in amino acid production, nucleosides, and nucleotide pathways. In conclusion, this study broadens our understanding of the bacterial communities associated with Ulva prolifera in Korean waters and provides a foundation for future research on the relationships between U. prolifera and its bacteria.
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Affiliation(s)
| | | | | | - Keun-Hyung Choi
- Department of Earth, Environmental and Space Sciences, Chungnam National University, Daejeon 34134, Republic of Korea
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29
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Hou S, Tang T, Cheng S, Liu Y, Xia T, Chen T, Fuhrman J, Sun F. DeepMicroClass sorts metagenomic contigs into prokaryotes, eukaryotes and viruses. NAR Genom Bioinform 2024; 6:lqae044. [PMID: 38711860 PMCID: PMC11071121 DOI: 10.1093/nargab/lqae044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Revised: 03/18/2024] [Accepted: 04/18/2024] [Indexed: 05/08/2024] Open
Abstract
Sequence classification facilitates a fundamental understanding of the structure of microbial communities. Binary metagenomic sequence classifiers are insufficient because environmental metagenomes are typically derived from multiple sequence sources. Here we introduce a deep-learning based sequence classifier, DeepMicroClass, that classifies metagenomic contigs into five sequence classes, i.e. viruses infecting prokaryotic or eukaryotic hosts, eukaryotic or prokaryotic chromosomes, and prokaryotic plasmids. DeepMicroClass achieved high performance for all sequence classes at various tested sequence lengths ranging from 500 bp to 100 kbps. By benchmarking on a synthetic dataset with variable sequence class composition, we showed that DeepMicroClass obtained better performance for eukaryotic, plasmid and viral contig classification than other state-of-the-art predictors. DeepMicroClass achieved comparable performance on viral sequence classification with geNomad and VirSorter2 when benchmarked on the CAMI II marine dataset. Using a coastal daily time-series metagenomic dataset as a case study, we showed that microbial eukaryotes and prokaryotic viruses are integral to microbial communities. By analyzing monthly metagenomes collected at HOT and BATS, we found relatively higher viral read proportions in the subsurface layer in late summer, consistent with the seasonal viral infection patterns prevalent in these areas. We expect DeepMicroClass will promote metagenomic studies of under-appreciated sequence types.
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Affiliation(s)
- Shengwei Hou
- Department of Ocean Science and Engineering, Southern University of Science and Technology, Shenzhen 518055, China
- Marine and Environmental Biology, Department of Biological Sciences, University of Southern California, Los Angeles, CA 90089, USA
| | - Tianqi Tang
- Department of Quantitative and Computational Biology, University of Southern California, Los Angeles, CA 90089, USA
| | - Siliangyu Cheng
- Department of Quantitative and Computational Biology, University of Southern California, Los Angeles, CA 90089, USA
| | - Yuanhao Liu
- Department of Ocean Science and Engineering, Southern University of Science and Technology, Shenzhen 518055, China
| | - Tian Xia
- Department of Ocean Science and Engineering, Southern University of Science and Technology, Shenzhen 518055, China
| | - Ting Chen
- Department of Computer Science and Technology, Institute of Artificial Intelligence & BNRist, Tsinghua University, Beijing 100084, China
| | - Jed A Fuhrman
- Marine and Environmental Biology, Department of Biological Sciences, University of Southern California, Los Angeles, CA 90089, USA
| | - Fengzhu Sun
- Department of Quantitative and Computational Biology, University of Southern California, Los Angeles, CA 90089, USA
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Cai S, Lao Q, Chen C, Zhu Q, Chen F. The impact of algal blooms on promoting in-situ N 2O emissions: A case in Zhanjiang bay, China. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2024; 358:120935. [PMID: 38648725 DOI: 10.1016/j.jenvman.2024.120935] [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: 02/19/2024] [Revised: 04/11/2024] [Accepted: 04/15/2024] [Indexed: 04/25/2024]
Abstract
Under the influence of many factors, such as climate change, anthropogenic eutrophication, and the development of aquaculture, the area and frequency of algal blooms have showed an increasing trend worldwide, which has become a challenging issue at present. However, the coupled relationship between nitrous oxide (N2O) and algal blooms and the underlying mechanisms remain unclear. To address this issue, 15N isotope cultures and quantitative polymerase chain reaction (qPCR) experiments were conducted in Zhanjiang Bay during algal and non-algal bloom periods. The results showed that denitrification and nitrification-denitrification were the two processes responsible for the in-situ production of N2O during algal and non-algal bloom periods. Stable isotope rate cultivation experiments indicated that denitrification and nitrification-denitrification were promoted in the water during the algal bloom period. The in-situ production of N2O during the algal bloom period was three-fold that during the non-algal bloom period. This may be because fresh particulate organic matter (POM) from the organisms responsible for the algal bloom provides the necessary anaerobic and hypoxic environment for denitrification and nitrification-denitrification in the degradation environment. Additionally, a positive linear correlation between N2O concentrations and ammonia-oxidizing bacteria (AOB) and denitrifying bacteria (nirK and nirS) also supported the significant denitrification and nitrification-denitrification occurring in the water during the algal bloom period. However, the algal bloom changed the main process for the in-situ production of N2O, wherein it shifted from denitrification during the non-algal bloom period to nitrification-denitrification during the algal bloom period. The results of our study will improve our understanding of the processes responsible for the in-situ production of N2O during the algal bloom period, and can help formulate effective policies to mitigate N2O emissions in the bay.
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Affiliation(s)
- Shangjun Cai
- College of Ocean and Meteorology, Guangdong Ocean University, Zhanjiang, 524088, China; School of Chemistry and Environment, Guangdong Ocean University, Zhanjiang, 524088, China
| | - Qibin Lao
- College of Ocean and Meteorology, Guangdong Ocean University, Zhanjiang, 524088, China; School of Chemistry and Environment, Guangdong Ocean University, Zhanjiang, 524088, China
| | - Chunqing Chen
- College of Ocean and Meteorology, Guangdong Ocean University, Zhanjiang, 524088, China; School of Chemistry and Environment, Guangdong Ocean University, Zhanjiang, 524088, China
| | - Qingmei Zhu
- College of Ocean and Meteorology, Guangdong Ocean University, Zhanjiang, 524088, China; School of Chemistry and Environment, Guangdong Ocean University, Zhanjiang, 524088, China; Key Laboratory for Coastal Ocean Variation and Disaster Prediction, Guangdong Ocean University, Zhanjiang, 524088, China; Key Laboratory of Climate, Resources and Environment in Continental Shelf Sea and Deep Sea of Department of Education of Guangdong Province, Guangdong Ocean University, Zhanjiang, 524088, China
| | - Fajin Chen
- College of Ocean and Meteorology, Guangdong Ocean University, Zhanjiang, 524088, China; School of Chemistry and Environment, Guangdong Ocean University, Zhanjiang, 524088, China; Key Laboratory for Coastal Ocean Variation and Disaster Prediction, Guangdong Ocean University, Zhanjiang, 524088, China; Key Laboratory of Climate, Resources and Environment in Continental Shelf Sea and Deep Sea of Department of Education of Guangdong Province, Guangdong Ocean University, Zhanjiang, 524088, China.
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31
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Guden RM, Haegeman A, Ruttink T, Moens T, Derycke S. Nematodes alter the taxonomic and functional profiles of benthic bacterial communities: A metatranscriptomic approach. Mol Ecol 2024; 33:e17331. [PMID: 38533629 DOI: 10.1111/mec.17331] [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: 06/21/2023] [Revised: 02/25/2024] [Accepted: 03/18/2024] [Indexed: 03/28/2024]
Abstract
Marine sediments cover 70% of the Earth's surface, and harbour diverse bacterial communities critical for marine biogeochemical processes, which affect climate change, biodiversity and ecosystem functioning. Nematodes, the most abundant and species-rich metazoan organisms in marine sediments, in turn, affect benthic bacterial communities and bacterial-mediated ecological processes, but the underlying mechanisms by which they affect biogeochemical cycles remain poorly understood. Here, we demonstrate using a metatranscriptomic approach that nematodes alter the taxonomic and functional profiles of benthic bacterial communities. We found particularly strong stimulation of nitrogen-fixing and methane-oxidizing bacteria in the presence of nematodes, as well as increased functional activity associated with methane metabolism and degradation of various carbon compounds. This study provides empirical evidence that the presence of nematodes results in taxonomic and functional shifts in active bacterial communities, indicating that nematodes may play an important role in benthic ecosystem processes.
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Affiliation(s)
- Rodgee Mae Guden
- Marine Biology Unit, Department of Biology, Ghent University, Ghent, Belgium
| | - Annelies Haegeman
- Plant Sciences Unit, Flanders Research Institute for Agriculture, Fisheries and Food (ILVO), Melle, Belgium
| | - Tom Ruttink
- Plant Sciences Unit, Flanders Research Institute for Agriculture, Fisheries and Food (ILVO), Melle, Belgium
| | - Tom Moens
- Marine Biology Unit, Department of Biology, Ghent University, Ghent, Belgium
| | - Sofie Derycke
- Marine Biology Unit, Department of Biology, Ghent University, Ghent, Belgium
- Aquatic Environment and Quality, Flanders Research Institute for Agriculture, Fisheries and Food (ILVO), Oostende, Belgium
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32
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Peng L, Jia M, Li S, Wang X, Liang C, Xu Y. Developing antibiotics-based strategies to efficiently enrich ammonia-oxidizing archaea from wastewater treatment plants. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 923:171479. [PMID: 38458444 DOI: 10.1016/j.scitotenv.2024.171479] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/03/2024] [Revised: 03/02/2024] [Accepted: 03/03/2024] [Indexed: 03/10/2024]
Abstract
The effects of five antibiotics (i.e., ampicillin, streptomycin, carbenicillin, kanamycin and tetracycline) on ammonia-oxidizing archaea (AOA) enrichment from anoxic activated sludge were investigated. The combined use of five antibiotics during 90-day cultivation could selectively inhibit nitrite-oxidizing bacteria (NOB) and ammonia-oxidizing bacteria (AOB) with AOA unaffected, as evidenced by the nitrite accumulation ratio of 100 % and the proportion of AOA in ammonia-oxidizing microbes over 91 %. The alternative use of five antibiotics was the optimal approach to screening for AOA during 348-day cultivation, which inhibited AOB growth at a level equivalent to the combined use of five antibiotics (the AOB-amoA gene decreased by over 99.90 %), further promoted AOA abundance (the much higher AOA-amoA to AOB-amoA gene copy number ratio (1453.30) than that in the groups with the combined use of five antibiotics (192.94)), eliminated bacterial adaptation to antibiotics and reduced antibiotic-resistant bacteria to form Nitrocosmicus-dominant community (42.35 % in abundance).
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Affiliation(s)
- Lai Peng
- Hubei Key Laboratory of Mineral Resources Processing and Environment, Wuhan University of Technology, Luoshi Road 122, Wuhan 430070, China; School of Resources and Environmental Engineering, Wuhan University of Technology, Luoshi Road 122, Wuhan 430070, China
| | - Mengwen Jia
- Hubei Key Laboratory of Mineral Resources Processing and Environment, Wuhan University of Technology, Luoshi Road 122, Wuhan 430070, China; School of Resources and Environmental Engineering, Wuhan University of Technology, Luoshi Road 122, Wuhan 430070, China
| | - Shengjun Li
- Hubei Key Laboratory of Mineral Resources Processing and Environment, Wuhan University of Technology, Luoshi Road 122, Wuhan 430070, China; School of Resources and Environmental Engineering, Wuhan University of Technology, Luoshi Road 122, Wuhan 430070, China.
| | - Xi Wang
- Hubei Key Laboratory of Mineral Resources Processing and Environment, Wuhan University of Technology, Luoshi Road 122, Wuhan 430070, China; School of Resources and Environmental Engineering, Wuhan University of Technology, Luoshi Road 122, Wuhan 430070, China
| | - Chuanzhou Liang
- Hubei Key Laboratory of Mineral Resources Processing and Environment, Wuhan University of Technology, Luoshi Road 122, Wuhan 430070, China; School of Resources and Environmental Engineering, Wuhan University of Technology, Luoshi Road 122, Wuhan 430070, China
| | - Yifeng Xu
- Hubei Key Laboratory of Mineral Resources Processing and Environment, Wuhan University of Technology, Luoshi Road 122, Wuhan 430070, China; School of Resources and Environmental Engineering, Wuhan University of Technology, Luoshi Road 122, Wuhan 430070, China
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33
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Zhang Q, Yu X, Yang Y, Ruan J, Zou Y, Wu S, Chen F, Zhu R. Enhanced ammonia removal in tidal flow constructed wetland by incorporating steel slag: Performance, microbial community, and heavy metal release. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 922:171333. [PMID: 38423325 DOI: 10.1016/j.scitotenv.2024.171333] [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: 12/20/2023] [Revised: 02/25/2024] [Accepted: 02/26/2024] [Indexed: 03/02/2024]
Abstract
Utilizing alkaline solid wastes, such as steel slag, as substrates in tidal flow constructed wetlands (TFCWs) can effectively neutralize the acidity generated by nitrification. However, the impacts of steel slag on microbial communities and the potential risk of heavy metal release remain poorly understood. To address these knowledge gaps, this study compared the performance and microbial community structure of TFCWs filled with a mixture of steel slag and zeolite (TFCW-S) to those filled with zeolite alone (TFCW-Z). TFCW-S exhibited a much higher NH4+-N removal efficiency (98.35 %) than TFCW-Z (55.26 %). Additionally, TFCW-S also achieved better TN and TP removal. The steel slag addition helped maintain the TFCW-S effluent pH at around 7.5, while the TFCW-Z effluent pH varied from 3.74 to 6.25. The nitrification and denitrification intensities in TFCW-S substrates were significantly higher than those in TFCW-Z, consistent with the observed removal performance. Moreover, steel slag did not cause excessive heavy metal release, as the effluent concentrations were below the standard limits. Microbial community analysis revealed that ammonia-oxidizing bacteria, ammonia-oxidizing archaea, and complete ammonia-oxidizing bacteria coexisted in both TFCWs, albeit with different compositions. Furthermore, the enrichment of heterotrophic nitrification-aerobic denitrification bacteria in TFCW-S likely contributed to the high NH4+-N removal. In summary, these findings demonstrate that the combined use of steel slag and zeolite in TFCWs creates favorable pH conditions for ammonia-oxidizing microorganisms, leading to efficient ammonia removal in an environmentally friendly manner.
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Affiliation(s)
- Quan Zhang
- CAS Key Laboratory of Mineralogy and Metallogeny & Guangdong Provincial Key Laboratory of Mineral Physics and Materials, Guangzhou Institute of Geochemistry, Chinese Academy of Sciences, 511 Kehua Street, 510640 Guangzhou, China; CAS Center for Excellence in Deep Earth Science, 511 Kehua Street, 510640 Guangzhou, China; University of Chinese Academy of Sciences, 19 Yuquan Road, 100049 Beijing, China
| | - Xingyu Yu
- CAS Key Laboratory of Mineralogy and Metallogeny & Guangdong Provincial Key Laboratory of Mineral Physics and Materials, Guangzhou Institute of Geochemistry, Chinese Academy of Sciences, 511 Kehua Street, 510640 Guangzhou, China; CAS Center for Excellence in Deep Earth Science, 511 Kehua Street, 510640 Guangzhou, China; University of Chinese Academy of Sciences, 19 Yuquan Road, 100049 Beijing, China
| | - Yongqiang Yang
- CAS Key Laboratory of Mineralogy and Metallogeny & Guangdong Provincial Key Laboratory of Mineral Physics and Materials, Guangzhou Institute of Geochemistry, Chinese Academy of Sciences, 511 Kehua Street, 510640 Guangzhou, China; CAS Center for Excellence in Deep Earth Science, 511 Kehua Street, 510640 Guangzhou, China.
| | - Jingjun Ruan
- CAS Key Laboratory of Mineralogy and Metallogeny & Guangdong Provincial Key Laboratory of Mineral Physics and Materials, Guangzhou Institute of Geochemistry, Chinese Academy of Sciences, 511 Kehua Street, 510640 Guangzhou, China; CAS Center for Excellence in Deep Earth Science, 511 Kehua Street, 510640 Guangzhou, China; University of Chinese Academy of Sciences, 19 Yuquan Road, 100049 Beijing, China
| | - Yuhuan Zou
- CAS Key Laboratory of Mineralogy and Metallogeny & Guangdong Provincial Key Laboratory of Mineral Physics and Materials, Guangzhou Institute of Geochemistry, Chinese Academy of Sciences, 511 Kehua Street, 510640 Guangzhou, China; CAS Center for Excellence in Deep Earth Science, 511 Kehua Street, 510640 Guangzhou, China; University of Chinese Academy of Sciences, 19 Yuquan Road, 100049 Beijing, China
| | - Shijun Wu
- CAS Key Laboratory of Mineralogy and Metallogeny & Guangdong Provincial Key Laboratory of Mineral Physics and Materials, Guangzhou Institute of Geochemistry, Chinese Academy of Sciences, 511 Kehua Street, 510640 Guangzhou, China; CAS Center for Excellence in Deep Earth Science, 511 Kehua Street, 510640 Guangzhou, China
| | - Fanrong Chen
- CAS Key Laboratory of Mineralogy and Metallogeny & Guangdong Provincial Key Laboratory of Mineral Physics and Materials, Guangzhou Institute of Geochemistry, Chinese Academy of Sciences, 511 Kehua Street, 510640 Guangzhou, China; CAS Center for Excellence in Deep Earth Science, 511 Kehua Street, 510640 Guangzhou, China
| | - Runliang Zhu
- CAS Key Laboratory of Mineralogy and Metallogeny & Guangdong Provincial Key Laboratory of Mineral Physics and Materials, Guangzhou Institute of Geochemistry, Chinese Academy of Sciences, 511 Kehua Street, 510640 Guangzhou, China; CAS Center for Excellence in Deep Earth Science, 511 Kehua Street, 510640 Guangzhou, China
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34
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Eme L, Tamarit D. Microbial Diversity and Open Questions about the Deep Tree of Life. Genome Biol Evol 2024; 16:evae053. [PMID: 38620144 PMCID: PMC11018274 DOI: 10.1093/gbe/evae053] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/11/2024] [Indexed: 04/17/2024] Open
Abstract
In this perspective, we explore the transformative impact and inherent limitations of metagenomics and single-cell genomics on our understanding of microbial diversity and their integration into the Tree of Life. We delve into the key challenges associated with incorporating new microbial lineages into the Tree of Life through advanced phylogenomic approaches. Additionally, we shed light on enduring debates surrounding various aspects of the microbial Tree of Life, focusing on recent advances in some of its deepest nodes, such as the roots of bacteria, archaea, and eukaryotes. We also bring forth current limitations in genome recovery and phylogenomic methodology, as well as new avenues of research to uncover additional key microbial lineages and resolve the shape of the Tree of Life.
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Affiliation(s)
- Laura Eme
- Ecologie Systématique Evolution, CNRS, Université Paris-Saclay, AgroParisTech, Gif sur-Yvette, France
| | - Daniel Tamarit
- Theoretical Biology and Bioinformatics, Utrecht University, Utrecht 3584CH, The Netherlands
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35
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Logares R. Decoding populations in the ocean microbiome. MICROBIOME 2024; 12:67. [PMID: 38561814 PMCID: PMC10983722 DOI: 10.1186/s40168-024-01778-0] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Accepted: 02/12/2024] [Indexed: 04/04/2024]
Abstract
Understanding the characteristics and structure of populations is fundamental to comprehending ecosystem processes and evolutionary adaptations. While the study of animal and plant populations has spanned a few centuries, microbial populations have been under scientific scrutiny for a considerably shorter period. In the ocean, analyzing the genetic composition of microbial populations and their adaptations to multiple niches can yield important insights into ecosystem function and the microbiome's response to global change. However, microbial populations have remained elusive to the scientific community due to the challenges associated with isolating microorganisms in the laboratory. Today, advancements in large-scale metagenomics and metatranscriptomics facilitate the investigation of populations from many uncultured microbial species directly from their habitats. The knowledge acquired thus far reveals substantial genetic diversity among various microbial species, showcasing distinct patterns of population differentiation and adaptations, and highlighting the significant role of selection in structuring populations. In the coming years, population genomics is expected to significantly increase our understanding of the architecture and functioning of the ocean microbiome, providing insights into its vulnerability or resilience in the face of ongoing global change. Video Abstract.
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Affiliation(s)
- Ramiro Logares
- Institute of Marine Sciences (ICM), CSIC, Barcelona, Catalonia, 08003, Spain.
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Li X, Xu L, Demaree B, Noecker C, Bisanz JE, Weisgerber DW, Modavi C, Turnbaugh PJ, Abate AR. Microbiome single cell atlases generated with a commercial instrument. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.08.08.551713. [PMID: 37609281 PMCID: PMC10441329 DOI: 10.1101/2023.08.08.551713] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/24/2023]
Abstract
Single cell sequencing is useful for resolving complex systems into their composite cell types and computationally mining them for unique features that are masked in pooled sequencing. However, while commercial instruments have made single cell analysis widespread for mammalian cells, analogous tools for microbes are limited. Here, we present EASi-seq (Easily Accessible Single microbe sequencing). By adapting the single cell workflow of the commercial Mission Bio Tapestri instrument, this method allows for efficient sequencing of individual microbes' genomes. EASi-seq allows thousands of microbes to be sequenced per run and, as we show, can generate detailed atlases of human and environmental microbiomes. The ability to capture large shotgun genome datasets from thousands of single microbes provides new opportunities in discovering and analyzing species subpopulations. To facilitate this, we develop a companion bioinformatic pipeline that clusters microbes by similarity, improving whole genome assembly, strain identification, taxonomic classification, and gene annotation. In addition, we demonstrate integration of metagenomic contigs with the EASi-seq datasets to reduce capture bias and increase coverage. Overall, EASi-seq enables high quality single cell genomic data for microbiome samples using an accessible workflow that can be run on a commercially available platform.
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Timkina E, Kulišová M, Palyzová A, Marešová H, Maťátková O, Řezanka T, Kolouchová IJ. Isolation and characterization of multiple-stress tolerant bacteria from radon springs. PLoS One 2024; 19:e0299532. [PMID: 38451953 PMCID: PMC10919644 DOI: 10.1371/journal.pone.0299532] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2023] [Accepted: 02/13/2024] [Indexed: 03/09/2024] Open
Abstract
Radon springs, characterized by their high concentrations of radon gas (Rn222), are extreme environments with unique physicochemical conditions distinct from conventional aquatic ecosystems. Our research aimed to investigate microbial life in radon springs, focusing on isolating extremophilic bacteria and assessing their resistance to adverse conditions. Our study revealed the prevalence of Actinomycetia species in the radon spring environment. We conducted various tests to evaluate the resistance of these isolates to oxidative stress, irradiation, desiccation, and metal ion content. These extremophilic bacteria showed overall higher resistance to these stresses compared to control strains. Lipidomic analysis was also employed to provide insights into the adaptive mechanisms of these bacteria which were found mainly in the correlations among individual clusters and changes in content of fatty acids (FA) as well as differences between content and type of FAs of environmental isolates and type strains.
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Affiliation(s)
- Elizaveta Timkina
- Department of Biotechnology, University of Chemistry and Technology, Prague, Czech Republic
| | - Marketa Kulišová
- Department of Biotechnology, University of Chemistry and Technology, Prague, Czech Republic
| | - Andrea Palyzová
- Institute of Microbiology, Czech Academy of Sciences, Prague, Czech Republic
| | - Helena Marešová
- Institute of Microbiology, Czech Academy of Sciences, Prague, Czech Republic
| | - Olga Maťátková
- Department of Biotechnology, University of Chemistry and Technology, Prague, Czech Republic
| | - Tomáš Řezanka
- Institute of Microbiology, Czech Academy of Sciences, Prague, Czech Republic
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Lavecchia A, Fosso B, Engelen AH, Borin S, Manzari C, Picardi E, Pesole G, Placido A. Macroalgal microbiomes unveil a valuable genetic resource for halogen metabolism. MICROBIOME 2024; 12:47. [PMID: 38454513 PMCID: PMC10919026 DOI: 10.1186/s40168-023-01740-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/19/2023] [Accepted: 12/18/2023] [Indexed: 03/09/2024]
Abstract
BACKGROUND Macroalgae, especially reds (Rhodophyta Division) and browns (Phaeophyta Division), are known for producing various halogenated compounds. Yet, the reasons underlying their production and the fate of these metabolites remain largely unknown. Some theories suggest their potential antimicrobial activity and involvement in interactions between macroalgae and prokaryotes. However, detailed investigations are currently missing on how the genetic information of prokaryotic communities associated with macroalgae may influence the fate of organohalogenated molecules. RESULTS To address this challenge, we created a specialized dataset containing 161 enzymes, each with a complete enzyme commission number, known to be involved in halogen metabolism. This dataset served as a reference to annotate the corresponding genes encoded in both the metagenomic contigs and 98 metagenome-assembled genomes (MAGs) obtained from the microbiome of 2 red (Sphaerococcus coronopifolius and Asparagopsis taxiformis) and 1 brown (Halopteris scoparia) macroalgae. We detected many dehalogenation-related genes, particularly those with hydrolytic functions, suggesting their potential involvement in the degradation of a wide spectrum of halocarbons and haloaromatic molecules, including anthropogenic compounds. We uncovered an array of degradative gene functions within MAGs, spanning various bacterial orders such as Rhodobacterales, Rhizobiales, Caulobacterales, Geminicoccales, Sphingomonadales, Granulosicoccales, Microtrichales, and Pseudomonadales. Less abundant than degradative functions, we also uncovered genes associated with the biosynthesis of halogenated antimicrobial compounds and metabolites. CONCLUSION The functional data provided here contribute to understanding the still largely unexplored role of unknown prokaryotes. These findings support the hypothesis that macroalgae function as holobionts, where the metabolism of halogenated compounds might play a role in symbiogenesis and act as a possible defense mechanism against environmental chemical stressors. Furthermore, bacterial groups, previously never connected with organohalogen metabolism, e.g., Caulobacterales, Geminicoccales, Granulosicoccales, and Microtrichales, functionally characterized through MAGs reconstruction, revealed a biotechnologically relevant gene content, useful in synthetic biology, and bioprospecting applications. Video Abstract.
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Affiliation(s)
- Anna Lavecchia
- Department of Biosciences, Biotechnology and Environment, University of Bari "Aldo Moro", Via Orabona 4, Bari, 70124, Italy
| | - Bruno Fosso
- Department of Biosciences, Biotechnology and Environment, University of Bari "Aldo Moro", Via Orabona 4, Bari, 70124, Italy
| | - Aschwin H Engelen
- Center of Marine Sciences (CCMar), University of Algarve, Campus Gambelas, Faro, 8005-139, Portugal
| | - Sara Borin
- Department of Food, Environmental and Nutritional Sciences, University of Milan, Via Celoria 2, Milan, 20133, Italy
| | - Caterina Manzari
- Department of Biosciences, Biotechnology and Environment, University of Bari "Aldo Moro", Via Orabona 4, Bari, 70124, Italy
| | - Ernesto Picardi
- Department of Biosciences, Biotechnology and Environment, University of Bari "Aldo Moro", Via Orabona 4, Bari, 70124, Italy
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, National Research Council of Italy, Via Giovanni Amendola, Bari, 122/O, 70126, Italy
| | - Graziano Pesole
- Department of Biosciences, Biotechnology and Environment, University of Bari "Aldo Moro", Via Orabona 4, Bari, 70124, Italy
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, National Research Council of Italy, Via Giovanni Amendola, Bari, 122/O, 70126, Italy
| | - Antonio Placido
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, National Research Council of Italy, Via Giovanni Amendola, Bari, 122/O, 70126, Italy.
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Jiang C, Wu J, Ye J, Hong Y. High throughput amplicon analysis reveals potential novel ammonia oxidizing prokaryotes in the eutrophic Jiaozhou Bay. MARINE POLLUTION BULLETIN 2024; 200:116046. [PMID: 38246016 DOI: 10.1016/j.marpolbul.2024.116046] [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: 10/16/2023] [Revised: 12/07/2023] [Accepted: 01/11/2024] [Indexed: 01/23/2024]
Abstract
Ammonia-oxidizing prokaryotes (AOPs) are the major contributors of ammonia oxidization with widely distribution. Here we investigated the phylogenetic diversity, community composition, and regulating factors of AOPs in Jiaozhou Bay (JZB) with high-throughput sequencing of amoA gene. Phylogenetic analysis showed most of the OTUs could not be clustered with any known AOPs, indicating there might exist putative novel AOPs. With new developed protocols for AOP community analysis, we confirmed that only 3 OTUs of ammonia-oxidizing archaea (AOA) could be affiliated to known Nitrosopumilaceae and Nitrososphaera, and the other OTUs were identified as novel AOA based on the threshold. All abstained OTUs of ammonia-oxidizing bacteria (AOB) were identified as novel clusters based on the threshold. Further analysis showed the novel AOPs had different distribution characteristics related to environmental factors. The high abundance and widespread distribution of these novel AOPs indicated that they played an important role in ammonia conversion in eutrophic JZB.
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Affiliation(s)
- Cuihong Jiang
- Institute of Environmental Research at Greater Bay Area, Key Laboratory for Water Quality and Conservation of the Pearl River Delta, Ministry of Education, Guangzhou University, Guangzhou 510006, China
| | - Jiapeng Wu
- Institute of Environmental Research at Greater Bay Area, Key Laboratory for Water Quality and Conservation of the Pearl River Delta, Ministry of Education, Guangzhou University, Guangzhou 510006, China.
| | - Jiaqi Ye
- Institute of Environmental Research at Greater Bay Area, Key Laboratory for Water Quality and Conservation of the Pearl River Delta, Ministry of Education, Guangzhou University, Guangzhou 510006, China
| | - Yiguo Hong
- Institute of Environmental Research at Greater Bay Area, Key Laboratory for Water Quality and Conservation of the Pearl River Delta, Ministry of Education, Guangzhou University, Guangzhou 510006, China.
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Sievers BL, Siegers JY, Cadènes JM, Hyder S, Sparaciari FE, Claes F, Firth C, Horwood PF, Karlsson EA. "Smart markets": harnessing the potential of new technologies for endemic and emerging infectious disease surveillance in traditional food markets. J Virol 2024; 98:e0168323. [PMID: 38226809 PMCID: PMC10878043 DOI: 10.1128/jvi.01683-23] [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] [Indexed: 01/17/2024] Open
Abstract
Emerging and endemic zoonotic diseases continue to threaten human and animal health, our social fabric, and the global economy. Zoonoses frequently emerge from congregate interfaces where multiple animal species and humans coexist, including farms and markets. Traditional food markets are widespread across the globe and create an interface where domestic and wild animals interact among themselves and with humans, increasing the risk of pathogen spillover. Despite decades of evidence linking markets to disease outbreaks across the world, there remains a striking lack of pathogen surveillance programs that can relay timely, cost-effective, and actionable information to decision-makers to protect human and animal health. However, the strategic incorporation of environmental surveillance systems in markets coupled with novel pathogen detection strategies can create an early warning system capable of alerting us to the risk of outbreaks before they happen. Here, we explore the concept of "smart" markets that utilize continuous surveillance systems to monitor the emergence of zoonotic pathogens with spillover potential.IMPORTANCEFast detection and rapid intervention are crucial to mitigate risks of pathogen emergence, spillover and spread-every second counts. However, comprehensive, active, longitudinal surveillance systems at high-risk interfaces that provide real-time data for action remain lacking. This paper proposes "smart market" systems harnessing cutting-edge tools and a range of sampling techniques, including wastewater and air collection, multiplex assays, and metagenomic sequencing. Coupled with robust response pathways, these systems could better enable Early Warning and bolster prevention efforts.
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Affiliation(s)
- Benjamin L. Sievers
- Virology Unit, Institut Pasteur du Cambodge, Phnom Penh, Cambodia
- Department of Medicine, University of Cambridge, Cambridge, United Kingdom
| | - Jurre Y. Siegers
- Virology Unit, Institut Pasteur du Cambodge, Phnom Penh, Cambodia
| | - Jimmy M. Cadènes
- Virology Unit, Institut Pasteur du Cambodge, Phnom Penh, Cambodia
- Paris Institute of Technology for Life, Food and Environmental Sciences, AgroParisTech, Palaiseau, France
| | - Sudipta Hyder
- Virology Unit, Institut Pasteur du Cambodge, Phnom Penh, Cambodia
- Division of Infectious Disease, Columbia University Irving Medical Center, New York, New York, USA
| | - Frida E. Sparaciari
- Virology Unit, Institut Pasteur du Cambodge, Phnom Penh, Cambodia
- College of Public Health, Medical and Veterinary Sciences, James Cook University, Townsville, Queensland, Australia
| | - Filip Claes
- Emergency Centre for Transboundary Animal Diseases, Food and Agriculture Organization of the United Nations, Asia Pacific Region, Bangkok, Thailand
- EcoHealth Alliance, New York, New York, USA
| | - Cadhla Firth
- College of Public Health, Medical and Veterinary Sciences, James Cook University, Townsville, Queensland, Australia
- EcoHealth Alliance, New York, New York, USA
| | - Paul F. Horwood
- College of Public Health, Medical and Veterinary Sciences, James Cook University, Townsville, Queensland, Australia
- CANARIES: Consortium of Animal Networks to Assess Risk of Emerging Infectious Diseases through Enhanced Surveillance
| | - Erik A. Karlsson
- Virology Unit, Institut Pasteur du Cambodge, Phnom Penh, Cambodia
- CANARIES: Consortium of Animal Networks to Assess Risk of Emerging Infectious Diseases through Enhanced Surveillance
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Ranjit P, Varkey D, Shah BS, Paulsen IT. Substrate specificity and ecological significance of PstS homologs in phosphorus uptake in marine Synechococcus sp. WH8102. Microbiol Spectr 2024; 12:e0278623. [PMID: 38179917 PMCID: PMC10846223 DOI: 10.1128/spectrum.02786-23] [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: 07/11/2023] [Accepted: 11/30/2023] [Indexed: 01/06/2024] Open
Abstract
Phosphorus, a vital macronutrient, often limits primary productivity in marine environments. Marine Synechococcus strains, including WH8102, rely on high-affinity phosphate-binding proteins (PstS) to scavenge inorganic phosphate in oligotrophic oceans. However, WH8102 possesses three distinct PstS homologs whose substrate specificity and ecological roles are unclear. The three PstS homologs were heterologously expressed and purified to investigate their substrate specificity and binding kinetics. Our study revealed that all three PstS homologs exhibited a high degree of specificity for phosphate but differed in phosphate binding affinities. Notably, PstS1b displayed nearly 10-fold higher binding affinity (KD = 0.44 µM) compared to PstS1a (KD = 3.3 μM) and PstS2 (KD = 4.3 μM). Structural modeling suggested a single amino acid variation in the binding pocket of PstS1b (threonine instead of serine in PstS1a and PstS2) likely contributed to its higher Pi affinity. Genome context data, together with the protein biophysical data, suggest distinct ecological roles for the three PstS homologs. We propose that PstS1b may be involved in scavenging inorganic phosphorus in oligotrophic conditions and that PstS1a may be involved in transporting recycled phosphate derived from organic phosphate cleavage. The role of PstS2 is less clear, but it may be involved in phosphate uptake when environmental phosphate concentrations are transiently higher. The conservation of three distinct PstS homologs in Synechococcus clade III strains likely reflects distinct adaptations for P acquisition under varying oligotrophic conditions.IMPORTANCEPhosphorus is an essential macronutrient that plays a key role in marine primary productivity and biogeochemistry. However, intense competition for bioavailable phosphorus in the marine environment limits growth and productivity of ecologically important cyanobacteria. In oligotrophic oceans, marine Synechococcus strains, like WH8102, utilize high-affinity phosphate-binding proteins (PstS) to scavenge inorganic phosphate. However, WH8102 possesses three distinct PstS homologs, with unclear substrate specificity and ecological roles, creating a knowledge gap in understanding phosphorus acquisition mechanisms in picocyanobacteria. Through genomic, functional, biophysical, and structural analysis, our study unravels the ecological functions of these homologs. Our findings enhance our understanding of cyanobacterial nutritional uptake strategies and shed light on the crucial role of these conserved nutrient uptake systems in adaptation to specific niches, which ultimately underpins the success of marine Synechococcus across a diverse array of marine ecosystems.
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Affiliation(s)
- Pramita Ranjit
- School of Natural Sciences, Macquarie University, Sydney, Australia
| | - Deepa Varkey
- School of Natural Sciences, Macquarie University, Sydney, Australia
| | - Bhumika S. Shah
- School of Natural Sciences, Macquarie University, Sydney, Australia
- ARC Centre of Excellence in Synthetic Biology, Macquarie University, Sydney, Australia
| | - Ian T. Paulsen
- School of Natural Sciences, Macquarie University, Sydney, Australia
- ARC Centre of Excellence in Synthetic Biology, Macquarie University, Sydney, Australia
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Prasoodanan P K V, Kumar S, Dhakan DB, Waiker P, Saxena R, Sharma VK. Metagenomic exploration of Andaman region of the Indian Ocean. Sci Rep 2024; 14:2717. [PMID: 38302544 PMCID: PMC10834444 DOI: 10.1038/s41598-024-53190-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Accepted: 01/28/2024] [Indexed: 02/03/2024] Open
Abstract
Ocean microbiome is crucial for global biogeochemical cycles and primary productivity. Despite numerous studies investigating the global ocean microbiomes, the microbiome composition of the Andaman region of the Indian Ocean remains largely unexplored. While this region harbors pristine biological diversity, the escalating anthropogenic activities along coastal habitats exert an influence on the microbial ecology and impact the aquatic ecosystems. We investigated the microbiome composition in the coastal waters of the Andaman Islands by 16S rRNA gene amplicon and metagenomic shotgun sequencing approaches and compared it with the Tara Oceans Consortium. In the coastal waters of the Andaman Islands, a significantly higher abundance and diversity of Synechococcus species was observed with a higher abundance of photosynthesis pigment-related genes to adapt to variable light conditions and nutrition. In contrast, Prochlorococcus species showed higher abundance in open ocean water samples of the Indian Ocean region, with a relatively limited functional diversity. A higher abundance of antibiotic-resistance genes was also noted in the coastal waters region. We also updated the ocean microbiome gene catalog with 93,172 unique genes from the Andaman coastal water microbiome. This study provides valuable insights into the Indian Ocean microbiome and supplements the global marine microbial ecosystem studies.
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Affiliation(s)
- Vishnu Prasoodanan P K
- MetaBioSys Group, Department of Biological Sciences, Indian Institute of Science Education and Research Bhopal, Bhopal, India
| | - Sudhir Kumar
- MetaBioSys Group, Department of Biological Sciences, Indian Institute of Science Education and Research Bhopal, Bhopal, India
| | - Darshan B Dhakan
- MetaBioSys Group, Department of Biological Sciences, Indian Institute of Science Education and Research Bhopal, Bhopal, India
| | - Prashant Waiker
- MetaBioSys Group, Department of Biological Sciences, Indian Institute of Science Education and Research Bhopal, Bhopal, India
| | - Rituja Saxena
- MetaBioSys Group, Department of Biological Sciences, Indian Institute of Science Education and Research Bhopal, Bhopal, India
| | - Vineet K Sharma
- MetaBioSys Group, Department of Biological Sciences, Indian Institute of Science Education and Research Bhopal, Bhopal, India.
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Abstract
Human civilization relies on estuaries, and many estuarine ecosystem services are provided by microbial communities. These services include high rates of primary production that nourish harvests of commercially valuable species through fisheries and aquaculture, the transformation of terrestrial and anthropogenic materials to help ensure the water quality necessary to support recreation and tourism, and mutualisms that maintain blue carbon accumulation and storage. Research on the ecology that underlies microbial ecosystem services in estuaries has expanded greatly across a range of estuarine environments, including water, sediment, biofilms, biological reefs, and stands of seagrasses, marshes, and mangroves. Moreover, the application of new molecular tools has improved our understanding of the diversity and genomic functions of estuarine microbes. This review synthesizes recent research on microbial habitats in estuaries and the contributions of microbes to estuarine food webs, elemental cycling, and interactions with plants and animals, and highlights novel insights provided by recent advances in genomics.
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Affiliation(s)
- Byron C Crump
- College of Earth, Ocean, and Atmospheric Sciences, Oregon State University, Corvallis, Oregon, USA;
| | - Jennifer L Bowen
- Marine Science Center, Department of Marine and Environmental Sciences, Northeastern University, Nahant, Massachusetts, USA;
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Bei Q, Reitz T, Schädler M, Hodgskiss LH, Peng J, Schnabel B, Buscot F, Eisenhauer N, Schleper C, Heintz-Buschart A. Metabolic potential of Nitrososphaera-associated clades. THE ISME JOURNAL 2024; 18:wrae086. [PMID: 38742714 PMCID: PMC11131427 DOI: 10.1093/ismejo/wrae086] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Revised: 02/13/2024] [Accepted: 05/11/2024] [Indexed: 05/16/2024]
Abstract
Soil ammonia-oxidizing archaea (AOA) play a crucial role in converting ammonia to nitrite, thereby mobilizing reactive nitrogen species into their soluble form, with a significant impact on nitrogen losses from terrestrial soils. Yet, our knowledge regarding their diversity and functions remains limited. In this study, we reconstructed 97 high-quality AOA metagenome-assembled genomes (MAGs) from 180 soil samples collected in Central Germany during 2014-2019 summers. These MAGs were affiliated with the order Nitrososphaerales and clustered into four family-level clades (NS-α/γ/δ/ε). Among these MAGs, 75 belonged to the most abundant but least understood δ-clade. Within the δ-clade, the amoA genes in three MAGs from neutral soils showed a 99.5% similarity to the fosmid clone 54d9, which has served as representative of the δ-clade for the past two decades since even today no cultivated representatives are available. Seventy-two MAGs constituted a distinct δ sub-clade, and their abundance and expression activity were more than twice that of other MAGs in slightly acidic soils. Unlike the less abundant clades (α, γ, and ε), the δ-MAGs possessed multiple highly expressed intracellular and extracellular carbohydrate-active enzymes responsible for carbohydrate binding (CBM32) and degradation (GH5), along with highly expressed genes involved in ammonia oxidation. Together, these results suggest metabolic versatility of uncultured soil AOA and a potential mixotrophic or chemolithoheterotrophic lifestyle among 54d9-like AOA.
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Affiliation(s)
- Qicheng Bei
- Department of Soil Ecology, Helmholtz Centre for Environmental Research – UFZ, 06120 Halle (Saale), Germany
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, 04103 Leipzig, Germany
- Department of Biological Sciences, University of Southern California, Los Angeles, CA 90089, United States
| | - Thomas Reitz
- Department of Soil Ecology, Helmholtz Centre for Environmental Research – UFZ, 06120 Halle (Saale), Germany
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, 04103 Leipzig, Germany
| | - Martin Schädler
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, 04103 Leipzig, Germany
- Department of Community Ecology, Helmholtz Centre for Environmental Research – UFZ, 06120 Halle (Saale), Germany
| | - Logan H Hodgskiss
- Archaea Biology and Ecogenomics Unit, Department of Functional and Evolutionary Ecology, University of Vienna, 1030 Vienna, Austria
| | - Jingjing Peng
- College of Resources and Environmental Sciences, China Agricultural University, Beijing 100193, China
| | - Beatrix Schnabel
- Department of Soil Ecology, Helmholtz Centre for Environmental Research – UFZ, 06120 Halle (Saale), Germany
| | - François Buscot
- Department of Soil Ecology, Helmholtz Centre for Environmental Research – UFZ, 06120 Halle (Saale), Germany
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, 04103 Leipzig, Germany
| | - Nico Eisenhauer
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, 04103 Leipzig, Germany
- Institute of Biology, Leipzig University, 04103 Leipzig, Germany
| | - Christa Schleper
- Archaea Biology and Ecogenomics Unit, Department of Functional and Evolutionary Ecology, University of Vienna, 1030 Vienna, Austria
| | - Anna Heintz-Buschart
- Swammerdam Institute for Life Sciences, University of Amsterdam, 1098 XH Amsterdam, the Netherlands
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Gumerov VM, Ulrich LE, Zhulin IB. MiST 4.0: a new release of the microbial signal transduction database, now with a metagenomic component. Nucleic Acids Res 2024; 52:D647-D653. [PMID: 37791884 PMCID: PMC10767990 DOI: 10.1093/nar/gkad847] [Citation(s) in RCA: 21] [Impact Index Per Article: 21.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2023] [Revised: 09/15/2023] [Accepted: 09/21/2023] [Indexed: 10/05/2023] Open
Abstract
Signal transduction systems in bacteria and archaea link environmental stimuli to specific adaptive cellular responses. They control gene expression, motility, biofilm formation, development and other processes that are vital to survival. The microbial signal transduction (MiST) database is an online resource that stores tens of thousands of genomes and allows users to explore their signal transduction profiles, analyze genomes in bulk using the database application programming interface (API) and make testable hypotheses about the functions of newly identified signaling systems. However, signal transduction in metagenomes remained completely unexplored. To lay the foundation for research in metagenomic signal transduction, we have prepared a new release of the MiST database, MiST 4.0, which features over 10 000 metagenome-assembled genomes (MAGs), a scaled representation of proteins and detailed BioSample information. In addition, several thousands of new genomes have been processed and stored in the database. A new interface has been developed that allows users to seamlessly switch between genomes and MAGs. MiST 4.0 is freely available at https://mistdb.com; metagenomes and MAGs can also be explored using the API available on the same page.
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Affiliation(s)
- Vadim M Gumerov
- Department of Microbiology and Translational Data Analytics Institute, The Ohio State University, Columbus, OH 43210, USA
| | | | - Igor B Zhulin
- Department of Microbiology and Translational Data Analytics Institute, The Ohio State University, Columbus, OH 43210, USA
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Cram JA, Hollins A, McCarty AJ, Martinez G, Cui M, Gomes ML, Fuchsman CA. Microbial diversity and abundance vary along salinity, oxygen, and particle size gradients in the Chesapeake Bay. Environ Microbiol 2024; 26:e16557. [PMID: 38173306 DOI: 10.1111/1462-2920.16557] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2023] [Accepted: 11/27/2023] [Indexed: 01/05/2024]
Abstract
Marine snow and other particles are abundant in estuaries, where they drive biogeochemical transformations and elemental transport. Particles range in size, thereby providing a corresponding gradient of habitats for marine microorganisms. We used standard normalized amplicon sequencing, verified with microscopy, to characterize taxon-specific microbial abundances, (cells per litre of water and per milligrams of particles), across six particle size classes, ranging from 0.2 to 500 μm, along the main stem of the Chesapeake Bay estuary. Microbial communities varied in salinity, oxygen concentrations, and particle size. Many taxonomic groups were most densely packed on large particles (in cells/mg particles), yet were primarily associated with the smallest particle size class, because small particles made up a substantially larger portion of total particle mass. However, organisms potentially involved in methanotrophy, nitrite oxidation, and sulphate reduction were found primarily on intermediately sized (5-180 μm) particles, where species richness was also highest. All abundant ostensibly free-living organisms, including SAR11 and Synecococcus, appeared on particles, albeit at lower abundance than in the free-living fraction, suggesting that aggregation processes may incorporate them into particles. Our approach opens the door to a more quantitative understanding of the microscale and macroscale biogeography of marine microorganisms.
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Affiliation(s)
- Jacob A Cram
- Horn Point Laboratory, University of Maryland Center for Environmental Science, Cambridge, Maryland, USA
| | - Ashley Hollins
- Horn Point Laboratory, University of Maryland Center for Environmental Science, Cambridge, Maryland, USA
| | - Alexandra J McCarty
- Horn Point Laboratory, University of Maryland Center for Environmental Science, Cambridge, Maryland, USA
- Marine Advisory Program, Virginia Institute of Marine Science, Gloucester, Virginia, USA
| | | | - Minming Cui
- Earth and Planetary Sciences, Johns Hopkins University, Baltimore, Maryland, USA
| | - Maya L Gomes
- Earth and Planetary Sciences, Johns Hopkins University, Baltimore, Maryland, USA
| | - Clara A Fuchsman
- Horn Point Laboratory, University of Maryland Center for Environmental Science, Cambridge, Maryland, USA
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47
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Engin ED. Microbiota and Lipotoxicity. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2024; 1460:357-372. [PMID: 39287858 DOI: 10.1007/978-3-031-63657-8_12] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/19/2024]
Abstract
Gut microbiota is an indispensable commensal partner of human superorganism. The wealth of genetic repertoire provided by these microorganisms extends host's substrate processing capability. Energy and nutrient harvesting machinery primarily depends on the proper function of these organisms. However, the dynamic composition of microbiota changes with age, lifestyle, stress factors, infections, medications, and host pathophysiological conditions. Host immune system is primarily responsible for shaping up the microbial community and sustaining the symbiotic state. This involves controlling the delicate balance between agility toward pathobionts and tolerance toward symbionts. When things go wrong with this crosstalk, dysbiosis may arise.Metabolic syndrome is a multisystemic, low-grade chronic inflammatory disease that involves dyslipidemia, glucose intolerance, insulin resistance, and central obesity. Excess caloric intake with high-sugar and high-fat diet promote high energy harvesting and lipogenesis. The secretion of adipokines accompanies lipid spillover from fat cells, which contribute to insulin resistance and the expansion of adipose tissue in ectopic sites. Proinflammatory cytokines from adipose tissue macrophages increase the extent of adipose dysfunction.The inflammatory nature of obesity and metabolic syndrome recall the connection between dysbiosis and immune dysfunction. A remarkable association exits between obesity, inflammatory bowel disease, gluten-sensitive enteropathy, and dysbiosis. These conditions compromise the gut mucosa barrier and allow lipopolysaccharide to enter circulation. Unresolved chronic inflammation caused by one condition may overlap or trigger the other(s). Experimental studies and therapeutic trials of fecal microbiota transplantation promise limited improvement in some of these conditions.Typically, metabolic syndrome is considered as a consequence of overnutrition and the vicious cycle of lipogenesis, lipid accumulation, and chronic low-level inflammation. Because of the complex nature of this disorder, it remains inconclusive whether dysbiosis is a cause or consequence of obesity and metabolic syndrome.
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Affiliation(s)
- Evren Doruk Engin
- Biotechnology Institute, Ankara University, Gumusdere, Ankara, Turkey.
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48
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Chattopadhyay A, Lee CY, Lee YC, Liu CL, Chen HK, Li YH, Lai LC, Tsai MH, Ni YH, Chiu HM, Lu TP, Chuang EY. Twnbiome: a public database of the healthy Taiwanese gut microbiome. BMC Bioinformatics 2023; 24:474. [PMID: 38097965 PMCID: PMC10722848 DOI: 10.1186/s12859-023-05585-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Accepted: 11/27/2023] [Indexed: 12/17/2023] Open
Abstract
With new advances in next generation sequencing (NGS) technology at reduced costs, research on bacterial genomes in the environment has become affordable. Compared to traditional methods, NGS provides high-throughput sequencing reads and the ability to identify many species in the microbiome that were previously unknown. Numerous bioinformatics tools and algorithms have been developed to conduct such analyses. However, in order to obtain biologically meaningful results, the researcher must select the proper tools and combine them to construct an efficient pipeline. This complex procedure may include tens of tools, each of which require correct parameter settings. Furthermore, an NGS data analysis involves multiple series of command-line tools and requires extensive computational resources, which imposes a high barrier for biologists and clinicians to conduct NGS analysis and even interpret their own data. Therefore, we established a public gut microbiome database, which we call Twnbiome, created using healthy subjects from Taiwan, with the goal of enabling microbiota research for the Taiwanese population. Twnbiome provides users with a baseline gut microbiome panel from a healthy Taiwanese cohort, which can be utilized as a reference for conducting case-control studies for a variety of diseases. It is an interactive, informative, and user-friendly database. Twnbiome additionally offers an analysis pipeline, where users can upload their data and download analyzed results. Twnbiome offers an online database which non-bioinformatics users such as clinicians and doctors can not only utilize to access a control set of data, but also analyze raw data with a few easy clicks. All results are customizable with ready-made plots and easily downloadable tables. Database URL: http://twnbiome.cgm.ntu.edu.tw/ .
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Affiliation(s)
- Amrita Chattopadhyay
- Bioinformatics and Biostatistics Core, Centers of Genomic and Precision Medicine, National Taiwan University, Taipei, Taiwan
| | - Chien-Yueh Lee
- Department of Biomedical Engineering, China Medical University, Taichung, Taiwan
| | - Ya-Chin Lee
- Department of Public Health, Institute of Health Data Analytics and Statistics, National Taiwan University, Taipei, Taiwan
| | - Chiang-Lin Liu
- Graduate Institute of Biomedical Electronics and Bioinformatics, National Taiwan University, Taipei, Taiwan
| | - Hsin-Kuang Chen
- Center for Biotechnology, National Taiwan University, Taipei, Taiwan
| | - Yung-Hua Li
- Graduate Institute of Biomedical Electronics and Bioinformatics, National Taiwan University, Taipei, Taiwan
| | - Liang-Chuan Lai
- Bioinformatics and Biostatistics Core, Centers of Genomic and Precision Medicine, National Taiwan University, Taipei, Taiwan
- Graduate Institute of Physiology, National Taiwan University, Taipei, Taiwan
| | - Mong-Hsun Tsai
- Bioinformatics and Biostatistics Core, Centers of Genomic and Precision Medicine, National Taiwan University, Taipei, Taiwan
- Center for Biotechnology, National Taiwan University, Taipei, Taiwan
- Institute of Biotechnology, National Taiwan University, Taipei, Taiwan
| | - Yen-Hsuan Ni
- College of Medicine, National Taiwan University, Taipei, Taiwan
| | - Han-Mo Chiu
- College of Medicine, National Taiwan University, Taipei, Taiwan
- Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan
| | - Tzu-Pin Lu
- Bioinformatics and Biostatistics Core, Centers of Genomic and Precision Medicine, National Taiwan University, Taipei, Taiwan.
- Department of Public Health, Institute of Health Data Analytics and Statistics, National Taiwan University, Taipei, Taiwan.
- Institute of Health Data Analytics and Statistics, National Taiwan University, Taipei, Taiwan.
| | - Eric Y Chuang
- Bioinformatics and Biostatistics Core, Centers of Genomic and Precision Medicine, National Taiwan University, Taipei, Taiwan.
- Graduate Institute of Biomedical Electronics and Bioinformatics, National Taiwan University, Taipei, Taiwan.
- Biomedical Technology and Device Research Laboratories, Industrial Technology Research Institute, Hsinchu, Taiwan.
- Division Research and Development Center for Medical Devices, National Taiwan University, Taipei, Taiwan.
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49
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Cahyani NKD, Kasanah N, Kurnia DS, Hamann MT. Profiling Prokaryotic Communities and Aaptamines of Sponge Aaptos suberitoides from Tulamben, Bali. MARINE BIOTECHNOLOGY (NEW YORK, N.Y.) 2023; 25:1158-1175. [PMID: 38008858 PMCID: PMC11329227 DOI: 10.1007/s10126-023-10268-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/23/2023] [Accepted: 11/04/2023] [Indexed: 11/28/2023]
Abstract
Sponges (Porifera) harbor a diversity of microorganisms that contribute largely to the production a vast array of bioactive compounds. The microorganisms associated with sponge have an important impact on the chemical diversity of the natural products. Herein, our study focuses on an Aaptos suberitoides commonly found in Indonesia. The objective of this study was to investigate the profile of prokaryotic community and the presence of aaptamine metabolites in sponge Aaptos suberitoides. Sponges were collected from two site locations (Liberty Wreck and Drop Off) in Tulamben, Bali. The sponges were identified by barcoding DNA cytochrome oxidase subunit I (COI) gene. The profile of prokaryotic composition was investigated by amplifying the 16S rRNA gene using primers 515f and 806r to target the V4 region. The metabolites were analyzed using LC-MS, and dereplication was done to identify the aaptamines and its derivates. The barcoding DNA of the sponges confirmed the identity of samples as Aaptos suberitoides. The prokaryotic communities of samples A. suberitoides were enriched and dominated by taxa Proteobacteria, Chloroflexi, Actinobacteria, and Acidobacteria. The chemical analysis showed that all sponges produce aaptamine and isoaaptamine except A. suberitoides S2421 produce analog of aaptamines. This is the first report on the profile of prokaryotic community and the aaptamine of tropical marine sponges, A. suberitoides, from Tulamben, Bali.
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Affiliation(s)
- Ni Kadek Dita Cahyani
- Biology Department, Faculty of Science and Mathematics, Diponegoro University, Semarang, Central Java, Indonesia
| | - Noer Kasanah
- Department of Fisheries, Faculty of Agriculture, Universitas Gadjah Mada, Yogyakarta, Indonesia.
| | - Dewi Sri Kurnia
- Department of Biotechnology, Graduate School, Universitas Gadjah Mada, Yogyakarta, Indonesia
| | - Mark T Hamann
- Department of Drug Discovery and Biomedical Sciences, College of Pharmacy, Medical University of South Carolina, Charleston, SC, USA
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50
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Yadav BNS, Sharma P, Maurya S, Yadav RK. Metagenomics and metatranscriptomics as potential driving forces for the exploration of diversity and functions of micro-eukaryotes in soil. 3 Biotech 2023; 13:423. [PMID: 38047037 PMCID: PMC10689336 DOI: 10.1007/s13205-023-03841-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2023] [Accepted: 11/02/2023] [Indexed: 12/05/2023] Open
Abstract
Micro-eukaryotes are ubiquitous and play vital roles in diverse ecological systems, yet their diversity and functions are scarcely known. This may be due to the limitations of formerly used conventional culture-based methods. Metagenomics and metatranscriptomics are enabling to unravel the genomic, metabolic, and phylogenetic diversity of micro-eukaryotes inhabiting in different ecosystems in a more comprehensive manner. The in-depth study of structural and functional characteristics of micro-eukaryote community residing in soil is crucial for the complete understanding of this major ecosystem. This review provides a deep insight into the methodologies employed under these approaches to study soil micro-eukaryotic organisms. Furthermore, the review describes available computational tools, pipelines, and database sources and their manipulation for the analysis of sequence data of micro-eukaryotic origin. The challenges and limitations of these approaches are also discussed in detail. In addition, this review summarizes the key findings of metagenomic and metatranscriptomic studies on soil micro-eukaryotes. It also highlights the exploitation of these methods to study the structural as well as functional profiles of soil micro-eukaryotic community and to screen functional eukaryotic protein coding genes for biotechnological applications along with the future perspectives in the field.
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Affiliation(s)
- Bhupendra Narayan Singh Yadav
- Molecular Biology and Genetic Engineering Laboratory, Department of Botany, Faculty of Science, University of Allahabad, Prayagraj, Uttar Pradesh 211002 India
| | - Priyanka Sharma
- Molecular Biology and Genetic Engineering Laboratory, Department of Botany, Faculty of Science, University of Allahabad, Prayagraj, Uttar Pradesh 211002 India
| | - Shristy Maurya
- Molecular Biology and Genetic Engineering Laboratory, Department of Botany, Faculty of Science, University of Allahabad, Prayagraj, Uttar Pradesh 211002 India
| | - Rajiv Kumar Yadav
- Molecular Biology and Genetic Engineering Laboratory, Department of Botany, Faculty of Science, University of Allahabad, Prayagraj, Uttar Pradesh 211002 India
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