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Hou S, Wang J, Feng D, Wu D, Chen S, Fan J, Luo M, Deng H, Yang X, Luo J, Zhao Y, Ge C. Colonization time of plastisphere drives the dynamics of organic carbon stability and microbial communities in seagrass bed sediments. JOURNAL OF HAZARDOUS MATERIALS 2025; 492:138078. [PMID: 40158501 DOI: 10.1016/j.jhazmat.2025.138078] [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: 10/17/2024] [Revised: 01/27/2025] [Accepted: 03/24/2025] [Indexed: 04/02/2025]
Abstract
Microplastic (MP) pollution in seagrass bed ecosystems has emerged as a significant global concern. However, the effects of plastisphere formation on organic carbon pools and microbial communities in these ecosystems remain unknown. We conducted a 56-day microcosm incubation experiment to study the dynamic changes in physicochemical characteristics, organic carbon fractions and stability, and bacterial community structure in seagrass bed sediments during the plastisphere formation process for polystyrene (PS) and polylactic acid (PLA). The results revealed significant weathering and biofilm formation on both PS and PLA. MPs altered the microbial community structure in seagrass bed sediments, leading to species turnover. Colonization time emerged as the key factor driving microbial community assembly, with ecological processes shifting from dispersal limitation to ecological drift in the plastisphere, while sediments maintained dispersal limitation as the dominant process. The formation of the plastisphere significantly influenced seagrass bed sediment microbial carbon (MBC) and organic carbon pool stability. MPs weathering negatively correlated with sediment properties but positively correlated with microbial communities, jointly modulating carbon pool stability. This study provided a new insight into the potential risks posed by MPs to carbon cycling and the ecological functioning of seagrass bed ecosystems.
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Affiliation(s)
- Shuailing Hou
- Key Laboratory of Agro-Forestry Environmental Processes and Ecological Regulation of Hainan Province, Hainan University, Haikou 570228, China; Haikou Key Laboratory of Environmental Toxicology, Hainan University, Haikou 570228, China; School of Environmental Science and Engineering, Hainan University, Haikou 570228, China.
| | - Jun Wang
- Key Laboratory of Agro-Forestry Environmental Processes and Ecological Regulation of Hainan Province, Hainan University, Haikou 570228, China; Haikou Key Laboratory of Environmental Toxicology, Hainan University, Haikou 570228, China; School of Environmental Science and Engineering, Hainan University, Haikou 570228, China.
| | - Dan Feng
- Key Laboratory of Agro-Forestry Environmental Processes and Ecological Regulation of Hainan Province, Hainan University, Haikou 570228, China; Haikou Key Laboratory of Environmental Toxicology, Hainan University, Haikou 570228, China; School of Environmental Science and Engineering, Hainan University, Haikou 570228, China.
| | - Dongming Wu
- Institute of Environment and Plant Protection, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China.
| | - Shiquan Chen
- Hainan Academy of Ocean and Fisheries Sciences, Haikou, Hainan Province 571126, China.
| | - Jinluo Fan
- Key Laboratory of Agro-Forestry Environmental Processes and Ecological Regulation of Hainan Province, Hainan University, Haikou 570228, China; Haikou Key Laboratory of Environmental Toxicology, Hainan University, Haikou 570228, China; School of Environmental Science and Engineering, Hainan University, Haikou 570228, China.
| | - Mingguang Luo
- Key Laboratory of Agro-Forestry Environmental Processes and Ecological Regulation of Hainan Province, Hainan University, Haikou 570228, China; Haikou Key Laboratory of Environmental Toxicology, Hainan University, Haikou 570228, China; School of Environmental Science and Engineering, Hainan University, Haikou 570228, China.
| | - Hui Deng
- Key Laboratory of Agro-Forestry Environmental Processes and Ecological Regulation of Hainan Province, Hainan University, Haikou 570228, China; Haikou Key Laboratory of Environmental Toxicology, Hainan University, Haikou 570228, China; School of Environmental Science and Engineering, Hainan University, Haikou 570228, China.
| | - Xing Yang
- Key Laboratory of Agro-Forestry Environmental Processes and Ecological Regulation of Hainan Province, Hainan University, Haikou 570228, China; Haikou Key Laboratory of Environmental Toxicology, Hainan University, Haikou 570228, China; School of Environmental Science and Engineering, Hainan University, Haikou 570228, China.
| | - Jiwei Luo
- Key Laboratory of Agro-Forestry Environmental Processes and Ecological Regulation of Hainan Province, Hainan University, Haikou 570228, China; Haikou Key Laboratory of Environmental Toxicology, Hainan University, Haikou 570228, China; School of Environmental Science and Engineering, Hainan University, Haikou 570228, China.
| | - Yuanyuan Zhao
- Key Laboratory of Agro-Forestry Environmental Processes and Ecological Regulation of Hainan Province, Hainan University, Haikou 570228, China; Haikou Key Laboratory of Environmental Toxicology, Hainan University, Haikou 570228, China; School of Environmental Science and Engineering, Hainan University, Haikou 570228, China.
| | - Chengjun Ge
- Key Laboratory of Agro-Forestry Environmental Processes and Ecological Regulation of Hainan Province, Hainan University, Haikou 570228, China; Haikou Key Laboratory of Environmental Toxicology, Hainan University, Haikou 570228, China; School of Environmental Science and Engineering, Hainan University, Haikou 570228, China.
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2
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Zhang Q, Fan Y, Qian X, Zhang Y. Unraveling the role of microplastics in antibiotic resistance: Insights from long-read metagenomics on ARG mobility and host dynamics. JOURNAL OF HAZARDOUS MATERIALS 2025; 490:137804. [PMID: 40056523 DOI: 10.1016/j.jhazmat.2025.137804] [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: 12/17/2024] [Revised: 02/23/2025] [Accepted: 02/28/2025] [Indexed: 03/10/2025]
Abstract
As two emerging pollutants, microplastics (MPs) potentially serve as vectors for antibiotic resistance genes (ARGs) in aquatic environments, but the mechanisms driving ARG enrichment remain unclear. This study used long-read metagenomics to investigate ARG mobility and hosts dynamics within the biofilms of MPs and rocks in different water environments. We identified distinct enrichment patterns for microbial communities and ARGs, highlighting the significant role of horizontal gene transfer in ARG enrichment. Specifically, plasmid-encoded ARGs varied significantly among MP biofilms, rock biofilms, and water samples, while chromosome-encoded ARGs remained consistent across these environments, emphasizing the impact of plasmids on ARG enrichment. Despite this, 55.1 % of ARGs were on chromosomes, indicating that host organisms also play a crucial role. The related mechanisms driving ARG enrichment included enhanced cell adhesion, increased transmembrane transporter activity, and responses to environmental stressors, which led to an increased presence of plasmid-encoded ARGs on MP biofilms, facilitating more frequent horizontal gene transfer. Additionally, the diversity of hosts on MPs was notably lower compared to the water column, with specific bacteria, including Herbaspirillu, Limnohabitans, Polaromonas, Variovorax, Rubrivivax, and Thauera significantly driving ARG enrichment. This study highlights key mechanisms and bacterial taxa involved in ARG dynamics on MPs.
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Affiliation(s)
- Qiji Zhang
- State Key Laboratory of Pollution Control and Resource Reuse, School of the Environment, Nanjing University, Nanjing, Jiangsu 210023, China; School of Environmental Science and Engineering, Southern University of Science and Technology, Shenzhen 518055, China
| | - Yifan Fan
- State Key Laboratory of Pollution Control and Resource Reuse, School of the Environment, Nanjing University, Nanjing, Jiangsu 210023, China
| | - Xin Qian
- State Key Laboratory of Pollution Control and Resource Reuse, School of the Environment, Nanjing University, Nanjing, Jiangsu 210023, China; Jiangsu Collaborative Innovation Center of Atmospheric Environment and Equipment Technology (CICAEET), Nanjing University of Information Science & Technology, Nanjing, Jiangsu 210044, China.
| | - Yan Zhang
- State Key Laboratory of Pollution Control and Resource Reuse, School of the Environment, Nanjing University, Nanjing, Jiangsu 210023, China.
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Wu Y, Ma F, Tan S, Niu A, Chen Y, Liu Y, Qiu W, Wang G. The aprD-mutated strain modulates the development of Pseudomonas fragi population but has limited effects on the spoilage profiles of native residents. Food Microbiol 2025; 128:104708. [PMID: 39952743 DOI: 10.1016/j.fm.2024.104708] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2024] [Revised: 12/02/2024] [Accepted: 12/06/2024] [Indexed: 02/17/2025]
Abstract
Extracellular enzymes produced by predominant bacteria exert important roles in inducing and accelerating spoilage, with their secretion regulated by specific genes. In Pseudomonas fragi, the aprD gene is a recognized regulator for secreting an alkaline extracellular protease. However, limited studies have focused on this gene in P. fragi population and its impact on meat microbial community structure and function. This study addressed this gap by monitoring the changes in biological properties of P. fragi populations and analyzing the discrepancies in spoilage phenotypes and microbial community structures of chilled chicken among groups differentiated by the initial prevalence of aprD-positive strains. The results showed that aprD-positive strains were disseminated in P. fragi populations, and its prevalence was associated with significant increases in swimming motility and biofilm formation capacities in specific groups. In situ contamination experiments revealed varying spoilage characteristics and community compositions among groups by day 3 of storage. Correlation analysis demonstrated a strong association between spoilage phenotypes and certain bacterial genera, such as Pseudomonadaceae_Pseudomonas and Carnobacterium. However, the microbial community structure and spoilage characteristics of samples from each group were not significantly different on the 5th day of storage. These findings suggest that even a small number of aprD mutants can significantly affect the assembly of the chilled meat microbial community. Nonetheless, the regulatory effect of aprD on spoilage at the strain and population levels of P. fragi is negligible in the context of complex natural microbiota. This work underscores the complex interactions between specific bacterial genes and the broader microbial ecology in refrigerated meat environments, providing deeper insights into the meat spoilage mechanisms.
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Affiliation(s)
- Yajie Wu
- College of Food Science and Engineering/Collaborative Innovation Center for Modern Grain Circulation and Safety/Key Laboratory of Grains and Oils Quality Control and Processing, Nanjing University of Finance and Economics, Nanjing, 210023, China
| | - Fang Ma
- Institute of Veterinary Immunology & Engineering, National Research Center of Engineering and Technology for Veterinary Biologicals, Jiangsu Key Laboratory for Food Quality and Safety-State Key Laboratory Cultivation Base, Ministry of Science and Technology, Jiangsu Academy of Agricultural Sciences, Nanjing, 210014, China
| | - Song Tan
- College of Food Science and Engineering/Collaborative Innovation Center for Modern Grain Circulation and Safety/Key Laboratory of Grains and Oils Quality Control and Processing, Nanjing University of Finance and Economics, Nanjing, 210023, China
| | - Ajuan Niu
- College of Food Science and Engineering/Collaborative Innovation Center for Modern Grain Circulation and Safety/Key Laboratory of Grains and Oils Quality Control and Processing, Nanjing University of Finance and Economics, Nanjing, 210023, China
| | - Yuping Chen
- College of Food Science and Engineering/Collaborative Innovation Center for Modern Grain Circulation and Safety/Key Laboratory of Grains and Oils Quality Control and Processing, Nanjing University of Finance and Economics, Nanjing, 210023, China
| | - Yuxin Liu
- College of Food Science and Engineering/Collaborative Innovation Center for Modern Grain Circulation and Safety/Key Laboratory of Grains and Oils Quality Control and Processing, Nanjing University of Finance and Economics, Nanjing, 210023, China
| | - Weifen Qiu
- College of Food Science and Engineering/Collaborative Innovation Center for Modern Grain Circulation and Safety/Key Laboratory of Grains and Oils Quality Control and Processing, Nanjing University of Finance and Economics, Nanjing, 210023, China
| | - Guangyu Wang
- College of Food Science and Engineering/Collaborative Innovation Center for Modern Grain Circulation and Safety/Key Laboratory of Grains and Oils Quality Control and Processing, Nanjing University of Finance and Economics, Nanjing, 210023, China.
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4
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Keegstra JM, Landry ZC, Zweifel ST, Roller BRK, Baumgartner DA, Carrara F, Martínez-Pérez C, Clerc EE, Ackermann M, Stocker R. Risk-reward trade-off during carbon starvation generates dichotomy in motility endurance among marine bacteria. Nat Microbiol 2025:10.1038/s41564-025-01997-7. [PMID: 40419768 DOI: 10.1038/s41564-025-01997-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2024] [Accepted: 03/25/2025] [Indexed: 05/28/2025]
Abstract
Copiotrophic marine bacteria contribute to the control of carbon storage in the ocean by remineralizing organic matter. Motility presents copiotrophs with a risk-reward trade-off: it is highly beneficial in seeking out sparse nutrient hotspots, but energetically costly. Here we studied the motility endurance of 26 marine isolates, representing 18 species, using video microscopy and cell tracking over 2 days of carbon starvation. We found that the trade-off results in a dichotomy among marine bacteria, in which risk-averse copiotrophs ceased motility within hours ('limostatic'), whereas risk-prone copiotrophs converted ~9% of their biomass per day into energy to retain motility for the 2 days of observation ('limokinetic'). Using machine learning classifiers, we identified a genomic component associated with both strategies, sufficiently robust to predict the response of additional species with 86% accuracy. This dichotomy can help predict the prevalence of foraging strategies in marine microbes and inform models of ocean carbon cycles.
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Affiliation(s)
- Johannes M Keegstra
- Institute for Environmental Engineering, Department of Civil, Environmental and Geomatic Engineering, ETH Zurich, Zurich, Switzerland.
| | - Zachary C Landry
- Institute for Environmental Engineering, Department of Civil, Environmental and Geomatic Engineering, ETH Zurich, Zurich, Switzerland
| | - Sophie T Zweifel
- Institute for Environmental Engineering, Department of Civil, Environmental and Geomatic Engineering, ETH Zurich, Zurich, Switzerland
| | - Benjamin R K Roller
- EAWAG - Swiss Federal Institute of Aquatic Science and Technology, Dübendorf, Switzerland
- Division of Microbial Ecology, University of Vienna, Vienna, Austria
- Department of Environmental Systems Science, ETH Zurich, Zurich, Switzerland
| | - Dieter A Baumgartner
- Institute for Environmental Engineering, Department of Civil, Environmental and Geomatic Engineering, ETH Zurich, Zurich, Switzerland
| | - Francesco Carrara
- Institute for Environmental Engineering, Department of Civil, Environmental and Geomatic Engineering, ETH Zurich, Zurich, Switzerland
| | - Clara Martínez-Pérez
- Institute for Environmental Engineering, Department of Civil, Environmental and Geomatic Engineering, ETH Zurich, Zurich, Switzerland
| | - Estelle E Clerc
- Institute for Environmental Engineering, Department of Civil, Environmental and Geomatic Engineering, ETH Zurich, Zurich, Switzerland
| | - Martin Ackermann
- EAWAG - Swiss Federal Institute of Aquatic Science and Technology, Dübendorf, Switzerland
- Department of Environmental Systems Science, ETH Zurich, Zurich, Switzerland
- School of Architecture, Civil and Environmental Engineering, École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
| | - Roman Stocker
- Institute for Environmental Engineering, Department of Civil, Environmental and Geomatic Engineering, ETH Zurich, Zurich, Switzerland.
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5
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Su C, Zhou H, Wang Y, Duan X, Jiang T, Zhang C, Gao H, Kong L, Wang M, Guo C. Contrasting Effects of Atmospheric Particulate Matter Deposition on Free-Living and Particle-Associated Bacteria in the South China Sea. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2025. [PMID: 40410126 DOI: 10.1021/acs.est.4c12533] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/25/2025]
Abstract
Atmospheric particulate matter (PM) deposition has become an important nutrient source in marine ecosystems, increasing particulate organic carbon and resource heterogeneity. However, their effects on marine bacterial communities remain unclear. In this study, by conducting on-board microcosm experiments with anthropogenic East Asian PM in the oligotrophic South China Sea, the response of particle-associated (PA) bacteria was investigated and compared with its free-living (FL) counterparts. Results showed that PM input increased nutrient heterogeneity, shifting bacterial community composition and lifestyle. Copiotrophic PA bacteria became more abundant and contributed a disproportionately higher percentage to total bacterial production despite a decline in total bacterial abundance. FL bacteria showed increased diversity, shifting from oligotrophs to copiotrophs, while PA bacteria displayed reduced diversity and nondirectional compositional changes, suggesting their distinct assembly mechanisms in response to external nutrient inputs. Metagenomic analysis further revealed that PM drives a shift toward a copiotrophic, particle-attached lifestyle with upregulated pathways for chemotaxis, motility, and biofilm formation. Notably, PM addition also increased the relative abundance of oil-degrading taxa. These findings reveal the complexity of microbial responses to environmental perturbations and underscore the need to consider unique ecological niches and bacterial lifestyles.
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Affiliation(s)
- Chang Su
- College of Marine Life Sciences, MoE Key Laboratory of Evolution & Marine Biodiversity and Institute of Evolution & Marine Biodiversity, Ocean University of China, Qingdao 266003, China
| | - Hongyan Zhou
- College of Marine Life Sciences, MoE Key Laboratory of Evolution & Marine Biodiversity and Institute of Evolution & Marine Biodiversity, Ocean University of China, Qingdao 266003, China
| | - Yifei Wang
- College of Marine Life Sciences, MoE Key Laboratory of Evolution & Marine Biodiversity and Institute of Evolution & Marine Biodiversity, Ocean University of China, Qingdao 266003, China
| | - Xueping Duan
- College of Marine Life Sciences, MoE Key Laboratory of Evolution & Marine Biodiversity and Institute of Evolution & Marine Biodiversity, Ocean University of China, Qingdao 266003, China
| | - Tong Jiang
- College of Marine Life Sciences, MoE Key Laboratory of Evolution & Marine Biodiversity and Institute of Evolution & Marine Biodiversity, Ocean University of China, Qingdao 266003, China
| | - Chao Zhang
- Frontiers Science Center for Deep Ocean Multispheres and Earth System, Ocean University of China, Qingdao 266100, China
- Key Laboratory of Marine Environment and Ecology, Ministry of Education of China, Ocean University of China, Qingdao 266100, China
| | - Huiwang Gao
- Frontiers Science Center for Deep Ocean Multispheres and Earth System, Ocean University of China, Qingdao 266100, China
- Key Laboratory of Marine Environment and Ecology, Ministry of Education of China, Ocean University of China, Qingdao 266100, China
| | - Liangliang Kong
- College of Marine Life Sciences, MoE Key Laboratory of Evolution & Marine Biodiversity and Institute of Evolution & Marine Biodiversity, Ocean University of China, Qingdao 266003, China
| | - Min Wang
- College of Marine Life Sciences, MoE Key Laboratory of Evolution & Marine Biodiversity and Institute of Evolution & Marine Biodiversity, Ocean University of China, Qingdao 266003, China
- Frontiers Science Center for Deep Ocean Multispheres and Earth System, Ocean University of China, Qingdao 266100, China
- Haide College, Ocean University of China, Qingdao 266100, China
| | - Cui Guo
- College of Marine Life Sciences, MoE Key Laboratory of Evolution & Marine Biodiversity and Institute of Evolution & Marine Biodiversity, Ocean University of China, Qingdao 266003, China
- Frontiers Science Center for Deep Ocean Multispheres and Earth System, Ocean University of China, Qingdao 266100, China
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Shan X, Li K, Stadler P, Borbor M, Reyes G, Solórzano R, Chamorro E, Bayot B, Cordero OX. Microbiome determinants of productivity in aquaculture of whiteleg shrimp. Appl Environ Microbiol 2025; 91:e0242024. [PMID: 40231846 DOI: 10.1128/aem.02420-24] [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: 12/11/2024] [Accepted: 03/13/2025] [Indexed: 04/16/2025] Open
Abstract
Aquaculture holds immense promise for addressing the food needs of our growing global population. Yet, a quantitative understanding of the factors that control its efficiency and productivity has remained elusive. In this study, we address this knowledge gap by focusing on the microbiome determinants of productivity, more specifically animal survival and growth, for one of the most predominant animal species in global aquaculture, whiteleg shrimp (Penaeus vannamei). Through analysis of the shrimp-associated microbiome from previous studies across Asia and Latin America, we established the presence of core phylogenetic groups, widely prevalent across aquaculture conditions in disparate geographic locations and including both pathogenic and beneficial microbes. Focusing on the early stages of growth (larval hatcheries), we showed that the composition of the microbiome alone can predict a remarkable fraction of the variation in shrimp larvae survival rates (ca. 50%). Taxa associated with high survival rates share recently acquired genes that appear to be specific to aquaculture conditions. These genes are involved in the biosynthesis of growth factors and protein degradation, underscoring the potential role of beneficial microorganisms in nutrient assimilation. By contrast, the predictability of the microbiome on the adult shrimp weight in grow-out farms is weaker (10%-20%), akin to observations in the context of livestock. In conclusion, our study unveils a novel avenue for predicting productivity in shrimp aquaculture based on microbiome analysis. This paves the way for targeted manipulation of the microbiome as a strategic approach to enhance aquaculture efficiency from the earliest developmental stages. IMPORTANCE Aquaculture is a rapidly growing industry essential for global food security, yet its productivity is often constrained by high mortality rates and inefficient growth. While the microbiome is known to influence host health and nutrient assimilation, its broader role in animal production remains poorly understood. Here, we take a data-driven approach to address this gap by systematically analyzing shrimp-associated microbiomes across hatcheries and farms. By integrating microbiome data with machine learning, we demonstrate that microbial communities are powerful predictors of key production outcomes, shaping shrimp survival and growth. Our findings suggest that the microbiome could serve as a diagnostic tool for assessing production conditions and optimizing management strategies. In addition, machine learning techniques offer a promising avenue for identifying beneficial microbes and developing targeted microbiome therapies to enhance aquaculture sustainability and efficiency.
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Affiliation(s)
- Xiaoyu Shan
- Department of Civil and Environmental Engineering, MIT, Cambridge, Massachusetts, USA
| | - Kunying Li
- Department of Civil and Environmental Engineering, MIT, Cambridge, Massachusetts, USA
| | - Patrizia Stadler
- Department of Civil and Environmental Engineering, MIT, Cambridge, Massachusetts, USA
| | - Martha Borbor
- Centro Nacional de Acuicultura e Investigaciones Marinas, CENAIM, ESPOL, Escuela Superior Politécnica del Litoral, Guayaquil, Ecuador
| | - Guillermo Reyes
- Centro Nacional de Acuicultura e Investigaciones Marinas, CENAIM, ESPOL, Escuela Superior Politécnica del Litoral, Guayaquil, Ecuador
| | - Ramiro Solórzano
- Centro Nacional de Acuicultura e Investigaciones Marinas, CENAIM, ESPOL, Escuela Superior Politécnica del Litoral, Guayaquil, Ecuador
| | | | - Bonny Bayot
- Centro Nacional de Acuicultura e Investigaciones Marinas, CENAIM, ESPOL, Escuela Superior Politécnica del Litoral, Guayaquil, Ecuador
- Facultad de Ingeniería Marítima y Ciencias del Mar, FIMCM, ESPOL, Escuela Superior Politécnica del Litoral, Guayaquil, Ecuador
| | - Otto X Cordero
- Department of Civil and Environmental Engineering, MIT, Cambridge, Massachusetts, USA
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Gilbert NE, Kimbrel JA, Samo TJ, Siccardi AJ, Stuart RK, Mayali X. A bloom of a single bacterium shapes the microbiome during outdoor diatom cultivation collapse. mSystems 2025:e0037525. [PMID: 40366134 DOI: 10.1128/msystems.00375-25] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2025] [Accepted: 04/11/2025] [Indexed: 05/15/2025] Open
Abstract
Algae-dominated ecosystems are fundamentally influenced by their microbiome. We lack information on the identity and function of bacteria that specialize in consuming algal-derived dissolved organic matter in high algal density ecosystems such as outdoor algal ponds used for biofuel production. Here, we describe the metagenomic and metaproteomic signatures of a single bacterial strain that bloomed during a population-wide crash of the diatom, Phaeodactylum tricornutum, grown in outdoor ponds. 16S rRNA gene data indicated that a single Kordia sp. strain (family Flavobacteriaceae) contributed up to 93% of the bacterial community during P. tricornutum demise. Kordia sp. expressed proteins linked to microbial antagonism and biopolymer breakdown, which likely contributed to its dominance over other microbial taxa during diatom demise. Analysis of accompanying downstream microbiota (primarily of the Rhodobacteraceae family) provided evidence that cross-feeding may be a pathway supporting microbial diversity during diatom demise. In situ and laboratory data with a different strain suggested that Kordia was a primary degrader of biopolymers during algal demise, and co-occurring Rhodobacteraceae exploited degradation molecules for carbon. An analysis of 30 Rhodobacteraceae metagenome assembled genomes suggested that algal pond Rhodobacteraceae commonly harbored pathways to use diverse carbon and energy sources, including carbon monoxide, which may have contributed to the prevalence of this taxonomic group within the ponds. These observations further constrain the roles of functionally distinct heterotrophic bacteria in algal microbiomes, demonstrating how a single dominant bacterium, specialized in processing senescing or dead algal biomass, shapes the microbial community of outdoor algal biofuel ponds.IMPORTANCEAquatic biogeochemical cycles are dictated by the activity of diverse microbes inhabiting the algal microbiome. Outdoor biofuel ponds provide a setting analogous to aquatic algal blooms, where monocultures of fast-growing algae reach high cellular densities. Information on the microbial ecology of this setting is lacking, and so we employed metagenomics and metaproteomics to understand the metabolic roles of bacteria present within four replicated outdoor ponds inoculated with the diatom Phaeodactylum tricornutum. Unexpectedly, after 29 days of cultivation, all four ponds crashed concurrently with a "bloom" of a single taxon assigned to the Kordia bacterial genus. We assessed how this dominant taxon influenced the chemical and microbial fate of the ponds following the crash, with the hypothesis that it was primarily responsible for processing senescent/dead algal biomass and providing the surrounding microbiota with carbon. Overall, these findings provide insight into the roles of microbes specialized in processing algal organic matter and enhance our understanding of biofuel pond microbial ecology.
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Affiliation(s)
- Naomi E Gilbert
- Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, California, USA
| | - Jeffrey A Kimbrel
- Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, California, USA
| | - Ty J Samo
- Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, California, USA
| | - Anthony J Siccardi
- Department of Biology, Georgia Southern University, Statesboro, Georgia, USA
| | - Rhona K Stuart
- Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, California, USA
| | - Xavier Mayali
- Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, California, USA
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8
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Clegg T, Gross T. Cross-feeding creates tipping points in microbiome diversity. Proc Natl Acad Sci U S A 2025; 122:e2425603122. [PMID: 40327698 PMCID: PMC12088387 DOI: 10.1073/pnas.2425603122] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2024] [Accepted: 03/31/2025] [Indexed: 05/08/2025] Open
Abstract
A key unresolved question in microbial ecology is how the extraordinary diversity of microbiomes emerges from the interactions among their many functionally distinct populations. This process is driven in part by the cross-feeding networks that help to structure these systems, in which consumers use resources to fuel their metabolism, creating by-products which can be used by others in the community. Understanding the effects of cross-feeding presents a major challenge, as it creates complex interdependencies between populations which can be hard to untangle. We address this problem using the tools of network science to develop a structural microbial community model. Using methods from percolation theory, we identify feasible community states for cross-feeding network structures in which the needs of consumers are met by metabolite production across the community. We identify tipping points at which small changes in structure can cause the catastrophic collapse of cross-feeding networks and abrupt declines in microbial community diversity. Our results are an example of a well-defined tipping point in a complex ecological system and provide insight into the fundamental processes shaping microbiomes and their robustness. We further demonstrate this by considering how network attacks affect community diversity and apply our results to show how the apparent difficulty in culturing the microbial diversity emerges as an inherent property of their cross-feeding networks.
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Affiliation(s)
- Tom Clegg
- Helmholtz Institute for Functional Marine Biodiversity at the University of Oldenburg, Oldenburg26129, Germany
- Alfred Wegner institute, Bremerhaven27570, Germany
| | - Thilo Gross
- Helmholtz Institute for Functional Marine Biodiversity at the University of Oldenburg, Oldenburg26129, Germany
- Alfred Wegner institute, Bremerhaven27570, Germany
- Institute for Chemistry and Biology of the Marine Environment, University of Oldenburg, Oldenburg26111, Germany
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9
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Trego A, Morabito C, Bourven I, Guibaud G, O'Flaherty V, Collins G, Ijaz UZ. Size matters: Anaerobic granules exhibit distinct ecological and physico-chemical gradients across biofilm size. ENVIRONMENTAL SCIENCE AND ECOTECHNOLOGY 2025; 25:100561. [PMID: 40242235 PMCID: PMC12003022 DOI: 10.1016/j.ese.2025.100561] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/22/2024] [Revised: 03/24/2025] [Accepted: 03/24/2025] [Indexed: 04/18/2025]
Abstract
Anaerobic biological decomposition of organic matter is ubiquitous in Nature wherever anaerobic environments prevail, and is catalysed by hydrolytic, fermentative, acetogenic, methanogenic, and various other groups. It is also harnessed in innovative ways in engineered systems that may rely on small (0.1-4.0 mm), spherical, anaerobic granules. These biofilms are crucial to the operational success of a range of widely applied engineered-ecosystems designed for wastewater treatment. The structure and function of granule microbiomes underpin their utility. Here, granules were separated into ten size fractions (proxies for age), hypothesizing that small granules are 'young' and larger ones are 'old'. Gradients were observed across size in terms of volatile solids, density, settleability, biofilm morphology, methanogenic activity, and profiles of extracellular polymeric substances, suggesting ongoing development of physico-chemical characteristics as granules develop. Short-read amplicon sequencing indicated a negative relationship between granule size and community diversity. Furthermore, as size increased, the methanogenic archaea dominated the microbiome. Small granules were found to harbour a sub-group of highly specific taxa, and the identification of generalists and specialists may point to substantial resilience of the microbiome. The findings of this study indicate opportunities for precision management of wastewater treatment systems. They suggest that size is an important indicator for aggregate utility - size may, indeed, determine many of the characteristics of both the individual-granule microbiomes and the overall function of a wastewater treatment system.
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Affiliation(s)
- Anna Trego
- Sustainable World Section, School of Biological and Chemical Sciences, University of Ireland Galway, University Road, Galway, H91 TK33, Ireland
| | - Cristina Morabito
- Sustainable World Section, School of Biological and Chemical Sciences, University of Ireland Galway, University Road, Galway, H91 TK33, Ireland
| | - Isabelle Bourven
- E2lim, UR 24 133, Université de Limoges, Faculté des Sciences Techniques, 123 Avenue Albert Thomas, 87060 Limoges Cedex, France
| | - Giles Guibaud
- E2lim, UR 24 133, Université de Limoges, Faculté des Sciences Techniques, 123 Avenue Albert Thomas, 87060 Limoges Cedex, France
| | - Vincent O'Flaherty
- Sustainable World Section, School of Biological and Chemical Sciences, University of Ireland Galway, University Road, Galway, H91 TK33, Ireland
| | - Gavin Collins
- Sustainable World Section, School of Biological and Chemical Sciences, University of Ireland Galway, University Road, Galway, H91 TK33, Ireland
| | - Umer Zeeshan Ijaz
- Mazumdar-Shaw Advanced Research Centre (ARC), University of Glasgow, 11 Chapel Lane, Western Site, Glasgow, G11 6EW, United Kingdom
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10
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Goudriaan M, Ndhlovu RT, Brouwer M, Vreugdenhil S, van der Meer MTJ, Niemann H. Degradation and habitat-dependent colonization of plastics in Caribbean coastal waters and sediments by bacterial communities. MARINE POLLUTION BULLETIN 2025; 214:117787. [PMID: 40086090 DOI: 10.1016/j.marpolbul.2025.117787] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/19/2024] [Revised: 03/02/2025] [Accepted: 03/03/2025] [Indexed: 03/16/2025]
Abstract
This study investigates microbial colonization of plastics in Caribbean coastal waters. We deployed five polymer types, on set with a mild UV-pretreatment and one set without UV-pretreatment, for 4.5 months in the water column and sediment at two locations, and analyzed the epiplastic biofilms with 16S rRNA gene sequencing. While a significant influence of location and habitat was apparent, we could not detect notable effects related to polymer type or UV-pretreatment on microbial community composition. Nevertheless, potential plastic and hydrocarbon degraders constituted up to 43 % of sequences from epiplastic biofilms, suggesting an affinity for plastic. Indeed, utilizing 13C-labeled PE and PP, we determined incorporation of plastic-derived carbon into microbial biomass. We measured isotopically labeled fatty acids in incubations with 13C labeled plastics in both water column and sediments, whether virgin or pre-weathered with UV light. The apparent biodegradation of plastic in benthic habitats challenges the perception of marine sediments as a final sink for polyolefins.
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Affiliation(s)
- Maaike Goudriaan
- Department of Marine Microbiology and Biogeochemistry (MMB), NIOZ Royal Netherlands Institute of Sea Research (NIOZ), 1797 SZ, 't Horntje, the Netherlands.
| | - Rachel T Ndhlovu
- Department of Marine Microbiology and Biogeochemistry (MMB), NIOZ Royal Netherlands Institute of Sea Research (NIOZ), 1797 SZ, 't Horntje, the Netherlands
| | - Maartje Brouwer
- Department of Marine Microbiology and Biogeochemistry (MMB), NIOZ Royal Netherlands Institute of Sea Research (NIOZ), 1797 SZ, 't Horntje, the Netherlands
| | - Sanne Vreugdenhil
- Department of Marine Microbiology and Biogeochemistry (MMB), NIOZ Royal Netherlands Institute of Sea Research (NIOZ), 1797 SZ, 't Horntje, the Netherlands
| | - Marcel T J van der Meer
- Department of Marine Microbiology and Biogeochemistry (MMB), NIOZ Royal Netherlands Institute of Sea Research (NIOZ), 1797 SZ, 't Horntje, the Netherlands
| | - Helge Niemann
- Department of Marine Microbiology and Biogeochemistry (MMB), NIOZ Royal Netherlands Institute of Sea Research (NIOZ), 1797 SZ, 't Horntje, the Netherlands; University of Utrecht, Faculty of Geosciences, Department of Earth Sciences, 3584, CB, Utrecht, the Netherlands.
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11
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Narla AV, Hwa T, Murugan A. Dynamic coexistence driven by physiological transitions in microbial communities. Proc Natl Acad Sci U S A 2025; 122:e2405527122. [PMID: 40244660 PMCID: PMC12037064 DOI: 10.1073/pnas.2405527122] [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: 03/19/2024] [Accepted: 03/17/2025] [Indexed: 04/18/2025] Open
Abstract
Microbial ecosystems are commonly modeled by fixed interactions between species in steady exponential growth states. However, microbes in exponential growth often modify their environments so strongly that they are forced out of the growth state into stressed, nongrowing states. Such dynamics are typical of ecological succession in nature and serial-dilution cycles in the laboratory. Here, we introduce a phenomenological model, the Community State Model, to gain insight into the dynamic coexistence of microbes due to changes in their physiological states during cyclic succession. Our model specifies the growth preference of each species along a global ecological coordinate, taken to be the biomass density of the community, but is otherwise agnostic to specific interactions (e.g., nutrient starvation, stress, aggregation), in order to focus on self-consistency conditions on combinations of physiological states, "community states," in a stable ecosystem. We identify three key features of such dynamical communities that contrast starkly with steady-state communities: enhanced community stability through staggered dominance of different species in different community states, increased tolerance of community diversity to fast growing species dominating distinct community states, and increased requirement of growth dominance by late-growing species. These features, derived explicitly for simplified models, are proposed here as principles aiding the understanding of complex dynamical communities. Our model shifts the focus of ecosystem dynamics from bottom-up studies based on fixed, idealized interspecies interaction to top-down studies based on accessible macroscopic observables such as growth rates and total biomass density, enabling quantitative examination of community-wide characteristics.
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Affiliation(s)
- Avaneesh V. Narla
- Department of Physics, University of California, San Diego, La Jolla, CA92093-0319
| | - Terence Hwa
- Department of Physics, University of California, San Diego, La Jolla, CA92093-0319
| | - Arvind Murugan
- Department of Physics, University of Chicago, Chicago, IL60637
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12
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Sichert A. A single enzyme becomes a Swiss Army knife. PLoS Biol 2025; 23:e3003072. [PMID: 40173128 PMCID: PMC11964258 DOI: 10.1371/journal.pbio.3003072] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/04/2025] Open
Abstract
An alga that abandoned photosynthesis? This Primer explores a PLOS Biology study showing that a single horizontal gene transfer event allowed the diatom Nitzschia sing1 to evolve a complete enzymatic machinery to break down alginate from brown algae, unlocking a new ecological niche.
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Affiliation(s)
- Andreas Sichert
- Institute of Molecular Systems Biology, ETH Zürich, Zurich, Switzerland
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13
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Xu J, An L, Nie Y, Wu XL. Diversity and Ecological Relevance of Fumarate-Adding Enzymes in Oil Reservoir Microbial Communities. Environ Microbiol 2025; 27:e70068. [PMID: 40075533 DOI: 10.1111/1462-2920.70068] [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: 07/11/2024] [Revised: 11/27/2024] [Accepted: 01/27/2025] [Indexed: 03/14/2025]
Abstract
Oil reservoirs are important hydrocarbon-rich environments, where the addition of hydrocarbons to fumarate mediated by fumarate-adding enzymes (FAE) is one of the dominant mechanisms for anaerobic degradation of hydrocarbons. However, the currently available information about FaeA, the catalytic subunit of FAE, in in situ petroleum reservoirs is limited. Here, we investigated the diversity of FaeA and FaeA-harbouring microbes in oil reservoirs and compared them with marine sediments. We obtained 67 FaeA clusters and 46 FaeA-harbouring MAGs from oil reservoirs. Most FaeA sequences and all FaeA-containing microbes were endemic and unique. In oil reservoirs, FaeA sequences were affiliated with Archaeoglobus and 13 bacterial phyla. Fermentative metabolism was a common lifestyle amongst these organisms. Genomes assigned to Desulfobacterota, Caldatribacteriota and Firmicutes_B were the most diverse and prevalent, while Desulfobacterota and Chloroflexota were dominant in marine. Microbial community diversity at the phylum level was strongly related to FaeA in oil reservoirs but not in marine. This suggested that the ability of anaerobic hydrocarbon biodegradation may shape community structure in oil reservoirs. Together, this study provided systematic and comprehensive information regarding the high diversity of FaeA and FaeA-containing anaerobic hydrocarbon degraders in oil reservoirs and underlined the difference between hydrocarbon-rich environments of oil reservoirs and marine.
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Affiliation(s)
- Jinbo Xu
- School of Earth and Space Sciences, Peking University, Beijing, China
- State Key Laboratory of Enhanced Oil & Gas Recovery, Research Institute of Petroleum Exploration & Development, Beijing, China
| | - Liyun An
- College of Architecture and Environment, Sichuan University, Chengdu, China
| | - Yong Nie
- College of Engineering, Peking University, Beijing, China
| | - Xiao-Lei Wu
- College of Engineering, Peking University, Beijing, China
- Institute of Ecology, Peking University, Beijing, China
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14
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Chen X, Crocker K, Kuehn S, Walczak AM, Mora T. Inferring resource competition in microbial communities from time series. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.01.08.631910. [PMID: 39829848 PMCID: PMC11741390 DOI: 10.1101/2025.01.08.631910] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/22/2025]
Abstract
The competition for resources is a defining feature of microbial communities. In many contexts, from soils to host-associated communities, highly diverse microbes are organized into metabolic groups or guilds with similar resource preferences. The resource preferences of individual taxa that give rise to these guilds are critical for understanding fluxes of resources through the community and the structure of diversity in the system. However, inferring the metabolic capabilities of individual taxa, and their competition with other taxa, within a community is challenging and unresolved. Here we address this gap in knowledge by leveraging dynamic measurements of abundances in communities. We show that simple correlations are often misleading in predicting resource competition. We show that spectral methods such as the cross-power spectral density (CPSD) and coherence that account for time-delayed effects are superior metrics for inferring the structure of resource competition in communities. We first demonstrate this fact on synthetic data generated from consumer-resource models with time-dependent resource availability, where taxa are organized into groups or guilds with similar resource preferences. By applying spectral methods to oceanic plankton time-series data, we demonstrate that these methods detect interaction structures among species with similar genomic sequences. Our results indicate that analyzing temporal data across multiple timescales can reveal the underlying structure of resource competition within communities.
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15
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Mant D, Orevi T, Kashtan N. Impact of micro-habitat fragmentation on microbial population growth dynamics. THE ISME JOURNAL 2025; 19:wrae256. [PMID: 39711055 PMCID: PMC11964898 DOI: 10.1093/ismejo/wrae256] [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: 11/25/2024] [Revised: 12/12/2024] [Accepted: 12/19/2024] [Indexed: 12/24/2024]
Abstract
Microbial communities thrive in virtually every habitat on Earth and are essential to the function of diverse ecosystems. Most microbial habitats are not spatially continuous and well-mixed, but rather composed, at the microscale, of many isolated or semi-isolated local patches of different sizes, resulting in partitioning of microbial populations into discrete local populations. The impact of this spatial fragmentation on population dynamics is not well-understood. Here, we study how such variably sized micro-habitat patches affect the growth dynamics of clonal microbial populations and how dynamics in individual patches dictate those of the metapopulation. To investigate this, we developed the μ-SPLASH, an ecology-on-a-chip platform, enabling the culture of microbes in microscopic landscapes comprised of thousands of microdroplets, with a wide range of sizes. Using the μ-SPLASH, we cultured the model bacteria Escherichia coli and based on time-lapse microscopy, analyzed the population dynamics within thousands of individual droplets. Our results reveal that growth curves substantially vary with droplet size. Although growth rates generally increase with drop size, reproductive success and the time to approach carrying capacity, display non-monotonic patterns. Combining μ-SPLASH experiments with computational modeling, we show that these patterns result from both stochastic and deterministic processes, and demonstrate the roles of initial population density, patchiness, and patch size distribution in dictating the local and metapopulation dynamics. This study reveals basic principles that elucidate the effects of habitat fragmentation and population partitioning on microbial population dynamics. These insights deepen our understanding of natural microbial communities and have significant implications for microbiome engineering.
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Affiliation(s)
- Dina Mant
- Institute of Environmental Sciences, Department of Plant Pathology and Microbiology, Robert H. Smith Faculty of Agriculture, Food, and Environment, Hebrew University, Rehovot 76100, Israel
| | - Tomer Orevi
- Institute of Environmental Sciences, Department of Plant Pathology and Microbiology, Robert H. Smith Faculty of Agriculture, Food, and Environment, Hebrew University, Rehovot 76100, Israel
| | - Nadav Kashtan
- Institute of Environmental Sciences, Department of Plant Pathology and Microbiology, Robert H. Smith Faculty of Agriculture, Food, and Environment, Hebrew University, Rehovot 76100, Israel
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16
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Meacock OJ, Mitri S. Environment-Organism Feedbacks Drive Changes in Ecological Interactions. Ecol Lett 2025; 28:e70027. [PMID: 39737705 DOI: 10.1111/ele.70027] [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: 05/01/2024] [Revised: 11/06/2024] [Accepted: 11/09/2024] [Indexed: 01/01/2025]
Abstract
Ecological interactions are foundational to our understanding of community composition and function. While interactions are known to change depending on the environmental context, it has generally been assumed that external environmental factors are responsible for driving these dependencies. Here, we derive a theoretical framework which instead focuses on how intrinsic environmental changes caused by the organisms themselves alter interaction values. Our central concept is the 'instantaneous interaction', which captures the feedback between the current environmental state and organismal growth, generating spatiotemporal context-dependencies as organisms modify their environment over time and/or space. We use small microbial communities to illustrate how this framework can predict time-dependencies in a toxin degradation system, and relate time- and spatial-dependencies in crossfeeding communities. By re-centring the relationship between organisms and their environment, our framework predicts the variations in interactions wherever intrinsic, organism-driven environmental change dominates over external drivers.
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Affiliation(s)
- Oliver J Meacock
- Department of Fundamental Microbiology, University of Lausanne, Lausanne, Switzerland
- School of Biosciences, University of Sheffield, Sheffield, UK
| | - Sara Mitri
- Department of Fundamental Microbiology, University of Lausanne, Lausanne, Switzerland
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17
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Pérez-Cruz C, Moraleda-Montoya A, Liébana R, Terrones O, Arrizabalaga U, García-Alija M, Lorizate M, Martínez Gascueña A, García-Álvarez I, Nieto-Garai JA, Olazar-Intxausti J, Rodríguez-Colinas B, Mann E, Chiara JL, Contreras FX, Guerin ME, Trastoy B, Alonso-Sáez L. Mechanisms of recalcitrant fucoidan breakdown in marine Planctomycetota. Nat Commun 2024; 15:10906. [PMID: 39738071 PMCID: PMC11685898 DOI: 10.1038/s41467-024-55268-w] [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: 01/22/2024] [Accepted: 12/05/2024] [Indexed: 01/01/2025] Open
Abstract
Marine brown algae produce the highly recalcitrant polysaccharide fucoidan, contributing to long-term oceanic carbon storage and climate regulation. Fucoidan is degraded by specialized heterotrophic bacteria, which promote ecosystem function and global carbon turnover using largely uncharacterized mechanisms. Here, we isolate and study two Planctomycetota strains from the microbiome associated with the alga Fucus spiralis, which grow efficiently on chemically diverse fucoidans. One of the strains appears to internalize the polymer, while the other strain degrades it extracellularly. Multi-omic approaches show that fucoidan breakdown is mediated by the expression of divergent polysaccharide utilization loci, and endo-fucanases of family GH168 are strongly upregulated during fucoidan digestion. Enzymatic assays and structural biology studies reveal how GH168 endo-fucanases degrade various fucoidan cores from brown algae, assisted by auxiliary hydrolytic enzymes. Overall, our results provide insights into fucoidan processing mechanisms in macroalgal-associated bacteria.
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Affiliation(s)
- Carla Pérez-Cruz
- AZTI, Marine Research, Basque Research and Technology Alliance (BRTA), Sukarrieta, Spain
| | - Alicia Moraleda-Montoya
- Structural Glycoimmunology Laboratory, Biobizkaia Health Research Institute, Barakaldo, Spain
| | - Raquel Liébana
- AZTI, Marine Research, Basque Research and Technology Alliance (BRTA), Sukarrieta, Spain
| | - Oihana Terrones
- Department of Biochemistry and Molecular Biology, Faculty of Science and Technology, University of the Basque Country, Leioa, Spain
| | - Uxue Arrizabalaga
- AZTI, Marine Research, Basque Research and Technology Alliance (BRTA), Sukarrieta, Spain
| | - Mikel García-Alija
- Structural Glycoimmunology Laboratory, Biobizkaia Health Research Institute, Barakaldo, Spain
| | - Maier Lorizate
- Department of Biochemistry and Molecular Biology, Faculty of Science and Technology, University of the Basque Country, Leioa, Spain
| | - Ana Martínez Gascueña
- Structural Glycoimmunology Laboratory, Biobizkaia Health Research Institute, Barakaldo, Spain
| | - Isabel García-Álvarez
- Facultad de Ciencias Experimentales, Universidad Francisco de Vitoria, Pozuelo de Alarcón, Madrid, Spain
| | - Jon Ander Nieto-Garai
- Department of Biochemistry and Molecular Biology, Faculty of Science and Technology, University of the Basque Country, Leioa, Spain
| | - June Olazar-Intxausti
- Department of Biochemistry and Molecular Biology, Faculty of Science and Technology, University of the Basque Country, Leioa, Spain
| | - Bárbara Rodríguez-Colinas
- Facultad de Ciencias Experimentales, Universidad Francisco de Vitoria, Pozuelo de Alarcón, Madrid, Spain
| | - Enrique Mann
- Instituto de Química Orgánica General (IQOG-CSIC), Madrid, Spain
| | - José Luis Chiara
- Instituto de Química Orgánica General (IQOG-CSIC), Madrid, Spain
| | - Francesc-Xabier Contreras
- Department of Biochemistry and Molecular Biology, Faculty of Science and Technology, University of the Basque Country, Leioa, Spain.
- Instituto Biofisika (UPV/EHU, CSIC), University of the Basque Country, Leioa, Spain.
- Ikerbasque, Basque Foundation for Science, Bilbao, Spain.
| | - Marcelo E Guerin
- Structural Glycobiology Laboratory, Department of Structural and Molecular Biology; Molecular Biology Institute of Barcelona (IBMB), Spanish National Research Council (CSIC), Barcelona Science Park, Tower R, Barcelona, Spain.
| | - Beatriz Trastoy
- Structural Glycoimmunology Laboratory, Biobizkaia Health Research Institute, Barakaldo, Spain.
- Ikerbasque, Basque Foundation for Science, Bilbao, Spain.
| | - Laura Alonso-Sáez
- AZTI, Marine Research, Basque Research and Technology Alliance (BRTA), Sukarrieta, Spain.
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18
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Donnarumma V, Trano AC, D'Agostino F, Piredda R, Casotti R. Comparative analysis of the microbial plastisphere at three sites along the Sarno river (Italy). ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2024; 363:125226. [PMID: 39486678 DOI: 10.1016/j.envpol.2024.125226] [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: 07/09/2024] [Revised: 10/29/2024] [Accepted: 10/29/2024] [Indexed: 11/04/2024]
Abstract
This study investigated microplastics (MP) and their associated microbial plastisphere in the Sarno river (Italy), its estuary and in the nearby coastal area in January 2020. Scanning Electron Microscopy (SEM), High Throughput Sequencing (HTS) and Fourier-Transformed Infrared Spectroscopy (FTIR) were used to characterize the collected MPs and their associated microbes. The three stations sampled differed substantially for MP concentrations and microbial communities, with the estuarine station showing very high MP concentrations (2048.6 MP m-3), highlighting the threat represented by the river for the coastal marine area and its ecosystem. The prokaryotic plastisphere showed differences between the three stations sampled, in terms of community composition, with only 75 Amplicon Sequence Variants (ASV) in common. The Comamonadaceae was the most abundant family in MP-attached and freshwater communities, and this lifestyle seems to be pivotal in the colonization of new habitats while flowing towards the sea. The results highlight the importance of the plastisphere in colonization of new habitats and support the need of correct management and risk mitigation efforts.
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Affiliation(s)
| | | | - Fabio D'Agostino
- Istituto per lo Studio Degli Impatti Antropici e Sostenibilità in Ambiente Marino (IAS-CNR), Via del Mare 3, Torretta Granitola, TP, 91021, Italy.
| | - Roberta Piredda
- Stazione Zoologica Anton Dohrn, Villa Comunale, Naples, Italy; NBFC, National Biodiversity Future Center, Piazza Marina 61, 90133 Palermo, Italy.
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19
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Zhang C, Liu F, Zou Y, Wang C, Zhang H, Wang B, Kan J, McMinn A, Wang H, Wang M. Vertical heterogeneity enhances network complexity and stability of co-occurrence microbes in the eastern Indian Ocean. ENVIRONMENTAL RESEARCH 2024; 263:120225. [PMID: 39448009 DOI: 10.1016/j.envres.2024.120225] [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: 07/20/2024] [Revised: 10/18/2024] [Accepted: 10/21/2024] [Indexed: 10/26/2024]
Abstract
Microbes are core to driving biogeochemical cycles and differ between sun-drenched surface and relatively dark deep oceans. However, their distinct contributions to the organization and association of communities are still remaining elusive. Here, their assembly and co-occurrence stability are systematically researched along the surface and vertical gradients in the eastern Indian Ocean. The distribution of surface microbes was grouped tightly with closer phylogenetic distance and broader niche breadth, and separately from those vertical samples. Clear distance-decay of community similarity was observed in surface microbes with lower richness, while more diverse microeukaryotes and prokaryotes were observed in surface and vertical environments, respectively. Co-occurrence microbes along vertical gradients had a more complex network that was dominated by prokaryotes, while exhibited a lower modularity compared to the surface network. Microbial associations along vertical gradients were more stable and resilient, with lower robustness, higher vulnerability, and a relatively consistent fragmentation. Moreover, prokaryotes contribute greatly to the network topology and stability compared to microeukaryotes in surface environments, emphasizing their distinct functions and survival strategies in maintaining community stability across spatial variations. Environmental selection and community differentiation led to the divergence in organization and potential function of microbes. This study shed light on new perspectives on how marine microbes were associated with and influenced by spatial heterogeneity and their distinct roles in community organization in the face of environmental fluctuations.
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Affiliation(s)
- Chuyu Zhang
- College of Marine Life Science & Institute of Evolution and Marine Biodiversity, Ocean University of China, Qingdao, 266003, China
| | - Feilong Liu
- College of Marine Life Science & Institute of Evolution and Marine Biodiversity, Ocean University of China, Qingdao, 266003, China
| | - Yawen Zou
- First Institute of Oceanography, Ministry of Natural Resources, Qingdao, 266061, China
| | - Can Wang
- College of Marine Life Science & Institute of Evolution and Marine Biodiversity, Ocean University of China, Qingdao, 266003, China
| | - Honglei Zhang
- College of Marine Life Science & Institute of Evolution and Marine Biodiversity, Ocean University of China, Qingdao, 266003, China
| | - Bo Wang
- College of Safety and Environmental Engineering, Shandong University of Science and Technology, Qingdao, 266590, China
| | - Jinjun Kan
- Microbiology Division, Stroud Water Research Center, Avondale, PA 19311, USA
| | - Andrew McMinn
- College of Marine Life Science & Institute of Evolution and Marine Biodiversity, Ocean University of China, Qingdao, 266003, China; Institute for Marine and Antarctic Studies, University of Tasmania, Hobart, TAS, 7001, Australia
| | - Hualong Wang
- College of Marine Life Science & Institute of Evolution and Marine Biodiversity, Ocean University of China, Qingdao, 266003, China; Key Lab of Polar Oceanography and Global Ocean Change, Frontiers Science Center for Deep Ocean Multispheres and Earth System, Ocean University of China, Qingdao, 266003, China; UMT-OUC Joint Centre for Marine Studies, Qingdao, 266003, China.
| | - Min Wang
- College of Marine Life Science & Institute of Evolution and Marine Biodiversity, Ocean University of China, Qingdao, 266003, China; Key Lab of Polar Oceanography and Global Ocean Change, Frontiers Science Center for Deep Ocean Multispheres and Earth System, Ocean University of China, Qingdao, 266003, China; UMT-OUC Joint Centre for Marine Studies, Qingdao, 266003, China
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20
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Miki T, Ke PJ. Macroscale vertical power-law distribution of bacteria in dark oceans can emerge from microscale bacteria-particle interactions. J Theor Biol 2024; 595:111956. [PMID: 39353507 DOI: 10.1016/j.jtbi.2024.111956] [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: 06/26/2024] [Revised: 09/18/2024] [Accepted: 09/25/2024] [Indexed: 10/04/2024]
Abstract
Microbes in the dark oceans are a key determinant of remineralization of sinking carbon particles. However, most marine ecosystem models overlook how microbes aggregate on particles and the microscale interactions between particle-associated microbes, making it difficult to obtain mechanistic insights on their vertical power-law decay pattern. Here, we present a spatial population model where the attachment and detachment processes of bacterial cells depend on local density of particle-associated bacteria. We show that the power-law relationship can emerge when the non-random aggregated distribution of bacteria is considered without any depth-specific environmental parameters. Furthermore, the comparison between model behavior and empirical patterns in the Pacific and Southern Ocean indicated that temperature-dependent hydrolysis rate and nutrient-dependent sinking rate of particles are key parameters to explain the regional variations of the power-law exponent. The mechanistic approach developed here provides a pathway to link micro-scale interactions between individuals to macro-scale food chain structures and carbon cycle.
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Affiliation(s)
- Takeshi Miki
- Faculty of Advanced Science and Technology, Ryukoku University, Otsu, Shiga 520-2194, Japan; Institute of Oceanography, National Taiwan University, Taipei 10617, Taiwan; Center for Biodiversity Science, Ryukoku University, Otsu, Shiga 520-2194, Japan.
| | - Po-Ju Ke
- Institute of Oceanography, National Taiwan University, Taipei 10617, Taiwan; Institute of Ecology and Evolutionary Biology, National Taiwan University, Taipei 10617, Taiwan
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21
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Roberts C, Bird K, Chrismas N, Hartman S, Cunliffe M. Depth-dependent bacterial colonization on model chitin particles in the open ocean. Lett Appl Microbiol 2024; 77:ovae107. [PMID: 39520528 DOI: 10.1093/lambio/ovae107] [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: 05/08/2024] [Revised: 10/18/2024] [Accepted: 11/12/2024] [Indexed: 11/16/2024]
Abstract
Sinking particles transport carbon from the surface to the deep ocean. Microbial colonization and remineralization are important ecosystem services constraining ocean biogeochemistry by recycling and redistributing nutrients from the surface to the deep ocean. Fragmentation of particles by zooplankton and the resulting colonization by microorganisms before ingestion, known as 'microbial gardening', allows for trophic upgrading and increased microbial biomass for detritivorous zooplankton. Using model chitin particles incubated with seawater collected from the surface, mesopelagic and bathypelagic depths in the Northeast Atlantic Ocean, we determined particle-attaching bacterial communities to identify general and depth-specific candidates of particle colonization. Comparison of particle-attached communities at the amplicon sequence variant level showed that bacteria found on surface particles were also colonizers in the bathypelagic, in line with sinking particles promoting vertical connectivity. Bathypelagic particle-attached communities were most diverse. We propose that some particle colonizers attach to the surface and sink out with the particle, whilst other colonizers are depth-specific. This suggests that candidates for particle colonization differ with depth, which may be important when considering the implications for the delivery of ecosystem services, including carbon cycling and the role they play for zooplankton grazers.
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Affiliation(s)
- Cordelia Roberts
- School of Biological and Marine Sciences, University of Plymouth, Drakes Circus, Plymouth, PL4 8AA, United Kingdom
- Marine Biological Association, The Laboratory, Citadel Hill, Plymouth, PL1 2PB, United Kingdom
| | - Kimberley Bird
- Marine Biological Association, The Laboratory, Citadel Hill, Plymouth, PL1 2PB, United Kingdom
| | - Nathan Chrismas
- Marine Biological Association, The Laboratory, Citadel Hill, Plymouth, PL1 2PB, United Kingdom
| | - Susan Hartman
- National Oceanography Centre, European Way, Southampton SO14 3ZH, United Kingdom
| | - Michael Cunliffe
- School of Biological and Marine Sciences, University of Plymouth, Drakes Circus, Plymouth, PL4 8AA, United Kingdom
- Marine Biological Association, The Laboratory, Citadel Hill, Plymouth, PL1 2PB, United Kingdom
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22
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Huelsmann M, Schubert OT, Ackermann M. A framework for understanding collective microbiome metabolism. Nat Microbiol 2024; 9:3097-3109. [PMID: 39604625 DOI: 10.1038/s41564-024-01850-3] [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: 02/16/2023] [Accepted: 10/10/2024] [Indexed: 11/29/2024]
Abstract
Microbiome metabolism underlies numerous vital ecosystem functions. Individual microbiome members often perform partial catabolism of substrates or do not express all of the metabolic functions required for growth. Microbiome members can complement each other by exchanging metabolic intermediates and cellular building blocks to achieve a collective metabolism. We currently lack a mechanistic framework to explain why microbiome members adopt partial metabolism and how metabolic functions are distributed among them. Here we argue that natural selection for proteome efficiency-that is, performing essential metabolic fluxes at a minimal protein investment-explains partial metabolism of microbiome members, which underpins the collective metabolism of microbiomes. Using the carbon cycle as an example, we discuss motifs of collective metabolism, the conditions under which these motifs increase the proteome efficiency of individuals and the metabolic interactions they result in. In summary, we propose a mechanistic framework for how collective metabolic functions emerge from selection on individuals.
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Affiliation(s)
- Matthias Huelsmann
- Department of Environmental Systems Science, Swiss Federal Institute of Technology Zurich (ETH Zurich), Zurich, Switzerland.
- Department of Environmental Microbiology, Swiss Federal Institute of Aquatic Science and Technology (Eawag), Dübendorf, Switzerland.
- PharmaBiome AG, Schlieren, Switzerland.
| | - Olga T Schubert
- Department of Environmental Systems Science, Swiss Federal Institute of Technology Zurich (ETH Zurich), Zurich, Switzerland
- Department of Environmental Microbiology, Swiss Federal Institute of Aquatic Science and Technology (Eawag), Dübendorf, Switzerland
| | - Martin Ackermann
- Department of Environmental Systems Science, Swiss Federal Institute of Technology Zurich (ETH Zurich), Zurich, Switzerland
- Department of Environmental Microbiology, Swiss Federal Institute of Aquatic Science and Technology (Eawag), Dübendorf, Switzerland
- School of Architecture, Civil and Environmental Engineering, Swiss Federal Institute of Technology Lausanne (EPFL), Lausanne, Switzerland
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23
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MacLean J, Bartholomäus A, Blukis R, Liebner S, Wagner D. Metatranscriptomics of microbial biofilm succession on HDPE foil: uncovering plastic-degrading potential in soil communities. ENVIRONMENTAL MICROBIOME 2024; 19:95. [PMID: 39574143 PMCID: PMC11583400 DOI: 10.1186/s40793-024-00621-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/03/2024] [Accepted: 09/27/2024] [Indexed: 11/24/2024]
Abstract
BACKGROUND Although plastic pollution is increasing worldwide, very little is known about the microbial processes that take place once plastic debris is incorporated into the soil matrix. In this study, we conducted the first metatranscriptome analysis of polyethylene (PE)-associated biofilm communities in highly polluted landfill soil and compared their gene expression to that of a forest soil community within a 53-day period. RESULTS Our findings indicate that the microbial population present in soil contaminated with plastic debris is predisposed to both inhabit and degrade plastic surfaces. Surprisingly, the microbial community from undisturbed forest soil contained a diverse array of plastic-associated genes (PETase, alkB, etc.), indicating the presence of an enzymatic machinery capable of plastic degradation. Plastic-degrading taxa were upregulated in the early stages of biofilm formation. During the maturation of the biofilm, the alkB1/alkM transcripts, which encode PE-degrading enzymes, and transporters such as fadL, livG, livF, livH, and livM were upregulated, along with transcripts associated with the fatty acid β-oxidation pathway. CONCLUSIONS In this study, we address the underlying patterns of gene expression during biofilm development in a PE-associated plastisphere in soil and address the pressing question of whether natural microbial communities have the potential to biodegrade petrochemical-based plastic in the soil environment.
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Affiliation(s)
- Joana MacLean
- GFZ German Research Centre for Geosciences, Section Geomicrobiology, 14473, Potsdam, Germany.
| | - Alexander Bartholomäus
- GFZ German Research Centre for Geosciences, Section Geomicrobiology, 14473, Potsdam, Germany
| | - Roberts Blukis
- GFZ German Research Centre for Geosciences, Section Interface Geochemistry, 14473, Potsdam, Germany
- Leibniz-Institut für Kristallzüchtung, Max-Born-Str. 2, 12489, Berlin, Germany
| | - Susanne Liebner
- GFZ German Research Centre for Geosciences, Section Geomicrobiology, 14473, Potsdam, Germany
- Institute of Biochemistry and Biology, University of Potsdam, 14476, Potsdam, Germany
| | - Dirk Wagner
- GFZ German Research Centre for Geosciences, Section Geomicrobiology, 14473, Potsdam, Germany
- Institute of Geosciences, University of Potsdam, 14476, Potsdam, Germany
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24
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Silva-Solar S, Viver T, Wang Y, Orellana LH, Knittel K, Amann R. Acidimicrobiia, the actinomycetota of coastal marine sediments: Abundance, taxonomy and genomic potential. Syst Appl Microbiol 2024; 47:126555. [PMID: 39342656 DOI: 10.1016/j.syapm.2024.126555] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2024] [Revised: 09/18/2024] [Accepted: 09/20/2024] [Indexed: 10/01/2024]
Abstract
Microbial communities in marine sediments represent some of the densest and most diverse biological communities known, with up to a billion cells and thousands of species per milliliter. Among this taxonomic diversity, the class Acidimicrobiia, within the phylum Actinomycetota, stands out for its consistent presence, yet its limited taxonomic understanding obscures its ecological role. We used metagenome-assembled genomes from a 5-year Arctic fjord sampling campaign and compared them to publicly available Acidimicrobiia genomes using 16S rRNA gene and whole-genome phylogenies, alongside gene prediction and annotation to study their taxonomy and genomic potential. Overall, we provide a taxonomic overview of the class Acidimicrobiia and show its significant prevalence in Isfjorden and Helgoland coastal sediments, representing over 90% of Actinomycetota 16S rRNA gene sequences, and 3-7% of Bacteria. We propose Benthobacter isfjordensis gen. nov., sp. nov., Hadalibacter litoralis gen. nov., sp. nov., and two new species from Ilumatobacter, following SeqCode guidelines. In addition, we report the first in situ quantification of the family Ilumatobacteraceae, revealing its substantial presence (1-6%) in coastal sediments. This work highlights the need of refining the taxonomy of Acidimicrobiia to better understand their ecological contributions.
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Affiliation(s)
- Sebastián Silva-Solar
- Department of Molecular Ecology, Max Planck Institute for Marine Microbiology, Celsius Str 1, 28359 Bremen, Germany
| | - Tomeu Viver
- Department of Molecular Ecology, Max Planck Institute for Marine Microbiology, Celsius Str 1, 28359 Bremen, Germany
| | - Yueqing Wang
- Department of Molecular Ecology, Max Planck Institute for Marine Microbiology, Celsius Str 1, 28359 Bremen, Germany
| | - Luis H Orellana
- Department of Molecular Ecology, Max Planck Institute for Marine Microbiology, Celsius Str 1, 28359 Bremen, Germany
| | - Katrin Knittel
- Department of Molecular Ecology, Max Planck Institute for Marine Microbiology, Celsius Str 1, 28359 Bremen, Germany
| | - Rudolf Amann
- Department of Molecular Ecology, Max Planck Institute for Marine Microbiology, Celsius Str 1, 28359 Bremen, Germany.
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25
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Deng J, Cordero OX, Fukami T, Levin SA, Pringle RM, Solé R, Saavedra S. The development of ecological systems along paths of least resistance. Curr Biol 2024; 34:4813-4823.e14. [PMID: 39332401 DOI: 10.1016/j.cub.2024.08.050] [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: 12/10/2023] [Revised: 07/25/2024] [Accepted: 08/28/2024] [Indexed: 09/29/2024]
Abstract
A long-standing question in biology is whether there are common principles that characterize the development of ecological systems (the appearance of a group of taxa), regardless of organismal diversity and environmental context.1,2,3,4,5,6,7,8,9,10,11 Classic ecological theory holds that these systems develop following a sequenced, orderly process that generally proceeds from fast-growing to slow-growing taxa and depends on life-history trade-offs.2,12,13 However, it is also possible that this developmental order is simply the path with the least environmental resistance for survival of the component species and hence favored by probability alone. Here, we use theory and data to show that the order from fast- to slow-growing taxa is the most likely developmental path for diverse systems when local taxon interactions self-organize in light of environmental resistance. First, we demonstrate theoretically that a sequenced development is more likely than a simultaneous one, at least until the number of iterations becomes so large as to be ecologically implausible. We then show that greater diversity of taxa and life histories improves the likelihood of a sequenced order from fast- to slow-growing taxa. Using data from bacterial and metazoan systems,14,15,16,17,18,19 we present empirical evidence that the developmental order of ecological systems moves along the paths of least environmental resistance. The capacity of simple principles to explain the trend in the developmental order of diverse ecological systems paves the way to an enhanced understanding of collective features of life.
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Affiliation(s)
- Jie Deng
- Department of Civil and Environmental Engineering, MIT, 77 Massachusetts Avenue, Cambridge, MA 02139, USA.
| | - Otto X Cordero
- Department of Civil and Environmental Engineering, MIT, 77 Massachusetts Avenue, Cambridge, MA 02139, USA
| | - Tadashi Fukami
- Departments of Biology and Earth System Science, Stanford University, 371 Jane Stanford Way, Stanford, CA 94305, USA
| | - Simon A Levin
- Department of Ecology & Evolutionary Biology, Princeton University, Princeton, NJ 08544, USA
| | - Robert M Pringle
- Department of Ecology & Evolutionary Biology, Princeton University, Princeton, NJ 08544, USA.
| | - Ricard Solé
- Complex Systems Laboratory, Universitat Pompeu Fabra, Dr. Aiguader 88, 08003 Barcelona, Spain; Institució Catalana de Recerca i Estudis Avançats, Lluís Companys 23, 08010 Barcelona, Spain; Santa Fe Institute, 1399 Hyde Park Road, Santa Fe, NM 87501, USA
| | - Serguei Saavedra
- Department of Civil and Environmental Engineering, MIT, 77 Massachusetts Avenue, Cambridge, MA 02139, USA; Santa Fe Institute, 1399 Hyde Park Road, Santa Fe, NM 87501, USA.
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26
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Liu S, Zhang Z, Hao J, Zhao C, Han F, Xiong Q, Wang X, Du C, Xu H. Plastic debris mediates bacterial community coalescence by breaking dispersal limitation in the sediments of a large river. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2024; 359:124603. [PMID: 39047888 DOI: 10.1016/j.envpol.2024.124603] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/23/2024] [Revised: 07/21/2024] [Accepted: 07/22/2024] [Indexed: 07/27/2024]
Abstract
Plastic debris has recently been proposed as a novel habitat for bacterial colonization, which can raise perturbations in bacterial ecology after burial in riverine sediments. However, community coalescence, as a prevalent process involving the interrelationships of multiple communities and their surrounding environments, has been rarely discussed to reveal the impact of the plastisphere on sedimentary bacterial community. This study analyzed the bacterial community in plastic debris and sediment along the Nujiang River, elucidating the role of the plastisphere in mediating community coalescence in sediments. Our results demonstrated that the plastisphere and sedimentary bacterial communities exhibited distinct biogeography along the river (r = 0.694, p < 0.01). Based on overlapped taxa and SourceTracker, the extent of coalescence between adjacent communities was in following orders: plastic-plastic (0.589) > plastic-sediment (0.561) > sediment-sediment (0.496), indicating the plastisphere promoted bacterial community coalescence along the river. Flow velocity and geographic distance were the major factors driving the plastisphere changes, suggesting that the plastisphere were vulnerable to dispersal. The null model and the neutral model provided additional support for the higher immigration ability of the plastisphere to overcome dispersal limitation, highlighting the potential importance of the plastisphere in community coalescence. Network analysis indicated the critical role of keystone species (Proteobacteria, Bacteroidetes, and Gemmatimonadetes) in mediating the coalescence between sedimentary bacterial community and the plastisphere. In summary, the plastisphere could mediate the coalescence of bacterial communities by overcoming dispersal limitation, which provides new perspectives on the plastisphere altering bacterial ecology in riverine sediments.
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Affiliation(s)
- Sheng Liu
- School of Civil Engineering, Shandong University, Jinan, Shandong, 250061, China.
| | - Zixuan Zhang
- School of Civil Engineering, Shandong University, Jinan, Shandong, 250061, China
| | - Jie Hao
- School of Environmental Science and Engineering, Shandong University, Qingdao, Shandong, 266000, China
| | - Chuanfu Zhao
- School of Civil Engineering, Shandong University, Jinan, Shandong, 250061, China
| | - Fei Han
- School of Civil Engineering, Shandong University, Jinan, Shandong, 250061, China
| | - Qingrong Xiong
- School of Civil Engineering, Shandong University, Jinan, Shandong, 250061, China
| | - Xun Wang
- Key Laboratory of Integrated Regulation and Resource Development on Shallow Lake of Ministry of Education, College of Environment, Hohai University, Nanjing, 210098, China
| | - Chenggong Du
- Jiangsu Key Laboratory for Eco-Agricultural Biotechnology around Hongze Lake, Huaiyin Normal University, Huai'an, Jiangsu, 223300, China
| | - Hongzhe Xu
- Dept of Biostatistics and Computational Biology, University of Rochester, Rochester, NY, USA
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27
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Karačić S, Suarez C, Hagelia P, Persson F, Modin O, Martins PD, Wilén BM. Microbial acidification by N, S, Fe and Mn oxidation as a key mechanism for deterioration of subsea tunnel sprayed concrete. Sci Rep 2024; 14:22742. [PMID: 39349736 PMCID: PMC11442690 DOI: 10.1038/s41598-024-73911-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2024] [Accepted: 09/23/2024] [Indexed: 10/04/2024] Open
Abstract
The deterioration of fibre-reinforced sprayed concrete was studied in the Oslofjord subsea tunnel (Norway). At sites with intrusion of saline groundwater resulting in biofilm growth, the concrete exhibited significant concrete deterioration and steel fibre corrosion. Using amplicon sequencing and shotgun metagenomics, the microbial taxa and surveyed potential microbial mechanisms of concrete degradation at two sites over five years were identified. The concrete beneath the biofilm was investigated with polarised light microscopy, scanning electron microscopy and X-ray diffraction. The oxic environment in the tunnel favoured aerobic oxidation processes in nitrogen, sulfur and metal biogeochemical cycling as evidenced by large abundances of metagenome-assembled genomes (MAGs) with potential for oxidation of nitrogen, sulfur, manganese and iron, observed mild acidification of the concrete, and the presence of manganese- and iron oxides. These results suggest that autotrophic microbial populations involved in the cycling of several elements contributed to the corrosion of steel fibres and acidification causing concrete deterioration.
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Affiliation(s)
- Sabina Karačić
- Department of Architecture and Civil Engineering, Chalmers University of Technology, Göteborg, 41296, Sweden
- Institute of Medical Microbiology, Immunology and Parasitology, Medical Faculty, Rheinische Friedrich-Wilhelms Universität, 53127, Bonn, Germany
| | - Carolina Suarez
- Division of Water Resources Engineering, Faculty of Engineering LTH, Lund University, Lund, 221 00, Sweden
- Sweden Water Research AB, Lund, 222 35, Sweden
| | - Per Hagelia
- Construction Division, The Norwegian Public Roads Administration, Oslo, 0030, Norway
- Müller-Sars Biological Station, Ørje, NO-1871, Norway
| | - Frank Persson
- Department of Architecture and Civil Engineering, Chalmers University of Technology, Göteborg, 41296, Sweden
| | - Oskar Modin
- Department of Architecture and Civil Engineering, Chalmers University of Technology, Göteborg, 41296, Sweden
| | - Paula Dalcin Martins
- Department of Ecosystem and Landscape Dynamics, University of Amsterdam, Amsterdam, 1090 GE, Netherlands
- Microbial Ecology Cluster, GELIFES, University of Groningen, Groningen, 9747 AG, Netherlands
| | - Britt-Marie Wilén
- Department of Architecture and Civil Engineering, Chalmers University of Technology, Göteborg, 41296, Sweden.
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28
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Schubotz F. Going deep on marine lipid metabolism. Science 2024; 385:1167-1168. [PMID: 39265029 DOI: 10.1126/science.ads0919] [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: 09/14/2024]
Abstract
Marine bacteria cooperate to degrade lipids in sinking particulate organic matter.
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Affiliation(s)
- Florence Schubotz
- MARUM-Center for Marine Environmental Sciences, University of Bremen, 28359 Bremen, Germany
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29
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Chiang BH, Vega G, Dunwoody SC, Patnode ML. Bacterial interactions on nutrient-rich surfaces in the gut lumen. Infect Immun 2024; 92:e0048023. [PMID: 38506518 PMCID: PMC11384750 DOI: 10.1128/iai.00480-23] [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: 03/21/2024] Open
Abstract
The intestinal lumen is a turbulent, semi-fluid landscape where microbial cells and nutrient-rich particles are distributed with high heterogeneity. Major questions regarding the basic physical structure of this dynamic microbial ecosystem remain unanswered. Most gut microbes are non-motile, and it is unclear how they achieve optimum localization relative to concentrated aggregations of dietary glycans that serve as their primary source of energy. In addition, a random spatial arrangement of cells in this environment is predicted to limit sustained interactions that drive co-evolution of microbial genomes. The ecological consequences of random versus organized microbial localization have the potential to control both the metabolic outputs of the microbiota and the propensity for enteric pathogens to participate in proximity-dependent microbial interactions. Here, we review evidence suggesting that several bacterial species adopt organized spatial arrangements in the gut via adhesion. We highlight examples where localization could contribute to antagonism or metabolic interdependency in nutrient degradation, and we discuss imaging- and sequencing-based technologies that have been used to assess the spatial positions of cells within complex microbial communities.
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Affiliation(s)
- Bo Huey Chiang
- Department of Microbiology and Environmental Toxicology, University of California, Santa Cruz, California, USA
- Graduate Program in Biological Sciences and Engineering, University of California, Santa Cruz, California, USA
| | - Giovanni Vega
- Department of Microbiology and Environmental Toxicology, University of California, Santa Cruz, California, USA
- Graduate Program in Biological Sciences and Engineering, University of California, Santa Cruz, California, USA
| | - Sarah C. Dunwoody
- Department of Microbiology and Environmental Toxicology, University of California, Santa Cruz, California, USA
| | - Michael L. Patnode
- Department of Microbiology and Environmental Toxicology, University of California, Santa Cruz, California, USA
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30
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Bressac M, Laurenceau-Cornec EC, Kennedy F, Santoro AE, Paul NL, Briggs N, Carvalho F, Boyd PW. Decoding drivers of carbon flux attenuation in the oceanic biological pump. Nature 2024; 633:587-593. [PMID: 39261723 PMCID: PMC11410664 DOI: 10.1038/s41586-024-07850-x] [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: 04/20/2022] [Accepted: 07/18/2024] [Indexed: 09/13/2024]
Abstract
The biological pump supplies carbon to the oceans' interior, driving long-term carbon sequestration and providing energy for deep-sea ecosystems1,2. Its efficiency is set by transformations of newly formed particles in the euphotic zone, followed by vertical flux attenuation via mesopelagic processes3. Depth attenuation of the particulate organic carbon (POC) flux is modulated by multiple processes involving zooplankton and/or microbes4,5. Nevertheless, it continues to be mainly parameterized using an empirically derived relationship, the 'Martin curve'6. The derived power-law exponent is the standard metric used to compare flux attenuation patterns across oceanic provinces7,8. Here we present in situ experimental findings from C-RESPIRE9, a dual particle interceptor and incubator deployed at multiple mesopelagic depths, measuring microbially mediated POC flux attenuation. We find that across six contrasting oceanic regimes, representing a 30-fold range in POC flux, degradation by particle-attached microbes comprised 7-29 per cent of flux attenuation, implying a more influential role for zooplankton in flux attenuation. Microbial remineralization, normalized to POC flux, ranged by 20-fold across sites and depths, with the lowest rates at high POC fluxes. Vertical trends, of up to threefold changes, were linked to strong temperature gradients at low-latitude sites. In contrast, temperature played a lesser role at mid- and high-latitude sites, where vertical trends may be set jointly by particle biochemistry, fragmentation and microbial ecophysiology. This deconstruction of the Martin curve reveals the underpinning mechanisms that drive microbially mediated POC flux attenuation across oceanic provinces.
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Affiliation(s)
- M Bressac
- Sorbonne Université, CNRS, Laboratoire d'Océanographie de Villefranche, Villefranche-sur-Mer, France.
- Institute for Marine and Antarctic Studies, University of Tasmania, Hobart, Tasmania, Australia.
| | - E C Laurenceau-Cornec
- Institute for Marine and Antarctic Studies, University of Tasmania, Hobart, Tasmania, Australia
- Univ. Brest, IUEM, CNRS, LEMAR, IRD, Ifremer, Plouzané, France
| | - F Kennedy
- Institute for Marine and Antarctic Studies, University of Tasmania, Hobart, Tasmania, Australia
| | - A E Santoro
- Department of Ecology, Evolution and Marine Biology, University of California, Santa Barbara, CA, USA
| | - N L Paul
- Department of Ecology, Evolution and Marine Biology, University of California, Santa Barbara, CA, USA
| | - N Briggs
- National Oceanography Centre, European Way, Southampton, UK
| | - F Carvalho
- National Oceanography Centre, European Way, Southampton, UK
| | - P W Boyd
- Institute for Marine and Antarctic Studies, University of Tasmania, Hobart, Tasmania, Australia
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31
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Huang Y, Mukherjee A, Schink S, Benites NC, Basan M. Evolution and stability of complex microbial communities driven by trade-offs. Mol Syst Biol 2024; 20:997-1005. [PMID: 38961275 PMCID: PMC11369148 DOI: 10.1038/s44320-024-00051-8] [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: 04/24/2024] [Revised: 06/18/2024] [Accepted: 06/20/2024] [Indexed: 07/05/2024] Open
Abstract
Microbial communities are ubiquitous in nature and play an important role in ecology and human health. Cross-feeding is thought to be core to microbial communities, though it remains unclear precisely why it emerges. Why have multi-species microbial communities evolved in many contexts and what protects microbial consortia from invasion? Here, we review recent insights into the emergence and stability of coexistence in microbial communities. A particular focus is the long-term evolutionary stability of coexistence, as observed for microbial communities that spontaneously evolved in the E. coli long-term evolution experiment (LTEE). We analyze these findings in the context of recent work on trade-offs between competing microbial objectives, which can constitute a mechanistic basis for the emergence of coexistence. Coexisting communities, rather than monocultures of the 'fittest' single strain, can form stable endpoints of evolutionary trajectories. Hence, the emergence of coexistence might be an obligatory outcome in the evolution of microbial communities. This implies that rather than embodying fragile metastable configurations, some microbial communities can constitute formidable ecosystems that are difficult to disrupt.
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Affiliation(s)
- Yanqing Huang
- Harvard Medical School, Department of Systems Biology, Boston, USA
| | - Avik Mukherjee
- Harvard Medical School, Department of Systems Biology, Boston, USA
| | - Severin Schink
- Harvard Medical School, Department of Systems Biology, Boston, USA
| | | | - Markus Basan
- Harvard Medical School, Department of Systems Biology, Boston, USA.
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32
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Batsch M, Guex I, Todorov H, Heiman CM, Vacheron J, Vorholt JA, Keel C, van der Meer JR. Fragmented micro-growth habitats present opportunities for alternative competitive outcomes. Nat Commun 2024; 15:7591. [PMID: 39217178 PMCID: PMC11365936 DOI: 10.1038/s41467-024-51944-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2024] [Accepted: 08/20/2024] [Indexed: 09/04/2024] Open
Abstract
Bacteria in nature often thrive in fragmented environments, like soil pores, plant roots or plant leaves, leading to smaller isolated habitats, shared with fewer species. This spatial fragmentation can significantly influence bacterial interactions, affecting overall community diversity. To investigate this, we contrast paired bacterial growth in tiny picoliter droplets (1-3 cells per 35 pL up to 3-8 cells per species in 268 pL) with larger, uniform liquid cultures (about 2 million cells per 140 µl). We test four interaction scenarios using different bacterial strains: substrate competition, substrate independence, growth inhibition, and cell killing. In fragmented environments, interaction outcomes are more variable and sometimes even reverse compared to larger uniform cultures. Both experiments and simulations show that these differences stem mostly from variation in initial cell population growth phenotypes and their sizes. These effects are most significant with the smallest starting cell populations and lessen as population size increases. Simulations suggest that slower-growing species might survive competition by increasing growth variability. Our findings reveal how microhabitat fragmentation promotes diverse bacterial interaction outcomes, contributing to greater species diversity under competitive conditions.
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Affiliation(s)
- Maxime Batsch
- Department of Fundamental Microbiology, University of Lausanne, CH-1015, Lausanne, Switzerland
| | - Isaline Guex
- Department of Mathematics, University of Fribourg, CH-1700, Fribourg, Switzerland
| | - Helena Todorov
- Department of Fundamental Microbiology, University of Lausanne, CH-1015, Lausanne, Switzerland
| | - Clara M Heiman
- Department of Fundamental Microbiology, University of Lausanne, CH-1015, Lausanne, Switzerland
| | - Jordan Vacheron
- Department of Fundamental Microbiology, University of Lausanne, CH-1015, Lausanne, Switzerland
| | - Julia A Vorholt
- Institute for Microbiology, Swiss Federal Institute of Technology (ETH Zürich), CH-8049, Zürich, Switzerland
| | - Christoph Keel
- Department of Fundamental Microbiology, University of Lausanne, CH-1015, Lausanne, Switzerland
| | - Jan Roelof van der Meer
- Department of Fundamental Microbiology, University of Lausanne, CH-1015, Lausanne, Switzerland.
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Puente-Sánchez F, Pascual-García A, Bastolla U, Pedrós-Alió C, Tamames J. Cross-biome microbial networks reveal functional redundancy and suggest genome reduction through functional complementarity. Commun Biol 2024; 7:1046. [PMID: 39181977 PMCID: PMC11344793 DOI: 10.1038/s42003-024-06616-5] [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: 06/26/2023] [Accepted: 07/23/2024] [Indexed: 08/27/2024] Open
Abstract
The structure of microbial communities arises from a multitude of factors, including the interactions of microorganisms with each other and with the environment. In this work, we sought to disentangle those drivers by performing a cross-study, cross-biome meta-analysis of microbial occurrence data in more than 5000 samples, applying a novel network clustering algorithm aimed to capture conditional taxa co-occurrences. We then examined the phylogenetic and functional composition of the resulting clusters, and searched for global patterns of assembly both at the community level and in the presence/absence of individual metabolic pathways.Our analysis highlighted the prevalence of functional redundancy in microbial communities, particularly between taxa that co-occur in more than one environment, pointing to a relationship between functional redundancy and environmental adaptation. In spite of this, certain pathways were observed in fewer taxa than expected by chance, suggesting the presence of auxotrophy, and presumably cooperation among community members. This hypothetical cooperation may play a role in genome reduction, since we observed a negative relationship between the size of bacterial genomes and the size of the community they belong to.Overall, our results suggest the microbial community assembly is driven by universal principles that operate consistently across different biomes and taxonomic groups.
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Affiliation(s)
- Fernando Puente-Sánchez
- Systems Biology Department, Centro Nacional de Biotecnología (CSIC), C/ Darwin 3, Campus de Cantoblanco, 28049, Madrid, Spain.
- Department of Aquatic Sciences and Assessment, Swedish University for Agricultural Sciences (SLU), Lennart Hjelms väg 9, 756 51, Uppsala, Sweden.
| | - Alberto Pascual-García
- Systems Biology Department, Centro Nacional de Biotecnología (CSIC), C/ Darwin 3, Campus de Cantoblanco, 28049, Madrid, Spain
| | - Ugo Bastolla
- Computational Biology and Bioinformatics, Centro de Biología Molecular Severo Ochoa (Universidad Autónoma de Madrid - CSIC), C/ Nicolás Cabrera 1, Campus de Cantoblanco, 28049, Madrid, Spain
| | - Carlos Pedrós-Alió
- Systems Biology Department, Centro Nacional de Biotecnología (CSIC), C/ Darwin 3, Campus de Cantoblanco, 28049, Madrid, Spain
| | - Javier Tamames
- Systems Biology Department, Centro Nacional de Biotecnología (CSIC), C/ Darwin 3, Campus de Cantoblanco, 28049, Madrid, Spain
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Robertson JM, Garza EA, Stubbusch AKM, Dupont CL, Hwa T, Held NA. Marine bacteria Alteromonas spp. require UDP-glucose-4-epimerase for aggregation and production of sticky exopolymer. mBio 2024; 15:e0003824. [PMID: 38958440 PMCID: PMC11325263 DOI: 10.1128/mbio.00038-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2024] [Accepted: 05/23/2024] [Indexed: 07/04/2024] Open
Abstract
The physiology and ecology of particle-associated marine bacteria are of growing interest, but our knowledge of their aggregation behavior and mechanisms controlling their association with particles remains limited. We have found that a particle-associated isolate, Alteromonas sp. ALT199 strain 4B03, and the related type-strain A. macleodii 27126 both form large (>500 μm) aggregates while growing in rich medium. A non-clumping variant (NCV) of 4B03 spontaneously arose in the lab, and whole-genome sequencing revealed a partial deletion in the gene encoding UDP-glucose-4-epimerase (galEΔ308-324). In 27126, a knock-out of galE (ΔgalE::kmr) resulted in a loss of aggregation, mimicking the NCV. Microscopic analysis shows that both 4B03 and 27126 rapidly form large aggregates, whereas their respective galE mutants remain primarily as single planktonic cells or clusters of a few cells. Strains 4B03 and 27126 also form aggregates with chitin particles, but their galE mutants do not. Alcian Blue staining shows that 4B03 and 27126 produce large transparent exopolymer particles (TEP), but their galE mutants are deficient in this regard. This study demonstrates the capabilities of cell-cell aggregation, aggregation of chitin particles, and production of TEP in strains of Alteromonas, a widespread particle-associated genus of heterotrophic marine bacteria. A genetic requirement for galE is evident for each of the above capabilities, expanding the known breadth of requirement for this gene in biofilm-related processes. IMPORTANCE Heterotrophic marine bacteria have a central role in the global carbon cycle. Well-known for releasing CO2 by decomposition and respiration, they may also contribute to particulate organic matter (POM) aggregation, which can promote CO2 sequestration via the formation of marine snow. We find that two members of the prevalent particle-associated genus Alteromonas can form aggregates comprising cells alone or cells and chitin particles, indicating their ability to drive POM aggregation. In line with their multivalent aggregation capability, both strains produce TEP, an excreted polysaccharide central to POM aggregation in the ocean. We demonstrate a genetic requirement for galE in aggregation and large TEP formation, building our mechanistic understanding of these aggregative capabilities. These findings point toward a role for heterotrophic bacteria in POM aggregation in the ocean and support broader efforts to understand bacterial controls on the global carbon cycle based on microbial activities, community structure, and meta-omic profiling.
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Affiliation(s)
- Jacob M Robertson
- Division of Biological Sciences, UC San Diego, La Jolla, California, USA
| | - Erin A Garza
- Microbial and Environmental Genomics, J Craig Venter Institute, La Jolla, California, USA
| | - Astrid K M Stubbusch
- Department of Environmental Systems Science, Institute of Biogeochemistry and Pollutant Dynamics, ETH Zürich, Zürich, Switzerland
- Department of Environmental Microbiology, Eawag: Swiss Federal Institute of Aquatic Science and Technology, Dübendorf, Switzerland
- Department of Earth Sciences, Geological Institute, ETH Zurich, Zurich, Switzerland
| | - Christopher L Dupont
- Microbial and Environmental Genomics, J Craig Venter Institute, La Jolla, California, USA
| | - Terence Hwa
- Division of Biological Sciences, UC San Diego, La Jolla, California, USA
- Department of Physics, UC San Diego, La Jolla, California, USA
| | - Noelle A Held
- Department of Environmental Systems Science, Institute of Biogeochemistry and Pollutant Dynamics, ETH Zürich, Zürich, Switzerland
- Department of Environmental Microbiology, Eawag: Swiss Federal Institute of Aquatic Science and Technology, Dübendorf, Switzerland
- Department of Biological Sciences, Marine and Environmental Biology Section, University of Southern California, Los Angeles, California, USA
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Wang M, Vladimirsky A, Giometto A. Overcoming toxicity: why boom-and-bust cycles are good for non-antagonistic microbes. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.08.09.607393. [PMID: 39211125 PMCID: PMC11361132 DOI: 10.1101/2024.08.09.607393] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/04/2024]
Abstract
Antagonistic interactions are critical determinants of microbial community stability and composition, offering host benefits such as pathogen protection and providing avenues for antimicrobial control. While the ability to eliminate competitors confers an advantage to antagonistic microbes, it often incurs a fitness cost. Consequently, many microbes only produce toxins or engage in antagonistic behavior in response to specific cues like population density or environmental stress. In laboratory settings, antagonistic microbes typically dominate over sensitive ones, raising the question of why both antagonistic and non-antagonistic microbes are found in natural environments and host microbiomes. Here, using both theoretical models and experiments with killer strains of Saccharomyces cerevisiae , we show that boom-and-bust dynamics caused by temporal environmental fluctuations can favor non-antagonistic microbes that do not incur the growth rate cost of toxin production. Additionally, using control theory, we derive bounds on the competitive performance and identify optimal regulatory toxin-production strategies in various boom-and-bust environments where population dilutions occur either deterministically or stochastically over time. Our findings offer a new perspective on how both antagonistic and non-antagonistic microbes can thrive under varying environmental conditions.
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Connors E, Lebreton L, Bowman JS, Royer S. Changes in microbial community structure of bio-fouled polyolefins over a year-long seawater incubation in Hawai'i. ENVIRONMENTAL MICROBIOLOGY REPORTS 2024; 16:e13283. [PMID: 39075734 PMCID: PMC11286543 DOI: 10.1111/1758-2229.13283] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/02/2023] [Accepted: 04/30/2024] [Indexed: 07/31/2024]
Abstract
Plastic waste, especially positively buoyant polymers known as polyolefins, are a major component of floating debris in the marine environment. While plastic colonisation by marine microbes is well documented from environmental samples, the succession of marine microbial community structure over longer time scales (> > 1 month) and across different types and shapes of plastic debris is less certain. We analysed 16S rRNA and 18S rRNA amplicon gene sequences from biofilms on polyolefin debris floating in a flow-through seawater tank in Hawai'i to assess differences in microbial succession across the plastic types of polypropylene (PP) and both high-density polyethylene (HDPE) and low-density polyethylene (LDPE) made of different plastic shapes (rod, film and cube) under the same environmental conditions for 1 year. Regardless of type or shape, all plastic debris were dominated by the eukaryotic diatom Nitzschia, and only plastic type was significantly important for bacterial community structure over time (p = 0.005). PE plastics had higher differential abundance when compared to PP for 20 bacterial and eight eukaryotic taxa, including the known plastic degrading bacterial taxon Hyphomonas (p = 0.01). Results from our study provide empirical evidence that plastic type may be more important for bacterial than eukaryotic microbial community succession on polyolefin pollution under similar conditions.
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Affiliation(s)
| | - Laurent Lebreton
- Center for Marine Debris ResearchHawaii Pacific UniversityWaimānaloHawaiiUSA
| | - Jeff S. Bowman
- Scripps Institution of OceanographyLa JollaCaliforniaUSA
| | - Sarah‐Jeanne Royer
- Center for Marine Debris ResearchHawaii Pacific UniversityWaimānaloHawaiiUSA
- The Ocean Cleanup FoundationRotterdamThe Netherlands
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37
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Silverstein MR, Bhatnagar JM, Segrè D. Metabolic complexity drives divergence in microbial communities. Nat Ecol Evol 2024; 8:1493-1504. [PMID: 38956426 DOI: 10.1038/s41559-024-02440-6] [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: 08/04/2023] [Accepted: 05/14/2024] [Indexed: 07/04/2024]
Abstract
Microbial communities are shaped by environmental metabolites, but the principles that govern whether different communities will converge or diverge in any given condition remain unknown, posing fundamental questions about the feasibility of microbiome engineering. Here we studied the longitudinal assembly dynamics of a set of natural microbial communities grown in laboratory conditions of increasing metabolic complexity. We found that different microbial communities tend to become similar to each other when grown in metabolically simple conditions, but they diverge in composition as the metabolic complexity of the environment increases, a phenomenon we refer to as the divergence-complexity effect. A comparative analysis of these communities revealed that this divergence is driven by community diversity and by the assortment of specialist taxa capable of degrading complex metabolites. An ecological model of community dynamics indicates that the hierarchical structure of metabolism itself, where complex molecules are enzymatically degraded into progressively simpler ones that then participate in cross-feeding between community members, is necessary and sufficient to recapitulate our experimental observations. In addition to helping understand the role of the environment in community assembly, the divergence-complexity effect can provide insight into which environments support multiple community states, enabling the search for desired ecosystem functions towards microbiome engineering applications.
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Affiliation(s)
- Michael R Silverstein
- Bioinformatics Program, Faculty of Computing and Data Science, Boston University, Boston, MA, USA
- Biological Design Center, Boston University, Boston, MA, USA
| | - Jennifer M Bhatnagar
- Bioinformatics Program, Faculty of Computing and Data Science, Boston University, Boston, MA, USA
- Department of Biology, Boston University, Boston, MA, USA
| | - Daniel Segrè
- Bioinformatics Program, Faculty of Computing and Data Science, Boston University, Boston, MA, USA.
- Biological Design Center, Boston University, Boston, MA, USA.
- Department of Biology, Boston University, Boston, MA, USA.
- Department of Biomedical Engineering and Department of Physics, Boston University, Boston, MA, USA.
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38
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Givati S, Forchielli E, Aharonovich D, Barak N, Weissberg O, Belkin N, Rahav E, Segrè D, Sher D. Diversity in the utilization of different molecular classes of dissolved organic matter by heterotrophic marine bacteria. Appl Environ Microbiol 2024; 90:e0025624. [PMID: 38920365 PMCID: PMC11267927 DOI: 10.1128/aem.00256-24] [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: 02/13/2024] [Accepted: 06/04/2024] [Indexed: 06/27/2024] Open
Abstract
Heterotrophic marine bacteria utilize and recycle dissolved organic matter (DOM), impacting biogeochemical cycles. It is currently unclear to what extent distinct DOM components can be used by different heterotrophic clades. Here, we ask how a natural microbial community from the Eastern Mediterranean Sea (EMS) responds to different molecular classes of DOM (peptides, amino acids, amino sugars, disaccharides, monosaccharides, and organic acids) comprising much of the biomass of living organisms. Bulk bacterial activity increased after 24 h for all treatments relative to the control, while glucose and ATP uptake decreased or remained unchanged. Moreover, while the per-cell uptake rate of glucose and ATP decreased, that of Leucin significantly increased for amino acids, reflecting their importance as common metabolic currencies in the marine environment. Pseudoalteromonadaceae dominated the peptides treatment, while different Vibrionaceae strains became dominant in response to amino acids and amino sugars. Marinomonadaceae grew well on organic acids, and Alteromonadaseae on disaccharides. A comparison with a recent laboratory-based study reveals similar peptide preferences for Pseudoalteromonadaceae, while Alteromonadaceae, for example, grew well in the lab on many substrates but dominated in seawater samples only when disaccharides were added. We further demonstrate a potential correlation between the genetic capacity for degrading amino sugars and the dominance of specific clades in these treatments. These results highlight the diversity in DOM utilization among heterotrophic bacteria and complexities in the response of natural communities. IMPORTANCE A major goal of microbial ecology is to predict the dynamics of natural communities based on the identity of the organisms, their physiological traits, and their genomes. Our results show that several clades of heterotrophic bacteria each grow in response to one or more specific classes of organic matter. For some clades, but not others, growth in a complex community is similar to that of isolated strains in laboratory monoculture. Additionally, by measuring how the entire community responds to various classes of organic matter, we show that these results are ecologically relevant, and propose that some of these resources are utilized through common uptake pathways. Tracing the path between different resources to the specific microbes that utilize them, and identifying commonalities and differences between different natural communities and between them and lab cultures, is an important step toward understanding microbial community dynamics and predicting how communities will respond to perturbations.
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Affiliation(s)
- Shira Givati
- Department of Marine Biology, University of Haifa, Haifa, Israel
- Israel Oceanographic and Limnological Research, National Institute of Oceanography, Haifa, Israel
| | - Elena Forchielli
- Department of Biology, Boston University, Boston, Massachusetts, USA
| | | | - Noga Barak
- Department of Marine Biology, University of Haifa, Haifa, Israel
| | - Osnat Weissberg
- Department of Marine Biology, University of Haifa, Haifa, Israel
| | - Natalia Belkin
- Israel Oceanographic and Limnological Research, National Institute of Oceanography, Haifa, Israel
| | - Eyal Rahav
- Israel Oceanographic and Limnological Research, National Institute of Oceanography, Haifa, Israel
| | - Daniel Segrè
- Department of Biology, Boston University, Boston, Massachusetts, USA
- Department of Biomedical Engineering, Department of Physics, Biological Design Center, Boston University, Boston, Massachusetts, USA
| | - Daniel Sher
- Department of Marine Biology, University of Haifa, Haifa, Israel
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39
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Zomer A, Ingham CJ, von Meijenfeldt FAB, Escobar Doncel Á, van de Kerkhof GT, Hamidjaja R, Schouten S, Schertel L, Müller KH, Catón L, Hahnke RL, Bolhuis H, Vignolini S, Dutilh BE. Structural color in the bacterial domain: The ecogenomics of a 2-dimensional optical phenotype. Proc Natl Acad Sci U S A 2024; 121:e2309757121. [PMID: 38990940 PMCID: PMC11260094 DOI: 10.1073/pnas.2309757121] [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: 07/08/2023] [Accepted: 04/23/2024] [Indexed: 07/13/2024] Open
Abstract
Structural color is an optical phenomenon resulting from light interacting with nanostructured materials. Although structural color (SC) is widespread in the tree of life, the underlying genetics and genomics are not well understood. Here, we collected and sequenced a set of 87 structurally colored bacterial isolates and 30 related strains lacking SC. Optical analysis of colonies indicated that diverse bacteria from at least two different phyla (Bacteroidetes and Proteobacteria) can create two-dimensional packing of cells capable of producing SC. A pan-genome-wide association approach was used to identify genes associated with SC. The biosynthesis of uroporphyrin and pterins, as well as carbohydrate utilization and metabolism, was found to be involved. Using this information, we constructed a classifier to predict SC directly from bacterial genome sequences and validated it by cultivating and scoring 100 strains that were not part of the training set. We predicted that SCr is widely distributed within gram-negative bacteria. Analysis of over 13,000 assembled metagenomes suggested that SC is nearly absent from most habitats associated with multicellular organisms except macroalgae and is abundant in marine waters and surface/air interfaces. This work provides a large-scale ecogenomics view of SC in bacteria and identifies microbial pathways and evolutionary relationships that underlie this optical phenomenon.
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Affiliation(s)
- Aldert Zomer
- Division of Infectious Diseases and Immunology, Utrecht University, Utrecht3584 CL, the Netherlands
| | - Colin J. Ingham
- Hoekmine Besloten Vennootschap, Utrecht3515 GJ, the Netherlands
| | - F. A. Bastiaan von Meijenfeldt
- Theoretical Biology and Bioinformatics, Department of Biology, Science for Life, Utrecht University, Utrecht3584 CH, the Netherlands
- Department of Marine Microbiology & Biogeochemistry, Royal Netherlands Institute for Sea Research, ‘t Horntje1797 SZ, The Netherlands
| | | | - Gea T. van de Kerkhof
- Yusuf Hamied Department of Chemistry, University of Cambridge, CambridgeCB2 1EW, United Kingdom
| | | | - Sanne Schouten
- Hoekmine Besloten Vennootschap, Utrecht3515 GJ, the Netherlands
| | - Lukas Schertel
- Yusuf Hamied Department of Chemistry, University of Cambridge, CambridgeCB2 1EW, United Kingdom
- Department of Physics, University of Fribourg, FribourgCH-1700, Switzerland
| | - Karin H. Müller
- Department of Physiology, Development and Neuroscience, Cambridge Advanced Imaging Centre, University of Cambridge, CambridgeCB2 3DY, United Kingdom
| | - Laura Catón
- Hoekmine Besloten Vennootschap, Utrecht3515 GJ, the Netherlands
- Yusuf Hamied Department of Chemistry, University of Cambridge, CambridgeCB2 1EW, United Kingdom
| | - Richard L. Hahnke
- Leibniz Institute, German Collection of Microorganisms and Cell Cultures, Braunschweig38124, Germany
| | - Henk Bolhuis
- Department of Marine Microbiology & Biogeochemistry, Royal Netherlands Institute for Sea Research, ‘t Horntje1797 SZ, The Netherlands
| | - Silvia Vignolini
- Yusuf Hamied Department of Chemistry, University of Cambridge, CambridgeCB2 1EW, United Kingdom
- Sustainable and Bio-inspired Materials, Max Planck Institute of Colloids and Interfaces, Potsdam14476, Germany
| | - Bas E. Dutilh
- Theoretical Biology and Bioinformatics, Department of Biology, Science for Life, Utrecht University, Utrecht3584 CH, the Netherlands
- Institute of Biodiversity, Faculty of Biological Sciences, Cluster of Excellence Balance of the Microverse, Friedrich Schiller University Jena, Jena07743, Germany
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40
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Abdoli P, Vulin C, Lepiz M, Chase AB, Weihe C, Rodríguez-Verdugo A. Substrate complexity buffers negative interactions in a synthetic community of leaf litter degraders. FEMS Microbiol Ecol 2024; 100:fiae102. [PMID: 39020097 PMCID: PMC11289631 DOI: 10.1093/femsec/fiae102] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2024] [Revised: 07/02/2024] [Accepted: 07/16/2024] [Indexed: 07/19/2024] Open
Abstract
Leaf litter microbes collectively degrade plant polysaccharides, influencing land-atmosphere carbon exchange. An open question is how substrate complexity-defined as the structure of the saccharide and the amount of external processing by extracellular enzymes-influences species interactions. We tested the hypothesis that monosaccharides (i.e. xylose) promote negative interactions through resource competition, and polysaccharides (i.e. xylan) promote neutral or positive interactions through resource partitioning or synergism among extracellular enzymes. We assembled a three-species community of leaf litter-degrading bacteria isolated from a grassland site in Southern California. In the polysaccharide xylan, pairs of species stably coexisted and grew equally in coculture and in monoculture. Conversely, in the monosaccharide xylose, competitive exclusion and negative interactions prevailed. These pairwise dynamics remained consistent in a three-species community: all three species coexisted in xylan, while only two species coexisted in xylose, with one species capable of using peptone. A mathematical model showed that in xylose these dynamics could be explained by resource competition. Instead, the model could not predict the coexistence patterns in xylan, suggesting other interactions exist during biopolymer degradation. Overall, our study shows that substrate complexity influences species interactions and patterns of coexistence in a synthetic microbial community of leaf litter degraders.
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Affiliation(s)
- Parmis Abdoli
- Department of Ecology and Evolutionary Biology, University of California Irvine, 321 Steinhaus Hall, Irvine, CA 92697, United States
| | - Clément Vulin
- Department of Fundamental Microbiology, University of Lausanne, Biophore, CH-1015 Lausanne, Switzerland
| | - Miriam Lepiz
- Department of Ecology and Evolutionary Biology, University of California Irvine, 321 Steinhaus Hall, Irvine, CA 92697, United States
| | - Alexander B Chase
- Department of Earth Sciences, Southern Methodist University, 3225 Daniel Avenue, Suite 207, Heroy Hall, Dallas, TX 75205, United States
| | - Claudia Weihe
- Department of Ecology and Evolutionary Biology, University of California Irvine, 321 Steinhaus Hall, Irvine, CA 92697, United States
| | - Alejandra Rodríguez-Verdugo
- Department of Ecology and Evolutionary Biology, University of California Irvine, 321 Steinhaus Hall, Irvine, CA 92697, United States
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41
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Holbrook-Smith D, Trouillon J, Sauer U. Metabolomics and Microbial Metabolism: Toward a Systematic Understanding. Annu Rev Biophys 2024; 53:41-64. [PMID: 38109374 DOI: 10.1146/annurev-biophys-030722-021957] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2023]
Abstract
Over the past decades, our understanding of microbial metabolism has increased dramatically. Metabolomics, a family of techniques that are used to measure the quantities of small molecules in biological samples, has been central to these efforts. Advances in analytical chemistry have made it possible to measure the relative and absolute concentrations of more and more compounds with increasing levels of certainty. In this review, we highlight how metabolomics has contributed to understanding microbial metabolism and in what ways it can still be deployed to expand our systematic understanding of metabolism. To that end, we explain how metabolomics was used to (a) characterize network topologies of metabolism and its regulation networks, (b) elucidate the control of metabolic function, and (c) understand the molecular basis of higher-order phenomena. We also discuss areas of inquiry where technological advances should continue to increase the impact of metabolomics, as well as areas where our understanding is bottlenecked by other factors such as the availability of statistical and modeling frameworks that can extract biological meaning from metabolomics data.
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Affiliation(s)
| | - Julian Trouillon
- Institute of Molecular Systems Biology, ETH Zürich, Zürich, Switzerland;
| | - Uwe Sauer
- Institute of Molecular Systems Biology, ETH Zürich, Zürich, Switzerland;
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42
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de Vogel FA, Goudriaan M, Zettler ER, Niemann H, Eich A, Weber M, Lott C, Amaral-Zettler LA. Biodegradable plastics in Mediterranean coastal environments feature contrasting microbial succession. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 928:172288. [PMID: 38599394 DOI: 10.1016/j.scitotenv.2024.172288] [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: 12/19/2023] [Revised: 03/09/2024] [Accepted: 04/05/2024] [Indexed: 04/12/2024]
Abstract
Plastic pollution of the ocean is a top environmental concern. Biodegradable plastics present a potential "solution" in combating the accumulation of plastic pollution, and their production is currently increasing. While these polymers will contribute to the future plastic marine debris budget, very little is known still about the behavior of biodegradable plastics in different natural environments. In this study, we molecularly profiled entire microbial communities on laboratory confirmed biodegradable polybutylene sebacate-co-terephthalate (PBSeT) and polyhydroxybutyrate (PHB) films, and non-biodegradable conventional low-density polyethylene (LDPE) films that were incubated in situ in three different coastal environments in the Mediterranean Sea. Samples from a pelagic, benthic, and eulittoral habitat were taken at five timepoints during an incubation period of 22 months. We assessed the presence of potential biodegrading bacterial and fungal taxa and contrasted them against previously published in situ disintegration data of these polymers. Scanning electron microscopy imaging complemented our molecular data. Putative plastic degraders occurred in all environments, but there was no obvious "core" of shared plastic-specific microbes. While communities varied between polymers, the habitat predominantly selected for the underlying communities. Observed disintegration patterns did not necessarily match community patterns of putative plastic degraders.
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Affiliation(s)
- Fons A de Vogel
- Department of Marine Microbiology and Biogeochemistry, NIOZ Royal Netherlands Institute for Sea Research, P.O. Box 59, 1790 AB Den Burg, the Netherlands
| | - Maaike Goudriaan
- Department of Marine Microbiology and Biogeochemistry, NIOZ Royal Netherlands Institute for Sea Research, P.O. Box 59, 1790 AB Den Burg, the Netherlands
| | - Erik R Zettler
- Department of Marine Microbiology and Biogeochemistry, NIOZ Royal Netherlands Institute for Sea Research, P.O. Box 59, 1790 AB Den Burg, the Netherlands
| | - Helge Niemann
- Department of Marine Microbiology and Biogeochemistry, NIOZ Royal Netherlands Institute for Sea Research, P.O. Box 59, 1790 AB Den Burg, the Netherlands; Faculty of Geosciences, Department of Earth Sciences, Utrecht University, P.O. Box 80.115, 3508 TC Utrecht, the Netherlands; CAGE-Centre for Arctic Gas Hydrate, Environment and Climate, Department of Geosciences, UiT the Arctic University of Norway, 9037 Tromsø, Norway
| | - Andreas Eich
- HYDRA Marine Sciences GmbH, D-77815 Bühl, Germany
| | - Miriam Weber
- HYDRA Marine Sciences GmbH, D-77815 Bühl, Germany
| | | | - Linda A Amaral-Zettler
- Department of Marine Microbiology and Biogeochemistry, NIOZ Royal Netherlands Institute for Sea Research, P.O. Box 59, 1790 AB Den Burg, the Netherlands; Department of Freshwater and Marine Ecology, Institute for Biodiversity and Ecosystem Dynamics, University of Amsterdam, P.O. Box 94240, 1090 GE Amsterdam, the Netherlands.
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43
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Jurburg SD, Blowes SA, Shade A, Eisenhauer N, Chase JM. Synthesis of recovery patterns in microbial communities across environments. MICROBIOME 2024; 12:79. [PMID: 38711157 DOI: 10.1186/s40168-024-01802-3] [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: 12/08/2023] [Accepted: 03/25/2024] [Indexed: 05/08/2024]
Abstract
BACKGROUND Disturbances alter the diversity and composition of microbial communities. Yet a generalized empirical assessment of microbiome responses to disturbance across different environments is needed to understand the factors driving microbiome recovery, and the role of the environment in driving these patterns. RESULTS To this end, we combined null models with Bayesian generalized linear models to examine 86 time series of disturbed mammalian, aquatic, and soil microbiomes up to 50 days following disturbance. Overall, disturbances had the strongest effect on mammalian microbiomes, which lost taxa and later recovered their richness, but not their composition. In contrast, following disturbance, aquatic microbiomes tended away from their pre-disturbance composition over time. Surprisingly, across all environments, we found no evidence of increased compositional dispersion (i.e., variance) following disturbance, in contrast to the expectations of the Anna Karenina Principle. CONCLUSIONS This is the first study to systematically compare secondary successional dynamics across disturbed microbiomes, using a consistent temporal scale and modeling approach. Our findings show that the recovery of microbiomes is environment-specific, and helps to reconcile existing, environment-specific research into a unified perspective. Video Abstract.
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Affiliation(s)
- Stephanie D Jurburg
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, 04103, Leipzig, Germany.
- Department of Applied Microbial Ecology, Helmholtz Centre for Environmental Research - UFZ, Permoserstrasse 15, 04318, Leipzig, Germany.
- Institute of Biology, Leipzig University, 04103, Leipzig, Germany.
| | - Shane A Blowes
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, 04103, Leipzig, Germany
- Institute of Computer Science, Martin-Luther University Halle-Wittenberg, 06108, Halle (Saale), Halle, Germany
| | - Ashley Shade
- Laboratoire d'Ecologie Microbienne, UMR CNRS 5557, UMR INRAE 1418, VetAgro Sup, Universite Claude Bernard Lyon 1, 69622, Villeurbanne, France
| | - Nico Eisenhauer
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, 04103, Leipzig, Germany
- Institute of Biology, Leipzig University, 04103, Leipzig, Germany
| | - Jonathan M Chase
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, 04103, Leipzig, Germany
- Institute of Computer Science, Martin-Luther University Halle-Wittenberg, 06108, Halle (Saale), Halle, Germany
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44
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Petroff AP, McDonough S. Trapping and scattering of a multiflagellated bacterium by a hard surface. Phys Rev E 2024; 109:034403. [PMID: 38632722 DOI: 10.1103/physreve.109.034403] [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: 06/19/2023] [Accepted: 01/25/2024] [Indexed: 04/19/2024]
Abstract
Thiovulum majus, which is one of the fastest known bacteria, swims using hundreds of flagella. Unlike typical pusher cells, which swim in circular paths over hard surfaces, T. majus localize near hard boundaries by turning their flagella to exert a net force normal to the surface. To probe the torques that stabilize this hydrodynamically bound state, the trajectories of several thousand collisions between a T. majus cell and a wall of a quasi-two-dimensional microfluidic chamber are analyzed. Measuring the fraction of cells escaping the wall either to the left or to the right of the point of contact-and how this probability varies with incident angle and time spent in contact with the surface-maps the scattering dynamics onto a first passage problem. These measurements are compared to the prediction of a Fokker-Planck equation to fit the angular velocity of a cell in contact with a hard surface. This analysis reveals a bound state with a narrow basin of attraction in which cells orient their flagella normal to the surface. The escape angle predicted by matching these near field dynamics with the far-field hydrodynamics is consistent with observation. We discuss the significance of these results for the ecology of T. majus and their self-organization into active chiral crystals.
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Affiliation(s)
- Alexander P Petroff
- Department of Physics, Clark University, Worcester, Massachusetts 01610, USA
| | - Schuyler McDonough
- Department of Physics, Clark University, Worcester, Massachusetts 01610, USA
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45
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Ugolini GS, Wang M, Secchi E, Pioli R, Ackermann M, Stocker R. Microfluidic approaches in microbial ecology. LAB ON A CHIP 2024; 24:1394-1418. [PMID: 38344937 PMCID: PMC10898419 DOI: 10.1039/d3lc00784g] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/28/2024]
Abstract
Microbial life is at the heart of many diverse environments and regulates most natural processes, from the functioning of animal organs to the cycling of global carbon. Yet, the study of microbial ecology is often limited by challenges in visualizing microbial processes and replicating the environmental conditions under which they unfold. Microfluidics operates at the characteristic scale at which microorganisms live and perform their functions, thus allowing for the observation and quantification of behaviors such as growth, motility, and responses to external cues, often with greater detail than classical techniques. By enabling a high degree of control in space and time of environmental conditions such as nutrient gradients, pH levels, and fluid flow patterns, microfluidics further provides the opportunity to study microbial processes in conditions that mimic the natural settings harboring microbial life. In this review, we describe how recent applications of microfluidic systems to microbial ecology have enriched our understanding of microbial life and microbial communities. We highlight discoveries enabled by microfluidic approaches ranging from single-cell behaviors to the functioning of multi-cellular communities, and we indicate potential future opportunities to use microfluidics to further advance our understanding of microbial processes and their implications.
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Affiliation(s)
- Giovanni Stefano Ugolini
- Department of Civil, Environmental and Geomatic Engineering, Institute of Environmental Engineering, ETH Zurich, Laura-Hezner-Weg 7, 8093 Zurich, Switzerland.
| | - Miaoxiao Wang
- Institute of Biogeochemistry and Pollutant Dynamics, Department of Environmental Systems Science, ETH Zurich, Zurich, Switzerland
- Department of Environmental Microbiology, Eawag: Swiss Federal Institute of Aquatic Science and Technology, Duebendorf, Switzerland
| | - Eleonora Secchi
- Department of Civil, Environmental and Geomatic Engineering, Institute of Environmental Engineering, ETH Zurich, Laura-Hezner-Weg 7, 8093 Zurich, Switzerland.
| | - Roberto Pioli
- Department of Civil, Environmental and Geomatic Engineering, Institute of Environmental Engineering, ETH Zurich, Laura-Hezner-Weg 7, 8093 Zurich, Switzerland.
| | - Martin Ackermann
- Institute of Biogeochemistry and Pollutant Dynamics, Department of Environmental Systems Science, ETH Zurich, Zurich, Switzerland
- Department of Environmental Microbiology, Eawag: Swiss Federal Institute of Aquatic Science and Technology, Duebendorf, Switzerland
- Laboratory of Microbial Systems Ecology, School of Architecture, Civil and Environmental Engineering (ENAC), École Polytechnique Fédéral de Lausanne (EPFL), Lausanne, Switzerland
| | - Roman Stocker
- Department of Civil, Environmental and Geomatic Engineering, Institute of Environmental Engineering, ETH Zurich, Laura-Hezner-Weg 7, 8093 Zurich, Switzerland.
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46
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Yang M, Zhao L, Yu X, Shu W, Cao F, Liu Q, Liu M, Wang J, Jiang Y. Microbial community structure and co-occurrence network stability in seawater and microplastic biofilms under prometryn pollution in marine ecosystems. MARINE POLLUTION BULLETIN 2024; 199:115960. [PMID: 38159383 DOI: 10.1016/j.marpolbul.2023.115960] [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: 10/06/2023] [Revised: 11/20/2023] [Accepted: 12/18/2023] [Indexed: 01/03/2024]
Abstract
Prometryn has been extensively detected in marine environment because of its widespread usage in agriculture and aquaculture and has been concerns since its serious effects on aquatic organisms. However, its impact on the microbial community in the marine ecosystem including seawater and biofilm is still unclear. Therefore, a short-term indoor microcosm experiment of prometryn exposure was conducted. This study found that prometryn had a more significant impact on the structure and stability of the microbial community in seawater compared to microplastic biofilms. Additionally, we observed that the assembly of the microbial community in biofilms was more affected by stochastic processes than in seawater under the exposure of prometryn. Our study provided evidence for the increasing impact of the microbial communities under the stress of prometryn and microplastics.
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Affiliation(s)
- Mengyao Yang
- College of Marine Life Sciences & Institute of Evolution and Marine Biodiversity, Ocean University of China, Qingdao 266003, China
| | - Lingchao Zhao
- Shandong Key Laboratory of Water Pollution Control and Resource Reuse, School of Environmental Science and Engineering, Shandong University, Qingdao 266237, China
| | - Xiaowen Yu
- College of Marine Life Sciences & Institute of Evolution and Marine Biodiversity, Ocean University of China, Qingdao 266003, China
| | - Wangxinze Shu
- Fisheries College, Ocean University of China, Qingdao 266003, China
| | - Furong Cao
- College of Marine Life Sciences & Institute of Evolution and Marine Biodiversity, Ocean University of China, Qingdao 266003, China
| | - Qian Liu
- Institute of Marine Science and Technology, Shandong University, Qingdao, China
| | - Mingjian Liu
- College of Marine Life Sciences & Institute of Evolution and Marine Biodiversity, Ocean University of China, Qingdao 266003, China; MoE Key Laboratory of Evolution and Marine Biodiversity, Ocean University of China, Qingdao 266003, China
| | - Jun Wang
- College of Marine Life Sciences & Institute of Evolution and Marine Biodiversity, Ocean University of China, Qingdao 266003, China
| | - Yong Jiang
- College of Marine Life Sciences & Institute of Evolution and Marine Biodiversity, Ocean University of China, Qingdao 266003, China; MoE Key Laboratory of Evolution and Marine Biodiversity, Ocean University of China, Qingdao 266003, China.
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47
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Ran T, Liao H, Zhao Y, Li J. Soil plastisphere interferes with soil bacterial community and their functions in the rhizosphere of pepper (Capsicum annuum L.). ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY 2024; 270:115946. [PMID: 38194808 DOI: 10.1016/j.ecoenv.2024.115946] [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: 08/08/2023] [Revised: 12/11/2023] [Accepted: 01/03/2024] [Indexed: 01/11/2024]
Abstract
With a growing number of research reports on microplastics (MPs), there is increasing concern regarding MPs-induced contamination in soil ecological systems. Notwithstanding, the interaction between the plastisphere and rhizosphere microbial hotspots in soil-plant systems, as well as the diversity and composition of plastisphere microbial communities in such systems, remain largely unexplored. This study evaluated the response of rhizosphere bacterial communities to MPs at three growth stages of pepper and examined the bacterial communities present on MPs (plastisphere). The 16 S rRNA revealed that, under the stress of MPs, the Chao1 and Shannon index of the pepper soil bacterial community decreased. Meanwhile the relative abundance of Actinobacteriota was decreased, and that of Proteobacteria was increased. Furthermore, the plastisphere serves as a unique microbial habitat (niche) that recruits the colonization of specific bacterial groups, including potential plastic-degrading bacteria and potential pathogens (e.g., Massilia and Pseudomonas). Simultaneously, the plastisphere recruits specific bacteria that may impact the rhizosphere soil bacterial communities, thus indirectly affecting plant growth. Functional prediction using PICRUSt2 revealed higher activity in the plastisphere for Metabolism of terpenoids and polyketides, Human diseases, and Xenobiotics biodegradation and metabolism. Notably, the human diseases metabolic pathway exhibited increased activity, suggesting potential ecological risks associated with pathogens. These results highlighted that the plastisphere serves as a unique microbial habitat (niche) in the soil ecological systems, recruiting specific bacteria and potentially interfering with the surrounding soil microbial community, thereby influencing the functional characteristics of the soil ecological systems.
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Affiliation(s)
- Taishan Ran
- Key Laboratory for Information System of Mountainous Areas and Protection of Ecological Environment of Guizhou Province, Guizhou Normal University, Guiyang 550001, People's Republic of China
| | - Hongkai Liao
- Key Laboratory for Information System of Mountainous Areas and Protection of Ecological Environment of Guizhou Province, Guizhou Normal University, Guiyang 550001, People's Republic of China.
| | - Yuxin Zhao
- Key Laboratory for Information System of Mountainous Areas and Protection of Ecological Environment of Guizhou Province, Guizhou Normal University, Guiyang 550001, People's Republic of China
| | - Juan Li
- Department of Geography and Environmental Science, Guizhou Normal University, Guiyang 550025, People's Republic of China.
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48
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Narla AV, Hwa T, Murugan A. Dynamic coexistence driven by physiological transitions in microbial communities. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.01.10.575059. [PMID: 38260536 PMCID: PMC10802591 DOI: 10.1101/2024.01.10.575059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
Microbial ecosystems are commonly modeled by fixed interactions between species in steady exponential growth states. However, microbes often modify their environments so strongly that they are forced out of the exponential state into stressed or non-growing states. Such dynamics are typical of ecological succession in nature and serial-dilution cycles in the laboratory. Here, we introduce a phenomenological model, the Community State model, to gain insight into the dynamic coexistence of microbes due to changes in their physiological states. Our model bypasses specific interactions (e.g., nutrient starvation, stress, aggregation) that lead to different combinations of physiological states, referred to collectively as "community states", and modeled by specifying the growth preference of each species along a global ecological coordinate, taken here to be the total community biomass density. We identify three key features of such dynamical communities that contrast starkly with steady-state communities: increased tolerance of community diversity to fast growth rates of species dominating different community states, enhanced community stability through staggered dominance of different species in different community states, and increased requirement on growth dominance for the inclusion of late-growing species. These features, derived explicitly for simplified models, are proposed here to be principles aiding the understanding of complex dynamical communities. Our model shifts the focus of ecosystem dynamics from bottom-up studies based on idealized inter-species interaction to top-down studies based on accessible macroscopic observables such as growth rates and total biomass density, enabling quantitative examination of community-wide characteristics.
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Affiliation(s)
| | - Terence Hwa
- Department of Physics, University of California, San Diego
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49
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McNichol SM, Sanchez-Quete F, Loeb SK, Teske AP, Shah Walter SR, Mahmoudi N. Dynamics of carbon substrate competition among heterotrophic microorganisms. THE ISME JOURNAL 2024; 18:wrae018. [PMID: 38366177 PMCID: PMC10942773 DOI: 10.1093/ismejo/wrae018] [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: 09/12/2023] [Revised: 01/06/2024] [Accepted: 01/26/2024] [Indexed: 02/18/2024]
Abstract
Growing evidence suggests that interactions among heterotrophic microorganisms influence the efficiency and rate of organic matter turnover. These interactions are dynamic and shaped by the composition and availability of resources in their surrounding environment. Heterotrophic microorganisms inhabiting marine environments often encounter fluctuations in the quality and quantity of carbon inputs, ranging from simple sugars to large, complex compounds. Here, we experimentally tested how the chemical complexity of carbon substrates affects competition and growth dynamics between two heterotrophic marine isolates. We tracked cell density using species-specific polymerase chain reaction (PCR) assays and measured rates of microbial CO2 production along with associated isotopic signatures (13C and 14C) to quantify the impact of these interactions on organic matter remineralization. The observed cell densities revealed substrate-driven interactions: one species exhibited a competitive advantage and quickly outgrew the other when incubated with a labile compound whereas both species seemed to coexist harmoniously in the presence of more complex organic matter. Rates of CO2 respiration revealed that coincubation of these isolates enhanced organic matter turnover, sometimes by nearly 2-fold, compared to their incubation as mono-cultures. Isotopic signatures of respired CO2 indicated that coincubation resulted in a greater remineralization of macromolecular organic matter. These results demonstrate that simple substrates promote competition whereas high substrate complexity reduces competitiveness and promotes the partitioning of degradative activities into distinct niches, facilitating coordinated utilization of the carbon pool. Taken together, this study yields new insight into how the quality of organic matter plays a pivotal role in determining microbial interactions within marine environments.
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Affiliation(s)
- Samuel M McNichol
- Department of Earth and Planetary Sciences, McGill University, 3450 University St, Montréal, Quebec H3A 0E8, Canada
| | - Fernando Sanchez-Quete
- Department of Civil Engineering, McGill University, 817 Rue Sherbrooke Ouest, Montréal, Quebec H3A 0C3, Canada
| | - Stephanie K Loeb
- Department of Civil Engineering, McGill University, 817 Rue Sherbrooke Ouest, Montréal, Quebec H3A 0C3, Canada
| | - Andreas P Teske
- Department of Earth, Marine and Environmental Sciences, University of North Carolina, Chapel Hill, NC 27599, United States
| | - Sunita R Shah Walter
- School of Marine Science and Policy, University of Delaware, 700 Pilottown Rd, Lewes, DE 19958, United States
| | - Nagissa Mahmoudi
- Department of Earth and Planetary Sciences, McGill University, 3450 University St, Montréal, Quebec H3A 0E8, Canada
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50
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Yu XA, McLean C, Hehemann JH, Angeles-Albores D, Wu F, Muszyński A, Corzett CH, Azadi P, Kujawinski EB, Alm EJ, Polz MF. Low-level resource partitioning supports coexistence among functionally redundant bacteria during successional dynamics. THE ISME JOURNAL 2024; 18:wrad013. [PMID: 38365244 PMCID: PMC10811730 DOI: 10.1093/ismejo/wrad013] [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: 10/31/2023] [Revised: 11/09/2023] [Accepted: 12/05/2023] [Indexed: 02/18/2024]
Abstract
Members of microbial communities can substantially overlap in substrate use. However, what enables functionally redundant microorganisms to coassemble or even stably coexist remains poorly understood. Here, we show that during unstable successional dynamics on complex, natural organic matter, functionally redundant bacteria can coexist by partitioning low-concentration substrates even though they compete for one simple, dominant substrate. We allowed ocean microbial communities to self-assemble on leachates of the brown seaweed Fucus vesiculosus and then analyzed the competition among 10 taxonomically diverse isolates representing two distinct stages of the succession. All, but two isolates, exhibited an average of 90% ± 6% pairwise overlap in resource use, and functional redundancy of isolates from the same assembly stage was higher than that from between assembly stages, leading us to construct a simpler four-isolate community with two isolates from each of the early and late stages. We found that, although the short-term dynamics of the four-isolate communities in F. vesiculosus leachate was dependent on initial isolate ratios, in the long term, the four isolates stably coexist in F. vesiculosus leachate, albeit with some strains at low abundance. We therefore explored the potential for nonredundant substrate use by genomic content analysis and RNA expression patterns. This analysis revealed that the four isolates mainly differed in peripheral metabolic pathways, such as the ability to degrade pyrimidine, leucine, and tyrosine, as well as aromatic substrates. These results highlight the importance of fine-scale differences in metabolic strategies for supporting the frequently observed coexistence of large numbers of rare organisms in natural microbiomes.
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Affiliation(s)
- Xiaoqian Annie Yu
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, United States
- Division of Microbial Ecology, Department of Microbiology and Ecosystems Science, Centre for Microbiology and Environmental Systems Science, University of Vienna, Vienna 1030, Austria
| | - Craig McLean
- Department of Marine Chemistry and Geochemistry, Woods Hole Oceanographic Institution, Woods Hole, MA 02543, United States
- MIT/WHOI Joint Program in Oceanography/Applied Ocean Science and Engineering, Department of Marine Chemistry and Geochemistry, Woods Hole Oceanographic Institution, Woods Hole, MA 02543, United States
| | - Jan-Hendrik Hehemann
- Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, United States
| | - David Angeles-Albores
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, United States
| | - Fuqing Wu
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, United States
| | - Artur Muszyński
- Complex Carbohydrate Research Center, University of Georgia, Athens, GA 30602, United States
| | - Christopher H Corzett
- Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, United States
| | - Parastoo Azadi
- Complex Carbohydrate Research Center, University of Georgia, Athens, GA 30602, United States
| | - Elizabeth B Kujawinski
- Department of Marine Chemistry and Geochemistry, Woods Hole Oceanographic Institution, Woods Hole, MA 02543, United States
| | - Eric J Alm
- Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, United States
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, United States
- Broad Institute of MIT and Harvard, Cambridge, MA 02139, United States
- Center for Microbiome Informatics and Therapeutics, Massachusetts Institute of Technology, Cambridge, MA 02139, United States
| | - Martin F Polz
- Division of Microbial Ecology, Department of Microbiology and Ecosystems Science, Centre for Microbiology and Environmental Systems Science, University of Vienna, Vienna 1030, Austria
- Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, United States
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