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Traver-Azuara J, Giner CR, García-Comas C, Sánchez-Zurano A, Ciardi M, Acién G, Bondarenko S, Obiol A, Massana R, Sala MM, Logares R, Cermeño P. Complex interplay between the microalgae and their microbiome in production raceways. BIORESOURCE TECHNOLOGY 2025:132650. [PMID: 40349792 DOI: 10.1016/j.biortech.2025.132650] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/20/2025] [Revised: 04/07/2025] [Accepted: 05/08/2025] [Indexed: 05/14/2025]
Abstract
Algae-associated microbiomes are underexplored, limiting our understanding of their influence on the large-scale microalgae reactors. Over two 8-month periods, microbial dynamics were monitored three times per week in two microalgae raceways inoculated with Desmodesmus armatus. One reactor received wastewater, while the other used clean water and fertilizers. The sampled culture volume was filtered into pico and nano size fractions before DNA extraction. Metabarcoding of the 18S and 16S rRNA genes revealed a high microbial diversity across the two time series and a complex eukaryotic and prokaryotic community growing alongside the microalga. Chlorophyta and Fungi were the dominant eukaryotic groups, while Alphaproteobacteria, Gammaproteobacteria, Actinobacteria, and Bacteroidia dominated the prokaryotic communities. Contrasting Amplicon Sequence Variants (ASVs) were found between healthy (D. armatus abundance > 70 %) and unhealthy (D. armatus abundance 10-20 %) conditions across reactors and time series. Network analysis identified up to 10 potential ecological interactions among D. armatus and its microbiome, predominantly positive. Specific ASVs associated with a healthy condition were positively correlated with D. armatus, while other ASVs linked to an unhealthy condition were negatively correlated. Potentially pathogenic bacteria included Mycobacterium and Flavobacterium, whereas potentially beneficial taxa included Geminocystis, Thiocapsa, Ahniella, and Bosea. Several fungal ASVs showed context-specific associations, whereas specific fungi such as Paraphelidium tribonemae, Aphelidium parallelum, Aphelidium desmodesmi, Aphelidiomycota sp., Rozellomycota sp., and Rhizophidium sp, were identified as potentially harmful. This study reveals the striking diversity and complexity of microalgae-associated microbiomes within raceways, providing valuable insights for optimizing industrial production processes, particularly for wastewater treatment and sustainable green biomass generation.
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Affiliation(s)
| | - Caterina R Giner
- Institute of Marine Sciences (ICM), CSIC, Barcelona 08003, Spain
| | | | - Ana Sánchez-Zurano
- Department of Chemical Engineering, Faculty of Chemistry, University of Murcia (UM), Campus de Espinardo, 30100 Murcia, Spain
| | - Martina Ciardi
- University of Almería-CIESOL (UAL), 04120 La Cañada, Almería, Spain
| | - Gabriel Acién
- University of Almería-CIESOL (UAL), 04120 La Cañada, Almería, Spain
| | | | - Aleix Obiol
- Institute of Marine Sciences (ICM), CSIC, Barcelona 08003, Spain
| | - Ramon Massana
- Institute of Marine Sciences (ICM), CSIC, Barcelona 08003, Spain
| | | | - Ramiro Logares
- Institute of Marine Sciences (ICM), CSIC, Barcelona 08003, Spain.
| | - Pedro Cermeño
- Institute of Marine Sciences (ICM), CSIC, Barcelona 08003, Spain.
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Kou X, Huang S, Bian R, Tang Q, Wang H, Liu S, Wang L, Qi W, Cao X, Lan H, Liu H, Qu J. Evidence of sewage discharge on the coalescence mechanism of aquatic microbial communities during high amplitude hydrological periods. THE SCIENCE OF THE TOTAL ENVIRONMENT 2025; 959:178223. [PMID: 39721543 DOI: 10.1016/j.scitotenv.2024.178223] [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: 10/09/2024] [Revised: 12/04/2024] [Accepted: 12/14/2024] [Indexed: 12/28/2024]
Abstract
Microbial community coalescence is a ubiquitous ecological process in various ecosystems. However, limited research has addressed the effects of the coalescence on microbial ecological processes and network structure, particularly in the context of sewage discharge during high amplitude hydrological periods. Employing 16S rRNA sequencing and species source tracking analysis, we investigated the coalescence pattern of bacterioplankton in the Chishui river and sewage across various hydrological periods. The results demonstrated that the downstream bacterioplankton mainly originated from the upstream water body, and the sewage discharge from the wastewater treatment plants (WWTPs) had less impact on the downstream bacterioplankton. In the low-water period, the bacterioplankton community showed significant coalescence, and the specialist species and functional taxa gathered in the downstream. Bacterioplankton displayed distinct ecological succession patterns after community coalescence, with notable variations in the abundance of dominant group. Bacterioplankton community assembly was dominated by stochastic processes in river and the sewage over different hydrological periods. The ecological networks exhibited the highest complexity in the high-water period, whereas their stability was most pronounced in the low-water period. Species diversity, as opposed to functional and phylogenetic diversity, might be a more accurate indicator to predict changes in microbial network structure. Our findings will provide new perspectives on the mechanisms of aquatic microbial community coalescence in natural environments.
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Affiliation(s)
- Xin Kou
- Center for Water and Ecology, State Key Joint Laboratory of Environment Simulation and Pollution Control, School of Environment, Tsinghua University, Beijing 100084, China
| | - Shier Huang
- Center for Water and Ecology, State Key Joint Laboratory of Environment Simulation and Pollution Control, School of Environment, Tsinghua University, Beijing 100084, China
| | - Rui Bian
- School of Environment, Northeast Normal University, Changchun 130117, China
| | - Qingwen Tang
- Center for Water and Ecology, State Key Joint Laboratory of Environment Simulation and Pollution Control, School of Environment, Tsinghua University, Beijing 100084, China
| | - Hui Wang
- Kweichow Moutai Distillery (Group) Co., Ltd., Zunyi 564501, China; Chishui River Middle Basin, Watershed ecosystem, Observation and Research Station of Guizhou Province, Zunyi 564501, China
| | - Song Liu
- Kweichow Moutai Distillery (Group) Co., Ltd., Zunyi 564501, China
| | - Li Wang
- Center for Water and Ecology, State Key Joint Laboratory of Environment Simulation and Pollution Control, School of Environment, Tsinghua University, Beijing 100084, China; Kweichow Moutai Distillery (Group) Co., Ltd., Zunyi 564501, China
| | - Weixiao Qi
- Center for Water and Ecology, State Key Joint Laboratory of Environment Simulation and Pollution Control, School of Environment, Tsinghua University, Beijing 100084, China
| | - Xiaofeng Cao
- Center for Water and Ecology, State Key Joint Laboratory of Environment Simulation and Pollution Control, School of Environment, Tsinghua University, Beijing 100084, China; Center for Ecological Civilization, Tsinghua University, Beijing 100084, China; Center of Tsinghua Think Tanks, Tsinghua University, Beijing 100084, China.
| | - Huachun Lan
- Center for Water and Ecology, State Key Joint Laboratory of Environment Simulation and Pollution Control, School of Environment, Tsinghua University, Beijing 100084, China
| | - Huijuan Liu
- Center for Water and Ecology, State Key Joint Laboratory of Environment Simulation and Pollution Control, School of Environment, Tsinghua University, Beijing 100084, China
| | - Jiuhui Qu
- Center for Water and Ecology, State Key Joint Laboratory of Environment Simulation and Pollution Control, School of Environment, Tsinghua University, Beijing 100084, China
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Harbeitner RC, Wittmers F, Yung CCM, Eckmann CA, Hehenberger E, Blum M, Needham DM, Worden AZ. Gradients of bacteria in the oceanic water column reveal finely-resolved vertical distributions. PLoS One 2024; 19:e0298139. [PMID: 38564528 PMCID: PMC10986988 DOI: 10.1371/journal.pone.0298139] [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: 10/06/2023] [Accepted: 01/16/2024] [Indexed: 04/04/2024] Open
Abstract
Bacterial communities directly influence ecological processes in the ocean, and depth has a major influence due to the changeover in primary energy sources between the sunlit photic zone and dark ocean. Here, we examine the abundance and diversity of bacteria in Monterey Bay depth profiles collected from the surface to just above the sediments (e.g., 2000 m). Bacterial abundance in these Pacific Ocean samples decreased by >1 order of magnitude, from 1.22 ±0.69 ×106 cells ml-1 in the variable photic zone to 1.44 ± 0.25 ×105 and 6.71 ± 1.23 ×104 cells ml-1 in the mesopelagic and bathypelagic, respectively. V1-V2 16S rRNA gene profiling showed diversity increased sharply between the photic and mesopelagic zones. Weighted Gene Correlation Network Analysis clustered co-occurring bacterial amplicon sequence variants (ASVs) into seven subnetwork modules, of which five strongly correlated with depth-related factors. Within surface-associated modules there was a clear distinction between a 'copiotrophic' module, correlating with chlorophyll and dominated by e.g., Flavobacteriales and Rhodobacteraceae, and an 'oligotrophic' module dominated by diverse Oceanospirillales (such as uncultured JL-ETNP-Y6, SAR86) and Pelagibacterales. Phylogenetic reconstructions of Pelagibacterales and SAR324 using full-length 16S rRNA gene data revealed several additional subclades, expanding known microdiversity within these abundant lineages, including new Pelagibacterales subclades Ia.B, Id, and IIc, which comprised 4-10% of amplicons depending on the subclade and depth zone. SAR324 and Oceanospirillales dominated in the mesopelagic, with SAR324 clade II exhibiting its highest relative abundances (17±4%) in the lower mesopelagic (300-750 m). The two newly-identified SAR324 clades showed highest relative abundances in the photic zone (clade III), while clade IV was extremely low in relative abundance, but present across dark ocean depths. Hierarchical clustering placed microbial communities from 900 m samples with those from the bathypelagic, where Marinimicrobia was distinctively relatively abundant. The patterns resolved herein, through high resolution and statistical replication, establish baselines for marine bacterial abundance and taxonomic distributions across the Monterey Bay water column, against which future change can be assessed.
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Affiliation(s)
- Rachel C. Harbeitner
- Department of Ocean Sciences, University of California Santa Cruz, Santa Cruz, CA, United States of America
- Ocean EcoSystems Biology Unit, RD3, GEOMAR Helmholtz Centre for Ocean Research Kiel, Kiel, DE, Germany
| | - Fabian Wittmers
- Ocean EcoSystems Biology Unit, RD3, GEOMAR Helmholtz Centre for Ocean Research Kiel, Kiel, DE, Germany
- Marine Biological Laboratory, Woods Hole, MA, United States of America
| | - Charmaine C. M. Yung
- Ocean EcoSystems Biology Unit, RD3, GEOMAR Helmholtz Centre for Ocean Research Kiel, Kiel, DE, Germany
| | - Charlotte A. Eckmann
- Department of Ocean Sciences, University of California Santa Cruz, Santa Cruz, CA, United States of America
- Marine Biological Laboratory, Woods Hole, MA, United States of America
| | - Elisabeth Hehenberger
- Ocean EcoSystems Biology Unit, RD3, GEOMAR Helmholtz Centre for Ocean Research Kiel, Kiel, DE, Germany
| | - Marguerite Blum
- Monterey Bay Aquarium Research Institute, Moss Landing, CA, United States of America
| | - David M. Needham
- Ocean EcoSystems Biology Unit, RD3, GEOMAR Helmholtz Centre for Ocean Research Kiel, Kiel, DE, Germany
| | - Alexandra Z. Worden
- Department of Ocean Sciences, University of California Santa Cruz, Santa Cruz, CA, United States of America
- Ocean EcoSystems Biology Unit, RD3, GEOMAR Helmholtz Centre for Ocean Research Kiel, Kiel, DE, Germany
- Marine Biological Laboratory, Woods Hole, MA, United States of America
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