Bacterial generalists and fungal specialists play important roles in maintaining community stability and regulating microbial diversity of the algae-associated microbiome throughout the growth cycle of Alexandrium pacificum

  • Abstract
  • Literature Map
  • Similar Papers
Abstract
Translate article icon Translate Article Star icon
Take notes icon Take Notes

The algae-associated microbiome represents a consortium that has been chronically domesticated by specific algae, maintaining a close relationship with the host population. Although the microbes associated with dinoflagellates have garnered significant attention in recent years, the interactions and contributions of microbial generalists and specialists through the growth cycle of a bloom-forming dinoflagellate remain largely unexplored. Herein, the ecological and evolutionary characteristics of free-living generalists and specialists within bacterial and fungal communities were investigated during the growth process of Alexandrium pacificum cultured in the laboratory for years without antibiotic treatment. From an ecological perspective, bacterial generalists and fungal specialists dominated the community, indicating different microbial niche patterns between the bacterial and fungal consortia. Furthermore, microbial specialists were more susceptible to disturbance from algal proliferation, as evidenced by greater community dissimilarity and determinacy-dominated assembly processes. Compared with their counterparts, the molecular networks of bacterial generalists and fungal specialists were more complex and robust, suggesting that they significantly contributed to resistance to environmental stress and functional maintenance. Evolutionarily speaking, bacterial generalists and fungal specialists showed much higher diversification potential, and others featured higher extinction rates. Despite these differences, a continuous transition from the former two to their counterparts was observed, alleviating the "Matthew effect" in the biological world for ecological trade-offs. Collectively, these findings emphasize that bacterial generalists and fungal specialists play important roles in maintaining community stability and regulating microbial diversity during the growth process, which expands the current understanding of the maintenance mechanisms of the diversity and community of phytoplankton-associated microbes in the face of disturbance from bloom-forming dinoflagellates.IMPORTANCELike the microbes residing in the rhizosphere and human gut, bacteria that coexist chronically with microalgae exemplify a relationship, forming potentially intimate partnerships with the host. However, studies on the ecological significance of algae-associated microbiomes with different niches under the interference of bloom-forming species are still lacking. This work investigated the ecological interactions and contributions of generalists and specialists within algae-associated bacterial and fungal communities across the growth cycle of Alexandrium pacificum for the first time. These results increase the understanding of the microbial ecology of algae-associated microbes in the context of interference from the proliferation of harmful algal bloom species.

Similar Papers
  • Research Article
  • Cite Count Icon 6
  • 10.1128/spectrum.02260-22
Community Assembly of Fungi and Bacteria along Soil-Plant Continuum Differs in a Zoige Wetland
  • Sep 22, 2022
  • Microbiology Spectrum
  • Jie Li + 12 more

ABSTRACTDistinct plant associated microbiomes live in rhizosphere soil, roots, and leaves. However, the differences in community assembly of fungi and bacteria along soil-plant continuum are less documented in ecosystems. We examined fungal and bacterial communities associated with leaves, roots, and rhizosphere soil of the dominant arbuscular mycorrhizal (AM) plants Taraxacum mongolicum and Elymus nutans and non-AM plant Carex enervis in the Zoige Wetland by using high throughput sequencing techniques. The operational taxonomic unit (OTU) richness of fungi and bacteria was significantly higher in rhizosphere soil than in roots and leaves, and their community compositions were significantly different in the rhizosphere soil, roots, and leaves in each plant species. The co-occurrence network analysis revealed that the sensitive fungal and bacterial OTUs with various taxonomic positions were mainly clustered into different modules according to rhizosphere soil, roots, and leaves in each plant species. Along the soil-plant continuum, the rhizosphere soil pool contributed more source on bacterial than on fungal communities in roots and leaves of the three plant species, and more source on bacterial and fungal communities in leaves of T. mongolicum and E. nutans compared with C. enervis. Furthermore, the root pool contributed more source on bacterial than on fungal communities in leaves of T. mongolicum and E. nutans but not that of C. enervis. This study highlights that the host plant selection intensity is higher in fungal than in bacterial communities in roots and leaves from rhizosphere soil in each plant species, and differs in fungal and bacterial communities along the soil-plant continuum in AM plants T. mongolicum and E. nutans and non-AM plant C. enervis in the Zoige Wetland.IMPORTANCE Elucidating the community microbiome assemblage alone the soil-plant continuum will help to better understand the biodiversity maintenance and ecosystem functioning. Here, we examined the fungal and bacterial communities in rhizosphere soil, roots, and leaves of two dominant AM plants and a non-AM plant in Zoige Wetland. We found that along the soil – plant continuum, host plant selection intensity is higher in fungal than in bacterial communities in roots and leaves from rhizosphere soil in each plant species, and differs in fungal and bacterial communities in the AM- and non-AM plants. This is the first report provides evidence of different assembly patterns of fungal and bacterial communities along the soil-plant continuum in the AM- and non-AM plants in the Zoige Wetland.

  • Dissertation
  • 10.4225/28/5afb6b6b1fb40
The importance of declining mammalian fungal specialists for ectomycorrhizal fungal dispersal
  • Jan 1, 2017
  • Susan Nuske

The importance of declining mammalian fungal specialists for ectomycorrhizal fungal dispersal

  • Research Article
  • Cite Count Icon 7
  • 10.3389/fmicb.2022.888121
Canopy and Understory Nitrogen Addition Alters Organic Soil Bacterial Communities but Not Fungal Communities in a Temperate Forest.
  • Jun 10, 2022
  • Frontiers in microbiology
  • Yang Liu + 3 more

Atmospheric nitrogen (N) deposition is known to alter soil microbial communities, but how canopy and understory N addition affects soil bacterial and fungal communities in different soil layers remains poorly understood. Conducting a 6-year canopy and understory N addition experiment in a temperate forest, we showed that soil bacterial and fungal communities in the organic layer exhibited different responses to N addition. The main effect of N addition decreased soil bacterial diversity and altered bacterial community composition in the organic layer, but not changed fungal diversity and community composition in all layers. Soil pH was the main factor that regulated the responses of soil bacterial diversity and community composition to N addition, whereas soil fungal diversity and community composition were mainly controlled by soil moisture and nutrient availability. In addition, compared with canopy N addition, the understory N addition had stronger effects on soil bacterial Shannon diversity and community composition but had a weaker effect on soil bacteria richness in the organic soil layer. Our study demonstrates that the bacterial communities in the organic soil layer were more sensitive than the fungal communities to canopy and understory N addition, and the conventional method of understory N addition might have skewed the effects of natural atmospheric N deposition on soil bacterial communities. This further emphasizes the importance of considering canopy processes in future N addition studies and simultaneously evaluating soil bacterial and fungal communities in response to global environmental changes.

  • Research Article
  • Cite Count Icon 32
  • 10.1016/j.agwat.2022.107925
Distinct roles for soil bacterial and fungal communities associated with the availability of carbon and phosphorus under aerated drip irrigation
  • Sep 8, 2022
  • Agricultural Water Management
  • Jinjin Zhu + 5 more

Distinct roles for soil bacterial and fungal communities associated with the availability of carbon and phosphorus under aerated drip irrigation

  • PDF Download Icon
  • Research Article
  • 10.3390/microorganisms12091751
Variation in Bacterial and Fungal Communities in Soils from Three Major Apple Pear (Pyrus bretschneideri Rehd.) Orchards
  • Aug 23, 2024
  • Microorganisms
  • Guangze Lyu + 2 more

Microbial communities are closely related to the overall health and quality of soil, but studies on microbial ecology in apple pear orchard soils are limited. In the current study, 28 soil samples were collected from three apple pear orchards, and the composition and structure of fungal and bacterial communities were investigated by high-throughput sequencing. The molecular ecological network showed that the keystone taxa of bacterial communities were Actinobacteria, Proteobacteria, Gemmatimonadetes, Acidobacteria, Nitrospirae, and Chloroflexi, and the keystone taxon of fungal communities was Ascomycota. Mantel tests showed that soil texture and pH were important factors shaping soil bacterial and fungal communities, and soil water soluble organic carbon (WSOC) and nitrate nitrogen (NO3−-N) were also closely related to soil bacterial communities. Canonical correspondence analysis (CCA) and variation partition analysis (VPA) revealed that geographic distance, soil texture, pH, and other soil properties could explain 10.55%, 13.5%, and 19.03% of the overall variation in bacterial communities, and 11.61%, 13.03%, and 20.26% of the overall variation in fungal communities, respectively. The keystone taxa of bacterial and fungal communities in apple pear orchard soils and their strong correlation with soil properties could provide useful clues toward sustainable management of orchards.

  • Research Article
  • Cite Count Icon 23
  • 10.1016/j.apsoil.2022.104520
Driving factors for soil fungal and bacterial community assembly in topical forest of China
  • May 11, 2022
  • Applied Soil Ecology
  • Guoyu Lan + 6 more

Driving factors for soil fungal and bacterial community assembly in topical forest of China

  • Preprint Article
  • 10.7287/peerj.preprints.27887v1
Ecological networks reveal contrasting patterns of bacterial and fungal communities in glacier-fed streams in Central Asia
  • Aug 8, 2019
  • Ze Ren + 1 more

Bacterial and fungal communities in biofilms are important components in driving biogeochemical processes in stream ecosystems. Previous studies have well documented the patterns of bacterial alpha diversity in stream biofilms in glacier-fed streams, where, however, beta diversity of the microbial communities has received much less attention especially considering both bacterial and fungal communities. A focus on beta diversity can provide insights into the mechanisms driving community changes associated to large environmental fluctuations and disturbances, such as in glacier-fed streams. Moreover, modularity of co-occurrence networks can reveal more ecological and evolutionary properties of microbial communities beyond taxonomic groups. Here, integrating beta diversity and co-occurrence approach, we explored the network topology and modularity of the bacterial and fungal communities with consideration of environmental variation in glacier-fed streams in Central Asia. Combining results from hydrological modeling and normalized difference of vegetation index, this study highlighted that hydrological variables and vegetation status are major variables determining the environmental heterogeneity of glacier-fed streams. Bacterial communities formed a more complex and connected network, while the fungal communities formed a more clustered network. Moreover, the strong interrelations among the taxonomic dissimilarities of bacterial community and modules suggest they had common processes in driving diversity and taxonomic compositions across the heterogeneous environment. In contrast, fungal community and modules generally showed distinct driving processes to each other. Moreover, bacterial and fungal communities also had different driving processes. Furthermore, the variation of bacterial community and modules were strongly correlated with hydrological properties and vegetation status but not with nutrients, while fungal community and modules (except one module) were not associated with environmental variation. Our results suggest that bacterial and fungal communities had distinct mechanisms in structuring microbial networks, and environmental variation had strong influences on bacterial communities but not on fungal communities. The fungal communities have unique assembly mechanisms and physiological properties which might lead to their insensitive responses to environmental variations compared to bacterial communities. Overall, beyond alpha diversity in previous studies, these results add our knowledge that bacterial and fungal communities have contrasting assembly mechanisms and respond differently to environmental variation in glacier-fed streams.

  • Research Article
  • Cite Count Icon 31
  • 10.1016/j.watres.2016.09.001
Spatiotemporal dynamics and correlation networks of bacterial and fungal communities in a membrane bioreactor
  • Sep 4, 2016
  • Water Research
  • So-Yeon Jeong + 3 more

Spatiotemporal dynamics and correlation networks of bacterial and fungal communities in a membrane bioreactor

  • Research Article
  • Cite Count Icon 41
  • 10.1128/msystems.01017-20
Fungal Communities Are Important Determinants of Bacterial Community Composition in Deadwood
  • Jan 5, 2021
  • mSystems
  • Iñaki Odriozola + 7 more

Fungal-bacterial interactions play a key role in the functioning of many ecosystems. Thus, understanding their interactive dynamics is of central importance for gaining predictive knowledge on ecosystem functioning. However, it is challenging to disentangle the mechanisms behind species associations from observed co-occurrence patterns, and little is known about the directionality of such interactions. Here, we applied joint species distribution modeling to high-throughput sequencing data on co-occurring fungal and bacterial communities in deadwood to ask whether fungal and bacterial co-occurrences result from shared habitat use (i.e., deadwood's properties) or whether there are fungal-bacterial interactive associations after habitat characteristics are taken into account. Moreover, we tested the hypothesis that the interactions are mainly modulated through fungal communities influencing bacterial communities. For that, we quantified how much the predictive power of the joint species distribution models for bacterial and fungal community improved when accounting for the other community. Our results show that fungi and bacteria form tight association networks (i.e., some species pairs co-occur more frequently and other species pairs co-occur less frequently than expected by chance) in deadwood that include common (or opposite) responses to the environment as well as (potentially) biotic interactions. Additionally, we show that information about the fungal occurrences and abundances increased the power to predict the bacterial abundances substantially, whereas information about the bacterial occurrences and abundances increased the power to predict the fungal abundances much less. Our results suggest that fungal communities may mainly affect bacteria in deadwood.IMPORTANCE Understanding the interactive dynamics between fungal and bacterial communities is important to gain predictive knowledge on ecosystem functioning. However, little is known about the mechanisms behind fungal-bacterial associations and the directionality of species interactions. Applying joint species distribution modeling to high-throughput sequencing data on co-occurring fungal-bacterial communities in deadwood, we found evidence that nonrandom fungal-bacterial associations derive from shared habitat use as well as (potentially) biotic interactions. Importantly, the combination of cross-validations and conditional cross-validations helped us to answer the question about the directionality of the biotic interactions, providing evidence that suggests that fungal communities may mainly affect bacteria in deadwood. Our modeling approach may help gain insight into the directionality of interactions between different components of the microbiome in other environments.

  • Research Article
  • Cite Count Icon 1519
  • 10.1016/j.soilbio.2008.05.021
The influence of soil properties on the structure of bacterial and fungal communities across land-use types
  • Jun 25, 2008
  • Soil Biology and Biochemistry
  • Christian L Lauber + 3 more

The influence of soil properties on the structure of bacterial and fungal communities across land-use types

  • PDF Download Icon
  • Research Article
  • Cite Count Icon 20
  • 10.7717/peerj.7715
Ecological networks reveal contrasting patterns of bacterial and fungal communities in glacier-fed streams in Central Asia.
  • Sep 17, 2019
  • PeerJ
  • Ze Ren + 1 more

Bacterial and fungal communities in biofilms are important components in driving biogeochemical processes in stream ecosystems. Previous studies have well documented the patterns of bacterial alpha diversity in stream biofilms in glacier-fed streams, where, however, beta diversity of the microbial communities has received much less attention especially considering both bacterial and fungal communities. A focus on beta diversity can provide insights into the mechanisms driving community changes associated to large environmental fluctuations and disturbances, such as in glacier-fed streams. Moreover, modularity of co-occurrence networks can reveal more ecological and evolutionary properties of microbial communities beyond taxonomic groups. Here, integrating beta diversity and co-occurrence approach, we explored the network topology and modularity of the bacterial and fungal communities with consideration of environmental variation in glacier-fed streams in Central Asia. Combining results from hydrological modeling and normalized difference of vegetation index, this study highlighted that hydrological variables and vegetation status are major variables determining the environmental heterogeneity of glacier-fed streams. Bacterial communities formed a more complex and connected network, while the fungal communities formed a more clustered network. Moreover, the strong interrelations among the taxonomic dissimilarities of bacterial community (BC) and modules suggest they had common processes in driving diversity and taxonomic compositions across the heterogeneous environment. In contrast, fungal community (FC) and modules generally showed distinct driving processes to each other. Moreover, bacterial and fungal communities also had different driving processes. Furthermore, the variation of BC and modules were strongly correlated with hydrological properties and vegetation status but not with nutrients, while FC and modules (except one module) were not associated with environmental variation. Our results suggest that bacterial and fungal communities had distinct mechanisms in structuring microbial networks, and environmental variation had strong influences on bacterial communities but not on fungal communities. The fungal communities have unique assembly mechanisms and physiological properties which might lead to their insensitive responses to environmental variations compared to bacterial communities. Overall, beyond alpha diversity in previous studies, these results add our knowledge that bacterial and fungal communities have contrasting assembly mechanisms and respond differently to environmental variation in glacier-fed streams.

  • Research Article
  • Cite Count Icon 80
  • 10.1016/j.apsoil.2016.02.008
Influence of pesticide seed treatments on rhizosphere fungal and bacterial communities and leaf fungal endophyte communities in maize and soybean
  • Mar 3, 2016
  • Applied Soil Ecology
  • Rachel Nettles + 9 more

Influence of pesticide seed treatments on rhizosphere fungal and bacterial communities and leaf fungal endophyte communities in maize and soybean

  • Research Article
  • Cite Count Icon 26
  • 10.1111/oik.04133
Environmental degradation results in contrasting changes in the assembly processes of stream bacterial and fungal communities
  • Apr 11, 2017
  • Oikos
  • Heikki Mykrä + 2 more

Environmental degradation may have strong effects on community assembly processes. We examined the assembly of bacterial and fungal communities in anthropogenically altered and near‐pristine streams. Using pyrosequencing of bacterial and fungal DNA from decomposed alder Alnus incana leaves, we specifically examined if environmental degradation deterministically decreases or increases the compositional turnover of bacterial and fungal communities. Our results showed that near‐pristine streams and anthropogenically altered streams supported distinct fungal and bacterial communities. The mechanisms assembling these communities were different in near‐pristine and altered environments. Environmental disturbance homogenized bacterial communities, whereas fungal communities were more dissimilar in disturbed sites than in near‐pristine sites. Compositional variation of both bacteria and fungi was related to water chemistry variables in disturbed sites, further implying the influence of environmental degradation on community assembly. Bacterial and fungal communities in near‐pristine streams were weakly controlled by environmental factors, suggesting that the relative importance of niche‐based versus neutral processes in assembling microbial communities may strongly depend on the spatial scale and local environmental context. Our results thus suggest that environmental degradation may strongly affect the composition and β‐diversity of stream microbial communities colonizing leaf litter, and that the direction of the change can be different between bacteria and fungi. A better understanding of the environmental tolerances of microbes and the mechanisms assembling microbial communities in natural environmental settings is needed to predict how environmental alteration is likely to affect microbial communities.

  • Research Article
  • Cite Count Icon 15
  • 10.1007/s00253-020-10838-y
The impact of anthelmintic treatment on gut bacterial and fungal communities in diagnosed parasite-free sika deer Cervus nippon.
  • Sep 15, 2020
  • Applied Microbiology and Biotechnology
  • Xiaolong Hu + 6 more

The gut microbiota, including both bacterial and fungal communities, plays vital roles in the gut homeostasis of animals, and antibiotics can lead to disorders of these microbial communities. The use of anthelmintic treatment to control parasitic infection has long been a standard practice, although its impact on the gut microbiota of healthy sika deer is relatively unknown. This study used next-generation sequencing based on 16S/18S/ITS rRNA genes to investigate the shifts in fecal bacterial and fungal communities in parasite-free sika deer after treatment with fenbendazole and ivermectin tablets. The α-diversity of both bacterial and fungal communities was significantly decreased (P < 0.05) after treatment, as were the bacterial genus Bacteroides and fungal genus Candida (P < 0.05). The results of β-diversity, LEfSe analysis, core community's analysis, taxonomic composition, and functional prediction of fungal and bacterial communities confirmed the substantial impacts of anthelmintic treatment on the function and structure of the intestinal microbiota of sika deer. Nevertheless, many lines of evidence, including β-diversity, LEfSe analysis and functional prediction analysis, suggested that the anthelmintics exerted more significant influences on fungal communities than on bacterial communities, suggesting that more attention should be paid to the changes in fungal communities of sika deer under anthelmintic treatment. The present study provides evidence to support the assumption that anthelmintic drugs modify the gut microbiota of deer and serves as the first trial to test the potential effects of anthelmintics on mycobiota in ruminants using high-throughput sequencing techniques. Key Points • Anthelmintic treatment showed significant effects on the gut microbiota of sika deer. • Fungi were more strongly affected by anthelmintic treatment than bacteria. • The profile of mycobiota provides essential data that were previously absent.

  • Research Article
  • Cite Count Icon 41
  • 10.1016/j.envpol.2022.119129
Effects of sediment physicochemical factors and heavy metals on the diversity, structure, and functions of bacterial and fungal communities from a eutrophic river
  • Mar 10, 2022
  • Environmental Pollution
  • Yu Yao + 3 more

Effects of sediment physicochemical factors and heavy metals on the diversity, structure, and functions of bacterial and fungal communities from a eutrophic river

More from: Applied and Environmental Microbiology
  • New
  • Research Article
  • 10.1128/aem.01830-25
Biodegradation of the endocrine-disrupting compound bisphenol F by Sphingobium yanoikuyae DN12.
  • Nov 6, 2025
  • Applied and environmental microbiology
  • Ruomu Chen + 8 more

  • New
  • Research Article
  • 10.1128/aem.01710-25
Orthogonal in vivo and in vitro membrane engineering enables human-like lipid remodeling of bacterial magnetosomes for functional TrkA display.
  • Nov 5, 2025
  • Applied and environmental microbiology
  • Ryoto Tomoe + 5 more

  • New
  • Research Article
  • 10.1128/aem.01934-25
Insights into toxin-antitoxin systems in the genus Bifidobacterium.
  • Nov 5, 2025
  • Applied and environmental microbiology
  • Claudia Lefimil + 1 more

  • New
  • Research Article
  • 10.1128/aem.01652-25
The multifunctional type VI secretion system of Vibrio parahaemolyticus: from environmental adaptation to interbacterial competition.
  • Nov 5, 2025
  • Applied and environmental microbiology
  • Yang Wang + 2 more

  • New
  • Research Article
  • 10.1128/aem.01625-25
Evidence of transmission and dissemination of diverse blaNDM-5-producing Escherichia coli clones between refugee and host communities and their environment: a multicenter cross-sectional study.
  • Nov 4, 2025
  • Applied and environmental microbiology
  • Souad Fayad + 13 more

  • New
  • Research Article
  • 10.1128/aem.01403-25
Regulation of a nickel tolerance operon conserved in Mesorhizobium strains from serpentine soils.
  • Nov 4, 2025
  • Applied and environmental microbiology
  • Kyson T Jensen + 1 more

  • New
  • Research Article
  • 10.1128/aem.01547-25
Host interactions of Lactococcus lactis and Streptococcus thermophilus support their adaptation to the human gut microbiota.
  • Nov 4, 2025
  • Applied and environmental microbiology
  • Gabriele Andrea Lugli + 12 more

  • New
  • Research Article
  • 10.1128/aem.01766-25
Toward a better understanding of the ecological roles of extracellular vesicles from plant-associated bacteria.
  • Nov 4, 2025
  • Applied and environmental microbiology
  • Timothée Zannis-Peyrot + 3 more

  • New
  • Research Article
  • 10.1128/aem.01667-25
Digital droplet PCR quantification and field-scale spatial distribution of Plasmopara viticola oospores in vineyard soil.
  • Nov 4, 2025
  • Applied and environmental microbiology
  • Charlotte Poeydebat + 10 more

  • New
  • Research Article
  • 10.1128/aem.01380-25
A capsule-dependent lytic phage for targeting multidrug-resistant and hypervirulent Klebsiella pneumoniae.
  • Oct 31, 2025
  • Applied and environmental microbiology
  • Ziyan Tian + 17 more

Save Icon
Up Arrow
Open/Close
  • Ask R Discovery Star icon
  • Chat PDF Star icon

AI summaries and top papers from 250M+ research sources.

Search IconWhat is the difference between bacteria and viruses?
Open In New Tab Icon
Search IconWhat is the function of the immune system?
Open In New Tab Icon
Search IconCan diabetes be passed down from one generation to the next?
Open In New Tab Icon