Abstract
Arbuscular mycorrhizal (AM) fungi not only play a crucial role in acquiring nutrients for plants but also serve as a habitat for soil microbes. Recent studies observed that AM fungal hyphae are colonized by specific bacterial communities. However, so far it has not been explored whether fungal hyphae and mycorrhizal networks also harbor specific communities of protists, a key group of microbes in the soil microbiome. Here, we characterized protist communities in soil in a compartment with plant roots and on hyphae collected from hyphal compartments without plant roots. We detected specific protist communities on fungal hyphae. Fourteen protistan amplicon sequences variants (ASVs) were significantly associated with fungal hyphae, half of which belonged to the Cercozoa group. This research, for the first-time detected specific protist ASVs directly associated with abundant AM fungus hyphae, highlighting the complexity of the hyphal food web.
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Introduction
Arbuscular mycorrhizal (AM) fungi colonize plant roots and form extensive hyphal networks in the surrounding soil, facilitating the uptake of water and nutrients by the plant (Smith and Read 2010; Martin and van der Heijden 2024). In return, the plants translocate up to 5–20% of their photosynthetic production through the AM fungal hyphae, enriching the surrounding soil with carbon (Jakobsen and Rosendahl 1990; Wang et al. 2022; Hawkins et al. 2023). The interface between AM fungi hyphae and soil is not solely a conduit for chemical exchange but also provides a habitat for a diverse range of soil microbes, including bacteria, archaea and fungi (Zhang et al. 2018, 2024; Emmett et al. 2021; Nuccio et al. 2022). Moreover, recent studies have provided evidence that specific ‘mycorrhiza helper bacteria’ colonize AM fungal hyphae, thereby affecting both the development of mycorrhizal associations and nutrient cycling in the soil (Zhang et al. 2024). Nevertheless, the interactions of AM hyphae with other key groups of soil organisms including protists are still poorly understood.
Protists are abundant in soils, with densities ranging from 104 to 108 per gram (Adl and Coleman 2005). Protists can have various lifestyles, including phototrophy, heterotrophy, mutualism, and parasitism. Phototrophic protists (known as algae) contribute significant amounts of organic carbon to soil (Schmidt et al. 2016), while heterotrophic protists (known as protozoa) consume bacteria and release nitrogen into the soil because of their higher C: N than their prey (Sherr et al. 1983). Furthermore, the nitrogen released by heterotrophic protists into the soil is generally in a form that is readily accessible to plants and leads to enhanced plant growth (Bonkowski 2004; Gao et al. 2019a, b).
De Gruyter et al., (De Gruyter et al. 2022) identified differences in the protist community between pots with and without AM fungi. Moreover, a recent study demonstrated that protists can enhance the utilization of organic nitrogen by AM fungi (Rozmoš et al. 2021). However, it is poorly understood whether protists are associated with AM hyphae in soil, and it is unknown whether AM hyphae harbor specific communities of protists.
Here, we conducted a study using compartmentalized microcosms in a greenhouse study to investigate if AM fungi host specific protist communities. We collected root and soil samples from a plant-colonized compartment and extraradical hyphal samples from another compartment from which plant roots were excluded. We then analyzed the hyphal and soil protist communities using 18 S rRNA gene amplicon sequencing. Our findings provide direct evidence of specialized protist taxa accompanying mycorrhizal fungal hyphae.
Materials and methods
Soil collection
The soil used in this study was derived from the Farming System and Tillage experiment (FAST) site (Wittwer et al. 2017, 2021). The FAST site was established in 2009 near Zürich (latitude 47°26′ N, longitude 8°31′ E). In April 2019, soil was collected with the top 2 cm layer of vegetation removed, followed by the excavation of a 20 cm depth of soil from the FAST field. The soil was passed through a 2 mm sieve and stored at 4 ℃ before use.
Description of microcosms and plant growth conditions
Microcosms were constructed using frames of 20 × 10 × 19 cm (L×W×H) that were divided in 5 equal compartments (Fig. 1a). The compartments were separated from each other by 30 μm nylon filters that allowed hyphae to pass through but not roots. Compartment 1 (COMP1) was separated by a 1 μm filter that also blocked hyphae. The middle compartment (COMP3) was filled with 1200 g of a mixture of 30% non-autoclaved FAST field soil, 4% autoclaved Oil-Dri (Damolin GmbH, Oberhausen, Germany), and 66% autoclaved sand. This compartment acted as soil inoculum. The outer compartments (COMP1, COMP2, COMP4, and COMP5, respectively) were each filled with 1200 g of the sterilized outer substrate (8% autoclaved FAST field soil, 6% autoclaved Oil-Dri and 86% autoclaved sand). The outer compartments contained a higher fraction of sand to facilitate hyphal collection. COMP2 and COMP4 served as buffer zones to reduce the rhizosphere effect on the neighboring outermost compartments. COMP1 was used as a no-AMF control. COMP5 is the hyphal compartment from which we picked the hyphal samples. We hypothesized that the microbiome in COMP3 was influenced by both roots and hyphae, COMP2 and COMP4 were influenced by root exudates and hyphae, COMP5 was influenced by hyphae alone, and COMP1 was not influenced by either roots or hyphae. The microbiomes of COMP3 and COMP5 were compared to reveal the impact of hyphae on protists while excluding the effect of plant roots on the hyphal microbiome. All autoclaved substrates used in this study were heated to 121℃ for 45 min, twice, with a 24 h interval. Fourteen replicate microcosms were set up.
Prunella vulgaris (henceforth Prunella), a plant from the Lamiaceae family, was planted in COMP3. A common plant species in European grasslands, Prunella thrives in the grassland strips of the FAST trial. Chosen as a model species for its size and substantial colonization by AM fungi, Prunella benefits from the association with AM fungi (Van Der Heijden et al. 1998; Streitwolf-Engel et al. 2001; Zhang et al. 2024). Prunella seeds were vapor-phase sterilized by exposure to chlorine gas for 4 h. To this end, chlorine gas was generated by adding 3.2 ml 37% HCl to 100 ml Bleach (Hijman Schoonmaakartikelen BV, Amsterdam, NL). Seed sterilization reduces the variation in the seed microbiome among different seeds. The seeds were sown on half-strength Murashige and Skoog basal agar-solidified medium (Sigma Aldrich, St. Louis, MO, USA). The plates with seeds were subsequently incubated in a climate chamber (Sanyo MLR-352 H; Panasonic, Osaka, Japan) under controlled conditions (light 24 °C 16 h, dark 16 °C 8 h). Seven two-week-old seedlings with roots of approximately ~ 0.5 cm in length that were free of visible contamination were transplanted to each microcosm. Pre-germination of the seeds ensures similar seed size when planting them in the microcosms. The plants in the microcosms were allowed to grow in the greenhouse (Reckenholze, Agroscope, Zürich, CH) with a 16 h photoperiod at 24 °C alternated with 8 h of darkness at 16 °C. Plants were watered with 120 ml H2O 2–3 times per week.
Sampling of fungal hyphae from soil substrate
To sample fungal hyphae, we modified a wet sieving protocol typically used to collect mycorrhizal fungus spores (Pacioni 1992). Briefly, 500 μm, 250 μm, and 36 μm sieves were surface sterilized to minimize contamination by microbes attached to the sieves. The sieves were submersed in 0.5% sodium hypochlorite for 20 min, then submersed in 70% Ethanol for 10 min (Wagg et al. 2014). The sieves were stacked together with the largest filter size on top and the smallest filter size at the bottom. The sieves separate the different sizes of particles making hyphae under microscopy more visible versus non-sieved substrate. So, this sieving method facilitates hyphae extraction from the substrate. Twenty-five grams of soil substrate from COMP5 was placed on the top sieve. The small particles were washed, and soil aggregates were broken with sterilized water. The leftovers on all sieves were washed into Petri dishes. Then, approximately 0.1 ml hyphae were picked from the samples in the Petri dishes using a set of flame-sterilized tweezers under a binocular microscope. The hyphal clumps from different sieves were pooled and analyzed together. We concentrated the hyphae in a single 1.5 ml tube filled with 0.2 ml 30% glycerin per compartment. This was then considered a hyphal sample. The hyphal samples were stored at -80℃ until DNA extraction.
Soil, root, and hyphal microbiome profiling
The soil and root samples from COMP3 and concentrated hyphae samples from COMP5 were characterized by conducting 18 S amplicon sequencing. DNA extraction from soil, root, and hyphal samples was performed using DNeasy PowerLyzer PowerSoil Kit (Qiagen, Hilden, Germany). The root and soil samples were homogenized in PowerBead solution for 10 min at 30 m/s twice by Tissuelyser II. The hyphal samples were homogenized in PowerBead solution for 2 min at 30 m/s 4 times by Tissuelyser II. The rest of DNA extraction steps of the aforementioned samples followed the manufacturer’s instructions. Extracted DNA was quantified using a Qubit dsDNA BR Assay Kit and Qubit Flex Fluorometer (Thermo Fisher Scientific, Waltham, MA, USA).
DNA was amplified using a two-step PCR protocol. In the initial step, protistan 18 S rRNA genes targeting the V4 region were amplified with the primer set V4_1f (CCAGCASCYGCGGTAATWCC) and TAReukREV3 (ACTTTCGTTCTTGATYRA) (Xiong et al. 2020). The microbial communities were amplified in 24 µl reaction volumes containing 7.5 ng DNA template, 12 µl KAPA HiFi HotStart ReadyMix (F. Hoffmann-La Roche AG, Basel, Switzerland), 0.8 µl 10 µM (protistan) forward and reverse primers and the remaining volume was supplemented by MilliQ-purified water. PCR was conducted by following the cycling conditions of 95 °C for 5 min, followed by 25 cycles of 95 °C for 30 s, 55 °C for 30 s, 72 °C for 45 s, and a final extension at 72 °C for 10 min. The resulting PCR products were purified using AMPure XP beads (Beckman Coulter, High Wycombe, UK) according to the manufacturer’s instructions. The purified PCR products were then used as template DNA in the second PCR. The second PCR was performed in a similar way as above but using primers from the Illumina Nextera Index Kit v2 which contain an error-tolerant 6-mer barcode to allow multiplexed library sequencing. The second-step PCR was conducted by following the cycling conditions of 95 °C for 3 min, followed by 10 cycles of 95 °C for 30 s, 55 °C for 30 s, 72 °C for 30 s, and a final extension at 72 °C for 5 min. The resulting PCR products were cleaned again using AMPure XP beads. The cleaned PCR products were quantified using a Qubit dsDNA BR Assay Kit and Qubit Flex Fluorometer. Equal amounts of PCR product (2 µl 4 nM) were pooled and sequenced on an Illumina MiSeq Sequencer (Illumina, San Diego, USA) using a paired end 300 bp V3 kit at the Utrecht Sequencing Facility (www.useq.nl).
Utilizing ITS amplicon sequencing, we characterized the fungal communities present in soil, root, and hyphal samples. In brief, the fungal ITS2 region was amplified in a 24 µl reaction volume containing 7.5 ng of DNA template, 12 µl of KAPA HiFi HotStart ReadyMix, and 2.5 µl of 2 µM primers (5.8SFun and ITS4Fun) (Taylor et al. 2016; Gao et al. 2019a, b). The remaining volume was supplemented with MilliQ-purified water. The PCR products were then purified using AMPure XP beads. Subsequently, the purified PCR products were amplified using primers from the Illumina Nextera Index Kit v2. Once again, the PCR products were purified with AMPure XP beads. Finally, the purified PCR products were quantified, normalized, pooled, and sequenced. Detailed documentation can be found in the work of Zhang et al. 2024.
Bioinformatics
Sequence reads were processed in the Qiime2 environment (version 2019.07, https://qiime2.org/) (Bolyen et al. 2019). We used the Demux plugin to assess paired-end sequence quality. The imported primer sequences were removed using Cutadapt (Martin 2011). The paired-end sequences were dereplicated and chimeras were filtered using the Dada2 denoise-paired script (Callahan et al. 2016), which resulted in the identification of amplicon sequence variants (ASVs) and a count table thereof. For ITS sequences, the nonfungal sequences were removed using ITSx (Bengtsson-Palme et al. 2013). 18 S and ITS ASVs were taxonomically annotated employing a pre-trained naive Bayes classifier (Werner et al. 2012) against the PR2 databases (v4.12) (Guillou et al. 2012) and UNITE (v8) database (Kõljalg et al. 2013). From this taxonomic annotation, on average 99.13% of the 18 S ASVs in all root samples were plant ASVs and the root samples were not considered for further analysis. After denoising and filtering of Rhodophyta, Streptophyta, Metazoa, Fungi, and Embryophyceae sequences (Xiong et al. 2020; Singer et al. 2021), 347,684 18 S sequences remained from the soil and hyphal samples, and these data was rarefied to a sequence depth of 970 per sample for further analysis (Fig. S1). The fourteen ASVs that were significantly associated with hyphae were blasted against NCBI (https://www.ncbi.nlm.nih.gov/) to confirm their protistan identity.
Statistics
All statistical analyses were conducted in R version 4.0.2 (R Core Team 2020). The protist ASV table, the protist taxonomy table and the protist phylogenetic tree generated by Qiime2 were imported to R with Qiime2R (Bisanz 2018). Bray-Curtis distances were calculated and visualized in principal coordinate analysis (PCoA) using the Phyloseq package (McMurdie and Holmes 2013). Soil and hyphal protist communities were compared using pairwise permutational analysis of variance (PERMANOVA) performed with the Adonis function in the Vegan package, with 9,999 permutations (Oksanen et al. 2013). Indicspecies was used for correlation-based indicator species analysis (Cáceres and Legendre 2009). The visualization of microbial taxonomy and differentially abundant ASVs between sample types used ggplot2 (Wickham 2011) and the Complex Heatmap package (Gu et al. 2016). The sequence abundance was normalized relative to the total number of reads per sample. The comparison of relative abundance between hyphae and soil was determined using the Wilcox test.
Results and discussion
The protist communities differed between soil and hyphal samples (Fig. 1b). Sample type (hyphal or soil sample) accounted for a significant 30.9% of observed variation between treatments (PERMANOVA, R2 = 0.309, F = 9.883, p < 0.001). Further investigation was undertaken to identify the specific protist phyla contributing to this difference.
Ochrophyta, often represented by phototrophic algae and belonging to Stramenopiles, were significantly enriched in hyphal samples (RA: 12.5%) compared to soil samples (RA, 3.7%; Fig. S3). Pseudofungi, Apicomplexa, Conosa, Mesomycetozoa, and Chrompodellids exhibited higher abundance in soil samples than in hyphal samples (Fig. S3). It is unresolved what are the specific mechanisms explaining why particular protists are more or less abundant on fungal hyphae. This is linked to the ecological niche of individual protists, their most-important food source (e.g., specific carbon sources or bacteria), the presence or absence of other microbes (competitors, facilitators etc.) and their abiotic niche (including soil texture and water availability).
Subsequently, we investigated the differences of protist ASVs between hyphal and soil samples using Indicspecies. A total of 14 ASVs were significantly more abundant on fungal hyphae compared to soil (Fig. 1c, Table S1). Of these 14 hyphal ASVs, 7 were classified as Cercozoa, the protists phylum that generally is most common in soils and mostly bacterivorous (Dumack et al. 2022). Cercozoa were previously also shown to be enriched in rhizospheres (Sapp et al. 2018). Several studies suggest that Cercozoa species have a specific preference for predation on bacteria (Glücksman et al. 2010; Amacker et al. 2022). The bacterial community assembled on fungal hyphae, compared with that of the soil (Zhang et al. 2024), may consequently harbor specific bacterivorous cercozoans that feed on bacteria particularly associated with mycorrhizal fungi. However, it remains uncertain whether these Cercozoa exclusively feed on bacteria attached to hyphae or interact directly or indirectly with fungal hyphae.
Other ASVs that are significantly more abundant on hyphae comprised 2 Ochrophyta ASVs, 2 Chlorophyta ASVs, 2 Choanoflagellida ASVs, and 1 Lobosa ASV (Fig. 1c, Table S1). Only 6 of the 14 hyphal ASVs were identified at the genus level, including Brachysira, Massisteria, Vermamoeba, Choanoflagellida, and Bracteacoccus. The remaining eight ASVs were classified with an unclear genus designation (Table S1).
The two hyphae enriched Ochrophyta ASVs (ASV_fd9f, ASV_3fab) were identified among all ASVs. Intriguingly, when comparing ASVs only in Ochrophyta between hyphal and soil samples using the Wilcox test, these two ASVs also emerged as the most differentially abundant hyphal ASVs (Fig. S4). ASV_fd9f and AS_3fab exhibit RA of 1.1% and 0.5% in hyphal samples, respectively. Conversely, the RA of these ASVs in soil samples is nearly negligible, approaching zero. This suggests that these two ASVs are the predominant taxa that differentiated Ochrophyta between hyphal and soil samples. To test the preference of these two ASVs for AM fungal hyphae, further studies need to isolate them and experimentally test their function.
Overall, we observed that 7 protist groups together comprised 99.3% of the protist relative abundance (RA) in hyphal samples. These top-seven most-abundant groups were Rhizaria (RA, 41.3%), Alveolata (RA, 21.3%), Stramenopiles (RA, 15.6%), Archaeplastida (RA, 11%), Amoebozoa (RA, 6.6%), Hacrobia (RA, 2.5%), and Opisthokonta (RA, 1.3%; Fig. 2). The abundances of these broad taxonomic groups did not differ significantly between soil and hyphal samples (Fig. S5). From those 7 taxonomic groups, 80 ASVs were detected in both soil and hyphal samples (Fig. S6a). These shared ASVs were abundant in our system with a RA of 64.7% in the hyphal samples and 31.9% in the soil samples (Fig. S6b). This implies that, the majority of the hyphal protist communities are derived from the soil samples.
Using internally transcribed spacer (ITS) amplicon sequencing, we found that the hyphal compartment was colonized by both AM fungi and other non-AM fungi. The relative abundance of Glomeromycota fungal phylum (AM fungi) was 51% while the remaining sequences primarily consisted of Chytridiomycota, Ascomycota, and Basidiomycota. Furthermore, within the Glomeromycota phylum, two AM fungal species, Rhizophagus irregularis (RA: 36%) and Septoglomus viscosum (RA: 14%), were most abundant. Detailed data can be found in Zhang et al. 2024. Further studies, thus need to test whether the observed hyphae-specialized protist communities are specific for AM fungi or fungi in general. Note that the soil substrate from the hyphal compartment (COMP5) contained 20% more sand and nearly 80% less soil than the substrate in the plant compartment (COMP3). This was done to facilitate hyphal extraction and to reduce the amount of organic material attached to the fungal hyphae. The varying ratios of soil and sand contribute to differences in substrate texture and nutrient availability. Consequently, disparities in protist communities between hyphae and soil could potentially be because of differences in sand/soil content or differences in the ability of protists to disperse and move through the soil (Zhao et al. 2019). Thus, further studies should verify the observations made here. Moreover, prior to plant growth and mycorrhiza development, the soil substrate in COMP5 was autoclaved to diminish non-AMF fungi, thereby enhancing the likelihood of sampling mycorrhizal fungi originating from COMP3. This may also contribute to the subsequent differences in protist communities between hyphae and soil. This aspect warrants future experiments to validate the conclusions drawn in this study. In addition to collecting hyphae, roots, and soil from different compartments, future studies should also collect hyphae from the compartments with roots to assess whether microbial communities associated with hyphae differ between ‘hyphae-only’ compartments and those associated with root compartments. Alternatively, future studies could collect microbial communities from soil samples taken from the hyphal compartment to avoid any potential bias arising from differences in soil composition.
By extracting protist DNA attached to and surrounding fungal hyphae, our work shows, for the first time, that protists directly colonize fungal hyphae. Furthermore, our work highlights that protist communities developed on fungal hyphae differ from the original protist community in field soil. Further work now needs to test whether protists play a role in the functioning of the plant-AM fungi symbiosis and whether protists may use fungal networks and mycelia as hyphal highways to spread through the soil. These findings highlight the intricate nature of the food web associated with AM hyphae and elucidate a significant connection between AM fungi and their associated microbes.
Data availability
The raw sequencing data of 18S were deposited at the European Nucleotide Archive (http://www.ebi.ac.uk/ena) by the study accession PRJEB67506.
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Acknowledgements
We thank the Utrecht Sequencing Facility for providing sequencing service and data. Utrecht Sequencing Facility is subsidized by the University Medical Center Utrecht, Hubrecht Institute, Utrecht University, and The Netherlands X-omics Initiative (NWO project 184.034.019).
Funding
This work was supported by the China Scholarship Council (CSC201707720021), the Swiss National Science Foundation (grant 310030–188799), the Dutch Council (NWO) through the Gravitation program MiCRop (grant no.908 024.004.014), the Lawrence Livermore National Laboratory under the auspices of the U.S. DOE under Contract DE-AC52-07NA27344.
Open access funding provided by University of Zurich
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M.G.A.v.d.H. initiated the research. C.Z. and M.G.A.v.d.H. conceived and designed the experiments. C.Z. performed the experiments and collected the samples. C.Z. analyzed the data. C.Z., S.G., R.L.B., and M.G.A.v.d.H. wrote the manuscript.
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Zhang, C., Geisen, S., Berendsen, R.L. et al. Specialized protist communities on mycorrhizal fungal hyphae. Mycorrhiza (2024). https://doi.org/10.1007/s00572-024-01167-3
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DOI: https://doi.org/10.1007/s00572-024-01167-3