Abstract
Bacterial-fungal interactions influence microbial community performance of most ecosystems and elicit specific microbial behaviours, including stimulating specialised metabolite production. Here, we use a co-culture experimental evolution approach to investigate bacterial adaptation to the presence of a fungus, using a simple model of bacterial-fungal interactions encompassing the bacterium Bacillus subtilis and the fungus Aspergillus niger. We find in one evolving population that B. subtilis was selected for enhanced production of the lipopeptide surfactin and accelerated surface spreading ability, leading to inhibition of fungal expansion and acidification of the environment. These phenotypes were explained by specific mutations in the DegS-DegU two-component system. In the presence of surfactin, fungal hyphae exhibited bulging cells with delocalised secretory vesicles possibly provoking an RlmA-dependent cell wall stress. Thus, our results indicate that the presence of the fungus selects for increased surfactin production, which inhibits fungal growth and facilitates the competitive success of the bacterium.
Similar content being viewed by others
Introduction
Bacteria and fungi share diverse habitats and consequently, a wide span of interactions is observed between them ranging from mutualism to inhibition. These interactions not only influence the structure and ecology of the respective microbial community but also impact the development and evolution of the interacting species1,2. Bacteria and fungi can indirectly affect each other by sensing and responding to diffusible signals such as chemoattractants, quorum-sensing molecules, and volatile substances3,4,5. However, several bacterial-fungal interactions (BFIs) require a close vicinity, and even direct contact between the interacting partners. In certain cases, the bacterium resides inside the cells of its fungal host1,5. Often, a combination of indirect influence and physical contact define a BFI. Various examples of phenotypic adaptation during BFI have been described in the literature, including chemotaxis towards the fungal hyphae6, induction of secondary metabolites7, attachment and biofilm matrix production by a bacterium on the hyphae8, and facilitation of bacterial movement along the mycelia9,10.
In addition to influencing short-term microbial development, BFIs can also impact the evolution of an organism over longer time scales11. For example, a mutualistic relationship between fungus-growing ants, their fungal partner Leucoagaricus gonglyophorus, and associated actinobacteria was proposed to have existed for at least 45 million years1,12. Antimicrobials produced by actinomycetes protect the fungal gardens by selectively targeting parasitic fungi such as Escovopis species suggesting an evolved symbiosis7,13,14. Endophytic bacteria have been also suggested to genetically adapt in the fungal host, although broad host range bacterial species has been also suggested15. Therefore, BFI could serve as a model to study the evolution of novel eukaryote-prokaryote interactions2.
The rapid growth of microorganisms facilitates experimental evolution studies in the laboratory16. However, only few studies have been published that dissect the evolution of ecological interactions in a BFI setup. The evolution of Staphylococci in the presence of various fungal partners highlighted changes in secondary metabolite production and biofilm formation17. Based on the BFI literature describing a plethora of phenotypic responses of both bacteria and fungi during their interaction, we hypothesized that bacterial adaptation in the presence of a fungus could potentially lead to changes in relevant traits of a bacterium.
A direct interaction between the black mould-causing fungus A. niger and the plant growth-promoting Gram-positive bacterium Bacillus subtilis has previously been described8,18. Both organisms are commonly found in soil, thus they potentially coexist in the same habitat and influence each other, however, their ecological interaction is not scrutinized yet in natural settings. Nevertheless, the examination of two model organisms in the laboratory could reveal new mechanistic insights on BFIs. For example, attachment of B. subtilis cells to fungal hyphae results in transcriptional changes. Specifically, the production of antimicrobial substances is downregulated in both microorganisms, including the B. subtilis-produced lipopeptide, surfactin. Furthermore, genes related to motility and aerobic respiration are also downregulated in the bacterium during attachment18.
B. subtilis has been exploited for experimental evolution during biofilm formation to dissect the influence of biofilm matrix sharing19,20,21,22,23 and has been also studied during adaptation to the plant root surface24,25,26,27. These studies highlighted the rapid genetic adaptation of B. subtilis and corresponding phenotypic changes related to bacterial differentiation. Moreover, these works were also facilitated by the extensive knowledge on the molecular details underlying B. subtilis physiology, gene regulation, phenotypic differentiation, and secondary metabolite production28,29,30,31,32. Therefore, B. subtilis offers a fascinating model to investigate the effects of long-term cultivation of this bacterium in the presence of a fungus and to focus on the bacterial genetic and phenotypic evolution.
Here, we used a laboratory adaptation experiment, B. subtilis cells with enhanced surfactin production and spreading behaviour are selected, which is mimicked by incorporation of specific mutations in genes encoding a global two-component system. Increased surfactin production and niche colonisation by the bacterium disrupt fungal expansion and acidification of the medium. Further, we discover that surfactin causes mislocalization of secretory vesicles in A. niger, indirectly inducing cell wall stress in the fungus.
Results
Adaptation of B. subtilis to the presence of A. niger
Utilising the ability of B. subtilis to colonise and grow on mycelia of the fungus A. niger8,18, a simple bacterial-fungal co-culture system was established in which fungal spores and subsequently diluted planktonic bacterial cultures were streaked onto agar medium in a hashtag and square pattern. Areas where bacteria grew over fungal hyphae were dissected (Fig. 1a). This agar block was used to inoculate the bacterium on fresh medium, followed by planktonic growth for 24 h before initiating a new co-culture cycle. Importantly, A. niger was not evolved in this setup; a fresh batch of spores was used each time from the same fungal stock. Five parallel co-cultivated evolution BFIs (denoted CoEvo) were used in addition to five control lineages of the bacterium cultivated alone (denoted Bac) following otherwise identical isolation procedures (Supplementary Fig. 1a). After 10 weekly transfers, two endpoint isolates were collected from each lineage of both setups. These evolution endpoint bacterial isolates were tested for growth in the presence of the fungus and their ability to form a colony biofilm. Data for isolates 1 from each lineage are included in the figures and datasets describing the phenotypic assays, as the second isolates behaved comparable to the first isolate from the same lineage, except Bac3 evolved isolates during colony biofilm development.
First, bacterial cultures were spotted between two lines of 1-day-grown A. niger mycelia. The ancestor bacterium grew and created a small colony almost surrounded by the fungus after 7 days (Fig. 1b). Most of the evolved isolates behaved similarly to the ancestor, but isolates from two CoEvo lineages, especially CoEvo2 and partially CoEvo4, displayed increased spreading that limited fungal growth and expansion (Fig. 1b and Supplementary Movie 1 and 2). All Bac isolates behaved like the ancestor. In addition to CoEvo2 and CoEvo4, CoEvo3 also displayed increased surface spreading in the absence of the fungus unlike in the presence of A. niger (Supplementary Note 1, Supplementary Fig. 2). Preliminary experiments suggest that fungal produced volatile compounds, dimethyl disulphide, pyrazine, and 1-pentyne restrict CoEvo3 spreading (Supplementary Note 1, Supplementary Dataset 2, Supplementary Fig. 2).
To assess the influence of bacterial spreading on fungal physiology, bacterial cultures were spotted next to a 1-day-grown A. niger streak on lysogeny broth (LB) plates containing the pH dye Bromocresol Purple that is purple above pH 6.8 and yellow bellow pH 5.2. When the fungus was cultivated alone, large section of the agar medium (>30%) displayed a yellow colour corresponding to the ability of A. niger to acidify its environment via excretion of organic acids33,34. The ancestor bacterium, Bac and most of the CoEvo isolates restricted acidification and the yellow coloration was apparent on the edge of the fungal streak, while the CoEvo2 isolate almost fully supressed the acidified area as quantitatively determined by measuring the yellow area of the plate (Fig. 1c and Supplementary Fig. 3a, b). The area of acidification was increased when srfAC mutant B. subtilis was tested (srfAC strain unable to produce the antimicrobial lipopeptide surfactin32, see below), displaying a relative acidification between the uninoculated control and the other B. subtilis strains (Supplementary Fig. 3b). These results suggest increased surface colonisation by the CoEvo2 lineage in the presence of the fungus that restrict the fungus-mediated acidification, whereas such adaptation wasn’t observed for replicates of the Bac and other CoEvo isolates. Notably, the surface colonization of the ancestor B. subtilis was not increased when an oxaloacetate hydrolase encoding oahA mutant A. niger strain was used that lacks medium acidification, while the CoEvo2 colony phenotype was similarly increased in the presence of oahA mutant A. niger as with the wild-type fungus (Supplementary Fig. 3c), suggesting that the evolution of CoEvo2 was not primarily driven by increased acid resistance.
Evolution on agar medium selects for wrinkled variants
Unlike in the presence of a fungus, evolution of B. subtilis on a solid agar surface as pure cultures could potentially be driven by adapting biofilm complexity. Indeed, all but one replicate (Bac 3.2) of Bac isolates displayed increased architecture complexity (Fig. 1d and Supplementary Fig. 3d) reminiscent of biofilm matrix-overproducing wrinkled colonies observed in previous experimental evolution settings22,24,25,35. In general, isolates from CoEvo lineages exhibited similar colony structure to the ancestor, with a slight increase in complexity of evolved isolate CoEvo4.1 (Supplementary Fig. 3d).
Mutation of DegU enhances spreading
To dissect the mutational landscapes of B. subtilis adapted in the presence or absence of A. niger, sequential populations of each lineage at each transfer were subjected to high-coverage metagenome sequencing (except the first three timepoints of four Bac lineages). Single-nucleotide polymorphisms (SNPs) and short insertions and deletions (indels) were determined using the breseq pipeline26,36,37 which detected 142 and 157 mutations with >5% frequency in CoEvo and Bac populations, respectively (frequencies of each mutated gene in each lineage are shown in Supplementary Fig. 4a and the mutation types are shown in Supplementary Dataset 1). Subsequently, the genealogical structure of each lineage was determined and visualised as lineage frequencies from shared, nested mutation trajectories over time, using Lolipop38,39. This approach revealed both unique dominant mutations, including SNPs in degU and degS genes in lineages CoEvo2 and CoEvo3, respectively, and parallel genetic changes, such as specific SNPs in sinR of Bac lineages (Fig. 2a and Supplementary Dataset 1). In addition, certain genes were commonly mutated under both conditions, including ywdH and opp genes. Importantly, while genetic diversity was comparable in both CoEvo and Bac lineages (Fig. 2b), parallelism was higher in control evolved lineages than fungal-adapted lines (Fig. 2c), based on the Jaccard index that reflects the likelihood that the same gene is mutated in two independent lineages40.
Subsequently, mutations in the genomes of the single endpoint isolates from each lineage were determined to corroborate population sequencing (Supplementary Dataset 1). CoEvo- and Bac-specific mutations were identified in addition to the few commonly mutated genes (Fig. 2d). SNPs in sinR were identified in Bac-evolved lineages that were previously associated with increased colony wrinkling24,35,41,42. Interestingly, isolate Bac 3.2 lacking increased colony wrinkles harboured no unique SNPs other than those also present in CoEvo isolates. Isolates from lineages CoEvo2 and 3 possessed SNPs in the genes coding for the two-component regulatory system, DegU and DegS, respectively. The serine to glycine substitution at position 202 of DegU is located at the edge of the helix-turn-helix domain involved in DNA binding (Supplementary Fig. 4b). Mutations in the vicinity (e.g., DegUR184C in ref. 43 and DegUI186M and DegUH200Y in ref.44) have been reported to alter the expression of DegU-regulated genes. The alanine to valine substitution at position 193 of DegS (Supplementary Fig. 4c) has been previously characterised and is known to abolish DegS protein kinase activity45. Reduced phosphorylation of DegU by DegS results in upregulation of genes related to motility and natural competence for DNA uptake, whereas genes encoding secreted degradative enzymes are upregulated by high levels of phosphorylated DegU43,45.
When degUS202G and degSA193V mutations were reintroduced into the ancestor, the engineered strains phenocopied the evolved isolates in the presence of A. niger (Fig. 2e, Supplementary Fig. 2 and 3a–c, and Supplementary Note 1). By contrast, deletion of degU was comparable to the wild-type ancestor (Fig. 2e), indicating that these mutations modified but did not abolish DegU activity.
Building upon a previously developed quantitative fungal inhibition test46, we demonstrated that the growth of A. niger was similarly reduced by CoEvo2 and degUS202G strains compared with the ancestor B. subtilis (Supplementary Fig. 4d).
Surfactin production is enhanced in evolved isolates
Undomesticated B. subtilis isolates produce a set of non-ribosomal peptides, including the two lipopeptide surfactin and plipastatin involved in fungal inhibition32. The lipopeptide surfactin plays an important role in B. subtilis expansion over semi-solid surfaces including swarming or sliding47,48,49,50, and genes encoding the surfactin biosynthesis apparatus were downregulated during the initial attachment of B. subtilis to hyphae of A. niger in planktonic cultures18. Therefore, we hypothesised that surfactin production might be altered in CoEvo2 after adaptation to the presence of the fungus. Direct semi-quantification of surfactin produced by the bacterium grown on agar medium confirmed an increase in surfactin production for CoEvo2 and 3 isolates compared with the ancestor (Fig. 3a, Student’s t-test with Bonferroni-Holm correction), possibly facilitating the improved expansion of the bacterium on the agar surface. By contrast, surfactin production by Bac strains was not increased (Fig. 3a, Student’s t-test with Bonferroni-Holm correction). Drop collapse assay showed that degUS202G and degSA193V alleles recreate the increased surfactant properties observed in CoEvo2 and CoEvo3 strains, respectively (Supplementary Fig. 5a). Matrix-assisted laser desorption/ionisation-mass spectrometry imaging (MALDI-MSI) analysis of co-inoculated bacteria-fungi samples further demonstrated increased surfactin production by CoEvo2 compared with the ancestor strain (Fig. 3b). By contrast, production the lipopeptide plipastatin by CoEvo2 was comparable with the ancestor (Supplementary Fig. 5b).
Surfactin causes hyphal bulging and cell wall stress
The fungus-adapted bacterial isolate CoEvo2 displayed increased surfactin production and surface colonisation. In addition, acidification of the environment by A. niger was reduced in the presence of CoEvo2, while enhanced in the presence of srfAC mutant. Therefore, we hypothesised that increased surfactin production not only stimulated spreading of CoEvo2 colonies, but also influenced the fungus. Intriguingly, when planktonic cultures of A. niger were supplemented with bacterial cell-free supernatant from the B. subtilis ancestor, some fungal hyphae displayed bulging (Fig. 4a). However, bulbous fungal cells were absent when surfactin was not produced in the bacterial cultures due to deletion of either srfAC (encoding a subunit of the surfactin biosynthesis machinery) or sfp (encoding a phosphopantetheinyl transferase involved in activation of the peptidyl carrier protein domains of non-ribosomal synthetases; Fig. 4a). Supplementation the fungal culture with pure surfactin was sufficient to induce bulging (Fig. 4a), and bulbous hyphal cells were still present in mutants lacking the ability to synthesise other non-ribosomal proteins (those that are involved in the synthesis of plipastatin and bacillaene) unless surfactin biosynthesis was simultaneously disrupted (Supplementary Fig. 6a).
To investigate the influence of surfactin on fungal hyphae, we tested a series of fluorescent reporter strains for which specific cell components could be monitored. In the presence of bacterial cell-free supernatant the cell wall, mitochondria, and nuclei were comparable to those of untreated samples, while membranous components including vacuoles, Golgi, and endoplasmic reticulum were aberrant (Supplementary Fig. 6b). In particular, secretory vesicle-specific soluble NSF attachment protein receptor SncA fluorescent reporter showed a homogenous distribution in bulged cells, and the secretory vesicles were mislocalised (Fig. 4b), unlike in untreated samples where these secretory vesicles are located close to the tips of hyphae to deliver cell wall components and secrete fungal enzymes51. Further experiments are required to determine whether the SncA-GFP reporter is mislocalized in the bulbous cells or the GFP is released from the SncA protein.
The surfactin-induced bulging of A. niger hyphae resembles the impact of Calcofluor White (CFW), a chitin and cellulose-binding fluorescent dye, on fungal mycelia52. CFW provokes cell wall stress in A. niger including upregulation of α-1,3-glucane synthase encoded by the agsA gene52. We hypothesized that potentially reduced cell wall synthesis due to mislocalization of secretory vesicles in the presence of surfactin could result in cell wall stress in A. niger like that observed in the presence of CFW. Indeed, agsA transcription was induced in A. niger when treated with bacterial cell-free supernatant when monitoring using luciferase (Fig. 4c) or a fluorescence reporter (Supplementary Fig. 6c). Furthermore, induction was dependent on production of surfactin by B. subtilis, as it could also be promoted by supplementation of pure surfactin (Supplementary Fig. 6c and e). The cell wall stress-sensing pathway in A. niger includes the transcription factor RlmA that directly activates agsA transcription (Fig. 4d). Accordingly, deletion of the RlmA-binding box within the promoter region of the agsA reporter construct tempered induction by bacterial cell-free supernatant (Fig. 4c). Finally, disruption of rlmA amplified the number of bulbous hyphal cells in the presence of bacterial cell-free supernatant or purified surfactin (Fig. 4e). As expected, without surfactin in the cell-free culture supernatant, neither wild-type nor rlmA mutant A. niger hyphae displayed bulging (Fig. 4e).
These results demonstrate that the mode of action of B. subtilis-produced surfactin on A. niger involves mislocalization of secretory vesicles and hyphal bulging. As secretory vesicles deliver the components required for cell wall synthesis at the tip of the hyphae53, the mislocalization of the secretory vesicle and potentially reduced cell wall synthesis might inducing cell wall stress. Plipastatin, another lipopeptide synthesised by B. subtilis, did not provoke such changes in hyphal cell morphology in A. niger (Supplementary Fig. 6a). Inhibition of Fusarium (another filamentous fungus) by B. subtilis is mediated by plipastatin but unaffected by deletion of surfactin32. Therefore, potential bulging of Fusarium hyphae has been monitored and tested using B. subtilis strains lacking either surfactin or plipastatin. In line with the inhibitory activity of plipastatin against Fusarium, bulbous cell formation by Fusarium culmorum and Fusarium oxysporum was dependent on plipastatin in the cell-free supernatant (Supplementary Fig. 7).
Spreading-mediated inhibition of other Aspergillus species
To reveal whether the ability of fungus-adapted B. subtilis to decrease A. niger growth was transferable to other Aspergillus species, the CoEvo2 isolate was tested on them (Fig. 4f). In addition to A. niger, spreading enhanced by the CoEvo2 strain was able to restrict the expansion of Aspergillus awamori, Aspergillus brasiliensis, Aspergillus tubingiensis and A. nidulans. Co-inoculation on medium containing a pH indicator revealed that CoEvo isolates could prevent fungal-mediated acidification of the medium during co-cultivation with several Aspergillus species (Fig. 4f), demonstrating a general advantage of increased spreading by B. subtilis during competition for space and nutrients on a surface.
Discussion
During prolonged co-cultivation with A. niger, a specific lineage of B. subtilis was adapted by increasing their surface spreading ability, which allows the bacterium to cover a larger area, reach more nutrients, and thus successfully compete against the fungus. The evolution of such elevated mobility might have been facilitated by the microhabitat generated by the fungal mycelium network. Zhang and colleagues observed rapid movement of single bacterial cells and subsequently groups of cells along a water film around fungal hyphae54. The area surrounding a fungal hypha retains water and has a higher humidity than the wider environment, thereby generating conditions that promote bacterial movement even in a dry milieu54,55. Spreading along a hypha might be advantageous for B. subtilis as the environment dehydrated over the 5-day incubation. Lack of a fungal microhabitat in control experiments may create drier conditions. Indeed, B. subtilis generally adapted by increasing matrix production in the absence of fungal mycelia. Investment in biofilm formation and smaller colony size might also be related to the dry environment since biofilms can act as water reservoirs56,57.
Here, B. subtilis adaptation to the presence of A. niger in CoEvo2 and 3 lineages also increased competition, since in addition to enhanced spreading, several adapted lineages also produced more surfactin. Secondary metabolites such as lipopeptides are often involved in BFIs. These may act as cues to elicit a specific reaction or interfere directly with another microorganism via chemical warfare7,58. While the higher surfactin level of the adapted isolates from CoEvo2 lineage likely increased the spreading behaviour48,50, it also directly contributed to fungal inhibition via its antimicrobial properties59,60. Importantly, we also revealed that the mode of action of surfactin on A. niger involves influencing membranous fungal cell components, mislocalization of secretory vesicles that deliver components for cell wall synthesis, and indirectly provoking cell wall stress. By contrast, rapid adaptation of B. subtilis in a 15-day co-culture with the fungus Setophoma terrestris was accompanied by reduced surfactin production, increased biofilm development, reduced swarming, and increased emission of anti-fungal volatile compounds61. The distinct adaptation route could be potentially explained by differences in fungal partner sensitivity to antimicrobial compounds.
The fate of a BFI from mutualism and co-existence to competition and elimination of their companion is often not only determined by the specific influence of members on each other, but also influenced by their environment. For example, spatiotemporal organisation is crucial for a stable co-culture and the beneficial influence of B. subtilis on the fungus Serendipita indica62. Interactions can also be influenced by environmental parameters including pH61. A. niger acidifies its environment by organic acid secretion, including oxalic acid33,34. One potential bacterial strategy to cope with a fungus-constructed niche includes adaptation to growth at low pH, thereby promoting survival in acidic soil, and hence co-occurrence with various fungal species, as reported previously63,64. In our experiment, instead of adapting to a lower pH milieu, the evolved B. subtilis isolates possibly prevented medium acidification by A. niger rather than actively inhibiting the process. The increased spreading of B. subtilis could potentially lower nutrient availability for A. niger, surfactin could also inhibit the fungus, and a combination of both mechanisms could contribute to reduced growth and acidification by A. niger. This observation is further supported by the comparable influence of the CoEvo2 evolved isolate on a set of Aspergillus species.
Genome re-sequencing of the evolved isolates and populations revealed mutations in genes encoding global regulators, including degU and degS in the fungal co-cultured CoEvo 2 and 3 lineages, respectively, and sinR in all Bac lineages evolved on agar medium. While mutations in the sinR gene have been identified in numerous studies before24,25,26,27,35,41,42, degU has been reported as target for mutation during domestication44. Interestingly, increased surfactin production has been detected in the CoEvo2 and 3 isolates; nevertheless, srfA operon that encodes the surfactin synthase complex has not been reported to be part of the DegU regulon65,66. Further experiments will be required to dissect whether the observed mutations in degU and degS genes contribute to increased surfactin production through enhancing transcription of srfA operon or other genes contributing to surfactin synthesis. Population metagenomics verified the abundance of SNPs in degU, degS, and sinR genes, in addition to confirming that adaptation in a biotic environment (interaction with a fungus) results in lower parallelism compared with an abiotic environment (cultivation on the agar medium without the fungus). This confirms previous observation on experimental evolution of B. subtilis and Bacillus thuringiensis in abiotic and biotic biofilms26.
Although the ecological relevance of Bacillus and Aspergillus interaction and their co-evolution in nature is yet to be demonstrated, previous studies have described the presence or the isolation of B. subtilis next to fungi32,67. In addition, the level of surfactin production was reported to be variable depending on the isolates32,68. Future experiments needed to dissect the prevalence of specific SNPs that we observed in the regulatory genes of evolved populations and its correlation to the fungal abundance in the specific environment.
Overall, our study demonstrates the potential of combining co-culture and laboratory evolution experiments to deepen our understanding of BFIs. Such co-culture adaptation methodology could offer a general, genetically modified organism-free approach to enhance antifungal activities of biocontrol bacteria against pathogenic fungi.
Methods
Media and cultivation conditions
B. subtilis DK1042 (a naturally competent derivative of the undomesticated biofilm-proficient NCIB3610 strain) and its derivatives were generally grown in lysogeny broth (LB; Lenox, Carl Roth, Germany) from a frozen stock for 18−20 h at 37 °C with shaking at 220 rpm. To harvest conidia, Aspergillus strains were grown on malt extract agar (MEA) plates (Carl Roth, Germany) at 30 °C for 1−2 weeks or on Complete Medium agar plates at 28 °C for 3 days. After incubation, 10−20 ml of sterile Saline Tween solution (8 g/l NaCl with 0.005% Tween 80) was added, conidia were scraped off, and conidia-containing liquid was collected. The solution was vortexed, sterile filtered with Miracloth rewetted funnels and stored at 4 °C. Interactions of B. subtilis and A. niger on plates were tested using LB medium supplemented with either 1% or 1.5% agar. To follow pH changes, LB agar medium was supplemented with 0.02 g/l Bromocresol Purple. All experiments have been performed using at least 3 independent replicates, and randomly selected representative image is shown in the figures. Inhibition of A. niger by B. subtilis was quantitated motivated by a previously established method46. Briefly, 15 μl spores of A. niger AR19.1 (3 × 106) harbouring constitutively expressed GFP were inoculated to each well of a 48-well plate in the presence of bacterial cultures with different optical density at 600 nm. The cultures were incubated at 28 °C for 3 days, and the GFP was recorded at 5 positions in each well. Interactions of B. subtilis with different fungi in liquid cultures were tested in LB medium supplemented with 10 mM MgSO4 and 1 mM MnCl2 as previously reported18. Briefly, fungal spores were inoculated in LB medium and cultivated for 24 h. Subsequently, 1 ml cultures of the five fungal microcolonies were supplemented with 10 mM MgSO4 and 1 mM MnCl2 and overnight-grown B. subtilis was added at 1000-fold dilution in 24-well plates. Fungal cell morphology was assessed after 24 h of cultivation at 28 °C with shaking at 120 rpm.
For luminescence reporter measurement, 7.5 × 104 fungal spores/ml were inoculated in 200 μl LB medium containing 50 μl luciferin (final concentration 0.5 mM) before either 50 μl bacterial cell-free supernatant, CFW (final concentration 50 μg/ml), LB medium or 1% methanol was added.
Strain construction
B. subtilis cells were transformed with genomic DNA (extracted from 168 degU) and selected on LB plates supplemented with kanamycin (10 μg/ml) to obtain the degU deletion mutant in the DK1042 background. Natural competence was used to transform B. subtilis69. To obtain the single nucleotide-exchanged strain, DK1042 was first transformed with plasmids pTB693 and pTB694 (for degUS202G and degSA193V, respectively) and selected on LB agar plates containing 25 μg/ml lincomycin and 1 μg/ml erythromycin for macrolides (MLS) resistance. The obtained single recombinants were first verified using oligos specific for pMiniMad plasmid (oAR27 or oAR28) and flanking regions of degU (oAR25 and oAR26) or degS (oAR31 and oAR32) genes. The verified single recombinants were subsequently cultivated in liquid LB medium, cultures were plated on LB medium without antibiotics, single colonies were tested for the loss of integrated plasmid, and clones with specific SNPs (degUS202G and degSA193V) were selected. Plasmids pTB693 and pTB694 were obtained by cloning the PCR products obtained using oAR23 and oAR24 (degUS202G from genomic DNA extracted from CoEvo3) and oAR30 and oAR41 (degSA193V from genomic DNA extracted from CoEvo3) into plasmid pMiniMad70 using restrictions enzymes NcoI and BamHI, and SalI and BamHI, respectively. Sequence of oligos are listed in Supplementary Table 1. Incorporation of the ancestor degU and degS alleles into the evolved variants was verified by sequencing. All other B. subtilis strains were constructed previously and the source is indicated in Supplementary Table 1.
The PagsA(3×RlmA-box)-mluc-TtrpC cassette with NotI sites was PCR-amplified using plasmid pBN008 as template and primers PagsAP1f-NotI and TtrpCP2r-NotI. Plasmid pBN008 contains the PagsA(3x rlmA-box) fragment from plasmid PagsA(0.55-kb-rlm2add)-uidA-pyrG*52 and mluc-TtrpC from plasmid pVG4.171. The PagsA(3×RlmA-box)-mluc-TtrpC cassette with NotI sites was ligated into pJet1.2 and verified by sequencing. The PagsA(3×RlmA-box)-mluc-TtrpC cassette was isolated with NotI and ligated into the NotI-digested plasmid pMA33472, yielding pMA348. The mutation in the RlmA box of the agsA promoter to generate the PagsA(RlmA-box mutated)-mluc-TtrpC construct was introduced by PCR using primers PagsAP4f-NotI and PagsA-AF-R-mut-RlmA2 (211 bp) and primers PagsA-AF-F-mut-RlmA1 and PagsAP2r (441 bp) with genomic DNA from WT A. niger strain N402. Both PCR fragments were fused together by PCR with primers PagsAP4f-NotI and PagsAP2r (622 bp) and the fusion PCR product, containing a mutation in the RlmA box of the agsA promoter, was ligated into pJet1.2 and verified by sequencing. The mutated promoter was then isolated using NotI and EcoRI and ligated into corresponding sites of pBN008, yielding plasmid pMA368 PagsA(RlmA-box mutated)-mluc-TtrpC. The PagsA(RlmA-box mutated)-mluc-TtrpC cassette with NotI sites was PCR-amplified using plasmid pMA368 as template and primers PagsAP1f-NotI and TtrpCP2r-NotI, ligated into pJet1.2, and verified by sequencing. The PagsA(RlmA-box mutated)-mluc-TtrpC cassette was isolated using NotI and ligated into the NotI-digested plasmid pMA33472, yielding pMA370. Plasmids pMA348 and pMA370 were digested with AscI to release the complete PagsA(3×RlmA-box)-mluc-TtrpC-pyrG** and PagsA(RlmA-box mutated)-mluc-TtrpC-pyrG** targeting cassettes and transformed into A. niger strain MA169.473, using fungal strains deficient in the non-homologous end-joining pathway74. Correct integration of the pyrG** targeting construct was confirmed by Southern blot for MA297.3 and MA584.2.
The A. niger oahA (NRRL3_06354) deletion strain was created using the split marker method with the Aspergillus oryzae pyrG gene (AOpyrG) as selection marker75. The flank regions of the oahA gene were PCR amplified with genomic DNA of N402 as template and primers oahAP1f and oahAP11r (5′ flank, 833 bp) or oahAP3f and oahAP4r (3′ flank, 1133 bp). The pyrG fragment was PCR amplified from plasmid pAO4-1376 using primers AOpyrGP12f and AOpyrGP15r (5′ fragment, 1011 bp) or AOpyrGP14f and AOpyrGP13r (3′ fragment, 1248 bp). Split marker fragments were amplified by fusion PCR using oahA 5′ and AOpyrG 5′ as template and primers oahAP1f and AOpyrGP15r (5′ split marker fragment, 1826 bp) or oahA 3′ and AOpyrG 3′ as template and primers oahAP4r and AOpyrGP14f (3′ split marker fragment, 2376 bp) and column purified. The split marker fragments were transformed to A. niger strain MA169.473, according to ref. 74. Deletion of the oahA gene in strain MA824.1 was confirmed by PCR and lack of acidification on pH indicator plate.
Other A. niger strains were constructed previously and the source is indicated in Supplementary Table 1. Species identity of Aspergillus strains from the Jena Microbial Resource Collection (JMRC) was validated by sequencing their PCR-amplified calmodulin gene fragment77 obtained using primers oBK7 and oBK8 (sequencing data included in Supplementary Dataset 3). Fusarium strains from the IBT Culture Collection were used as previously described32.
Bacterial evolution in the presence of the fungus
For co-cultivation, filtered conidia solution of A. niger was streaked on solid 1.5% agar containing LB medium in a hashtag pattern (Fig. 1a) using an inoculation loop. Diluted culture of B. subtilis (1:100) was streaked as a square through the inoculation lines of A. niger and the plate was incubated for 5 days at 28 °C. Small squares of the interaction zone of the bacterium and the fungus were excised and placed on a new LB plate to allow separation of B. subtilis by growing out from the old block of the medium over 1 day at 28 °C. Notably, no antifungal compound was added to the LB agar medium, the separation of the bacterium and the fungus was achieved simply due to the faster growth of the bacterium from the agar block. A sample of the isolated bacteria was collected and incubated overnight in liquid LB medium (shaking at 225 rpm), and the culture was used to incubate a new plate with freshly inoculated A. niger, and to create a cryo-stock that was stored at −80 °C. Throughout the experiment, dilution of the bacterial culture was increased stepwise to 1:1000 to prevent overgrowth of the fungus by the evolved bacterial strains. As a control, B. subtilis was incubated without the fungus and the experiment was performed with five parallel replicates in each group. While the same procedure was applied for both treatments, we cannot exclude that the population size of the control linages was slightly higher due to absence of the fungus on the plates. The experiment was conducted for 10 weeks after which the evolved bacterial populations were clean streaked and two single isolates per replicate were kept for further analysis.
Colony biofilm and surface spreading
To analyse changes in colony biofilm morphology, 2 µl of B. subtilis overnight culture was spotted on MSgg medium as previously described78. Images of colony biofilms were recorded using an Axio Zoom V16 stereomicroscope (Carl Zeiss, Jena, Germany). A Zeiss CL 9000 LED light source and an AxioCam MRm monochrome camera were employed (Carl Zeiss).
To examine the spreading behaviour of B. subtilis in the presence or absence of A. niger, two-compartment plates with LB medium and 1% agar were dried for 15 min and 2 µl of B. subtilis overnight culture was spotted in the middle of either one or both compartments. In the case of A. niger volatile challenge, fungal spores were inoculated in the other compartment 1 day before inoculation of bacterial cultures. The inoculated plates were dried for 10 min, incubated at 28 °C, and expansion of strains was measured after 1 day.
To test the effects of volatile compounds on colony spreading of B. subtilis, 5 µl of 500 µM solution of either pyrazine, dimethyl disulphide (DMS), 2-pentyene, or their mixture was spotted on 5 mm filter paper discs placed in one side of the two-compartment plates. Next, 5 µl of an overnight culture of ancestor or CoEvo3 isolate, adjusted to an optical density at 600 nm (OD600) of 1.0, was spotted in the second compartment and plates were dried for 10 min, sealed, and incubated for 96 h at 28 °C. Every 24 h, 5 µl of each compound or the mixture was added onto the paper disc. The B. subtilis colony size was recorded, and plates were photographed at the end of the experiment. The experiment was conducted twice with three biological replicates for each independent assay.
Direct bacterium-fungus interaction on plates
Spreading of B. subtilis in the presence of the fungus was analysed by pre-culturing two streaks of the Aspergillus strain with a gap of 10 mm in between for 1 day at 28 °C. Afterwards, B. subtilis was spotted in the gap and the plates were incubated as described above.
To check for pH manipulation by B. subtilis, A. niger or other Aspergillus strains (see strain list and collection numbers in Supplementary Table 1), LB plates containing the pH indicator Bromocresol Purple (0.02 g/l) were prepared. The plates were inoculated with a streak of Aspergillus conidia in the middle next to 2 µl spots of B. subtilis culture and incubated at 28 °C for 2 days.
Confocal laser scanning microscopy (CLSM)
Fungal cell morphologies were analysed using a confocal laser scanning microscope (LSM 780 equipped with an argon laser, Carl Zeiss, Jena, Germany) and Plan-Apochromat/1.4 Oil DIC (Differential Interference Contrast) M27 63 3 objective. Fluorescent reporter excitation was performed with the argon laser at 488 nm and the emitted fluorescence was recorded at 484–536 nm for GFP. Non-labelled A. niger hyphae didn’t display detectable autofluorescens in our experiments with the microscopy settings used. Zen 2012 Software (Carl Zeiss) was used for both stereomicroscopy and CLSM (confocal laser scanning microscopy) image visualization.
Population metagenome sequencing and variant calling
For whole-population sequencing, frozen stocks of the evolved bacterial populations and ancestor were cultured for 16 h at 37 °C and genomic DNA was extracted using a EURx Bacterial and Yeast Genomic DNA Kit. The culturing step was necessary to obtain sufficient material for metagenome sequencing from the frozen stock. Notably, the extra culturing might have introduced mutations at low frequencies into these samples. MGIEasy PCR-free Library Prep Set (MGI Tech) was used for creating acoustic fragmentation PCR-free libraries. Paired-end fragment reads (2 × 150 nucleotides) were generated on a DNBSEQ-Tx sequencer (MGI Tech) according to the manufacturer’s procedures. Depth coverage >200× was obtained for all population samples before polymorphism calling.
Low-quality reads were first filtered from the raw data using SOAPnuke (version 1.5.6)79, including reads with >50% of bases with a quality score <12, >10% of unknown bases (N), and adaptor contamination-containing reads. The similar variants calling sensitivity was ensured by normalisation of the clean data to 200× depth for all population samples. Mutations were then identified using breseq (version 0.35.7) with default parameters and the -p option for population samples36,37. The default parameters of breseq called mutations only if they appeared at least twice on each strand and reached a frequency of at least 5% in the population. The reference genome used for population resequencing analysis was the NCIB 3610 genome and the pBS plasmid (GenBank accession no. NZ_CP020102 and NZ_CP020103, respectively). Mutations that were also detected in ancestor strains and in high polymorphism regions were omitted from the list to create the final table of mutations.
Genome resequencing of single evolved bacterial isolates
Genomic DNA of selected isolated strains was obtained as described above for evolved populations. An Illumina NextSeq sequencer was applied for generation of paired-end fragment reads (2 × 150 nucleotides) and bcl2fastq software (v2.17.1.14; Illumina) was applied for primary data analysis (base-calling). SOAPnuke (version 1.5.6)79 was initially used for removing low-quality reads as described for the population samples. In addition, the first 10 bases of each read were removed. Mutations were called using breseq (version 0.35.7) with default parameters and the -p option36,37. Default parameters called mutations only if they appeared at least twice on each strand and reached a frequency of at least 5% in the sample. Mutation frequency data for each sequenced strain are included in Supplementary Dataset 1.
Quantification of surfactin production
Bacterial colonies cultivated on LB medium with 1% agar for 2 days were harvested by collecting a plug of agar from the edge of a bacterial colony and subsequently sonicating and diluting for colony-forming counts. PTFE-filtered supernatant was used for semi-quantifying the amount of surfactin. An Agilent Infinity 1290 UHPLC system (Agilent Technologies, Santa Clara, CA, USA) equipped with a diode array detector was used for ultra-high-performance liquid chromatography-high-resolution mass spectrometry (UHPLC-HRMS). An Agilent Poroshell 120 phenyl-hexyl column (2.1 × 250 mm, 2.7 μm) was used for separation using a linear gradient consisting of water (A) and acetonitrile (B) both buffered with 20 mM formic acid, starting at 10% B and increasing to 100% over 15 min, holding for 2 min, returning to 10% B in 0.1 min, and holding for 3 min (0.35 ml/min, 60 °C). A 1 μl injection volume was applied. Mass spectra were recorded on an Agilent 6545 QTOF instrument equipped with an Agilent Dual Jet Stream electrospray ion source in positive ion mode as centroid data in the range m/z 85–1700, with an acquisition rate of 10 spectra/s. A drying gas temperature of 250 °C, gas flow of 8 l/min, sheath gas temperature of 300 °C and flow of 12 l/min were used. The capillary voltage and nozzle voltage were set to 4000 V and 500 V, respectively. Surfactin A and its isoforms (C53H93N7O13) were semi-quantified using MassHunter quantitative analysis B.07.00 with the [M + H]+ ion (m/z 1036.6904) and an isolation window of 10 ppm. A calibration curve was constructed using an authentic standard (Sigma-Aldrich).
Semi-quantitative comparison of surfactin production in the ancestor, CoEvo2, and degUS202G strains has been performed using drop collapse assays as previously68. Briefly, 5 μl supernatant of cell-free overnight bacterial culture was spotted onto parafilm next to a ruler used for scale, the droplets were photographed after 5 min using an iPhone 13 mini, and the size of the droplet was measured using “Measure” function of Image J (v1.54).
MALDI-MSI
Petri dishes (5 cm diameter) were filled with ~4.5 mL of 1% LB and allowed to dry for 10 min. Subsequently, spores of A. niger were inoculated with a plastic loop drawing two separated lines and leaving a non-inoculated area at the centre of the plate. After 24 h of incubation at 28 °C, 5 μL of B. subtilis ancestor, CoEvo2 or ΔsrfAC were spotted onto the non-inoculated area. The plates were sealed with parafilm and incubated for 96 h. Samples were excised and mounted on an IntelliSlides conductive tin oxide glass slide (Bruker Daltonik GmbH) precoated with 0.25 ml of 2,5-dihydrobenzoic acid (DHB) by an HTX Imaging TM-Sprayer (HTX Technologies, USA). Slide images were subsequently taken using TissueScout (Bruker Daltonik GmbH) and a Braun FS120 scanner, followed by overnight drying in a desiccator. Subsequently, samples were overlayed by spraying 1.75 ml of DHB (20 mg/ml in ACN/MeOH/H2O (70:25:5, v/v/v)) in a nitrogen atmosphere and dried overnight in a desiccator prior to MSI measurement. Samples were analysed using a timsTOF flex mass spectrometer (Bruker Daltonik GmbH) for MALDI MSI acquisition in positive MS scan mode with 100 µm raster width and a mass range of 100 − 2000 Da. Calibration was performed using red phosphorus. The following settings were used in timsControl. Laser imaging 100 µm, Power Boost 3.0%, scan range 26 µm in the XY interval, laser power 90%; Tune Funnel 1 RF 300 Vpp, Funnel 2 RF 300 Vpp, Multipole RF 300 Vpp, isCID 0 eV, Deflection Delta 70 V, MALDI plate offset 100 V, quadrupole ion energy 5 eV, quadrupole loss mass 100 m/z, collision energy 10 eV, focus pre-TOF transfer time 75 µs, pre-pulse storage 8 µs. After data acquisition, SCiLS software was used for data analysis and all data were root mean square normalised.
Volatile assay and trapping of VOCs
For analysis and trapping of VOCs, two-compartment glass Petri-dishes80 containing 1% LB agar were employed. A. niger was inoculated 24 h before addition of the bacterial strain on the left side of the two-compartment glass Petri dish and incubated overnight at 28 °C (Supplementary Fig. 2). After CoEvo 3 was incubated overnight at 28 °C in liquid LB medium, 2 µl of culture was spotted on the opposite compartment of the fungal culture. The glass Petri dishes were kept open for 25 min to allow droplets to dry. Plates were then closed by a lid with an outlet connected to a steel trap containing 150 mg Tenax TA and 150 mg Carbopack B (Markes International Ltd., Llantrisant, UK) and incubated at 28 °C. The Tenax steel traps were collected after 3 and 7 days of incubation and stored at 4 °C until GC-Q-TOF analysis. Glass Petri dishes containing LB agar medium but without inoculated bacteria or fungi served as controls.
GC-Q-TOF measurement and volatile analysis
For trapping and analysing VOCs81, volatiles were desorbed from traps using a Unity TD-100 desorption unit (Markes International Ltd.) at 210 °C for 12 min (He flow 50 ml/min) and trapped on a cold trap at −10 °C. Volatiles were introduced into the GC-Q-TOF (Agilent 7890B GC and Agilent 7200 A QTOF; Agilent Technologies) by heating the cold trap for 12 min to 250 °C. The split ratio was 1:10 and the column was a 30 × 0.25 mm ID RXI-5MS with a film thickness of 0.25 µm (Restek 13424-6850, Bellefonte, PA, USA). The temperature programme was as follows: 39 °C for 2 min, 39 °C to 95 °C at 3.5 °C/min, 95 °C to 165 °C at 4 °C/min, 165 °C to 280 °C at 15 °C/min, 280 °C to 320 °C at 30 °C/min, holding for 7 min. VOCs were ionised in EI mode at eV and mass spectra were acquired in full scan mode (30 − 400 U @ 5 scans/s). Mass spectra were extracted with MassHunter Qualitative Analysis Software V B.06.00 Build 6.0.633.0 (Agilent Technologies). The obtained mass spectra were transformed to netCDF files and imported into MZmine V2.20 (Copyright 2005−2012) MZmine Development Team)82. Compounds were identified via their mass spectra using the deconvolution function and local minimum search algorithm in combination with two mass spectral libraries, NIST 2014 V2.20 (National Institute of Standards and Technology, USA, http://www.nist.gov) and Wiley 7th edition spectral libraries, and by their linear retention index (LRI) calculated using AMDIS 2.72 (National Institute of Standards and Technology, USA). After deconvolution and mass identification, peak lists containing the mass features of each treatment were exported as csv files for further analysis.
Statistical analyses
Statistical analysis of volatile metabolite data was performed using MetaboAnalyst V3.0 (www.metaboanalyst.ca)83. Prior to statistical analysis, data normalisation was performed via log-transformation and data were mean-centred and divided by the standard deviation of each variable. To identify significant mass features, one-way analysis of variance (ANOVA) with post-hoc TUKEY test (HSD-test) and PLSD analysis were performed between datasets. Mass features were considered statistically significant at p ≤ 0.05.
One-way ANOVA was conducted to compare the effect of pure compounds and the mixture on the colony size of CoEvo3. Tukey’s HSD test was used to determine significant differences between means, which are denoted by letters. For comparing the acidified area and surfactin in drop collapse assay significant variations in means of different groups to the ancestor were assessed using analysis of variance (ANOVA), along with Tukey–Kramer’s post hoc analysis.
To evaluate differences in surfactin production between strains and to explore the influence of rlmA mutation in A. niger, Student’s t-test with Bonferroni–Holm correction was performed. Student’s unpaired two-tailed t-test was used for the Jaccard index.
Reporting summary
Further information on research design is available in the Nature Portfolio Reporting Summary linked to this article.
Data availability
Population sequencing data have been deposited in NCBI Sequence Read Archive (SRA) database under BioProject accession numbers PRJNA1107377; and in the CNGB Sequence Archive (CNSA)84 of the China National GeneBank DataBase (CNGBdb)85 under accession number CNP0003923 and for the DK1042 ancestor strain under CNP0002416. Isolate sequencing data have been deposited at the NCBI Sequence Read Archive (SRA) database under BioProject accession numbers PRJNA625867 (ancestor) and PRJNA926387 (evolved clones). VOC data available on Metabolomics Workbench as project PR001621 (https://doi.org/10.21228/M85M6X). Data points are all included in Supplementary Datasets. All other data generated and analysed during this study are either available in Source Data or can be requested from the corresponding author. Source data are provided with this paper.
References
Frey-Klett, P. et al. Bacterial-fungal interactions: hyphens between agricultural, clinical, environmental, and food microbiologists. Microbiol. Mol. Biol. Rev. 75, 583–609 (2011).
Deveau, A. et al. Bacterial-fungal interactions: ecology, mechanisms and challenges. FEMS Microbiol. Rev. 42, 335–352 (2018).
Lowery, C. A., Dickerson, T. J. & Janda, K. D. Interspecies and interkingdom communication mediated by bacterial quorum sensing. Chem. Soc. Rev. 37, 1337–1346 (2008).
Effmert, U., Kalderás, J., Warnke, R. & Piechulla, B. Volatile mediated interactions between bacteria and fungi in the soil. J. Chem. Ecol. 38, 665–703 (2012).
Sadiq, F. A. et al. Trans-kingdom interactions in mixed biofilm communities. FEMS Microbiol. Rev. 46, fuac024 (2022).
De Weert, S., Kuiper, I., Lagendijk, E. L., Lamers, G. E. M. & Lugtenberg, B. J. J. Role of chemotaxis toward fusaric acid in colonization of hyphae of Fusarium oxysporum f. sp. radicis-lycopersici by Pseudomonas fluorescens WCS365. Mol. Plant-Microbe Interact. 17, 1185–1191 (2004).
Netzker, T. et al. Microbial interactions trigger the production of antibiotics. Curr. Opin. Microbiol. 45, 117–123 (2018).
Kjeldgaard, B. et al. Fungal hyphae colonization by Bacillus subtilis relies on biofilm matrix components. Biofilm 1, 100007 (2019).
Kohlmeier, S. et al. Taking the fungal highway: Mobilization of pollutant-degrading bacteria by fungi. Environ. Sci. Technol. 39, 4640–4646 (2005).
Simon, A., Hervé, V., Al-Dourobi, A., Verrecchia, E. & Junier, P. An in situ inventory of fungi and their associated migrating bacteria in forest soils using fungal highway columns. FEMS Microbiol. Ecol. 93, 1–9 (2017).
Zhang, M., Pereira e Silva Mde, C., Chaib De Mares, M. & van Elsas, J. D. The mycosphere constitutes an arena for horizontal gene transfer with strong evolutionary implications for bacterial-fungal interactions. FEMS Microbiol. Ecol. 89, 516–526 (2014).
Mueller, U. G., Schultz, T. R., Currie, C. R., Adams, R. M. M. & Malloch, D. The origin of the attine ant-fungus mutualism. Q. Rev. Biol. 76, 169–197 (2001).
Haeder, S., Wirth, R., Herz, H. & Spiteller, D. Candicidin-producing Streptomyces support leaf-cutting ants to protect their fungus garden against the pathogenic fungus Escovopsis. Proc. Natl. Acad. Sci. USA 106, 4742–4746 (2009).
Oh, D. C., Poulsen, M., Currie, C. R. & Clardy, J. Dentigerumycin: a bacterial mediator of an ant-fungus symbiosis. Nat. Chem. Biol. 5, 391–393 (2009).
Baltrus, D. A. et al. Absence of genome reduction in diverse, facultative endohyphal bacteria. Micro. Genom. 3, e000101 (2017).
Kovács, Á. T. Diversification during cross-kingdom microbial experimental evolution. ISME J. 17, 1355–1357 (2023).
Cosetta, C. et al. Bacterial-fungal interactions promote parallel evolution of global transcriptional regulators in a widespread Staphylococcus species. ISME J. 17, 1504–1516 (2023).
Benoit, I. et al. Bacillus subtilis attachment to Aspergillus niger hyphae results in mutually altered metabolism. Environ. Microbiol. 17, 2099–2113 (2015).
Kovács, Á. T. & Dragoš, A. Evolved Biofilm: review on the experimental evolution studies of Bacillus subtilis pellicles. J. Mol. Biol. 431, 4749–4759 (2019).
Martin, M., Dragoš, A., Schäfer, D., Maróti, G. & Kovács, Á. T. Cheaters shape the evolution of phenotypic heterogeneity in Bacillus subtilis biofilms. ISME J. 14, 2302–2312 (2020).
Martin, M. et al. De novo evolved interference competition promotes the spread of biofilm defectors. Nat. Commun. 8, 15127 (2017).
Dragoš, A. et al. Evolution of exploitative interactions during diversification in Bacillus subtilis biofilms. FEMS Microbiol. Ecol. 94, fix155 (2018).
Dragoš, A. et al. Collapse of genetic division of labour and evolution of autonomy in pellicle biofilms. Nat. Microbiol. 3, 1451–1460 (2018).
Blake, C., Nordgaard, M., Maróti, G. & Kovács, Á. T. Diversification of Bacillus subtilis during experimental evolution on Arabidopsis thaliana and the complementarity in root colonization of evolved subpopulations. Environ. Microbiol. 23, 6122–6136 (2021).
Nordgaard, M. et al. Experimental evolution of Bacillus subtilis on Arabidopsis thaliana roots reveals fast adaptation and improved root colonization. iScience 25, 104406 (2022).
Hu, G. et al. Species and condition shape the mutational spectrum in experimentally evolved biofilms. mSystems 8, e0054823 (2023).
Hu, G. et al. Parallel genetic adaptation of Bacillus subtilis to different plant species. Micro. Genom. 9, mgen001064 (2023).
Bremer, E. et al. A model industrial workhorse: Bacillus subtilis strain 168 and its genome after a quarter of a century. Micro. Biotechnol. 16, 1203–1231 (2023).
Pedreira, T., Elfmann, C. & Stülke, J. The current state of SubtiWiki, the database for the model organism Bacillus subtilis. Nucleic Acids Res. 50, D875–D882 (2022).
Arnaouteli, S., Bamford, N. C., Stanley-Wall, N. R. & Kovács, Á. T. Bacillus subtilis biofilm formation and social interactions. Nat. Rev. Microbiol. 19, 600–614 (2021).
Harwood, C. R., Mouillon, J. M., Pohl, S. & Arnau, J. Secondary metabolite production and the safety of industrially important members of the Bacillus subtilis group. FEMS Microbiol. Rev. 42, 721–738 (2018).
Kiesewalter, H. T. et al. Genomic and chemical diversity of Bacillus subtilis secondary metabolites against plant pathogenic fungi. mSystems 6, e00770–20 (2021).
Magnuson, J. K. & Lasure, L. L. Organic acid production by filamentous fungi. Adv. Fungal Biotechnol. Ind., Agricult. Med. 307, 340 (2004).
Liaud, N. et al. Exploring fungal biodiversity: organic acid production by 66 strains of filamentous fungi. Fungal Biol. Biotechnol. 1, 1 (2014).
Richter, A. et al. Hampered motility promotes the evolution of wrinkly phenotype in Bacillus subtilis. BMC Evol. Biol. 18, 155 (2018).
Barrick, J. E. et al. Identifying structural variation in haploid microbial genomes from short-read resequencing data using breseq. BMC Genom. 15, 1039 (2014).
Deatherage, D. E. & Barrick, J. E. Identification of mutations in laboratory-evolved microbes from next-generation sequencing data using breseq. Methods Mol. Biol. 1151, 165–188 (2014).
Harris, K. B., Flynn, K. M. & Cooper, V. S. Polygenic adaptation and clonal interference enable sustained diversity in experimental Pseudomonas aeruginosa populations. Mol. Biol. Evol. 38, 5359–5375 (2021).
Scribner, M. R. et al. Parallel evolution of tobramycin resistance across species and environments. mBio 11, e00932–20 (2020).
Bailey, S. F., Rodrigue, N. & Kassen, R. The effect of selection environment on the probability of parallel evolution. Mol. Biol. Evol. 32, 1436–1448 (2015).
Kampf, J. et al. Selective pressure for biofilm formation in Bacillus subtilis: differential effect of mutations in the master regulator sinR on bistability. mBio 9, e01464–18 (2018).
Leiman, S. A., Arboleda, L. C., Spina, J. S. & McLoon, A. L. SinR is a mutational target for fine-tuning biofilm formation in laboratory-evolved strains of Bacillus subtilis. BMC Microbiol. 14, 301 (2014).
Msadek, T. et al. Signal transduction pathway controlling synthesis of a class of degradative enzymes in Bacillus subtilis: Expression of the regulatory genes and analysis of mutations in degS and degU. J. Bacteriol. 172, 824–834 (1990).
Barreto, H. C., Cordeiro, T. N., Henriques, A. O. & Gordo, I. Rampant loss of social traits during domestication of a Bacillus subtilis natural isolate. Sci. Rep. 10, 18886 (2020).
Dahl, M. K., Msadek, T., Kunst, F. & Rapoport, G. The phosphorylation state of the DegU response regulator acts as a molecular switch allowing either degradative enzyme synthesis or expression of genetic competence in Bacillus subtilis. J. Biol. Chem. 267, 14509–14514 (1992).
Kjeldgaard, B., Neves, A. R., Fonseca, C., Kovács, Á. T. & Domínguez-Cuevas, P. Quantitative high-throughput screening methods designed for identification of bacterial biocontrol strains with antifungal properties. Microbiol Spectr. 10, e0143321 (2022).
Grau, R. R. et al. A duo of potassium-responsive histidine kinases govern the multicellular destiny of Bacillus subtilis. mBio 6, e00581–15 (2015).
Hölscher, T. & Kovács, Á. T. Sliding on the surface: bacterial spreading without an active motor. Environ. Microbiol. 19, 2537–2545 (2017).
Jautzus, T., van Gestel, J. & Kovács, Á. T. Complex extracellular biology drives surface competition during colony expansion in Bacillus subtilis. ISME J. 16, 2320–2328 (2022).
Kearns, D. A field guide to bacterial swarming motility. Nat. Rev. Microbiol. 8, 634–644 (2010).
Kwon, M. J. et al. Molecular genetic analysis of vesicular transport in Aspergillus niger reveals partial conservation of the molecular mechanism of exocytosis in fungi. Microbiology 160, 316–329 (2014).
Damveld, R. A. et al. The Aspergillus niger MADS-box transcription factor RlmA is required for cell wall reinforcement in response to cell wall stress. Mol. Microbiol. 58, 305–319 (2005).
Steinberg, G. Hyphal growth: a tale of motors, lipids, and the spitzenkörper. Eukaryot. Cell 6, 351–360 (2007).
Zhang, Y., Kastman, E. K., Guasto, J. S. & Wolfe, B. E. Fungal networks shape dynamics of bacterial dispersal and community assembly in cheese rind microbiomes. Nat. Commun. 9, 336 (2018).
Furuno, S. et al. Fungal mycelia allow chemotactic dispersal of polycyclic aromatic hydrocarbon-degrading bacteria in water-unsaturated systems. Environ. Microbiol. 12, 1391–1398 (2010).
Seminara, A. et al. Osmotic spreading of Bacillus subtilis biofilms driven by an extracellular matrix. Proc. Natl. Acad. Sci. USA 109, 1116–1121 (2012).
Flemming, H. C. & Wuertz, S. Bacteria and archaea on Earth and their abundance in biofilms. Nat. Rev. Microbiol. 17, 247–260 (2019).
Kovács, Á. T. A fungal scent from the cheese. Environ. Microbiol. 22, 4524–4526 (2020).
Heerklotz, H. & Seelig, J. Leakage and lysis of lipid membranes induced by the lipopeptide surfactin. Eur. Biophys. J. 36, 305–314 (2007).
Carrillo, C., Teruel, J. A., Aranda, F. J. & Ortiz, A. Molecular mechanism of membrane permeabilization by the peptide antibiotic surfactin. Biochim Biophys. Acta Biomembr. 1611, 91–97 (2003).
Albarracín Orio, A. G. et al. Fungal–bacterial interaction selects for quorum sensing mutants with increased production of natural antifungal compounds. Commun. Biol. 3, 670 (2020).
Jiang, X. et al. Impact of spatial organization on a novel auxotrophic interaction among soil microbes. ISME J. 12, 1443–1456 (2018).
Stopnisek, N. et al. Molecular mechanisms underlying the close association between soil Burkholderia and fungi. ISME J. 10, 253–264 (2016).
Stopnisek, N. et al. Genus-wide acid tolerance accounts for the biogeographical distribution of soil Burkholderia populations. Environ. Microbiol. 16, 1503–1512 (2014).
Mäder, U. et al. Bacillus subtilis functional genomics: Genome-wide analysis of the DegS-DegU regulon by transcriptomics and proteomics. Mol. Genet. Genom. 268, 455–467 (2002).
Ogura, M., Yamaguchi, H., Yoshida, K. I., Fujita, Y. & Tanaka, T. DNA microarray analysis of Bacillus subtilis DegU, ComA and PhoP regulons: an approach to comprehensive analysis of B. subtilis two-component regulatory systems. Nucleic Acids Res. 29, 3804–3813 (2001).
Tauber, J. P., Gallegos-Monterrosa, R., Kovács, Á. T., Shelest, E. & Hoffmeister, D. Dissimilar pigment regulation in Serpula lacrymans and Paxillus involutus during inter-kingdom interactions. Microbiology 164, 65–77 (2018).
Oslizlo, A. et al. Exploring ComQXPA quorum‐sensing diversity and biocontrol potential of Bacillus spp. isolates from tomato rhizoplane. Micro. Biotechnol. 8, 527–540 (2015).
Anagnostopoulos, C. & Spizizen, J. Requirements for transformation in Bacillus subtilis. J. Bacteriol. 81, 741–746 (1961).
Patrick, J. E. & Kearns, D. B. MinJ (YvjD) is a topological determinant of cell division in Bacillus subtilis. Mol. Microbiol. 70, 1166–1179 (2008).
Meyer, V. et al. Fungal gene expression on demand: An inducible, tunable, and metabolism-independent expression system for Aspergillus niger. Appl Environ. Microbiol. 77, 2975–2983 (2011).
Arentshorst, M., Lagendijk, E. L. & Ram, A. F. A new vector for efficient gene targeting to the pyrG locus in Aspergillus niger. Fungal Biol. Biotechnol. 2, 2 (2015).
Carvalho, N. D. S. P., Arentshorst, M., Jin Kwon, M., Meyer, V. & Ram, A. F. J. Expanding the ku70 toolbox for filamentous fungi: establishment of complementation vectors and recipient strains for advanced gene analyses. Appl. Microbiol. Biotechnol. 87, 1463–1473 (2010).
Arentshorst, M., Ram, A. F. J. & Meyer, V. Using non-homologous end-joining-deficient strains for functional gene analyses in filamentous fungi. Methods Mol. Biol. 835, 133–150 (2012).
Arentshorst, M., Niu, J. & Ram, A. F. J. Efficient generation of Aspergillus niger knock out strains by combining NHEJ mutants and a split marker approach. in Genetic transformation systems in Fungi (eds. van den Berg, M. A. & Maruthachalam, K.) vol. 1 263–272 (Springer International Publishing, 2015).
de Ruiter-Jacobs, Y. M. J. T. et al. A gene transfer system based on the homologous pyrG gene and efficient expression of bacterial genes in Aspergillus oryzae. Curr. Genet 16, 159–163 (1989).
Samson, R. A. et al. Phylogeny, identification and nomenclature of the genus Aspergillus. Stud. Mycol. 78, 141–173 (2014).
Gallegos-Monterrosa, R., Mhatre, E. & Kovács, Á. T. Specific Bacillus subtilis 168 variants form biofilms on nutrient-rich medium. Microbiology 162, 1922–1932 (2016).
Chen, Y. et al. SOAPnuke: a MapReduce acceleration-supported software for integrated quality control and preprocessing of high-throughput sequencing data. Gigascience 7, gix120 (2018).
Garbeva, P., Hordijk, C., Gerards, S. & de Boer, W. Volatiles produced by the mycophagous soil bacterium Collimonas. FEMS Microbiol. Ecol. 87, 639–649 (2014).
Tyc, O., Zweers, H., de Boer, W. & Garbeva, P. Volatiles in inter-specific bacterial interactions. Front Microbiol. 6, 1412 (2015).
Pluskal, T., Castillo, S., Villar-Briones, A. & Orešič, M. MZmine 2: modular framework for processing, visualizing, and analyzing mass spectrometry-based molecular profile data. BMC Bioinform. 11, 395 (2010).
Xia, J., Sinelnikov, I. V., Han, B. & Wishart, D. S. MetaboAnalyst 3.0-making metabolomics more meaningful. Nucleic Acids Res. 43, W251–W257 (2015).
Guo, X. et al. CNSA: a data repository for archiving omics data. Database 2020, baaa055 (2020).
Chen, F. Z. et al. CNGBdb: China National GeneBank DataBase. Hereditas 42, 799–809 (2020).
Yoshimi, A., Miyazawa, K. & Abe, K. Cell wall structure and biogenesis in Aspergillus species. Biosci. Biotechnol. Biochem 80, 1700–1711 (2016).
Acknowledgements
This work was supported by the Danish National Research Foundation (DNRF137) for the Centre for Microbial Secondary Metabolites to Á.T.K. and T.O.L., the Novo Nordisk Foundation within the INTERACT project of the Collaborative Crop Resiliency Programme (NNF19SA0059360) to Á.T.K., and a start-up fund from Institute of Biology Leiden to Á.T.K. Funding was provided by the Novo Nordisk Foundation for infrastructure “Imaging Microbial Language in Biocontrol (IMLiB)” (NNF19OC0055625) to Á.T.K. and T.O.L.; G.H. was supported by the China National GeneBank (CNGB). J.X. was supported by a China Scholarship Council fellowship. The authors thank Aaron J.C. Andersen and the DTU Bioengineering Metabolomics Core for support with LC-MS and MALDI-MSI.
Author information
Authors and Affiliations
Contributions
Á.T.K. conceived the project. A.R., F.B., J.W.S., B.K., S.S., J.X., and Á.T.K. performed the experiments. G.H. and Y.W. performed bacterial population metagenomics experiments and corresponding data analysis. G.M. performed genome resequencing of the evolved bacterial clones. S.A.J. and M.W. performed MALDI-MSI. O.T. and P.G. performed VOC identification. C.N.L.A. performed microbiology tests on VOCs. X.X. performed analysis and statistics. C.B.W.P. performed LC-MS on lipopeptides. T.O.L. contributed methods and instrumentation for lipopeptide analysis. M.A., A.F.J.R. and C.A.M.v.d.H. created fungal strains. T.J. and Á.T.K. wrote the manuscript with corrections from all authors.
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Peer review
Peer review information
Nature Communications thanks Aurelie Deveau and the other, anonymous, reviewers for their contribution to the peer review of this work. A peer review file is available.
Additional information
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Source data
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
About this article
Cite this article
Richter, A., Blei, F., Hu, G. et al. Enhanced surface colonisation and competition during bacterial adaptation to a fungus. Nat Commun 15, 4486 (2024). https://doi.org/10.1038/s41467-024-48812-1
Received:
Accepted:
Published:
DOI: https://doi.org/10.1038/s41467-024-48812-1
Comments
By submitting a comment you agree to abide by our Terms and Community Guidelines. If you find something abusive or that does not comply with our terms or guidelines please flag it as inappropriate.