Abstract
Background
Fungi are key dietary resources for many animals. Fungi, in consequence, have evolved sophisticated physical and chemical defences for repelling and impairing fungivores. Expression of such defences may entail costs, requiring diversion of energy and nutrients away from fungal growth and reproduction. Inducible resistance that is mounted after attack by fungivores may allow fungi to circumvent the potential costs of defence when not needed. However, no information exists on whether fungi display inducible resistance. We combined organism and fungal gene expression approaches to investigate whether fungivory induces resistance in fungi.
Methodology/Principal Findings
Here we show that grazing by larval fruit flies, Drosophila melanogaster, induces resistance in the filamentous mould, Aspergillus nidulans, to subsequent feeding by larvae of the same insect. Larval grazing triggered the expression of various putative fungal resistance genes, including the secondary metabolite master regulator gene laeA. Compared to the severe pathological effects of wild type A. nidulans, which led to 100% insect mortality, larval feeding on a laeA loss-of-function mutant resulted in normal insect development. Whereas the wild type fungus recovered from larval grazing, larvae eradicated the chemically deficient mutant. In contrast, mutualistic dietary yeast, Saccharomyces cerevisiae, reached higher population densities when exposed to Drosophila larval feeding.
Conclusions/Significance
Our study presents novel evidence that insect grazing is capable of inducing resistance to further grazing in a filamentous fungus. This phenotypic shift in resistance to fungivory is accompanied by changes in the expression of genes involved in signal transduction, epigenetic regulation and secondary metabolite biosynthesis pathways. Depending on reciprocal insect-fungus fitness consequences, fungi may be selected for inducible resistance to maintain high fitness in fungivore-rich habitats. Induced fungal defence responses thus need to be included if we wish to have a complete conception of animal-fungus co-evolution, fungal gene regulation, and multitrophic interactions.
Introduction
Fungi have diverse physiochemical and chemical properties that appear to be favoured by natural selection because they mediate resistance to fungivory, i.e. they harm or repel fungivores [1–5]. Despite increasing evidence of such sophisticated defences against fungivores, it is still unclear whether fungi primarily invest energy and resources in defensive traits regardless of the presences of fungivores (constitutive resistance) or whether they have evolved, in analogy to herbivore-plant interactions [6], the ability to show phenotypic variation in response to attack (inducible resistance). Inducible defences would endow fungi with the possibility of allocating resources in an “economy-friendly” way and may have strong influence on multitrophic interactions [7].
We use the Drosophila - Aspergillus insect-fungus model system [8] to investigate inducible resistance to fungivory by fungi. Drosophilid fruit flies are a prime example of the many insects that live as larvae in plant material inhabited by both mutualistic and antagonistic microfungi. These flies, such as Drosophila melanogaster, transmit unicellular yeast fungi during oviposition to larval feeding sites (fruits) [9,10], which proliferate on the decaying plant tissue and serve as an essential dietary resource for the developing larvae [11,12]. Because most yeasts do not have active spore dispersal mechanisms and are particularly underrepresented in collections of airborne cells, insect vectors play an important role in the dispersal of such fungi, which may have favoured Drosophila -yeast mutualisms [9]. Filamentous fungi or moulds constitute another common type of microfungi in the D. melanogaster breeding habitat. Drosophila flies transmit Aspergillus , Botrytis , and Penicillium mould [13–15]; however, moulds are able to reach new habitat patches by means of wind-dispersed conidiospores. In contrast to yeasts, moulds appear to have a generally negative impact on Drosophila larval development. This impact is driven by insect density, priority effects, fungal species, and fungal toxins [16–18]. When their larval habitat is invaded by mould, D. melanogaster larvae suffer a sharp drop in fitness. This drop in fitness results from increased pre-adult mortality, or premature adult mortality as well as serious impairment of reproductive capabilities [19]. When larvae forage at high densities and mould colonies are at an early developmental stage, it is striking that the larvae are able to suppress mould growth [16,17]. Thus, the apparent attraction of larvae to mould colonies (Figure 1) may represent a defence against the noxious mould [20]. However, despite considerable impairment of fungal colony expansion by larvae, Aspergillus moulds appear to recover rapidly from the initially strong impact of insect attack [8].
In the context of inducible resistance, we address two novel suggestions for the attraction of D. melanogaster larvae to moulds: (i) Larval aggregation to mould colonies is an adaptive feeding response of a facultative fungivorous insect the aim of which is to extract essential nutrients from fungal tissue for sustaining larval development on an otherwise nutrient-poor fruit substrate. However, the ability of moulds to produce efficient insecticidal secondary metabolites confers strong resistance to fungivores and this harms the larvae (ii). Because the larvae feed initially on young hyphae but the final consequences are detrimental to insect fitness implies that the mould is able to shift to a more resistant phenotype that causes the serious negative effects on mould-confronted insects.
The secondary metabolism of filamentous fungi, that we propose underlies their resistance to fungivores, is tightly regulated (Figure 2) [21–23]. A key regulatory function of resistance to fungivory can be attributed to LaeA, a putative methyl transferase. It is involved in the global epigenetic control of many secondary metabolites in Aspergillus sp. and in other filamentous fungi [24–26]. LaeA is part of the VelB/VeA/LaeA protein complex (velvet complex) which synchronizes the biosynthesis of secondary metabolites with the development of A. nidulans [27]. Lots of D. melanogaster larvae die when exposed to wild type A. nidulans strains, but very few when larvae interact with LaeA or VeA loss-of-function A. nidulans mutants on a nutrient-rich substrate [8,28]. The velvet complex and hence its effect on the fungal phenotype is activated by a mitogen-activated protein kinase (MAPK) module that directly interacts with VeA in the nucleus [29]. Fungal MAPKs receive signals from G-protein coupled receptors that are able to perceive changes in environmental conditions. Ligands of cell surface receptors may include oxylipins, oxygenated polyunsaturated fatty acids, produced by the activity of dioxygenase enzymes that are encoded in ppo genes [30]. We suggest that the different molecular “modules” defining the A. nidulans phenotype (Figure 2A), and thus its capacity to resist D. melanogaster fungivory, are induced by insect feeding through changes in fungal gene expression (Figure 2B, Table 1). In analogy to herbivore-plant interactions [31], we consider changes in the fungal transcriptome a central process involved in mounting an induced defence that increases resistance to fungivores.
Table 1. Genes potentially involved in the inducible resistance of Aspergillus nidulans against Drosophila melanogaster larvae.
Gene | Protein - Function | Biological process | Hypothesised expression changes |
---|---|---|---|
Signal transduction | |||
mpkA | MAP kinase | Cell wall integrity signalling, polarized growth | ? |
mpkB | MAP kinase | Coordination of development and secondary metabolism | up-regulation |
hogA | MAP kinase | Osmotic stress response, sexual development and sporulation | ? |
pkaA | Protein kinase | Conidiation, secondary metabolite regulation | down-regulation |
Regulation of gene transcription | |||
laeA | Methyltransferase-domain protein | Chromatin re-modelling, control of development and secondary metabolism | up-regulation |
aflR | C6 transcriptional activator | Regulation of sterigmatocystin pathway gene expression (e.g. stcA) | up-regulation |
rsmA | bZIP transcription factor, binds to aflR promotor region | Regulation of sterigmatocystin pathway gene expression | up-regulation |
Oxylipin signalling | |||
ppoA | Fatty acid dioxygenase | Oxylipin synthesis, sexual development, secondary metabolite regulation | up-regulation |
ppoC | Fatty acid oxygenase | Oxylipin synthesis, asexual development, secondary metabolite regulation | down-regulation |
Secondary metabolite biosynthetic genes | |||
stcA | Polyketide synthase | Sterigmatocystin biosynthesis | up-regulation |
ausA | Polyketide synthase | Austinol and dehydroaustinol biosynthesis | ? |
easB | Polyketide synthase | Emericellamides biosynthesis | ? |
ipnA | Isopenicillin-N Synthase | Penicillin biosynthesis | ? |
We found that insect grazing on A. nidulans increased the resistance of this mould to subsequent fungivory. Changes in resistance to fungivorous insects were not only accompanied by differential expression of the secondary metabolite master regulator gene laeA, but also by the expression of several other genes involved in signalling, in oxylipin production and in the biosynthesis of various secondary metabolites. Our study thus provides first experimental evidence of a connection between changes in fungal resistance to insect grazing and candidate gene expression. These results demonstrate that fungi mount inducible defences.
Results
Insect-induced resistance to fungivory
To test whether A. nidulans colonies that had been fed on impair D. melanogaster larvae more efficiently than those that had not been fed on, single larvae were exposed to wild type colonies that had been previously confronted with (i) conspecific larvae, (ii) remained undisturbed or were (iii) artificially wounded. The effect of fungi on daily larval mortality was compared to mortality rates on fungal-free fruit substrate. Cox regression analyses revealed a grand effect of fungal infestation (χ2 = 14.02, P = 0.0002) and a significant interaction between fungal infestation and whether or not the mould had been challenged (χ2 = 4.09, P = 0.0432) (Figure 3). Compared to mould-free conditions, substrate infestation with A. nidulans significantly increased larval mortality rates (Wald χ2 = 29.92, P < 0.0001, hazard ratio: 4.02). In addition, the preceding presence of conspecifics further increased the chance of dying (Wald χ2 = 16.72, P = 0.0005, hazard ratio: 3.25). However, artificial wounding of mould colonies did not affect mortality rates (Wald χ2 = 0.10, P = 0.7556). Mortality rates were also unaffected by earlier feeding by conspecifics in mould-free fruit agar (Wald χ2 = 0.1732, P = 0.6773). A. nidulans is thus phenotypically plastic in its ability to resist, i.e. kill, D. melanogaster larvae.
A. nidulans gene expression response to D. melanogaster larval grazing
We quantified mRNA levels of several genes to test if induced resistance to insect grazing is accompanied by differential expression of genes known to be involved in determining the (chemical) phenotype of A. nidulans (Figure 2, Table 1). The expression of genes representative of the different “modules” putatively involved in resistance to fungivores was indeed affected by D. melanogaster larval grazing (Figure 4). These genes have functions in secondary metabolite gene expression regulation, secondary metabolite biosynthesis, oxylipin formation, and signal transduction. Twelve out of the thirteen genes tested were significantly up-regulated. Only one biosynthetic gene was not differentially expressed (Figure 4). This gene encodes an early step of the sterigmatocystin pathway (stcA). Even though expression of some of the candidate genes might be expected to be repressed by fungivory (e.g. ppoC or pkaA, see Figure 2 and Table 1), they exhibited significantly enhanced expression when A. nidulans was exposed to grazing. As to the a priori knowledge of the gene’s functional impact the data indicate the induction of a substantial fungal phenotypic shift in response to insect grazing.
D. melanogaster larval feeding on wild type and chemical deficient (ΔlaeA) A. nidulans
To test whether the LaeA-dependent ability of resisting fungivore attack is the key fungal trait that deters D. melanogaster larvae from using A. nidulans as food, we offered larvae a chemical deficient ΔlaeA or a wild type A. nidulans strain as the only microfungal diet on sterile fruit substrate and recorded larval development and fungal growth. Wild type A. nidulans strain scarcely supported development to the adult (Figure 5A) and fungal-free control substrate did not support development at all (data not shown). In contrast, larvae developed into adult flies on the chemical deficient ΔlaeA mutant strain, yet survival was not as high as on fruit agar infested with S. cerevisiae (Figure 5B). Survival was very low in the treatment where A. nidulans had no developmental “head start”, and initial fungal biomass was virtually zero (generalized linear model, P < 0.0001). Even though survival probabilities were the same in the other ΔlaeA A. nidulans treatments, development time to the adult stage was negatively related to fungal age and hence the amount of fungal food available to the larvae (P < 0.0001; Figure 5C). Compared with development on three-day old A. nidulans, time to adult eclosion was significantly shorter when larvae were offered S. cerevisiae (P < 0.0001).
Larvae strongly suppressed the development of ΔlaeA, and the fungus did not recover, i.e. there was no positive relationship between changes in fungal growth and time (24, 48, 72 hours) after larval transfer. Although hyphal fragments were visible, the development of aerial hyphae was almost completely eliminated in zero to two-day old colonies (Figure 5E). Aerial hyphae were clearly visible in three-day old colonies but suppression tended to increase over time (repeated mixed model, P = 0.0025; Figure 5E). Moreover, we observed no conidiophore (asexual reproductive organs) formation in insect-challenged colonies. The wild type strain, however, was less strongly affected and clearly recovered from larval feeding activity with increasing time (P < 0.0001; Figure 5D). All replicate colonies also developed conidiospores.
In contrast to the generally negative influence of insects on mould growth, the dietary yeast S. cerevisiae reached higher cell population densities when exposed to D. melanogaster larvae feeding compared to a non-insect treatment (Figure S3). Thus, these results reveal two important aspects of Drosophila fungivory: (i) filamentous mould, if impaired in secondary metabolite production, can serve as a suitable but rapidly diminishing resource, and fungivory entails costs of strong insect competition, (ii) unicellular yeast is a re-growing food source that is effective in mediating high insect fitness.
Discussion
In the present study, we show that A. nidulans kills D. melanogaster larvae more rapidly if the mould had been previously exposed to insect grazing. The enhanced anti-fungivore properties were not observed in artificially wounded colonies. This suggests the existence of insect-specific elicitors triggering the induction of greater resistance. This inducible resistance to fungivory reveals the previously unknown flexibility of a saprotrophic fungus in its ability to harm a fungivore.
Here we show that the development of induced resistance to insect grazing coincides with a fundamental shift in fungal gene expression. In line with previous assumptions that the epigenetic regulator of secondary metabolite formation, LaeA, plays a central role in controlling resistance to fungivory [8,32] the corresponding gene, laeA, was significantly up-regulated in D. melanogaster-challenged colonies. Genes encoding regulatory elements of the sterigmatocystin gene cluster, aflR and rsmA, were also up-regulated. Overexpression of rsmA has recently been shown to result in enhanced sterigmatocystin biosynthesis coupled with strong feeding avoidance by fungivorous collembolans [33], and sterigmatocystin strongly affects D. melanogaster development [34]. Despite the apparent activation of regulatory elements of the sterigmatocystin cluster it is interesting that stcA which encodes an early biosynthetic enzyme of the sterigmatocystin pathway was not differentially expressed. This indicates that the sterigmatocystin gene cluster was not activated at this early stage of interaction with the fungivore. Deactivation of the sterigmatocystin pathway does not reduce resistance to insect grazing [28]. Instead, sterigmatocystin deficient mutant moulds caused higher D. melanogaster larval mortality than the wild type. This difference strongly suggests the involvement of other secondary metabolites in A. nidulans resistance to fungivorous insects. In line with this assumption, we found in the present study that genes encoding enzymes of other secondary metabolite pathways were more highly expressed in the Drosophila treatment. The gene easB is involved in the production of emericellamides and ipnA in that of penicillin. Penicillin and some emericellamides have antimicrobial properties [35,36]. The polyketide synthase gene, ausA, is involved in the formation of meroterpenoids, austinol and dehydroaustinol [37]. Related compounds isolated from Penicillium brasilianum appear to have insecticidal properties [38]. Given that A. nidulans harbours many more verified and putative secondary metabolite pathways [39] more biosynthetic genes and their regulatory elements might be activated by D. melanogaster fungivory. Decoding the cryptic diversity of secondary metabolites induced by insects will be a major future task in establishing a chemical compound-based principle of defence against fungivores.
Independently of their demonstrated effects on secondary metabolite production (Figure 2, Table 1), the expression of genes involved in MAPK and PKA signalling was enhanced in D. melanogaster-challenged A. nidulans colonies. Although protein kinase activity measurements are required for disentangling the relative contribution of each signalling cascade to the induced phenotype, our data suggest that insect fungivory triggers a reshuffle of large parts of the signalling network. We postulate that accumulation of signal amplifiers is a prerequisite for enhanced defence gene expression and development of induced resistance to fungivores [40].
Enhanced expression of ppoA and ppoC in D. melanogaster-challenged colonies suggests that changes in the oxylipin profile have a role in mediating resistance to fungivory. Overexpression of ppoA amplifies mycotoxin production and is accompanied by higher D. melanogaster larval mortality, relative to wild type A. nidulans [28]. The ppoC-derived fatty acid oxygenase contributes to the production of volatile compounds, such as 1-octen-3-ol [41], that have been shown to have neurotoxic effects on D. melanogaster [42]. Thus, in addition to mycotoxin regulation via the hormone-like effects of oxylipins, a direct impact on fly larvae may affect D. melanogaster development. Changes in oxylipin production may also be part of an injury-response mechanism [43] triggered by grazing larvae, which may have an additional regulatory influence on the A. nidulans phenotypic shift. Note, however, that a mechanical challenge alone was not sufficient to enhance the capacity of the mould to resist fungivory (Figure 3). Likewise, artificial wounding does not induce the putatively anti-fungivore lectin proteins of Coprinopsis cinerea although fungivorous nematodes do [44].
Deficiencies in the A. nidulans velvet complex, ΔlaeA or ΔveA, significantly reduce D. melanogaster mortality on nutrient-rich medium [8,28], and attraction of larvae was interpreted as an anti-fungal defence [20]. Our fly larvae were able to exploit A. nidulans as food on an otherwise nutrient-poor fruit substrate when the fungus is unable to respond to feeding by expressing laeA. Compared to S. cerevisiae, however, the chemical deficient A. nidulans is a rapidly diminishing fungal food that causes strong larval competition. The amount of food declines because the mould colony does not persist. The failure to persist is probably because persistence and proliferation requires the maintenance of tissue integrity. Tissue integrity is completely disrupted, however, by the D. melanogaster larvae and their movement through the medium prevents the re-growth of the fragmented fungal tissue. The dramatic consequences of fungivory on undefended mould (as in our chemically deficient strain) would have favoured the evolution of efficient, secondary metabolite-based, resistance to insect grazing. Strong chemical defences have been proposed as being typical for many filamentous microfungi exploiting short-lived resources on which they face interactions with multiple antagonists [45].
Conclusion
Our experiments provide novel evidence of an adaptive connection between induced resistance against fungivore grazing and the expression of fungal signal transduction, epigenetic regulation and secondary metabolite biosynthesis pathways. Aspergillus nidulans perceives grazing by insects and adjust its phenotype to maintain high fitness in fungivore-rich habitats. In contrast to the growth stimulating effect of insect feeding activity on a yeast mutualist, effective eradication and ingestion of chemical deficient ΔlaeA A. nidulans by insect larvae suggests that induced resistance in the mould may have evolved in response to an antagonistic arms race with fungivorous arthropods.
Materials and Methods
Culture of organisms and general experimental conditions
We used a D. melanogaster culture that originated from 113 isofemale lines caught in Kiel, Germany, in 2006. They were cultured and sterile larvae were prepared following our standard methods [8]. Except for the fungal gene expression experiment, all insect-fungus confrontation experiments were conducted using a banana-agar medium (50% mashed banana/50% demineralised water, v/v) [46]. Our A. nidulans strains were a wild type (RDIT 2.3) and a chemical deficient ΔlaeA mutant (RJW 46.4) in same veA1 genetic background [24]. Cultivation of fungi and conidia harvesting procedures followed published protocols [8]. All the experiments were incubated at 25°C and constant darkness.
Insect-induced resistance to fungivory
To test whether D. melanogaster larvae mediate induced resistance in A. nidulans, we compared the survival of individual larvae on untouched control colonies and colonies previously challenged with conspecific larvae. For this test, 2 ml microtubes filled with banana agar were inoculated with wild type A. nidulans conidia [8,46]. After 24 hours incubation a single larva was added to each tube. These larvae were removed after a further 24 hours and replaced by a new one. At the same time, larvae were added to unchallenged colonies. In addition, we recorded the survival of individual larvae in fungal free substrate under two treatments. One treatment was without previous feeding by conspecific larvae and the other with previous feeding. To test whether physical damage alone is sufficient to induce resistance in A. nidulans independently of larval foraging, we included a wounding treatment. For this, 36 hours after inoculation with conidia, the hyphal mats were touched four times with autoclaved needles to produce marks resembling the “chew marks” left by larvae (see Figure S1). Twelve hours later larvae were added. We then recorded whether larvae were alive or dead every day for a maximum of 14 days after inoculation.
D. melanogaster larval feeding on wild type and chemical deficient (ΔlaeA) A. nidulans
Experimental units containing wild type or chemical deficient ΔlaeA A. nidulans of different age were prepared [8,46]. Fungal age at larval transfer was manipulated in order to provide different amounts of fungal tissue for the larvae. Ten first-instar larvae were added to each experimental unit and the unit then sealed with a sterile cotton plug. In parallel, a mould-free control treatment and a treatment with yeast, Saccharomyces cerevisiae [46], were set up. There were N = 200 replicates in total with N = 20 replicates for each treatment. We counted the number of emerging flies and recorded the time (days after larval transfer) when the flies eclosed from their puparia. Following the established protocol [8], we quantified mould growth 24, 48 and 72 hours after the introduction of the larvae by image analysis.
A. nidulans gene expression response to D. melanogaster larval grazing
To obtain fungal tissue from insect-challenged and unchallenged treatments, A. nidulans was inoculated on KOH-treated, sterile cellophane sheets placed on malt extract agar plates (35 mm in diameter, filled with 3 ml medium). 100 µl conidia suspension (10,000 conidia/µl) were added and each plate was rotated to spread the suspension evenly across the cellophane. Plates were closed with the lids and incubated at 25°C for 24 hours. Subsequently, 40 sterile D. melanogaster larvae were released onto each plate and incubation continued for another 24 hours. After this period, larval damage could be clearly seen as elongated “chew marks” (see Figure S1). Fungal tissue was removed with a scalpel from unchallenged treatments and those challenged by D. melanogaster larval grazing. Fungal tissue from three colonies was pooled to generate one biological replicate (in total five biological replicates per treatment). The tissue was shock-frozen in liquid nitrogen and lyophilized for approximately 24 hours. Lyophilized and powdered tissue (10 mg) was treated with 1 ml TRIzol® Reagent (Ambion) for RNA extraction, according to the manufacture’s instructions. The remaining DNA was digested using TURBO DNA-free (Ambion). RNA quantity and quality were determined by measuring absorbance at A260/A280 and formaldehyde de-naturating agarose (0.65%) gel. The efficiency of DNA digestion was checked by standard PCR combined with polyacrylamid gel analysis.
Quantitative RT-PCR
Forward (F) and reverse (R) oligonucleotide primer sequences used in qRT-PCR experiments and amplicon properties are listed in Table S1. Sequence information was retrieved from exon only sequences provided by http://www.aspgd.org/. We designed primers using Primer Premier (Premier Biosoft). Primers were synthesized and provided by Eurofins (http://www.eurofins.de). Primer suitability was tested on A. nidulans reference DNA, and amplicon identity was verified by complete melting curve analysis and amplicon sequencing. We used an external luciferase control RNA spike (Promega, L4561) for normalizing candidate RNA quantification rather than common fungal house-keeping genes, as suggested by Rehrig et al. [47]. This was done to avoid the likelihood that the expression of house-keeping genes is affected by ecological challenges such as insect grazing [47]. This was particularly relevant for our experiments because insect fungivory has not yet been used as an ecological factor affecting fungal gene expression. No homologues were revealed by blasting the luciferase primer sequences against the A. nidulans genome. We used One-Step qRT-PCR (Qiagen) according to the manufacture’s instruction to reverse transcribe the candidate RNA and amplified the cDNA on a Strategen Mx3000P engine (Agilent) using SYBR Green (Lonza) under the PCR conditions: 50°C for 30 min, 95°C for 15 min, followed by 35 cycles of 95°C denaturation for 15 s and 56°C annealing for 30 s and 72°C extension for 30 s. All qRT-PCR runs were followed by a melting curve analysis to verify proper amplification of the candidate genes. Each sample was run in duplicate (N = 260 amplifications in total). We determined PCR efficiencies (E), threshold fluorescence (RCT-values), and initial fluorescence (R0) directly from the PCR kinetic curves using LinRegPCR 12.12 (http://LinRegPCR.HFRC.nl) [48]. To statistically compare (see below) the expression of candidate genes in unchallenged and Drosophila fungivory samples, we used R0, equivalent to the initial amount of candidate mRNA in a sample [49], as a quantitative measure of the strength of gene expression under the particular experimental conditions. For the results of each qRT-PCR the quantity equivalent, R0, of the candidate gene was considered relative to independent R0 for the reference gene. The resulting Rnorm(unchallenged) is the initial fluorescence of the candidate gene normalized to the reference gene in the unchallenged sample and Rnorm(insect grazing) that in the insect challenged sample.
Statistical analyses
Larval developmental success, fungal growth, and daily larval survival were analysed using generalized linear models in SAS 9.3 [8]. Two factors are likely to affect overall variation in the expression of candidate A. nidulans genes. These are fungivory by D. melanogaster larvae and constitutive gene-specific differences. In order to test the effect of larval fungivory separately from that of constitutive gene-specific differences, we removed gene-specific effects by standardizing individual R0 values. To do this, the mean R0 for all replicates of candidate gene x was subtracted from the individual R0 of each candidate gene x. The resulting values were subsequently divided by the standard deviation for all replicates of candidate gene x [50]. Because normality and variance homogeneity criteria were not met, we assigned standardized R0 values to ranks to achieve both normality and homogeneous variances. We applied a multivariate general linear model to test the influence of D. melanogaster feeding on A. nidulans gene expression. The factor “insect treatment” was nested within “technical replicate” to account for variation between technically replicated qRT-PCR runs.
Supporting Information
Acknowledgments
We thank Nancy P. Keller (University of Wisconsin) for providing the Aspergillus nidulans strains used in this study and Andrew J. Davis for discussion.
Funding Statement
The work has been supported by a DFG (German Research Foundation) research grant to Marko Rohlfs (Grant number: RO3523/3-1). http://www.dfg.de/en/; http://gepris.dfg.de/gepris/OCTOPUS;jsessionid=GFThHN1bZ8512PbSCTK4WktLp716MWR2NVt6pymwlTzhnTgmtGDz!1709242108!1200488219358?module=gepris&task=showDetail&context=projekt&id=170990413. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
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