ORIGINAL RESEARCH article

Front. Microbiol., 04 February 2020

Sec. Fungi and Their Interactions

Volume 11 - 2020 | https://doi.org/10.3389/fmicb.2020.00051

Chronic Sublethal Aluminum Exposure and Avena fatua Caryopsis Colonization Influence Gene Expression of Fusarium avenaceum F.a.1

  • 1. Department of Crop and Soil Sciences, Washington State University, Pullman, WA, United States

  • 2. Wheat Health, Genetics, and Quality, USDA-ARS, Pullman, WA, United States

  • 3. Institute of Biological Chemistry, Washington State University, Pullman, WA, United States

Abstract

Fusarium avenaceum F.a.1 is a novel strain of a fungal plant pathogen capable of preferentially decaying wild oat (Avena fatua) caryopses compared with those of wheat (Triticum aestivum). Understanding the molecular mechanisms governing weed seed-pathogen interactions is crucial to developing novel weed seed suppression technologies. Additionally, wild oat often competes with wheat in regions undergoing soil acidification, which leads to increases in soluble concentrations of many metals, including aluminum (Al). There is a dearth of information regarding the gene expression responses of Fusarium species to Al toxicity, or how metal toxicity might influence caryopsis colonization. To address this, a transcriptomic approach was used to investigate molecular responses of F.a.1 during wild oat caryopsis colonization in the presence and absence of chronic, sublethal concentrations of Al (400 μM). Caryopsis colonization was associated with induction of genes related to virulence, development, iron metabolism, oxidoreduction, stress, and detoxification, along with repression of genes associated with development, transport, cell-wall turnover, and virulence. Caryopsis colonization during Al exposure resulted in the induction of genes associated with virulence, detoxification, stress, iron metabolism, oxidoreduction, and cell wall turnover, along with repression of genes associated with cell wall metabolism, virulence, development, detoxification, stress, and transcriptional regulation. Aluminum exposure in the absence of caryopses was associated with induction of genes involved in siderophore biosynthesis, secretion, uptake, and utilization, along with several other iron metabolism-related and organic acid metabolism-related genes. The siderophore-related responses associated with Al toxicity occurred concurrently with differential regulation of genes indicating disruption of iron homeostasis. These findings suggest Al toxicity is attenuated by siderophore metabolism in F.a.1. In summary, both caryopsis colonization and Al toxicity uniquely influence transcriptomic responses of F.a.1.

Introduction

Agronomic weeds are a global issue that result in billions of dollars in annual economic losses (Pimentel et al., 2001). Weed seeds exist in high densities in soils, and may persist for many years due to long-term dormancy and decay resistance [as reviewed by Pollard (2018)]. Promoting microbial-driven seed decay is a potential ecological approach to long-term weed management by depleting the weed seedbank. In temperate regions of the world, including wheat-growing regions, wild oat (Avena fatua) is considered one of the ten worst weeds (Beckie et al., 2012). A major factor contributing to the persistence of A. fatua is that seeds can remain dormant in the soil for many years, thus generating a large soil seedbank that can readily develop herbicide resistance (Beckie et al., 2012).

Work by de Luna et al. (2011) resulted in hundreds of soil fungi isolates from dormant wild oat seeds, and it was found that Fusarium avenaceum isolate F.a.1 elicited the most rapid and pronounced decay of wild oat seeds. Successive studies in vitro showed F.a.1 is capable of preferentially decaying A. fatua compared with wheat caryopses (seeds without hulls), and that the fungus induces activity of several defense enzymes, including polyphenol oxidase, chitinase, and peroxidase, in both whole caryopses and caryopsis leachates (the soluble enzyme fraction) (Anderson et al., 2010; Fuerst et al., 2011, 2014, 2018). The latest work showed that incubation of wheat and wild oat seeds on a F.a.1 fungal mat resulted in a rapid increase in decay rating of wild oat, while wheat seeds germinated (Fuerst et al., 2018). F.a.1 exposure also resulted in increased polyphenol oxidase in wild oat and wheat caryopses, though the increase was 3.4 times that of the pathogen-free control in wild oat, and 1.8 times in wheat (Fuerst et al., 2018).

In addition to weed pressure, wheat production is often complicated by soil acidification, primarily due to the addition of ammoniacal fertilizers, which can have a strong influence on metal bioavailability, soil chemistry, and microbial communities (Schroder et al., 2011; Lewis et al., 2018). Soil acidification is a global issue currently affecting a large percentage of the world’s arable land (von Uexküll and Mutert, 1995), and the toxicity of soluble Al in acidic soils is thought to be a major factor in limiting plant growth (Foy, 1984). It has been hypothesized that many microbes can produce metal-chelating compounds, such as siderophores and organic acids, that may play a role in metal availability in the soil (Jones et al., 2003; Glick, 2010). Still, it is unclear how fungal plant pathogens respond to Al toxicity at the molecular level. In addition to revealing fundamental molecular mechanisms involved in Al toxicity, understanding how fungal plant pathogens might respond to this important aspect of soil acidification might assist in developing methods of weed seedbank control as soils acidify.

Work examining the F. avenaceum genome has shown it is enriched in transcription factors, redox-related proteins, and signal transduction proteins (Lysøe et al., 2014). Additionally, the F. avenaceum transcriptome was found to be enriched in gene ontology (GO) categories related to membrane activity, ATP/GTP binding, and calcium ion binding (Lysøe et al., 2014). One objective of the current work is to examine the transcriptomic changes associated with fungal colonization of A. fatua caryopses. Doing so should provide key insights into the molecular mechanisms governing A. fatua caryopsis colonization. Another objective is to examine the influence of Al toxicity on fungal gene expression in the absence and presence of A. fatua caryopses. Addressing this last objective would provide information regarding how F. avenaceum responds to aluminum toxicity while also examining how Al influences the fungal transcriptome during colonization of caryopses. The ultimate objective of the work is to elucidate fungal genes which may be of use in future endeavors to develop weed seed suppression technologies through promotion of weed seedbank destruction.

Materials and Methods

Fungal Culturing

Filter disk segments containing mycelium from F. avenaceum F.a.1 were transferred to potato dextrose agar (PDA: 24 g potato dextrose L–1 + 15 g agar L–1) plates (25 mL). After 13 days of growth, 6 mm plugs were taken with a sterile core sampler and placed to 25 mL PDA plates that had been amended 72 h earlier, with 1 mL of double-deionized (DDI) sterile H2O (PDA-H2O), or 1 mL of 10 mM AlCl3 (PDA-Al). All plates were incubated in dark conditions at 22°C.

Plant-Fungal Interaction and Tissue Sampling

Fungal culture diameter was measured at 2, 4, 7, and 11 days post inoculation (DPI); note that fungal colony diameter data are only shown for samples used in the RNA-Seq studies, so there are 12 replicates per treatment (water and Al) (Figure 1). After 8 days of growth on PDA-H2O or PDA-Al, 30 dry wild oat (Avena fatua) caryopses were placed along the growing edge of the fungal mycelial mat on nine plates of each treatment. Caryopses were also placed on 25 mL water agar plates (15 g agar L–1) with one mL of DDI H2O (Agar-H2O), or one mL 10 mM AlCl3 (Agar-Al), without the fungus; these plates were previously prepared and treated along with the PDA plates described above. After addition of caryopses, the plates were incubated in dark conditions at 15°C for 3 days (72 h). The decreased temperature was used to discourage germination of the caryopses.

FIGURE 1

After 72 h, caryopses were gently removed from the fungal mat using sterile forceps, large fungal fragments were carefully removed, and then the caryopses were placed in sterile 2 mL tubes. Six replicates per treatment of the caryopses samples were set aside for a separate study, and three replicates of each treatment were used for polyphenol oxidase (PPO) activity assays. The fungal tissue was gently scraped from the PDA plates using a sterile spatula, and placed in sterile 2 mL tubes. All tubes were massed before and after loading samples and were immediately placed in liquid N2 after massing. Samples were then maintained at −80°C before RNA extraction. Throughout the manuscript the treatments are indicated as follows, FOW = fungus only + water, FW = fungus + caryopsis + water, FOA = fungus only + Al, and FA = fungus + caryopsis + Al.

PPO Activity in Caryopses

Whole caryopsis PPO activity was assayed spectrophotometrically as previously described (Fuerst et al., 2018). Using forceps, caryopses were gently removed from Agar-H2O and Agar-Al plates, and from the fungal mycelial bed from the fungus grown on PDA-H2O and PDA-Al (three replicates each). Three plates per treatment were dedicated to the PPO assays, and three replicates composed of five caryopses each were gathered from each plate and transferred to a tared 2-mL microcentrifuge tube, and samples were re-weighed. Samples were incubated in 1.25 mL substrate solution consisting of 10 mM L-DOPA (L-3,4-dihydroxyphenylalanine) at pH 6.5. Samples were incubated at room temperature on an end-over-end shaker for 25 min and the reaction was terminated with 1 mM tropolone (2-hydroxy-2,4,6-cycloheptatrien-1-one). Samples were centrifuged to remove particulate contaminants and 300 μL of supernatant was transferred to a microtiter plate in duplicate. Absorbance at 475 nm was determined with a spectrophotometer (BioTek Epoch; BioTek Instruments, Inc., Winooski, VT, United States). Results are reported as change in optical density per gram fresh weight of caryopses (gfwt–1).

RNA Extraction, Sequencing, and Analysis

Six replicates from each treatment were used for fungal transcriptome studies. Samples ranging from 56 to 271 mg were collected and put into 2 mL safe-lock tubes (Eppendorf) at −80°C. Samples were prepared by precooling TissueLyser adapter sets in liquid nitrogen and adding two sterilized 2.88 mm stainless steel beads in each sample tube, then sample homogenates were generated using a TissueLyser II (Qiagen) with a frequency setting of 30 for 40 s. About 50 mg sample powder for each sample was collected in 0.5 mL Trizol (Invitrogen, Carlsbad, CA, United States). For RNA extraction, 0.3 mL chloroform was added to 0.5 mL Trizol homogenates, followed by vigorous sample shaking for 2 min. Samples were transferred to 1.5 mL tubes, and then allowed to sit for 3 min at room temperature, followed by centrifugation at 12,000 × g for 15 min at 4°C to assist with separation of organic and aqueous phases. The aqueous phase (∼250 μL) was then transferred to a new sterile RNase-free tube and an equal volume of 100 % EtOH was added, with mixing as needed. Samples were further purified using the RNeasy Mini Kit (Qiagen, Valencia, CA, United States) according to the manufacturer’s protocol. The quality and quantity of each RNA sample was assessed using a NanoDrop 2000 Spectrophotometer (Thermo Scientific, Wilmington, DE, United States), and an Agilent 2100 Bioanalyzer (Agilent, Santa Clara, CA, United States).

Libraries were prepared using the TruSeq RNA Library Prep Kit (Illumina, San Diego, CA, United States). Next-generation sequencing was performed by Novogene Inc. using an Illumina NovaSeq 6000 (paired-end, 2 × 150 bp, 20 million reads per sample). Reads were filtered by discarding those with adaptor contamination, uncertain nucleotides >10%, and/or base quality <20 for more than 50% of the read. The Fusarium avenaceum genome was used as a reference and mapping was performed using TopHat (v2.0.12) with mismatch = 2 (Trapnell et al., 2009). HTSeq (v0.6.1) was used for quantification using the “union” mode (Anders et al., 2015). DESeq (v1.120.1) was used for assessing differentially expressed genes (DEGs) with significance assessed using an adjusted p-value of 0.05 (Anders and Huber, 2010). Reported differentially expressed genes were further trimmed to include only those with |LOG2(Fold Change)| ≥2 (which is a 4-fold change), and only genes with at least 14 average reads in one of the treatments being compared were discussed. Genes were annotated using the Swiss-Prot (UniProt Consortium, 2018) and GenBank (Coordinators, 2016) databases (Supplementary Tables S1S3). Kyoto Encyclopedia of Genes and Genomes (KEGG) (Kanehisa and Goto, 2000) enrichment analysis was performed using Fusarium graminearum (Walkowiak et al., 2016) as a reference and KOBAS (v3.0) with significance evaluated at an adjusted p-value of 0.05. GO enrichment was assessed using HMMER (v3.1b1) and significance assessed using an adjusted p-value of 0.05 (Eddy, 2011). All adjusted p-values were obtained using the FDR method. Information regarding RNA quality and RNA-Seq quality control can be found in supplemental information (Supplementary Tables S4S6). Counts of genes that were uniquely expressed and exhibited statistically significant expression (DEGs) were summarized in Supplementary Table S7; these data were further filtered to only include gene ontology terms with ≥5 DEGs. Raw sequencing data are available via the Sequence Read Archive (SRA; SRA accession: PRJNA595343).

Results

Aluminum Influences Colony Formation but Not PPO Activity in Caryopses

Chronic sublethal exposure of F.a.1 to 400 μM Al resulted in inhibited fungal colony formation that persisted across the study, starting at 2 days post inoculation (dpi) until tissue harvesting at 11 dpi (Figure 1). Fungal colonies on control plates containing water ultimately reached an average diameter of 7.8 cm, while those exposed to Al reached an average diameter of 6.4 cm. Activity of polyphenol oxidase (PPO) was increased in the caryopses exposed to F.a.1, however, PPO activity was not influenced by addition of Al (Figure 2).

FIGURE 2

Fungal Genes Involved in Wild Oat Caryopsis Colonization

In the absence of Al, 8,249 genes were co-expressed in the fungus with (FW) or without the caryopses (FOW). In the presence or absence of the caryopses, 154 and 203 genes were uniquely expressed in the fungus (Figure 3A). Of uniquely expressed genes in the FW treatment, differentially expressed genes were associated with unique gene ontology terms; these terms included oxidation-reduction process, oxidoreductase activity, ion binding, small molecule binding, organic cyclic compound metabolic process, and more (Supplementary Table S7). Induction and repression of genes related to several biological functions were associated with A. fatua caryopsis colonization in the FW treatment, including genes involved in virulence/pathogenicity, stress detoxification responses, organic acid metabolism, metal interactions, basic metabolism, and amino acid/peptide/protein metabolism (Tables 1, 2, and Supplementary Table S1). Proteins of many of the induced and repressed genes were localized in various membrane compartments (Tables 1, 2), with several induced uncharacterized transporters being potentially localized to the vacuole membrane (Table 1).

FIGURE 3

TABLE 1

Transcript IDGene name/functionLog2 (Fold change)Subcellular localization
Virulence
KIL85362.1Ga4 desaturase3.1NF
KIL90538.1Ent-kaurene oxidase3.1integral component of membrane [GO:0016021]
KIL91977.1Thaumatin-like protein2.8extracellular region [GO:0005576]
KIL89103.1Catalase-12.7ascospore wall [GO:0005619]; cytosol [GO:0005829]; extracellular region [GO:0005576]
KIL83809.1Aldehyde dehydrogenase2.5cytoplasm [GO:0005737]
KIL87894.1Oxalate decarboxylase OxdD2.3cytoplasm [GO:0005737]
KIL92157.1Acetyl-CoA hydrolase2.1mitochondrion [GO:0005739]
KIL87701.1Related to 2′-hydroxyisoflavone reductase2.1NF
Detoxification/Stress
KIL92628.1Uncharacterized MFS-type transporter C409.087.1fungal-type vacuole membrane [GO:0000329]; integral component of plasma membrane [GO:0005887]; plasma membrane [GO:0005886]
KIL88411.1Aflatoxin B1 aldehyde reductase member 46.4cytosol [GO:0005829]; extracellular exosome [GO:0070062]
KIL94023.1Peroxisomal catalase5.2peroxisome [GO:0005777]
KIL85820.1Uncharacterized transporter C794.04c4.3fungal-type vacuole membrane [GO:0000329]; integral component of plasma membrane [GO:0005887]; plasma membrane [GO:0005886]
KIL87621.1Nitrosoguanidine resistance protein3.9integral component of membrane [GO:0016021]
KIL88862.1Uncharacterized transporter C36.03c3.9endoplasmic reticulum [GO:0005783]; fungal-type vacuole [GO:0000324]; fungal-type vacuole membrane [GO:0000329]; integral component of plasma membrane [GO:0005887]; plasma membrane [GO:0005886]
KIL86787.1Aldehyde dehydrogenase3.9extracellular region [GO:0005576]
KIL88163.1Cytochrome P450 4F63.6endoplasmic reticulum membrane [GO:0005789]
KIL89486.1Putative cryptochrome DASH3.4NF
KIL90370.111-oxo-beta-amyrin 30-oxidase3.3integral component of membrane [GO:0016021]
KIL86788.1Aldehyde dehydrogenase2.9NF
KIL89668.1Glutathione s-transferase2.8NF
KIL85730.1Zinc finger protein MSN42.7cytosol [GO:0005829]; nucleus [GO:0005634]
KIL87533.1Dienelactone hydrolase2.6NF
KIL86609.1Cytochrome P450 4F52.6endoplasmic reticulum membrane [GO:0005789]
KIL86151.1Brefeldin A resistance protein2.6integral component of membrane [GO:0016021]; plasma membrane [GO:0005886]
KIL93695.1Isotrichodermin C-15 hydroxylase2.6integral component of membrane [GO:0016021]
KIL95553.1Glutathione-independent glyoxalase HSP312.6cytoplasmic stress granule [GO:0010494]; P-body [GO:0000932]
KIL90371.1Cholesterol 7-alpha-monooxygenase2.4cell [GO:0005623]; endoplasmic reticulum membrane [GO:0005789]; integral component of membrane [GO:0016021]; intracellular membrane-bounded organelle [GO:0043231]
KIL84900.1Activator of stress genes 12.3nucleus [GO:0005634]
Oxidoreduction
KIL87958.1Zinc-type alcohol dehydrogenase-like protein PB24D3.08c4.7cytosol [GO:0005829]; nucleus [GO:0005634]
KIL86608.1NADH-cytochrome b5 reductase 14.6endoplasmic reticulum membrane [GO:0005789]; integral component of membrane [GO:0016021]; mitochondrial outer membrane [GO:0005741]
KIL94114.1Uncharacterized oxidoreductase TM_00192.7NF
KIL83713.1Uncharacterized oxidoreductase DltE2.3cytoplasm [GO:0005737]
KIL94143.1FAD dependent oxidoreductase domain-containing protein2.1integral component of membrane [GO:0016021]
KIL95101.1Uncharacterized oxidoreductase C4H3.082cytosol [GO:0005829]; nucleus [GO:0005634]
KIL95944.1External alternative NAD(P)H-ubiquinone oxidoreductase B1, mitochondrial2extrinsic component of mitochondrial inner membrane [GO:0031314]; mitochondrial intermembrane space [GO:0005758]; mitochondrion [GO:0005739]; peroxisome [GO:0005777]
Organic Acids
KIL86435.1Malic acid transport protein2.5endoplasmic reticulum [GO:0005783]; integral component of membrane [GO:0016021]
KIL87976.12-methylisocitrate lyase, mitochondrial2mitochondrial matrix [GO:0005759]

Caryopsis-induced differentially expressed genes in F. avenaceum F.a.1. in the absence of aluminum (FW vs. FOW).

Differentially expressed genes were filtered to those with Log2(fold change) ≥2. Subcellular localization is given based on gene ontology. NF = not found.

TABLE 2

Transcript IDGene name/functionLog2 (Fold change)Subcellular localization
Development
KIL95720.1Protein fluG−2.2cytoplasm [GO:0005737]
KIL88384.1Cell surface protein mas1−2NF
Transport
KIL94396.1Uncharacterized transporter YIL166C−3.5cell periphery [GO:0071944]; fungal-type vacuole [GO:0000324]; integral component of plasma membrane [GO:0005887]; intrinsic component of membrane [GO:0031224]; membrane [GO:0016020]
KIL94330.1Putative metal chaperone YciC−3.4NF
Cell wall-related
KIL88383.1Bnr repeat-containing glycosyl hydrolase−2.9NF
KIL85999.1Probable endo-beta-1,4-glucanase D−2.1extracellular region [GO:0005576]
Virulence
KIL88379.1Secreted protein−4.4NF
KIL88377.1Secreted protein−4NF
KIL90234.1bys1 protein−2.2NF

Caryopsis-repressed differentially expressed genes in F. avenaceum F.a.1. in the absence of aluminum (FW vs. FOW).

Differentially expressed genes were filtered to those with Log2(fold change) ≤−2. Subcellular localization is given based on gene ontology. NF = not found.

Fungal Genes Involved in Wild Oat Caryopsis Colonization During Aluminum Exposure

Compared with the control, Al exposure led to slightly fewer genes (8,067) being co-expressed in the fungus with (FA) or without the caryopses (FOA). In the FA and FOA treatments, 101 and 363 genes were uniquely expressed in the fungus, respectively (Figure 3B). Of uniquely expressed genes in the FA treatment, differentially expressed genes were associated with transporter activity (Supplementary Table S7). In the FOW treatment, 66 gene ontology terms were unique compared with the FW treatment, including primary metabolic process, macromolecule metabolic process, nitrogen compound metabolic process, cellular aromatic compound metabolic process, cellular nitrogen compound metabolic process, and more (Supplementary Table S7).

Genes related to several biological functions were differentially expressed during A. fatua caryopsis colonization and Al exposure (FA), including genes involved in iron metabolism, stress/defense responses, basic metabolism, metal-related responses, and amino acid/peptide/protein metabolism, and phosphate-related metabolism (Tables 3, 4 and Supplementary Table S1). While many of the induced and repressed genes were found to encode proteins potentially localized in cellular membranes, several of the induced cell wall-related genes were found to be localized in the extracellular region (Tables 3, 4).

TABLE 3

Transcript IDGene name/functionLog2 (Fold change)Subcellular localization
Virulence
KIL88590.1Polyketide synthase PksJ4.3cytoplasm [GO:0005737]
KIL85362.1Ga4 desaturase3.5NF
KIL84112.1Fumitremorgin C synthase3.4integral component of membrane [GO:0016021]
KIL83610.1NAD/NADP-dependent betaine aldehyde dehydrogenase3.3NF
KIL86378.1Nonribosomal peptide synthetase 83.2NF
KIL90808.1Monooxygenase af4702.9integral component of membrane [GO:0016021]
KIL86961.1Phenolic acid decarboxylase padc2.8NF
KIL86088.1O-methylsterigmatocystin oxidoreductase2.7NF
KIL85314.1Copper amine oxidase 12.5NF
KIL95831.1Global transcription regulator sge12.5nucleus [GO:0005634]
KIL87709.1Small secreted protein2.2NF
KIL89840.1Acyl-CoA dehydrogenase2.2plasma membrane [GO:0005886]
KIL89103.1Catalase-12.1ascospore wall [GO:0005619]; cytosol [GO:0005829]; extracellular region [GO:0005576]
KIL86331.1Related to OrfH-unknown, trichothecene gene cluster2NF
Detoxification/Stress
KIL88862.1Uncharacterized transporter C36.03c4.3endoplasmic reticulum [GO:0005783]; fungal-type vacuole [GO:0000324]; fungal-type vacuole membrane [GO:0000329]; integral component of plasma membrane [GO:0005887]; plasma membrane [GO:0005886]
KIL95553.1Glutathione-independent glyoxalase HSP313.9cytoplasmic stress granule [GO:0010494]; P-body [GO:0000932]
KIL84900.1Activator of stress genes 13.5nucleus [GO:0005634]
KIL86249.1Pisatin demethylase2.8NF
KIL86788.1Aldehyde dehydrogenase2.5NF
KIL95994.1Uncharacterized MFS-type transporter C1271.10c2.5cell cortex [GO:0005938]; integral component of plasma membrane [GO:0005887]
KIL87621.1Nitrosoguanidine resistance protein sng12.3integral component of membrane [GO:0016021]
KIL88711.1Csbd-like domain-containing protein2.2NF
KIL85820.1Uncharacterized transporter C794.04c2.2fungal-type vacuole membrane [GO:0000329]; integral component of plasma membrane [GO:0005887]; plasma membrane [GO:0005886]
KIL86151.1Brefeldin A resistance protein2.2integral component of membrane [GO:0016021]; plasma membrane [GO:0005886]
KIL96267.1Acyl-CoA dehydrogenase family member 102mitochondrion [GO:0005739]
Siderophore
KIL86380.1Nonribosomal peptide synthetase 4 (sidD)3.8cytoplasm [GO:0005737]
Iron-related
KIL88164.1NADH-cytochrome b5 reductase 15.4endoplasmic reticulum membrane [GO:0005789]; integral component of membrane [GO:0016021]; mitochondrial outer membrane [GO:0005741]
KIL90643.1Bifunctional P-450:NADPH-P450 reductase3.7membrane [GO:0016020]
Oxidoreduction
KIL87958.1Zinc-type alcohol dehydrogenase-like protein PB24D3.08c6cytosol [GO:0005829]; nucleus [GO:0005634]
KIL94143.1FAD dependent oxidoreductase domain-containing protein3.3integral component of membrane [GO:0016021]
KIL93076.1Uncharacterized oxidoreductase C736.132.8NF
KIL83713.1Uncharacterized oxidoreductase DltE1.9cytoplasm [GO:0005737]
Cell wall-related
KIL88359.1LysM domain-containing protein ARB_051573.4extracellular region [GO:0005576]
KIL88726.1Glucan endo-1,3-beta-glucosidase A13extracellular region [GO:0005576]
KIL94232.1Glucan endo-1,3-beta-glucosidase A12.7extracellular region [GO:0005576]
KIL88795.1Cell wall protein phiA2.6cell wall [GO:0005618]; extracellular region [GO:0005576]
KIL86896.1Pectinesterase2.4extracellular region [GO:0005576]
KIL88211.1Beta-glucosidase2.3integral component of membrane [GO:0016021]

Caryopsis-induced differentially expressed genes in F. avenaceum F.a.1, during aluminum exposure (FA vs. FOA).

Differentially expressed genes were filtered to those with Log2(fold change) ≥2. Subcellular localization is given based on gene ontology. NF = not found.

TABLE 4

Transcript IDGene name/functionLog2(Fold change)Subcellular localization
Cell wall-related
KIL84667.1Putative glycosyl hydrolase−3.6integral component of membrane [GO:0016021]
KIL92158.1Probable glucan endo-1,6-beta-glucosidase B−2.1extracellular region [GO:0005576]
KIL84546.1Related to beta-1,3-glucan binding protein−2.1NF
Detoxification/Stress
KIL85974.1Acriflavine sensitivity control protein acr-2−3.3nucleus [GO:0005634]
KIL87588.1Aminoglycoside phosphotransferase−2.6NF
KIL87830.125-hydroxycholesterol 7-alpha-hydroxylase−2.4endoplasmic reticulum membrane [GO:0005789]; integral component of membrane [GO:0016021]
KIL90821.1Dimethylaniline monooxygenase [N-oxide-forming] 2−2.3endoplasmic reticulum membrane [GO:0005789]; integral component of membrane [GO:0016021]; membrane [GO:0016020]
KIL94286.1Drug resistance protein YOR378W−2.3cell periphery [GO:0071944]; integral component of plasma membrane [GO:0005887]; plasma membrane [GO:0005886]
KIL94224.1Putative HC-toxin efflux carrier TOXA−2.2integral component of membrane [GO:0016021]; integral component of plasma membrane [GO:0005887]
KIL85529.1Capreomycidine synthase−2.1NF
Development
KIL84622.1Sphingoid long-chain base transporter RSB1−4.5integral component of membrane [GO:0016021]; plasma membrane [GO:0005886]
KIL92179.1UNC93-like protein C922.05c−2.7cytoplasm [GO:0005737]; integral component of plasma membrane [GO:0005887]
Transcriptional regulation
KIL86550.1Transcription factor−2.1nucleus [GO:0005634]
Virulence
KIL88216.1Probable sterigmatocystin biosynthesis P450 monooxygenase STCB−2.6NF
KIL94112.1Subtilisin-like protease 3−2.6endoplasmic reticulum [GO:0005783]; extracellular space [GO:0005615]; fungal-type vacuole lumen [GO:0000328]
KIL91080.1Alcohol dehydrogenase 3, mitochondrial−2.1mitochondrial matrix [GO:0005759]

Caryopsis-repressed differentially expressed genes in F. avenaceum F.a.1, during aluminum exposure (FA vs. FOA).

Differentially expressed genes were filtered to those with Log2(fold change) ≥2. Subcellular localization is given based on gene ontology. NF = not found.

The Influence of Al on Caryopsis Colonization

Caryopsis colonization resulted in co-expression of 8,026 genes in the fungus exposed to water (FW) or Al (FA). Additionally, 142 and 377 genes were uniquely expressed in the fungus in the presence or absence of Al, respectively (Figure 3C). Compared with the FW treatment, uniquely expressed DEGs were associated with three unique gene ontology terms in the FA treatment, including cofactor binding, coenzyme binding, and ion transport (Supplementary Table S7).

Induction of genes related to several biological functions were associated with Al exposure during A. fatua caryopsis colonization (FA) when compared to the FW treatment, including genes involved in siderophore metabolism, iron metabolism, stress/defense responses, drug resistance, basic metabolism, metal-related responses, and phosphate-related metabolism (Tables 5, 6 and Supplementary Table S1). Proteins of both Al-repressed and Al-induced genes were found to be potentially localized to membranes and the cytosol/cytoplasm (Tables 5, 6). Two genes associated with transport and detoxification (uncharacterized membrane protein YJR124C and leptomycin B resistance protein pmd1, respectively), were found to be induced by Al, with the associated proteins potentially being localized in the vacuole membrane (Table 5). Laccase-2 was found to be repressed by Al in the FA treatment compared to the FW treatment, and was found to be potentially partitioned to the extracellular region (Table 6).

TABLE 5

Transcript IDGene name/functionLog2(Fold change)Subcellular localization
Basic metabolism
KIL85664.1Cytochrome b2, mitochondrial4.3mitochondrial intermembrane space [GO:0005758]; respirasome [GO:0070469]
KIL88415.1D-xylose 1-dehydrogenase [NADP(+)] 23.6extracellular region [GO:0005576]
KIL88271.1Glucokinase3.2cell [GO:0005623]
KIL94987.1Uncharacterized methyltransferase C25B8.093.1cytosol [GO:0005829]; nucleus [GO:0005634]
KIL86846.1Alkali-sensitive linkage protein 13endoplasmic reticulum [GO:0005783]; external side of cell wall [GO:0010339]; extracellular region [GO:0005576]; fungal-type cell wall [GO:0009277]; Golgi apparatus [GO:0005794]
KIL93784.1Cytoplasmic 60S subunit biogenesis factor REI1 homolog2.8cytoplasm [GO:0005737]
KIL87652.1NADH oxidase2.7NF
KIL87020.1Enoyl-CoA hydratase domain-containing protein 2, mitochondrial2.5mitochondrion [GO:0005739]
KIL85122.1putative mnn4-regulates the mannosylphosphorylation2.2integral component of membrane [GO:0016021]
KIL94407.1Uncharacterized CDP-alcohol phosphatidyltransferase class-I family protein C22A12.08c2.1membrane [GO:0016020]; mitochondrion [GO:0005739]
KIL94408.1Glycerol 2-dehydrogenase [NADP(+)]2.1NF
KIL89558.1Glucose-repressible gene protein2NF
KIL89806.1Phosphatidate phosphatase APP12actin cortical patch [GO:0030479]
Cell wall-related
KIL87303.1Endopolygalacturonase AN83273.9extracellular region [GO:0005576]
KIL88211.1Beta-glucosidase2.5integral component of membrane [GO:0016021]
KIL94677.1Endochitinase B12.3extracellular region [GO:0005576]
Detoxification/Stress
KIL93713.1Multidrug resistance-associated protein 18.4basolateral plasma membrane [GO:0016323]; integral component of membrane [GO:0016021]; membrane [GO:0016020]
KIL86332.1Putative cytochrome P450 CYP13A74NF
KIL88897.1Leptomycin B resistance protein pmd13.8fungal-type vacuole [GO:0000324]; integral component of membrane [GO:0016021]; plasma membrane [GO:0005886]
KIL91637.1Multidrug resistance protein 22.8integral component of membrane [GO:0016021]
KIL88089.14-sulfomuconolactone hydrolase2.3NF
Development
KIL86107.1Dimethylaniline monooxygenase [N-oxide-forming] 54.7NF
KIL90244.1Infection structure specific protein2.9NF
KIL90075.1Uncharacterized FAD-linked oxidoreductase YvdP2.2spore wall [GO:0031160]
Oxidoreduction
KIL87669.1Uncharacterized FAD-linked oxidoreductase ARB_024784.3extracellular region [GO:0005576]
KIL95747.1Dimethyl-sulfide monooxygenase3.6NF
KIL87414.1Isoamyl alcohol2.5NF
KIL88501.1Uncharacterized FAD-linked oxidoreductase ARB_024782extracellular region [GO:0005576]
Transport
KIL86435.1Malic acid transport protein3.3endoplasmic reticulum [GO:0005783]; integral component of membrane [GO:0016021]
KIL86675.1Uncharacterized transporter PB1C11.033endoplasmic reticulum [GO:0005783]; integral component of plasma membrane [GO:0005887]; intrinsic component of membrane [GO:0031224]
KIL85821.1Uncharacterized membrane protein YJR124C2.9fungal-type vacuole membrane [GO:0000329]; integral component of plasma membrane [GO:0005887]
KIL91580.1Iron transport multicopper oxidase FET32.8cell [GO:0005623]; high-affinity iron permease complex [GO:0033573]
KIL93709.1Protein kes12.5cell division site [GO:0032153]; cytosol [GO:0005829]; intracellular membrane-bounded organelle [GO:0043231]; membrane [GO:0016020]
KIL93707.1P-type cation-transporting ATPase2.3cell [GO:0005623]; integral component of plasma membrane [GO:0005887]; plasma membrane [GO:0005886]; proteasome core complex [GO:0005839]
KIL87110.1Hexose transporter 22integral component of membrane [GO:0016021]
Virulence
KIL88898.1Apoptosis-inducing factor 28.6cytoplasm [GO:0005737]; cytosol [GO:0005829]; integral component of membrane [GO:0016021]; lipid droplet [GO:0005811]; mitochondrial outer membrane [GO:0005741]; mitochondrion [GO:0005739]
KIL93640.1L-ornithine N(5)-monooxygenase (Siderophore Biosynthesis)6.3NF
KIL94193.1Apoptosis-inducing factor 24.9integral component of membrane [GO:0016021]; mitochondrial outer membrane [GO:0005741]
KIL84112.1Fumitremorgin C synthase4.7integral component of membrane [GO:0016021]
KIL84938.1Endoglucanase-73.9extracellular region [GO:0005576]
KIL93826.1Aspergillopepsin-22.8NF
KIL93932.1Related to acetylxylan esterase2.5NF
KIL85313.1Aldehyde dehydrogenase2.5cytoplasm [GO:0005737]
KIL84075.1Peroxiredoxin-12.3cell [GO:0005623]; cytosol [GO:0005829]; nucleus [GO:0005634]

Aluminum-induced differentially expressed genes in F. avenaceum F.a.1 during caryopsis colonization (FA vs. FW).

Differentially expressed genes were filtered to those with Log2(fold change) ≥2. Subcellular localization is given based on gene ontology. NF = not found.

TABLE 6

Transcript IDGene name/functionLog2(Fold change)Subcellular localization
Basic metabolism
KIL90295.1Probable quinate permease−6integral component of plasma membrane [GO:0005887]
KIL94775.1Fibronectin type III domain protein−2.4NF
KIL95538.1Protein SERAC1−2.3endoplasmic reticulum [GO:0005783]; extracellular matrix [GO:0031012]; integral component of membrane [GO:0016021]; mitochondria-associated endoplasmic reticulum membrane [GO:0044233]; mitochondrion [GO:0005739]
KIL86771.1alpha beta-hydrolase−2.1NF
KIL89429.1Uncharacterized PH domain-containing protein YPR091C−2cell periphery [GO:0071944]; endoplasmic reticulum [GO:0005783]; endoplasmic reticulum membrane [GO:0005789]; integral component of membrane [GO:0016021]; nucleus-vacuole junction [GO:0071561]
KIL90108.1Alpha-glucosidase−2cytosol [GO:0005829]; nucleus [GO:0005634]
Detoxification/Stress
KIL89371.1Ent-kaurene oxidase−8.5integral component of membrane [GO:0016021]
KIL88204.1Phenol 2-monooxygenase−7NF
KIL84575.1Peroxisomal catalase−4.2fungal-type cell wall [GO:0009277]; peroxisome [GO:0005777]
KIL88419.1Glutathione reductase−2.9cell [GO:0005623]; cytosol [GO:0005829]; mitochondrion [GO:0005739]; nucleus [GO:0005634]
KIL94286.1Drug resistance protein YOR378W−2.6cell periphery [GO:0071944]; integral component of plasma membrane [GO:0005887]; plasma membrane [GO:0005886]
KIL87830.125-hydroxycholesterol 7-alpha-hydroxylase−2.5endoplasmic reticulum membrane [GO:0005789]; integral component of membrane [GO:0016021]
KIL93328.1DNA damage response protein kinase DUN1−2.3cytoplasm [GO:0005737]; nucleus [GO:0005634]
KIL83874.1Probable nitronate monooxygenase−2.1NF
KIL84602.1HET-domain-containing protein−2NF
KIL93910.1Cytochrome P450 1A1−2endoplasmic reticulum membrane [GO:0005789]
Development
KIL88563.1Vegetative incompatibility protein HET-E-1−3NF
KIL90704.1Vegetative incompatibility protein HET-E-1−2.7NF
KIL88384.1cell surface protein mas1 [Fusarium langsethiae]−2.7NF
KIL90265.1Vegetative incompatibility protein HET-E-1−2.6NF
KIL92404.1Vegetative incompatibility protein HET-E-1−2.2NF
KIL86170.1Vegetative incompatibility protein HET-E-1−2.1NF
KIL83903.1Vegetative incompatibility protein HET-E-1−2NF
Nitrate assimilation
KIL84574.1Sulfite oxidase, mitochondrial−3.8mitochondrial intermembrane space [GO:0005758]; mitochondrial matrix [GO:0005759]; mitochondrion [GO:0005739]
Oxidoreduction
KIL89100.1UDP-N-acetyl-D-glucosamine 6-dehydrogenase−2.4integral component of membrane [GO:0016021]
Transcriptional regulation
KIL90031.1Transcription factor−2nucleus [GO:0005634]
Transport
KIL85428.1Bypass of stop codon protein 6−2.4Golgi apparatus [GO:0005794]; integral component of plasma membrane [GO:0005887]; membrane [GO:0016020]
KIL89987.1Uncharacterized ABC transporter ATP-binding protein/permease YOL075C−2.3cell periphery [GO:0071944]; fungal-type vacuole membrane [GO:0000329]; integral component of membrane [GO:0016021]
KIL94326.1Vacuolar iron transporter 1.2−2.3NF
KIL90349.1Sodium/potassium-transporting ATPase subunit alpha−2.1integral component of membrane [GO:0016021]; plasma membrane [GO:0005886]
KIL84309.1Probable inactive 1-aminocyclopropane-1-carboxylate synthase-like protein 2−2.1NF
KIL91916.1Uncharacterized transporter C3H1.06c−2endoplasmic reticulum [GO:0005783]; integral component of membrane [GO:0016021]; integral component of plasma membrane [GO:0005887]
Virulence
KIL86397.1Conidial yellow pigment biosynthesis polyketide synthase−4.4NF
KIL87828.1Nonribosomal peptide synthetase 8−2.7NF
KIL89330.1Versicolorin B synthase−2.7cytosol [GO:0005829]
KIL89340.1Fumitremorgin C synthase−2.3cytoplasm [GO:0005737]; integral component of membrane [GO:0016021]; intracellular membrane-bounded organelle [GO:0043231]
KIL93322.1Laccase-2−2extracellular region [GO:0005576]

Aluminum-repressed differentially expressed genes in F. avenaceum F.a.1 during caryopsis colonization (FA vs. FW).

Differentially expressed genes were filtered to those with Log2(Fold Change) ≤−2. Subcellular localization is given based on gene ontology. NF = not found.

Fungal Transcriptomic Responses to Aluminum Exposure

Exposure of F.a.1 to Al (FOA) or water (FOW) resulted in the co-expression of 8,204 genes in the absence of caryopses (Figure 3D). In the FOW treatment, 248 genes were uniquely expressed, while 226 genes were uniquely expressed during Al exposure (FOA). Genes uniquely expressed in the FOA treatment compared with FOW, were associated with 33 unique GO terms, including several protein-related GO terms, ion transport, organic substance transport, organonitrogen compound metabolic process, organic acid transport, and more (Supplementary Table S7). Compared with the FOA treatment, the FOW treatment was associated with 22 unique GO terms, including several related to nucleic acid metabolism, carbohydrate derivative binding, lipid biosynthetic processes, ATP binding, iron ion binding, oxidoreductase activity (acting on CH-OH group donors, and more) (Supplementary Table S7).

Additionally, Al exposure led to induction of several genes associated with siderophore transport, iron metabolism, organic acid metabolism, and metals, as well as, genes associated with stress/defense, and drug resistance (Tables 79 and Supplementary Table S1). Proteins of most of the induced siderophore-related genes were found to be potentially localized to various membranes throughout the cell (Tables 7, 8). Siderophore iron transporter 3 was found to potentially be localized to cell, cytoplasm, integral component of membrane, integral component of plasma membrane, and/or plasma membrane (Table 7). Siderophore iron transporter 1 was found to be potentially localized to any of several compartments, including cell, cytoplasmic vesicle, endosome, endosome membrane, fungal-type vacuole, integral component of plasma membrane, plasma membrane, and/or vacuolar membrane (Table 7). Several Al-induced virulence and detoxification genes were found to potentially encode for proteins that might partition to the extracellular space, including acetyl-coenzyme A synthetase, laccase ARB_05828, subtilisin-like protease 3, aflatoxin B1 aldehyde reductase member 4, and aldehyde dehydrogenase (Table 8).

TABLE 7

Transcript IDGene name/functionLog2(Fold change)Subcellular localization
Siderophore-related
KIL93715.1Nonribosomal peptide synthetase 29.1cell [GO:0005623]; cytoplasm [GO:0005737]
KIL94141.1Siderophore iron transporter mirB8.8cell [GO:0005623]; integral component of plasma membrane [GO:0005887]
KIL85942.1Siderophore iron transporter mirB7.8cell [GO:0005623]; integral component of plasma membrane [GO:0005887]
KIL93640.1L-ornithine N(5)-monooxygenase6.7NF
KIL93714.1Putative lysine N-acyltransferase C17G9.06c6.2cytosol [GO:0005829]; nucleus [GO:0005634]
KIL87671.1Nonribosomal peptide synthetase 46NF
KIL95063.1Siderophore iron transporter mirB5.9cell [GO:0005623]; integral component of plasma membrane [GO:0005887]
KIL87674.1Siderophore iron transporter mirB5.8cell [GO:0005623]; integral component of plasma membrane [GO:0005887]
KIL87673.1Putative lysine N-acyltransferase C17G9.06c5.1cytosol [GO:0005829]; nucleus [GO:0005634]
KIL93712.1Siderophore iron transporter 34.3cell [GO:0005623]; cytoplasm [GO:0005737]; integral component of membrane [GO:0016021]; integral component of plasma membrane [GO:0005887]; plasma membrane [GO:0005886]
KIL92195.1Siderophore iron transporter mirA3.9integral component of plasma membrane [GO:0005887]
KIL85295.1Siderophore iron transporter 13.4cell [GO:0005623]; cytoplasmic vesicle [GO:0031410]; endosome [GO:0005768]; endosome membrane [GO:0010008]; fungal-type vacuole [GO:0000324]; integral component of plasma membrane [GO:0005887]; plasma membrane [GO:0005886]; vacuolar membrane [GO:0005774]
KIL88899.1Putative lysine N-acyltransferase C17G9.06c2.6cytosol [GO:0005829]; nucleus [GO:0005634]
KIL93180.1Siderophore biosynthesis2.2NF
Iron-related
KIL87675.1Ferri-bacillibactin esterase BesA6.1cytoplasm [GO:0005737]
KIL94023.1Peroxisomal catalase5peroxisome [GO:0005777]
KIL94226.11,3-propanediol dehydrogenase3.5NF
KIL91581.1Plasma membrane iron permease2.8high-affinity iron permease complex [GO:0033573]; plasma membrane [GO:0005886]
KIL93711.1Ferric reductase transmembrane component 52.3cell [GO:0005623]; integral component of membrane [GO:0016021]; mitochondrion [GO:0005739]; plasma membrane [GO:0005886]
KIL86612.1Plasma membrane iron permease2.3cell [GO:0005623]; endoplasmic reticulum [GO:0005783]; Golgi apparatus [GO:0005794]; high-affinity iron permease complex [GO:0033573]; plasma membrane [GO:0005886]
KIL86611.1Iron transport multicopper oxidase FET32.3cell [GO:0005623]; endoplasmic reticulum [GO:0005783]; fungal-type vacuole [GO:0000324]; high-affinity iron permease complex [GO:0033573]; plasma membrane [GO:0005886]
Organic acid-related
KIL86435.1Malic acid transport protein4endoplasmic reticulum [GO:0005783]; integral component of membrane [GO:0016021]
KIL87894.1Oxalate decarboxylase OxdD3.7cytoplasm [GO:0005737]
KIL96152.1Isocitrate lyase2.3glyoxysome [GO:0009514]
KIL87976.12-methylisocitrate lyase, mitochondrial2.3mitochondrial matrix [GO:0005759]
KIL84732.1Mitochondrial oxaloacetate transport protein2integral component of membrane [GO:0016021]; mitochondrial inner membrane [GO:0005743]; mitochondrion [GO:0005739]

Aluminum-induced differentially expressed genes in F. avenaceum F.a.1, in the absence of caryopsis colonization (FOA vs. FOW).

Differentially expressed genes were filtered to those with Log2(Fold Change) ≥2. Subcellular localization is given based on gene ontology. NF = not found.

TABLE 8

Transcript IDGene name/functionLog2(Fold change)Subcellular localization
Virulence
KIL88898.1Apoptosis-inducing factor 28.4cytoplasm [GO:0005737]; cytosol [GO:0005829]; integral component of membrane [GO:0016021]; lipid droplet [GO:0005811]; mitochondrial outer membrane [GO:0005741]; mitochondrion [GO:0005739]
KIL94193.1Apoptosis-inducing factor 26.4integral component of membrane [GO:0016021]; mitochondrial outer membrane [GO:0005741]
KIL85313.1Aldehyde dehydrogenase4.6cytoplasm [GO:0005737]
KIL94858.1Acetyl-coenzyme A synthetase3.3extracellular region [GO:0005576]
KIL88588.1Bys1 protein3.3NF
KIL88216.1Probable sterigmatocystin biosynthesis P450 monooxygenase STCB3NF
KIL86239.1Nonribosomal peptide synthetase 12.9cytoplasm [GO:0005737]
KIL93826.1Aspergillopepsin-22.9NF
KIL90137.1Related to cornifin B2.9NF
KIL87701.1Related to 2′-hydroxyisoflavone reductase2.8NF
KIL85408.1Alcohol dehydrogenase [NADP(+)]2.8apical plasma membrane [GO:0016324]; cytosol [GO:0005829]; synapse [GO:0045202]
KIL84075.1Peroxiredoxin-12.6cell [GO:0005623]; cytosol [GO:0005829]; nucleus [GO:0005634]
KIL88365.1Phosphatidylglycerol lysyltransferase2.6NF
KIL84112.1Fumitremorgin C synthase2.5integral component of membrane [GO:0016021]
KIL92157.1Acetyl-CoA hydrolase2.5mitochondrion [GO:0005739]
KIL95012.1Related to secretory lipase2.5NF
KIL87715.1N-acyl homoserine lactonase attm2.5NF
KIL86939.1Necrosis-inducing protein2.5NF
KIL94006.1Laccase ARB_058282.4extracellular region [GO:0005576]
KIL93932.1Related to acetylxylan esterase2.4NF
KIL94112.1Subtilisin-like protease 32.3endoplasmic reticulum [GO:0005783]; extracellular space [GO:0005615]; fungal-type vacuole lumen [GO:0000328]
KIL96580.1Infection structure specific protein2.2NF
KIL89564.1Putative aldehyde dehydrogenase-like protein YHR039C2.1endoplasmic reticulum [GO:0005783]
KIL92119.1Related to cornifin B2.1NF
KIL84683.1RecName: Full = Loline biosynthesis cluster 1 transcription factor lolU12.1nucleus [GO:0005634]
KIL92927.1Putative branched-chain-amino-acid aminotransferase TOXF2NF
Detoxification/Stress
KIL92628.1Uncharacterized MFS-type transporter C409.087.9fungal-type vacuole membrane [GO:0000329]; integral component of plasma membrane [GO:0005887]; plasma membrane [GO:0005886]
KIL93713.1Multidrug resistance-associated protein 17.6basolateral plasma membrane [GO:0016323]; integral component of membrane [GO:0016021]; membrane [GO:0016020]
KIL88411.1Aflatoxin B1 aldehyde reductase member 47cytosol [GO:0005829]; extracellular exosome [GO:0070062]
KIL90653.1Probable formaldehyde dehydrogenase AdhA5.6NF
KIL85974.1Acriflavine sensitivity control protein acr-24.6nucleus [GO:0005634]
KIL88897.1Leptomycin B resistance protein pmd14.4fungal-type vacuole [GO:0000324]; integral component of membrane [GO:0016021]; plasma membrane [GO:0005886]
KIL86332.1Putative cytochrome P450 CYP13A74NF
KIL93695.1Isotrichodermin C-15 hydroxylase3.9integral component of membrane [GO:0016021]
KIL84891.1NADH-cytochrome b5 reductase 23.8integral component of mitochondrial outer membrane [GO:0031307]; mitochondrial intermembrane space [GO:0005758]
KIL87621.1Nitrosoguanidine resistance protein sng13.4integral component of membrane [GO:0016021]
KIL88089.14-sulfomuconolactone hydrolase3.3NF
KIL91637.1Multidrug resistance protein 23.3integral component of membrane [GO:0016021]
KIL86787.1Aldehyde dehydrogenase3extracellular region [GO:0005576]
KIL94192.1Ethyl tert-butyl ether degradation ethd2.5NF
KIL87482.1Pyrethroid hydrolase2.4NF
KIL84681.1Putative HC-toxin efflux carrier TOXA2.3integral component of membrane [GO:0016021]; integral component of plasma membrane [GO:0005887]
KIL94406.1(S)-2-haloacid dehalogenase H-1092.2NF
KIL84854.1Tetracycline resistance protein from transposon Tn4351/Tn44002.2cytoplasm [GO:0005737]
KIL87757.1Nitrosoguanidine resistance protein2.2integral component of membrane [GO:0016021]
KIL92588.1Quinidine resistance protein 22.1cell periphery [GO:0071944]; integral component of plasma membrane [GO:0005887]; plasma membrane [GO:0005886]
KIL88169.1Glutathione S-transferase PM239X142.1cytosol [GO:0005829]
KIL96198.1Puromycin N-acetyltransferase2.1NF
KIL86804.1Putative duf636 domain protein2.1NF
KIL95076.1Heat shock protein 162.1cytoplasm [GO:0005737]; cytosol [GO:0005829]; nucleus [GO:0005634]
KIL94213.1Multidrug resistance-associated protein 12basolateral plasma membrane [GO:0016323]; integral component of membrane [GO:0016021]; membrane [GO:0016020]
KIL93503.1Putative HC-toxin efflux carrier TOXA2integral component of membrane [GO:0016021]; integral component of plasma membrane [GO:0005887]

Additional aluminum-induced differentially expressed genes in F. avenaceum F.a.1, in the absence of caryopsis colonization (FOA vs. FOW).

Differentially expressed genes were filtered to those with Log2(Fold Change) ≥2. Subcellular localization is given based on gene ontology. NF = not found.

TABLE 9

Transcript IDGene name/functionLog2(Fold change)Subcellular localization
Iron-related
KIL86453.1Cytochrome P450 52A13−5membrane [GO:0016020]
KIL95759.1Psi-producing oxygenase A−3.6NF
KIL94326.1Vacuolar iron transporter 1.2−3.6cell [GO:0005623]; integral component of membrane [GO:0016021]; vacuolar membrane [GO:0005774]
KIL88199.1Ferric/cupric reductase transmembrane component 2−2.7cell [GO:0005623]; fungal-type vacuole [GO:0000324]; integral component of membrane [GO:0016021]; plasma membrane [GO:0005886]
KIL87695.1Probable deferrochelatase/peroxidase YfeX−2.5cytoplasm [GO:0005737]; cytosol [GO:0005829]
Virulence
KIL88590.1Polyketide synthase PksJ−5.1cytoplasm [GO:0005737]
KIL84575.1Peroxisomal catalase−4.8fungal-type cell wall [GO:0009277]; peroxisome [GO:0005777]
KIL95888.1Manganese peroxidase 2−4.2extracellular region [GO:0005576]
KIL89374.1Probable polyketide synthase 1−3.9NF
KIL93997.1Protein SnodProt1−3.3extracellular region [GO:0005576]
KIL85985.1Alcohol dehydrogenase 1−3.2cytoplasm [GO:0005737]
KIL89373.1Transcription factor MYB98−2.9nucleus [GO:0005634]
KIL89340.1Fumitremorgin C synthase−2.5cytoplasm [GO:0005737]; integral component of membrane [GO:0016021]; intracellular membrane-bounded organelle [GO:0043231]
KIL93322.1Laccase-2−2.2extracellular region [GO:0005576]
KIL93994.1Oxalate decarboxylase OxdC (Organic Acid)−2.2cytoplasm [GO:0005737]
KIL95972.1Acyl-coenzyme A:6-aminopenicillanic-acid-acyltransferase 40 kDa form−2.2NF
KIL90502.1Aldehyde dehydrogenase−2.1cytoplasm [GO:0005737]
KIL87641.16-hydroxynicotinate 3-monooxygenase−2.1NF
Detoxification/Stress
KIL86447.1Cytochrome P450 52A11−4.1membrane [GO:0016020]
KIL88204.1Phenol 2-monooxygenase−3.9NF
KIL89371.1Ent-kaurene oxidase−3.8integral component of membrane [GO:0016021]
KIL88419.1Glutathione reductase−2.7cell [GO:0005623]; cytosol [GO:0005829]; mitochondrion [GO:0005739]; nucleus [GO:0005634]
KIL87166.1Disulfide-bond oxidoreductase YfcG−2.5NF
KIL87179.1Putative dioxygenase subunit alpha YeaW−2.1NF
KIL95756.1Apoptosis-inducing factor 1−2cytosol [GO:0005829]; mitochondrial inner membrane [GO:0005743]; mitochondrial outer membrane [GO:0005741]; nucleus [GO:0005634]
KIL89827.1Putative glutathione-dependent formaldehyde-activating enzyme−2NF

Aluminum-repressed differentially expressed genes in F. avenaceum F.a.1 in the absence of caryopsis colonization (FOA vs. FOW).

Differentially expressed genes were filtered to those with Log2(Fold Change) ≤−2. Subcellular localization is given based on gene ontology. NF = not found.

Gene Ontology (GO) Enrichment and KEGG (Kyoto Encyclopedia of Genes and Genomes) Pathway Analysis

Chronic Aluminum Exposure Influences Gene Ontology Enrichment

Chronic Exposure of F.a.1 to sublethal concentrations of Al (FOA) was associated with changes in the enrichment of many genes from ontology groups associated with biological and molecular processes. Aluminum exposure was related to induction of genes involved in biological and metabolic processes, catalytic activity, single-organism process, single-organism metabolic process, oxidoreductase activity, oxidation-reduction process, organonitrogen compound metabolic process, small molecule metabolic process, organonitrogen compound biosynthetic process, carboxylic acid metabolic process, oxoacid metabolic process, and organic acid metabolic process (Table 10). Aluminum exposure was also related to the repression of genes associated with gene ontology groups, including biological regulation, cation binding, regulation of cellular process, regulation of biological process, metal ion binding, transition metal ion binding, zinc ion binding, nucleic acid binding transcription factor activity, transcription factor activity, and sequence-specific DNA binding (Table 10). Repression was also observed of several iron-related genes in response to Al exposure. KEGG pathway analysis showed Al exposure led to induction of pathways associated with biosynthesis of secondary metabolites, biosynthesis of amino acids, carbon metabolism, 2-oxocarboxylic acid metabolism, cysteine and methionine metabolism, propanoate metabolism, lysine biosynthesis, and, valine, leucine and isoleucine degradation (Table 11).

TABLE 10

Enriched

Term TypeDescriptionDEG
Biological processBiological process860
Biological processMetabolic process686
Molecular functionCatalytic activity658
Biological processSingle-organism process530
Biological processSingle-organism metabolic process362
Molecular functionOxidoreductase activity221
Biological processOxidation-reduction process218
Biological processOrganonitrogen compound metabolic process152
Biological processSmall molecule metabolic process128
Biological processSingle-organism biosynthetic process121
Biological processOrganonitrogen compound biosynthetic process102
Biological processCarboxylic acid metabolic process86
Biological processOxoacid metabolic process86
Biological processOrganic acid metabolic process86
Biological processCellular amino acid metabolic process58
Molecular functionLyase activity56
Molecular functionTransferase activity, transferring acyl groups51
Biological processSmall molecule biosynthetic process47
Biological processAlpha-amino acid metabolic process37
Biological processOrganic acid biosynthetic process35
Biological processCarboxylic acid biosynthetic process35
Molecular functionActive transmembrane transporter activity26
Molecular functionHydrolase activity, acting on acid anhydrides, catalyzing transmembrane movement of substances25
Molecular functionPrimary active transmembrane transporter activity23
Molecular functionP-P-bond-hydrolysis-driven transmembrane transporter activity23
Molecular functionPyridoxal phosphate binding23
Molecular functionATPase activity, coupled to transmembrane movement of substances22
Molecular functionATPase activity, coupled to movement of substances22
Molecular functionATPase activity, coupled22
Molecular functionCarbon-carbon lyase activity21
Molecular functionCarboxy-lyase activity14
Biological processGlutamine family amino acid metabolic process12
Biological processEnergy coupled proton transport, down electrochemical gradient9
Biological processATP synthesis coupled proton transport9
Molecular functionCarboxylic acid binding7
Molecular functionOrganic acid binding7
Molecular functionTransferase activity, transferring acyl groups, acyl groups converted into alkyl on transfer6
Mmolecular functionAmino acid binding6
Biological processPyridine-containing compound biosynthetic process6
Molecular functionProton-transporting ATP synthase activity, rotational mechanism5
Molecular functionATPase activity, coupled to transmembrane movement of ions, rotational mechanism5
Molecular functionCation-transporting ATPase activity5
Molecular functionATPase activity, coupled to transmembrane movement of ions5
Biological processOrganic hydroxy compound biosynthetic process5

Depleted

Term TypeDescriptionDEG

Biological processBbiological regulation196
Molecular functionCation binding191
Biological processRegulation of cellular process190
Biological processRegulation of biological process190
Molecular functionMetal ion binding187
Molecular functionTransition metal ion binding161
Molecular functionZinc ion binding122
Molecular functionNucleic acid binding transcription factor activity87
Molecular functionTranscription factor activity, sequence-specific DNA binding87
Molecular functionRNA polymerase II transcription factor activity, sequence-specific DNA binding60
Molecular functionHeme binding39
Mmolecular functionTetrapyrrole binding39
Molecular functionIron ion binding36
Molecular functionOxidoreductase activity, acting on single donors with incorporation of molecular oxygen13
Biological processSiroheme biosynthetic process12
Molecular functionPrecorrin-2 dehydrogenase activity12
Biological processSiroheme metabolic process12
Molecular functionOoxidoreductase activity, acting on peroxide as acceptor10
Molecular functionPeroxidase activity8

Enriched and depleted gene ontology terms associated with Al exposure in the absence of the caryopses (FOA).

DEG is the number of differentially expressed genes induced by Al in the absence of the caryopsis. The darker the DEG cell, the higher the number of DEGs.

TABLE 11

TermDEG
Biosynthesis of secondary metabolites108
Biosynthesis of amino acids64
Carbon metabolism44
2-Oxocarboxylic acid metabolism24
Cysteine and methionine metabolism20
Valine, leucine and isoleucine degradation18
Propanoate metabolism13
Lysine biosynthesis11

KEGG pathway terms associated with Al exposure in the absence of the caryopses (FOA).

DEG is the number of differentially expressed genes induced by Al in the absence of the caryopsis. The darker the DEG cell, the higher the number of DEGs.

Gene Ontology Enrichment Is Influenced by Caryopsis Colonization During Aluminum Exposure

Caryopsis colonization during aluminum exposure (FA) resulted in the induction of gene ontology terms associated with biological, cellular component, and molecular functions. These gene ontology terms were associated with some general biological processes, including ion binding, transport, membrane-related functions, oxidoreductase activity, and lipid metabolic processes (Table 12).

TABLE 12

Term TypeDescriptionDEG
Biological processSingle-organism process174
Biological processSingle-organism cellular process110
Cellular componentMembrane107
Molecular functionIon binding82
Biological processLocalization71
Biological processTransport69
Biological processEstablishment of localization69
Cellular componentMembrane part69
Cellular componentIntegral component of membrane63
Cellular componentIntrinsic component of membrane63
Biological processSingle-organism localization59
Biological processSingle-organism transport58
Molecular functionAnion binding48
Biological processTransmembrane transport40
Molecular functionTransporter activity40
Molecular functionTransmembrane transporter activity37
Biological processLipid metabolic process32
Molecular functionOxidoreductase activity, acting on paired donors, with incorporation or reduction of molecular oxygen15
Molecular functionFlavin adenine dinucleotide binding15
Molecular functionMonooxygenase activity7
Molecular functionProtein tyrosine phosphatase activity5
Molecular functionPhosphoprotein phosphatase activity5
Biological processProtein dephosphorylation5
Biological processAmino acid transmembrane transport4
Biological processAnion transmembrane transport4
Biological processOrganic acid transmembrane transport4
Molecular functionProtein tyrosine/serine/threonine phosphatase activity4
Molecular functionN,N-dimethylaniline monooxygenase activity4
Cellular componentPhotosystem II reaction center4
Molecular functionO-acyltransferase activity4
Molecular functionPrimary amine oxidase activity2
Molecular functionCalcium-dependent phospholipid binding2
Molecular functionSodium:proton antiporter activity1
Molecular functionGlycogen (starch) synthase activity1
Biological processGlycogen metabolic process1
Biological processGlycogen biosynthetic process1
Biological processEnergy reserve metabolic process1
Biological processCobalamin transport1
Biological processVitamin transport1
Molecular functionCalcium activated cation channel activity1
Molecular functionCalcium-activated potassium channel activity1
Molecular functionIon gated channel activity1
Cellular componentAcetyl-CoA carboxylase complex1
Molecular functionAcetyl-CoA carboxylase activity1
Molecular functionCoA carboxylase activity1
Molecular functionLigase activity, forming carbon-carbon bonds1

Enriched gene ontology terms associated with Al exposure in the presence of caryopses (FA vs. FOA).

DEG is the number of differentially expressed genes induced by Al in the absence of the caryopsis. The darker the DEG cell, the higher the number of DEGs.

KEGG Pathway Analysis During Caryopsis Colonization

Caryopsis colonization (in the absence of Al) was associated with an increase in 23 DEGs associated with carbon metabolism, and an increase in 10 DEGs associated with the tricarboxylic acid cycle (TCA cycle). Additionally, a decrease in 5 DEGs associated with N-Glycan biosynthesis was observed in fungal tissues samples colonizing A. fatua caryopses.

Discussion

Caryopsis colonization resulted in induction of F.a.1 genes associated with virulence, stress/defense, detoxification, organic acid metabolism, basic metabolism, transport, and amino acid/peptide/protein metabolism. At the same time, repression of genes associated with iron metabolism, stress/defense, organic acid metabolism, metal-related metabolism, and basic metabolism was observed. These results suggest a shift in gene expression related to fundamental biological functions occurs during caryopsis colonization. It should be noted that future researchers might consider sampling fungal tissues in a spatial manner that includes sampling the zone of fungal material directly in contact with the caryopsis separately from the remaining hyphal mat. A more spatially refined sampling method might also reveal more information with respect to GO enrichment and KEGG pathway analyses at specific interaction sites.

Nevertheless, the presented results reveal many biological mechanisms associated with caryopsis colonization. Notably, AKR7L: Aflatoxin B1 aldehyde reductase member 4 was strongly induced, suggesting a role for aflatoxin degradation during F. avenaceum caryopsis colonization. Previous work suggests Fusarium and Aspergillus species (which produce aflatoxins) can be the primary fungi associated with post-harvest mycotoxin contaminated wheat and corn (Ali et al., 1998; Del Palacio et al., 2016). Several oxidoreductase genes were induced during caryopsis colonization (Table 1), which is of relevance because the F. avenaceum genome has been shown to be enriched in oxidoreductase genes, several of which were induced during colonization of barley plants (Lysøe et al., 2014). Additionally, in the current study, many genes related to oxidative stress were induced during caryopsis colonization, including peroxisomal catalase and catalase-1 (cat-1). Others have found Fusarium isolates with a greater capacity to cope with oxidative stress also exhibit stronger virulence (Ponts et al., 2009). Together these results suggest oxidoreductase genes are key to F. avenaceum pathogenicity of both seeds and developed plant tissues, likely through mitigating oxidative stress. Further overlap was observed between the results of the current study and those of Lysøe et al., 2014, including induction of the same or related genes, such as, NADH-related genes, an ATP synthase subunit, an extracellular serine-rich protein, heat shock proteins, an iron-sulfur cluster assembly protein, cytochrome p450, and others (Table 1 and Supplementary Table S1). Heat shock protein 90 is required for virulence and development in F. graminearum (Bui et al., 2016), and while this heat shock protein was not induced during caryopsis colonization in the current study, several others were, with the highest expression observed in HSP31 (Table 1); this suggests a role for other heat shock proteins in the virulence of Fusarium species. Other virulence-related genes induced in the current study included ga4 desaturase and ent-kaurene oxidase; both are involved in the production of gibberellic acid, which is also thought to play a role in fungal pathogenesis (Malonek et al., 2005; Chanclud and Morel, 2016).

Many differentially induced genes were unique to the present study as compared with Lysøe et al. (2014), including those involved in the metabolism of the organic acids, oxalate and malate. Additionally, nitrogen metabolism genes were induced during caryopsis colonization, including urea amidolyase and nitrite reductase. Many genes related to carbon metabolism were induced during caryopsis colonization, including STL1 (a sugar transporter), ght1 (a glucose transporter), glcA (glucan endo-1,3-beta-glucosidase A1), grg-1 (glucose-repressible gene protein), and Gpd2 (glycerol-3-phosphate dehydrogenase). In studies with F. graminearum, STL1 has been shown to be involved in interactions with living verses dead wheat tissues, and is thought to be induced by plant signals (Boedi et al., 2016). While the precise role of grg-1 remains unknown in Fusarium species, it is known that glucose repression is intimately linked with fungal-driven cell wall degradation and is necessary for virulence (Tonukari et al., 2000; Ospina-Giraldo et al., 2003). The results suggest a role of grg-1 in A. fatua caryopsis colonization. The gpd2 gene has been shown to be necessary for glycerol utilization, and deletion of the gene results in reduced virulence of Pyricularia oryzae (Shi et al., 2018). Several phosphatase genes were induced during caryopsis colonization, which is of relevance because not only is phosphate turnover central to basic biological functions, but phosphatases have also been shown to be crucial to virulence in F. graminearum (Yun et al., 2015). Another stress-related gene that was induced during caryopsis colonization was sed1, which is thought to be involved in cell wall stability (Hagen et al., 2004).

Bioavailable Al is thought to play a major role in inhibition of many plant pathogenic fungi, including inhibition of virulence and macroconidial germination of Fusarium solani f. sp. phaseoli (Firestone et al., 1983; Kobayashi and Ko, 1985; Meyer et al., 1994; Furuya et al., 1999; Fichtner et al., 2006). Chronic exposure of F.a.1 to sublethal concentrations of Al in the current study resulted in global transcriptomic changes (Figures 3E,F). Notably, Al exposure led to induction of siderophore-, iron-, and organic acid-related genes. Fungal-derived siderophores and organic acids are known to interact with metals (Renshaw et al., 2002; Sullivan et al., 2012). Aluminum exposure-induced alterations in iron metabolism included induction and repression of genes associated with iron transport, suggesting a general disruption in iron metabolism in response to Al exposure. Several genes involved in siderophore biosynthesis were induced during Al exposure, including sidA (L-ornithine N(5)-monooxygenase), which is crucial for viability of Aspergillus nidulans (Eisendle et al., 2003), and is required for full virulence of F. graminearum (Greenshields et al., 2007). The siderophore biosynthesis genes, sidD (NRPS4) and sidC (NRPS2) were also induced in response to Al, and are known to be responsible for synthesis of fusarinine C and ferricrocin, respectively, in Aspergillus fumigatus (Schrettl et al., 2007). In both Cochliobolus heterostrophus and F. graminearum (Gibberella zeae), sidC has been found essential for sexual development, with the phenotype being partially restored in knockout mutants supplemented with iron (Oide et al., 2007). Reduced colony forming unit counts were observed in ΔsidA and ΔsidD mutants of A. fumigatus used to test the role of fungal siderophores in infecting mice corneas (Leal et al., 2013). Additionally, the transporter, mirB was induced in response to Al exposure. It has been shown that mirB is involved exclusively in transporting triacetylfusarinine C (Haas et al., 2003), which has been implicated as playing key roles in iron uptake and virulence of F. graminearum (Oide et al., 2015). Another siderophore transporter, mirA, was also induced by Al toxicity, which has been shown to exclusively transport enterobactin, a bacterial siderophore (Haas et al., 2003). The siderophore transporter sit1, was also induced by Al exposure. Greenshields et al. (2007), found sit1 was induced by low iron, but was not expressed in infected wheat, suggesting a role in iron metabolism, but not necessarily for virulence. Another siderophore transporter that was induced during Al toxicity was str3, which is known to be negatively regulated by iron (Pelletier et al., 2003), and is thought to be crucial for low-affinity heme acquisition by Schizosaccharomyces pombe (Normant et al., 2018). A transcript having 93.4% sequence similarity to besA, ferri-bacillibactin esterase, was also induced in response to Al exposure. The besA sequence has also been identified in F. oxysporum (Guo et al., 2014), while, in Bacillus species, the besA protein is involved in liberating iron from Fe-bacillibactin complexes (Abergel et al., 2009). In the context of the findings presented here, an analogous function for the protein may occur in fungal species, as well.

Organic acids are known to play important roles in metal availability through complexation with metal ions, which renders the metal less bioavailable (Jones, 1998), and the phenomenon has been observed in fungi. For instance, oxalic acid production is responsible for zinc and copper tolerance in Aspergillus niger and Penicillium citrinum, and A. niger isolated from lead contaminated soils has been found to secrete large amounts of organic acids (Sullivan et al., 2012; Sazanova et al., 2015). Additionally, malate exudation by Penicillum oxalicum was suggested to be involved in phosphate liberation from AlPO4, FePO4, and Ca3(PO4)2 (Gadagi et al., 2007). These findings, along with the fact that malate is thought to be responsible for Al tolerance in plants (Delhaize and Ryan, 1995; Ryan et al., 1995; Klugh-Stewart and Cumming, 2009), suggests the induction of malate transporters observed in F.a.1 exposed to Al is likely related to modulating Al bioavailability.

Gene ontology and KEGG pathway analyses also showed Al exposure was associated with alterations in basic biological processes, including induction of genes related to oxidoreductase activity, oxidation-reduction process, organic acid metabolism, biosynthesis of secondary metabolites, biosynthesis of amino acids, carbon metabolism, 2-oxocarboxylic acid metabolism, and cysteine and methionine metabolism. Alterations in these disparate biological processes suggests Al toxicity results in changes to the basic metabolism of the fungus. Gene ontology analyses also suggest that uniquely expressed DEGs might also be involved in unique biological processes (Supplementary Table S7), however, these data were filtered to remove GO terms with less than 5 DEGs to identify potentially unique biological functions associated with the uniquely expressed genes. The unfiltered results showing the number of unique DEGs associated with GO terms can be found in Supplementary Table S8.

These results have significance regarding the currently expanding global issue of soil acidification, and associated Al toxicity. It is unclear how soil fungi, particularly pathogens, cope with acid soils and the metals that become toxic at lower pH levels in acidified soils, at the molecular level. The results presented here suggest siderophores and organic acids are likely involved in Al toxicity responses in F.a.1. Which, in turn, brings attention to the fact that these interactions in soils and their impacts on weed seed decay have been overlooked to date. The transcriptomic responses of F.a.1 to Al suggest that Al toxicity results in dramatic changes in iron metabolism, siderophore metabolism, and organic acid metabolism, simultaneously. This is a key finding because iron homeostasis has been shown to be essential for full virulence of the related pathogenic fungus, F. oxysporum (López-Berges et al., 2012). Additionally, siderophore production is known to be important in plant-pathogen interactions, including the pathogenic activity and sexual development of F. graminearum (Greenshields et al., 2007; Oide et al., 2015). A future direction might include examining the influence of Al (and other metals) on competitiveness and virulence of F.a1 in soils.

The transcriptome of F.a.1 provided insights regarding the interactions between an oat fungal pathogen, its susceptible host, and aluminum challenge. A complex hierarchy of gene expression produced by aluminum challenge, superseded that of the host interaction. Understanding genes involved in Al tolerance may be utilized to promote fungal activity under high Al soil conditions. Additionally, better understanding of fungus-Al interactions could also assist identification and development of plant growth-promoting fungi that can tolerate increased Al bioavailability. Key genes associated with pathogen growth and life cycle, including the formation of spores, conidia, and infection structures were revealed (Table 6 and Supplementary Tables S2, S3). These genes are promising candidates for host-induced gene silencing (HIGS), an RNAi-based approach for pathogen suppression that has been deployed against Fusarium spp. (reviewed in Okubara et al., 2019). Additionally, these genes (and others identified here) may be utilized in identifying other fungal strains that may be even more effective in causing weed seedbank decay. Future work might include applying a multi-omic approach to further elucidate and clarify molecular mechanisms of caryopsis colonization and aluminum toxicity in F. avenaceum, including metabolomic and proteomic approaches. Additionally, future work could aim to examine the subcellular localization of the proteins involved in caryopsis colonization and Al toxicity to reveal how Al and seed colonization influence the subcellular organization of important metabolites, proteins, and metals.

Statements

Data availability statement

The RNA sequence datasets generated for this study can be found through the Sequence Read Archive (SRA; SRA accession: PRJNA595343).

Author contributions

RL conceived and performed the experiments, analyzed the data, and was the primary author of the manuscript. PO assisted with experimental design, data analysis, and writing of the manuscript. EF assisted with experimental design, determined PPO activity, and assisted with editing the manuscript. RH assisted with experimental design, extracted RNA, and provided text regarding the RNA extraction protocol. DG assisted with experimental design. TS assisted with experimental design and editing the manuscript.

Funding

This project was funded by the USDA National Institute of Food and Agriculture (Agriculture and Food Research Initiative), 2013-02322 (Award Number: 2014- 67013-21575), and CRIS Project No. 2090-22000-017-00D (PO).

Acknowledgments

The authors would like to thank Nandan Utgikar for assistance completing the initial stages of the experiment, and Anne T. Pollard for growing and providing seed.

Conflict of interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Supplementary material

The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fmicb.2020.00051/full#supplementary-material

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Summary

Keywords

wild oat, Fusarium, weed seed decay, fungal siderophore, soil acidification, sublethal aluminum toxicity, plant pathogens, soil microbiology

Citation

Lewis RW, Okubara PA, Fuerst EP, He R, Gang D and Sullivan TS (2020) Chronic Sublethal Aluminum Exposure and Avena fatua Caryopsis Colonization Influence Gene Expression of Fusarium avenaceum F.a.1. Front. Microbiol. 11:51. doi: 10.3389/fmicb.2020.00051

Received

07 October 2019

Accepted

10 January 2020

Published

04 February 2020

Volume

11 - 2020

Edited by

Fred Asiegbu, University of Helsinki, Finland

Reviewed by

Thomas Nussbaumer, Helmholtz-Gemeinschaft Deutscher Forschungszentren (HZ), Germany; William Edward Dyer, Montana State University, United States

Updates

Copyright

*Correspondence: Ricky W. Lewis, ;Tarah S. Sullivan,

This article was submitted to Fungi and Their Interactions, a section of the journal Frontiers in Microbiology

Disclaimer

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.

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