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Article

Pathogenic and Non-Pathogenic Fungal Communities in Wheat Grain as Influenced by Recycled Phosphorus Fertilizers: A Case Study

by
Magdalena Jastrzębska
1,*,
Urszula Wachowska
2 and
Marta K. Kostrzewska
1
1
Department of Agroecosystems, Faculty of Environmental Management and Agriculture, University of Warmia and Mazury in Olsztyn, Plac Łódzki 3, 10-718 Olsztyn, Poland
2
Department of Entomology, Phytopathology and Molecular Diagnostics, University of Warmia and Mazury in Olsztyn, 10-721 Olsztyn, Poland
*
Author to whom correspondence should be addressed.
Agriculture 2020, 10(6), 239; https://doi.org/10.3390/agriculture10060239
Submission received: 23 April 2020 / Revised: 16 June 2020 / Accepted: 17 June 2020 / Published: 19 June 2020
(This article belongs to the Special Issue Occurrence and Functions of Endophytic Fungi in Crop Species)
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Abstract

:
Waste-based fertilizers provide an alternative to fertilizers made from non-renewable phosphate rock. Fungal communities colonizing the grain of spring wheat fertilized with preparation from sewage sludge ash and dried animal blood (Rec) and the same fertilizer activated by Bacillus megaterium (Bio) were evaluated against those resulting from superphosphate (SP) and no phosphorus (control, C0) treatments. The Illumina MiSeq sequencing system helped to group fungal communities into three clades. Clade 1 (communities from C0, Bio 60 and 80, Rec 80 and SP 40 kg P2O5 ha−1 treatments) was characterized by a high prevalence of Alternaria infectoria, Monographella nivalis and Gibberella tricincta pathogens. Clade 2 (Bio 40 kg, Rec 40 and 60 kg, and SP 60 kg P2O5 ha−1) was characterized by the lowest amount of the identified pathogens. Commercial SP applied at 80 kg P2O5 ha−1 (clade 3) induced the most pronounced changes in the fungal taxa colonizing wheat grain relative to non-fertilized plants. The above was attributed mainly to the lower amount of A. infectoria and higher counts of species of the family Nectriaceae, mostly epiphytic pathogens Fusarium culmorum and Fusarium poae.

Graphical Abstract

1. Introduction

Spring wheat (Triticum aestivum L.) is infected by several dozens of pathogenic fungi. Species such as Mycosphaerella graminicola, Pyrenophora tritici-repentis, Tilletia caries, and Ustilago tritici, as well as numerous species of the genus Fusarium are the most dangerous pathogens of wheat that are transmitted with grain [1]. Fungal species of the genera Alternaria, Cladosporium, and Epiccocum are regarded as weak pathogens or saprotrophs [2]. Research has demonstrated close interactions between plants and microbes [2]. Wheat grain is infected by fungal pathogens, but it is also colonized by non-pathogenic fungi which inhibit the proliferation of pathogens and promote the growth and development of wheat plants [3,4]. The interactions between these fungal groups determine grain health and improve the consumer value of grain by reducing its mycotoxin content [3,5,6]. Growing conditions and nutrient availability can exert both positive and negative effects on the occurrence of pathogenic and non-pathogenic fungi [5,6,7].
Phosphorus is essential for root growth, healthy development of stems and ears, a desirable growth rate, high yield and quality, and resistance to abiotic and biotic stress factors [8]. Among the latter, fungal pathogens deserve special attention. A high supply of plant-available phosphorus has been linked with increased levels of fungistatic components, such as phenolic compounds and flavonoids, in different plant parts [9]. The indirect effect of phosphorus on increased plant growth seems to outweigh the direct effect of fungi by increasing the synthesis of phenolic compounds which contribute to resistance against fungal pathogens [10]. Since the natural amount of available phosphorus in arable soils does not fully cater to the nutritional needs of plants [11], crops have to be fertilized [12]. Phosphate rock is the raw material for the production of phosphorus fertilizers [13] which are indispensable in modern agriculture [14].
Rational phosphorus management poses a contemporary global challenge [15,16,17]. Primary sources of phosphorus are being massively wasted in the production process and it is estimated that only 20–25% of mined phosphorus reaches the produced food [17]. The above raises significant concerns about the availability of phosphorus for agriculture in the future [16]. Global phosphorus resources have not yet reached critical levels [18], but they are undeniably limited and non-renewable. Phosphate rock is distributed unevenly around the world [18] and many countries are dependent on phosphorus imports [19]. This problem applies to the European Union, which has recently added phosphate rock to the list of 20 critical raw materials [20].
Recycled phosphorus provides an alternative to non-renewable phosphate rock deposits [14]. The most abundant secondary sources of phosphorus include sewage and sludge from municipal and industrial wastewater treatment plants [21,22] and waste products from the meat processing industry [23].
Unprocessed phosphorus compounds from both primary and secondary sources are characterized by low solubility [24]. Fertilizer efficiency can be improved through the use of phosphorus solubilizing microbes (PSMs) which transform insoluble phosphorus compounds (PO43−) into highly bioavailable forms (HPO42− and H2PO4−) [4,25,26]. PSMs are a natural component of the soil edaphon [11]. Bacillus megaterium is one of the most effective PSMs [27]. These bacteria solubilize phosphorus by producing weak organic acids (gluconic, lactic, acetic, and succinic) [28]. Through solubilization and other biological mechanisms, PSMs can also act as plant growth-promoting microorganisms (PGPMs) [25,29]. It could be expected that by solubilizing phosphorus from soil and fertilizers, PSMs could contribute to a reduction in the fertilizer rate. The production of phosphorus biofertilizers from cheap renewables resources by PSMs promotes sustainable phosphorus management [16] and contributes to a circular economy [30].
Research into the production of phosphorus biofertilizers has been conducted by a Polish scientific consortium established by the Wrocław University of Science and Technology, the New Chemical Syntheses Institute in Puławy, and the University of Warmia and Mazury in Olsztyn [31]. Innovative biofertilizers are expected to deliver similar yield-forming effects to chemical fertilizers and to guarantee the safety of the produced crops. One of the most recent research concepts postulates the use of sewage sludge ash, dried animal blood, and B. megaterium in the production of biofertilizers.
This research aimed to determine the effect of the fertilizers produced from sewage sludge ash and dried animal blood on the species composition and structure of fungal communities colonizing wheat grain. The recycled fertilizer (Rec) and biofertilizer (Bio), i.e., Rec activated by B. megaterium, were assessed against commercial superphosphate. Mycological analyses were conducted using culture-dependent methods based on fungal sporulation as well as next-generation sequencing in the Illumina MiSeq system.

2. Materials and Methods

2.1. Field Experiment

A field experiment was carried out in 2016 in Bałcyny (Poland, 53°60′ N, 19°85′ E). The experimental plant was spring wheat (Triticum aestivum ssp. vulgare) cv. Monsun sown on 21 April at 450 plants m−2, at a depth of 3–4 cm, at a row spacing of 15 cm.
The experimental factor was phosphorus fertilization (Table 1). Granular recycled phosphorus fertilizer (Rec) and biofertilizer (Bio) were compared with commercial superphosphate (SP; Gdańskie Zakłady Nawozów Fosforowych Fosfory Sp. z o.o., Gdańsk, Poland). Phosphorus fertilizers were applied before sowing at 40, 60, and 80 kg P2O5 per ha. The fertilizers from recyclables (Rec and Bio) were produced by the New Chemical Syntheses Institute in Puławy based on the formula developed by the Department of Advanced Material Technologies of the Wrocław University of Science and Technology. Sewage sludge ash was obtained from the Łyna Municipal Wastewater Treatment Plant in Olsztyn, and dried animal blood was obtained from the meat industry. The bacterial strain of B. megaterium was obtained from the Polish Collection of Microorganisms of the Institute of Immunology and Experimental Therapy of the Polish Academy of Sciences in Wrocław (Poland). The procedure of obtaining fertilizer formulations was described by Rolewicz et al. [32].
The field experiment had a randomized block design with four replications. The experimental plots had an area of 20 m2 each. Winter oilseed rape was the preceding crop. In addition to phosphorus fertilization, wheat in all plots was fertilized with nitrogen at 130 kg N ha−1 (34% ammonium nitrate, Grupa Azoty Puławy, Poland) and potassium at 100 kg K2O ha−1 (60% potash salt, Luvena, Luboń, Poland). Potassium was applied at a single rate before sowing, and nitrogen was split into three applications: 60 kg before sowing, 50 kg in the stem elongation stage (BBCH 30) [33], and 20 kg in the heading stage (BBCH 55).
Wheat was protected against diseases, weeds, and pests (Table 2) and was harvested with a plot harvester on August 12.

2.2. Soil and Meteorological Conditions

Wheat was grown on luvisol [34] formed from sandy clay loam. The arable layer was slightly acidic (average pH of 6.28 in 1 M KCl). At the beginning of the experiment in 2016, soil contained 8.53 g kg−1 C, 1.42 g kg−1 N, 2975 mg kg−1 K, and 607 mg kg−1 P (total content). Soil phosphorus content after spring wheat harvest is presented in Table 3.
Mean annual precipitation was 62.5 mm, with 66.3 mm in June, 138.6 mm in July, 71.9 mm in August, and 17.1 mm in September. Mean annual temperature was 8.8 °C, and the mean monthly temperature ranged from −3.8 °C in January to 18.5 °C in July.

2.3. Isolation of Fungi from Grain

Grain was harvested in the over-ripe stage (BBCH 92) with a plot harvester on 12 August 2016. Fungal colonization of grain was analyzed, and fungal DNA was isolated immediately after harvest. Grain samples of 10 g each were placed in 250 cm3 flasks containing 90 cm3 of sterile water and 0.01 cm3 of Tween ® 40 (Merck, Darmstadt, Germany). The flasks were shaken for 60 min on an Elpin Plus 358 S table shaker (180 rpm, Elpin Plus, Lubawa, Poland) to remove microorganisms from grain. Using a pipette, 0.1 cm3 of the propagule suspension was transferred to Petri plates with a diameter of 9 cm and flooded with selective Martin medium [35] cooled to 42 °C. The experiment was conducted in four replications. Yeasts and filamentous fungi cultured on the Martin medium were incubated at 24 °C in darkness for 7 days (En 120 Incubator, Nuve, Ancara, Turkey). Yeast and fungal colonies were counted on plates, and different colonies of filamentous fungi were transferred to Petri plates filled with potato dextrose agar (PDA, Merck, Warsaw, Poland) for species identification under a microscope. The number of colony forming units (CFUs) was log-transformed (CFU+1). One hundred disinfected and non-disinfected kernels from each treatment were placed on PDA. Kernels were disinfected by immersion in 1% sodium hypochlorite (NaOCl, ABO, Gdańsk, Poland) solution for 5 min and they were then rinsed three times in sterile water and dried on blotting paper. Colonies of filamentous fungi were identified at the species level based on the sporulation characteristics described in the literature [36,37].

2.4. Isolation of Fungal DNA and PCR Amplification

Fungal DNA was isolated directly from grain with the Bead-Beat Micro AX Gravity Kit (A&A Biotechnology, Gdynia, Poland) according to the manufacturer’s protocol. The quantity and quality of the isolated DNA were tested by measuring absorbance at 260 and 280 nm (NanoDrop 2000, Thermo Scientific, Wilmington, DE, USA). A metagenomic analysis of the fungal community was carried out in the ITS2 hypervariable region. The selected region was amplified and the library was prepared with the use of three specific primer sequences: fITS7 (GTGARTCATCGAATCTTTG), ITS4 (TCCTCCGCTTATTGATATGC) and an additional adapter sequence at the 5’ end. PCR was conducted with the Q5 Hot Start High-Fidelity 2X Master Mix under the conditions recommended by the manufacturer. The Nextera Index Kit was used to add specific index adapter sequences to both ends of the analyzed DNA fragment.

2.5. Illumina MiSeq Sequencing

The samples were sequenced in the Illumina MiSeq system (Poland) in paired-end (PE) mode, 2 × 250 nt, with the Illumina v2 kit (Genomed S.A., Warsaw, Poland). A preliminary analysis of the results was performed automatically in the MiSeq system with MiSeq Reporter (MSR) v2.6 software (Illumina, USA). The analysis was conducted in two steps: (1) automatic demultiplexing of samples, and (2) generation of fastq files with raw read data. A bioinformatics analysis with operational taxonomic unit (OTU) picking was conducted in the QIIME (Quantitative Insights Into Microbial Ecology) program based on the reference sequences in UNITE v7 [38]. The bioinformatics analysis was conducted in the following steps: (1) analysis of read quality and removal of low-quality sequences (quality < 20, minimal length—30)—cutadapt, (2) joining pair-ended sequences—fastq-join, (3) clustering based on a selected database of reference sequences—uclust, (4) removal of chimeric sequences with the usearch61 algorithm [39], and (5) taxonomic identification based on the UNITE-BLAST [40].

2.6. Statistical Analysis

The analysis of variance (ANOVA) was performed in the Statistica 13 program [41]. The significance of differences between mean values was determined by the Newman–Keuls test or Tukey’s test (p < 0.01). The taxonomic status of fungi obtained by sequencing in the Illumina MiSeq system was presented in heat maps for each product [42]. Hierarchical cluster analysis was carried out on ln-transformed DNA data for OTU 1–10. The Ward clustering method [43] was used based on a dissimilarity matrix representing Euclidean distances between OTUs relative to their prevalence in seed samples of different origin. To examine the correlations between OTUs more closely, the DNA data for OTU 1–10 were subjected to principal component analysis (PCA), and the results were visualized in a biplot.

3. Results

3.1. Fungal Colony Counts on Wheat Grain

Five pathogenic species of the genus Fusarium (F. culmorum, F. poae, F. graminearum, F. avenaceum and F. solani), species of the genus Alternaria (Alternaria sect. alternata and Alternaria sect. infectoriae) and, sporadically, Pyrenophora- tritici-repentis and Rhizoctonia cerealis were isolated from wheat grain (Table 4). The CFUs of epiphytic Alternaria spp. were significantly higher in nearly all grain samples (excluding grain from treatments fertilized with SP60, Rec60, and Rec80) relative to control grain (C0) where the above pathogen was not detected. The colony counts of Alternaria spp. were highest in wheat kernels from treatments supplied with the biofertilizer (Bio40). Fusarium culmorum and F. graminearum were detected in eight out of the 10 analyzed grain samples. Fusarium culmorum was the predominant species in treatments with the highest rate of the commercial fertilizer. The colony counts of F. graminearum were significantly higher in treatments supplied with the biofertilizer (Bio40, 60, and 80), Rec80, and SP60 than in the control treatment. The pathogenic species P. tritici-repentis and R. cerealis were identified only in the Bio80 treatment.
The most prevalent non-pathogenic fungi were yeasts (2.34–2.87 Log(CFU + 1)) and Mycosphaerella tassiana (2.05–2.71 Log(CFU + 1)) (Table 5). Yeast counts were significantly higher on grain harvested from treatments fertilized with Bio40 and Bio80 in comparison with the SP80 treatment. Species of the genus Acremonium were also relatively abundant in all analyzed grain samples. The colony counts of Penicillium spp. were significantly higher in treatment SP80 than in the control treatment (C0). The method of isolation from non-disinfected grains allowed to detect huge yeast communities and six species of pathogenic fungi.

3.2. Percentage of Pathogenic and Saprotrophic Fungi Colonizing Grain on PDA

Dark fungal colonies of the genus Alternaria were prevalent on non-disinfected kernels cultured on PDA, and they were identified in 14.81% of grain samples from treatments SP80 and Rec40 to 27.78% of grain samples from treatment Rec80 (Table 6). Fusarium fungi were encountered most frequently on kernels from plots fertilized with superphosphate (SP) and control plots (C0). Four Fusarium species—F. avenaceum, F. graminearum, F. poae, and F. sporotrichioides—were identified on 14.82% of control kernels. Three Fusarium species were also abundant on grain samples from treatments supplied with the commercial phosphorus fertilizer (14.82% in treatment SP40, 12.96% in treatments SP60 and SP80). The second method of isolation from disinfected grain appeared to yield more Fusarias.
The percentage of disinfected kernels contaminated with fungi of the genus Alternaria ranged from 18.52% (SP60, Bio40) to 31.48% (Rec40) (Table 7). Fusarium fungi colonized less than 4% of disinfected kernels. The only exception was disinfected grain from treatment Bio40 which was colonized by F. sporotrichioides at 5.56%.

3.3. Structure and Composition of Fungal Communities

The biodiversity of fungal communities was analyzed by next-generation sequencing in the Illumina MiSeq system. The sequence of the ITS region was compared with the sequences from the UNITE-BLAST database to reveal that fungi of the phylum Ascomycota predominated in all grain samples and accounted for 91.99% (Bio40) to 98.92% of OTUs (Rec40). Fungi of the phylum Basidiomycota accounted for 0.38% (Rec60) to 1.7% (SP60) of sequence reads. Species of the genus Alternaria, family Pleosporaceae, order Pleosporares, class Dothideomycetes accounted for 58.06% (SP80) to 95.35% (Rec60) of reading frames in the ITS2 region. A very high percentage of Alternaria fungi were classified as A. infectoria (43.41–92.79%), whereas only 2.43–16.3% were identified as A. betae-kenyensis (Figure 1).
Fungi of the genus Gibberella, family Nectriaceae, order Hypocreales were identified in all grain samples (Table 8, Figure 1). They were represented mainly by the pathogenic species Gibberella tricincta which was most abundant in grain samples from treatments SP80 (4.5% OTUs), Bio60 (4.5%), and Bio80 (5.48%). Grain samples from treatments C0, SP60, and Bio40 were also colonized by unidentified Gibberella species. Unidentified pathogenic species of the genus Fusarium (family Nectriaceae) were identified in grain samples from treatments SP40 and Bio40. The pathogenic species Monographella nivalis of the order Xylariales, class Sordariomycetes was detected in seven grain samples, excluding samples from treatments SP40, Rec40, Rec60. Monographella nivalis accounted for 11% reading frames in control grain (C0). The pathogenic species P. tritici-repentis of the family Pleosporaceae, order Pleosporales, class Dothideomycetes was detected in grain from treatments Rec40 (1.73% OTUs), Rec80 (3.33% OTUs), Bio40 (2.41% OTUs), Bio60 (5.89% OTUs), and Bio80 (2.46% OTUs). A metagenomic analysis also demonstrated the presence of biotrophic species of the genus Ustilago, family Ustilaginaceae, order Ustilaginales, class Ustilaginomycetes, phylum Basidiomycota (Table 8, Figure 1). These fungi were identified only on grain from treatment Rec80 (0.41% OTUs). Fungi of the genus Ustilago cannot be isolated on synthetic media in a laboratory. The saprotrophic species M. tassiana of the family Mycosphaerellaceae, order Capnodiales, class Dothideomycetes colonized seven out of the 10 analyzed grain samples, and it accounted for 0.6% (Rec60) to 8% (Bio80) of reading frames. Unidentified species of the genus Mycosphaerella represented 1.6% (SP80), 0.6% (Bio40), and 1% (Bio60) of reading frames.
The fungal community colonizing wheat grain from the treatment fertilized with superphosphate (clade 3, SP80) differed from the fungal communities identified in the remaining treatments (Figure 1). This difference was attributed to the lower amount of A. infectoria, sporadic appearance of Stemphylium herbarum, and higher amount of species of the family Nectriaceae. Fungal communities from the remaining treatments were grouped in two clades. Clade 1 was composed of fungal communities from treatments C0, Rec80, SP40, Bio60, and Bio 80, and clade 2 comprised fungal communities from treatments SP60, Rec40, Rec60, and Bio40. Clade 1 was characterized by a high frequency of A. infectoria and M. nivalis (C0, Rec80), and G. tricincta (Bio60, Bio80). The identified pathogens were less abundant in the communities forming clade 2. The method of next-generation sequencing in the Illumina MiSeq system allowed to identify of rare species and biotrophic fungi unable to grow on agar media.
The applied phosphorus fertilization modified the amount of fungal genera, as demonstrated by the PCA biplot (Figure 2). Treatments Rec40, Bio40, and Bio60 were grouped closest to the Tukey median (in the bagplot), and treatments SP60, SP80, Rec60, and Rec80 were located further away (in the bagplot cover region). An analysis of the PCA biplot revealed that the control treatment was separated by a significant distance from the Tukey median, and it was located in the opposite direction from treatments SP40 and Bio80.

4. Discussion

Although only a small percentage (0.1–10%) of microorganisms can be grown on synthetic media in a laboratory, they can be predominant in the analyzed microbial communities [44,45]. The results of the culture-dependent method, as well as the modern high-throughput sequencing approach, indicate that wheat grain is an ecological niche which is colonized by relatively few fungal species with low amount [1]. The genera of filamentous fungi, Alternaria, Cladosporium, Epicoccum, Botrytis, and Fusarium, as well as yeast genera Cryptococcus and Sporobolomyces are characteristic of this environment [1,46,47]. In the present study, the co-existence patterns could be condensed into three distinct clusters of OTUs. Clade 1 was composed of fungal communities colonizing grain from non-fertilized plants and grain from plants supplied with the recycled biofertilizer with the addition of B. megaterium (Bio) bacteria at 60 and 80 P2O5 ha−1, recycled biofertilizer at 80 kg ha−1 (Rec), and superphosphate (SP) at 40 kg ha−1, and was characterized by higher counts of pathogenic species Monographella nivalis and G. tricincta, as well as species of the genera Pyrenophora and Mycosphaerella. Clade 3 comprised a fungal community colonizing grain from plants fertilized with the highest superphosphate rate (80 kg ha−1), characterized by above-average proportions of pathogenic species of the genus Fusarium, unidentified species of the class Sordariomycetes, with the possible presence of the pathogenic genus Claviceps, and the saprotrophic species Stemphylium herbarum. Clade 2 grouped fungal communities colonizing grain from treatments with low and moderate fertilizer rates (Bio 40 kg, Rec 40 and 60 kg, and SP 60 kg P2O5 ha−1). The fungal communities in clade 2 were characterized by a very high prevalence of A. infectoria, while the proportions of the remaining pathogens were low. In a study by Supronienė et al. [48], fungi of the genus Fusarium were more prevalent in wheat grain grown in non-fertilized treatments and treatments fertilized with a moderate rate of NPK than in grain from treatments fertilized with a high rate of NPK. According to the literature, nitrogen fertilization exerts a negative effect on the health status of wheat plants and contributes to grain colonization by pathogens. The above can be attributed mainly to changes in stand structure: fertilized stands are dense, and they retain more moisture, which promotes the growth and sporulation of pathogenic fungi [49]. Higher rates of nitrogen fertilizers also prolong flowering and plant maturation, and wheat is most susceptible to infections during flowering [49].
The influence of phosphorus fertilizers on plant health is significantly more complex. In a study by Karimzadeh et al. [50], wheat plants fertilized with phosphorus were characterized by higher root and above-ground biomass, higher chlorophyll and proline concentrations in tissues, as well as higher yields than plants not fertilized with this nutrient. Proline is an amino acid with a secondary amine that functions as an osmolyte during stress and plays a significant role in protecting plants against stress related to the infection process [51]. Phosphorus uptake by plants from soil is also modified by bacteria and soil moisture content [51]. In the work of Arif et al. [52], phosphorus uptake was significantly higher in soybean plants inoculated with Bacillus cereus GS6 than in control plants. In the present experiment, recycled phosphorus fertilizers were as effective sources of plant-available phosphorus in soil as superphosphate.
Phosphorus fertilizers probably enhanced plant growth and increased stand density, but they also promoted the production of compounds which increased wheat resistance against pathogens. However, the influence of the tested types of phosphorus fertilizers, including those containing B. megaterium that can act as PGPM [26], on the prevalence of pathogens in the field was sometimes ambiguous and modified by other factors. Similar results have never been reported in the literature, and further research is needed to explore these ambiguities.
In this study, wheat grain was mainly colonized by fungi of the genus Alternaria. High-throughput sequencing in the Illumina MiSeq system revealed that Alternaria fungi accounted for 45–95% of OTUs (subject to treatment). The colony counts of Alternaria grown on PDA ranged from 0.35 to 1.48 Log(CFU + 1) per 1 g of grain. Alternaria fungi were also isolated from 14.81–31.48% of wheat kernels plated on PDA. Dark colonies growing on PDA and the Martin medium were identified as A. alternata, and similar observations were made by other authors [46,47]. Alternaria alternata is a ubiquitous saprotroph which infects cereal spikes and causes black scab and black point disease in cereals [53]. The species produces more than 10 allergizing proteins (www.allergen.org). The most frequently described protein Alt a 1 (AAM90320.1. NCBI. Protein Database [54] has been linked with asthma. Alt a 1 is a glycoprotein with a molecular mass of 29 kDa. Alternaria alternata also produces around 70 secondary metabolites, including mycotoxins that are potentially dangerous for humans and animals [55].
In traditional analyses of the plant microbiome, microorganisms are isolated and cultured on various media with the use of different methods. However, microbial communities isolated from wheat by culture-dependent methods are characterized by lower diversity than those detected with the use of culture-independent molecular techniques [53]. In the present study, a higher number of pathogenic fungi, in particular pathogens of the genus Ustilago, were obtained by next-generation sequencing in the Illumina MiSeq system. Ustilago tritici causes loose smut which is widely distributed with grain and can decrease wheat yields by up to 40%. The disease is particularly dangerous for seed farms and undressed grain [56].
In the current study, several pathogenic species that are sporadically carried by wheat grain or are less frequently isolated from grain were obtained with the use of culture-dependent methods. Rhizoctonia cerealis, a fungus which causes sharp eyespot, was first identified in Poland in the late 1990s [57]. Pyrenophora tritici-repentis, the causal agent of tan spot, was isolated from 21.31% of kernels by Bankina et al. [46]. Next-generation sequencing also supported the identification of the slow-growing pathogen M. nivalis which is not detected with the use of culture-dependent methods. Kernels infected with M. nivalis and Fusarium species are characterized by lower plumpness and pink discoloration. Fusarium fungi can cause head blight and stalk rot when distributed with infected grain. Fusarium fungi obtained by the culture-dependent method in this study are characteristic of the cooler regions of north-eastern Europe and Canada, and F. culmorum was the predominant species [3]. Fusarium graminearum is most prevalent in warmer, humid areas of the world such as North America, Europe, and South America [58], and it was also relatively frequently isolated in this study. The growing season of 2016 was characterized by favorable weather conditions for the growth of spring wheat, but high precipitation during grain setting and filling (total precipitation in July was 71% higher than the long-term average) delayed ripening. The above contributed to the spread of infections caused by Fusarium fungi.
Fungi colonizing crops can exert both positive and negative effects on the growth of host plants. The former include secreting plant growth hormones and producing compounds that inhibit the development of pathogens and increase plant resistance to infections [59,60]. In the current study, the cultured yeast communities were not significantly influenced by the tested fertilizers. The authors’ previous research demonstrated that yeasts inhibit the development of Fusarium pathogens [3].
High-throughput sequencing in the Illumina MiSeq system supports more detailed analyses of the structure and diversity of microbial communities than conventional isolation techniques. Fungi respond more rapidly to environmental changes than other living organisms [61,62], and changes in the structure and diversity of microbial communities influence plant health. In this study, the structure and diversity of fungal communities colonizing spring wheat grain were influenced by changes in soil P content caused by the tested fertilizers. However, the observed changes were determined mainly by the P-rate rather than fertilizer type. The highest rate of commercial fertilizer induced the most adverse changes in the balance between pathogenic and non-pathogenic fungi. In a study by Eschen et al. [61], the composition of endophytic fungal communities colonizing the leaves and stems of Cirsium arvense varied subject to soil P content. The above authors attributed these changes to differences in fungal species’ demand for leaf nutrients which can be affected by the availability of soil nutrients. Pellissier et al. [62] analyzed the composition of fungal communities in grain dust and aerosols released during wheat harvest and did not report significant correlations between total soil P and the taxonomic and phylogenetic beta diversity of fungi.

5. Conclusions

Recycled phosphorus fertilizers can at least partly replace commercial fertilizers in wheat production. They are less abundant in phosphorus than commercial mineral fertilizers, but they contain numerous macronutrients and micronutrients. Lower rates of recycled phosphorus fertilizers are adequate sources of plant-available phosphorus in soil, and they exert a beneficial impact on the structure of fungal communities colonizing the grain. Wheat grain from the treatments supplied with recycled fertilizer at 40 and 60 kg P2O5 ha−1 and the B. megaterium biofertilizer at 40 kg P2O5 ha−1, was colonized by fungal communities with the most desirable composition and the lowest proportion of plant pathogens. However, the influence of recycled fertilizers on the physiology of field-grown plants and possible interactions with other environmental factors have not been fully elucidated and require further research.

Author Contributions

Conceptualization, M.J., U.W. and M.K.K.; methodology, M.J. and U.W.; formal analysis, U.W.; investigation, M.J., U.W. and M.K.K.; resources, M.J., U.W. and M.K.K.; writing—original draft preparation, U.W. and M.J.; writing—review and editing, M.J. and M.K.K.; visualization, M.J. and U.W.; funding acquisition, M.J. and M.K.K. All authors have read and agree to the published version of the manuscript.

Funding

This research was funded by the National Center for Research and Development, Poland, grant number PBS 2/A1/11/2013.

Acknowledgments

The Institute of New Chemical Synthesis in Puławy is highly acknowledged for providing Rec and Bio-fertilizers for the field experiment. The authors kindly acknowledge the technical support of Kinga Treder and Przemysław Makowski from the University of Warmia and Mazury in Olsztyn.

Conflicts of Interest

The authors declare no conflict of interest.

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Agriculture 10 00239 g001a 550Agriculture 10 00239 g001b 550
Figure 1. Heat map of operational taxonomic units (OTUs) in each experimental unit, classified at the class, order, family, genus, and species level (abbreviations are explained in Table 1). Red corresponds to high amount and green to low amount. Scale: −0.4—>5.6% OTUs, 0.1—5.7–12.6% OTUs, 0.6—12.7–27.6% OTUs, 1.1—27.7–49.8% OTUs, 1.6—49.9–58.0% OTUs, 2.1—58.1–68.2% OTUs, 2.6—68.3–93.6% OTUs, and 3.1—<93.7% OTUs. Dendrogram from hierarchical cluster analysis (Ward method using a dissimilarity matrix of Euclidean distances) on ln-transformed DNA-data of OTU 1 to OTU 10 combined for (a) fungi and (b) type of phosphorus fertilizers.
Figure 1. Heat map of operational taxonomic units (OTUs) in each experimental unit, classified at the class, order, family, genus, and species level (abbreviations are explained in Table 1). Red corresponds to high amount and green to low amount. Scale: −0.4—>5.6% OTUs, 0.1—5.7–12.6% OTUs, 0.6—12.7–27.6% OTUs, 1.1—27.7–49.8% OTUs, 1.6—49.9–58.0% OTUs, 2.1—58.1–68.2% OTUs, 2.6—68.3–93.6% OTUs, and 3.1—<93.7% OTUs. Dendrogram from hierarchical cluster analysis (Ward method using a dissimilarity matrix of Euclidean distances) on ln-transformed DNA-data of OTU 1 to OTU 10 combined for (a) fungi and (b) type of phosphorus fertilizers.
Agriculture 10 00239 g001aAgriculture 10 00239 g001b
Agriculture 10 00239 g002 550
Figure 2. Principal component analysis (PCA) biplot of the microbiome in wheat grain based on fungal genera. The dark blue square denotes the Tukey median, the blue square is the bagplot, the light blue square is the bagplot cover. Alt—Alternaria spp., Pyr—Pyrenophora spp., Myc—Mycosphaerella spp., Ant—Anthracocystis spp., Lec—Lecanicillium spp., Bip—Bipolaris spp., Mon—Monographella spp., Fus—Fusarium spp.; C0, SP40, SP60, SP80, Rec40, Rec60, Rec80, Bio40, Bio60, Bio80—abbreviations are explained in Table 1.
Figure 2. Principal component analysis (PCA) biplot of the microbiome in wheat grain based on fungal genera. The dark blue square denotes the Tukey median, the blue square is the bagplot, the light blue square is the bagplot cover. Alt—Alternaria spp., Pyr—Pyrenophora spp., Myc—Mycosphaerella spp., Ant—Anthracocystis spp., Lec—Lecanicillium spp., Bip—Bipolaris spp., Mon—Monographella spp., Fus—Fusarium spp.; C0, SP40, SP60, SP80, Rec40, Rec60, Rec80, Bio40, Bio60, Bio80—abbreviations are explained in Table 1.
Agriculture 10 00239 g002
Table
Table 1. Elemental composition of phosphorus fertilizers.
Table 1. Elemental composition of phosphorus fertilizers.
P-FertilizerP2O5 Rate, kg ha−1Treatment SymbolFertilizer Characteristics
(Elemental Composition of Fertilizers)
Control0C0No P fertilization
Superphosphate40SP40FosdarTM40 commercial superphosphate fertilizer (P2O5 40%; CaO 10%; SO3 5%; trace presence: Fe, Zn, Cu, B, Co, Mn, Mo) 1
60SP60
80SP80
Recycled fertilizer40Rec40Granular fertilizer made from ash from the incineration of biological sewage sludge (third level of treatment), and dried animal blood (P2O5 19.9%; N 2.89%; K2O 1.31%; CaO 18.71%; MgO 2.56%; SO3 1.40%; C 13.92%, Fe 27 g kg−1; Al 23.8 g kg−1; Zn 3.14 g kg−1; As 31.39 mg kg−1; Cd < LD; Cu 777.7 mg kg−1; Ni 54.78 mg kg−1, Pb 19.91 mg kg−1; B 71.27 mg kg−1; Ba 349.6 mg kg−1; Co 14.02 mg kg−1; Mn 561.7 mg kg−1; Mo 35.31 mg kg−1) 2
60Rec60
80Rec80
Recycled biofertilizer40Bio40Granular biofertilizer made from sewage sludge ash (as above), dried animal blood, and cultured Baccilus megaterium (P2O5 21.9%C; N 2.87%; K2O 1.40%; CaO 20.51%; MgO 2.82%; SO3 1.40%; C 13.92%; Fe 29.0 g kg−1; Al 25.5 g kg−1; Zn 3.29 g kg−1; As 19.99 mg kg−1; Cd 0.345 mg kg−1; Cu 850.1 mg kg−1; Ni 62.65 mg kg−1. Pb 21.76 mg kg−1; B 74.12 mg kg−1; Ba 381.5 mg kg−1. Co 16.19 mg kg−1; Mn 609.4 mg kg−1; Mo 23.75 mg kg−1)2
60Bio60
80Bio80
1 according to the information provided on the label, 2 according to the Department of Advanced Material Technologies of the Wrocław University of Science and Technology, LD—level of detection.
Table
Table 2. Plant protection treatments applied in the field experiment.
Table 2. Plant protection treatments applied in the field experiment.
Pesticide TypeTrade Name (Manufacturer)Active Ingredient (g dm−3)Rate (dm3 ha−3)Application Time
HerbicidesMustang 309 SE
(Dow AgroSciences 1)		Florasulam (6.25) + 2,4-D (300)0.5Flag leaf stage (BBCH 39; 29 May)
FungicidesYamato 303 SE
(Sumi Agro 1)		Thiophanate-methyl (233) + Tetraconazole (70)1.5Early boot stage (BBCH 41; 9 June)
Amistar 250 SC
(Syngenta 1)		Azoxystrobin (250)0.8End of flowering (BBCH 69; 8 July)
InsecticidesKarate Zeon 050 CS
(Syngenta 1)		Lambda-cyhalothrin (50)0.1Early boot stage (BBCH 41; 6 June)
1 Warsaw, Poland.
Table
Table 3. Total P content of soil after spring wheat harvest (mean ± standard error).
Table 3. Total P content of soil after spring wheat harvest (mean ± standard error).
P-TreatmentTotal P, mg kg−1
C0540.3 ± 5.9
SP40590.7 ± 18.1
SP60603.1 ± 9.7
SP80612.9 ± 23.9
Rec40604.3 ± 4.7
Rec60613.2 ± 11.9
Rec80626.3 ± 36.6
Bio40597.4 ± 17.7
Bio60611.2 ± 16.4
Bio80621.5 ± 13.7
Abbreviations are explained in Table 1.
Table
Table 4. Pathogens contaminating wheat grain.
Table 4. Pathogens contaminating wheat grain.
P-TreatmentAlternaria spp.Fusarium culmorumFusarium poaeFusarium graminearumFusarium avenaceumFusarium solani Species ComplexOther 1
Log (CFU + 1) per 1 g of grain
C00 d0 c1.28 a0.35 bc0 c00 b
SP401.23 abc0.84 abc0 b0.94 ab0.35 bc00 b
SP600.44 cd0 c1.42 a1.19 a0 c00 b
SP801.38 abc1.57 a0 b0.35 bc0 c00 b
Rec401.23 abc1.04 ab0 b0 c0 c00 b
Rec600.35 d0.69 abc0 b0 c0 c00 b
Rec800.44 cd0.35 bc0 b1.43 a0 c0.440 b
Bio401.64 a0.88 abc0 b1.49 a0.69 ab00 b
Bio601.03 abc1.19 ab0 b1.33 a0 c00 b
Bio801.48 a0.35 bc0 b1.40 a1.04 a01.14 a
1Pyrenophora tritici-repentis, Rhizoctonia cerealis. Values in columns that did not differ significantly in the Newman–Keuls test (p < 0.01) are marked with identical letters; values not marked with letters do not differ significantly (abbreviations are explained in Table 1).
Table
Table 5. Non-pathogenic fungi colonizing wheat grain.
Table 5. Non-pathogenic fungi colonizing wheat grain.
P-TreatmentYeastsMycosphaerella tassianaAcremonium spp.Mucor spp.Aspergillus spp.Penicillium spp.
Log (CFU + 1) per 1 g of grain
C02.58 ab2.41 abc1.55 abc00.44 ab0 b
SP402.55 ab2.56 abc1.76 abc0.341.04 a0 b
SP602.64 ab2.33 c1.84 abc00.35 b0 b
SP802.34 b2.05 c0.94 c00 b2.21 a
Rec402.75 ab2.20 c1.97 ab00 b0 b
Rec602.62 ab2.71 a1.38 abc00 b0 b
Rec802.79 ab2.35 c2.33 a00 b0 b
Bio402.84 a2.56 abc1.18 bc00 b0 b
Bio602.79 ab2.64 ab2.34 a00 b0 b
Bio802.87 a2.54 abc1.92 ab00.35 b0 b
Values in columns that did not differ significantly in the Newman–Keuls test (p < 0.01) are marked with identical letters; values not marked with letters do not differ significantly (abbreviations are explained in Table 1).
Table
Table 6. Percentage of non-disinfected wheat grain colonized by epiphytic fungi.
Table 6. Percentage of non-disinfected wheat grain colonized by epiphytic fungi.
P-TreatmentAlternaria spp.Fusarium avenaceumFusarium graminearumFusarium poaeFusarium sporotrichioidesEpicoccum nigrumBotrytis cinerea
C020.375.561.855.561.851.850
SP4016.675.5601.857.4101.85
SP6024.071.8503.707.4100
SP8014.813.703.705.5601.851.85
Rec4014.811.8505.571.853.700
Rec6025.933.70003.7000
Rec8027.7801.853.701.8500
Bio4025.93001.853.7000
Bio6022.22001.8505.560
Bio8020.37003.70000
No significant differences between treatments (abbreviations are explained in Table 1).
Table
Table 7. Percentage of disinfected wheat kernels colonized by endophytic fungi.
Table 7. Percentage of disinfected wheat kernels colonized by endophytic fungi.
P-TreatmentAlternaria spp.Fusarium avenaceumFusarium graminearumFusarium oxysporumFusarium poaeFusarium solani Species ComplexFusarium sporotrichioidesEpicoccum nigrumBotrytis cinerea
C027.7803.7001.8500 b1.850
SP4024.071.851.850001.85 ab1.851.85
SP6018.52001.8501.850 b01.85
SP8022.223.7001.85000 b00
Rec4031.483.700001.850 b00
Rec6029.630003.7000 b00
Rec8029.631.8500001.85 ab00
Bio4018.52000005.56 a1.850
Bio6025.930001.8500 b00
Bio8024.071.851.8501.8501.85 ab00
Values in columns that did not differ significantly in Tukey’s test (p < 0.01) are marked with identical letters; values not marked with letters do not differ significantly (abbreviations are explained in Table 1).
Table
Table 8. Structure of fungal genera in wheat grain (percentage of OTUs).
Table 8. Structure of fungal genera in wheat grain (percentage of OTUs).
PhylumClassOrderFamilyGenusC0 *SP40SP60SP80Rec40Rec60Rec80Bio40Bio60Bio80
AscomycotaDothideomycetesPleosporalesPleosporaceaeAlternaria67.5878.4983.7549.9989.6895.3566.2181.570.6171.05
Pyrenophora0.3300.542.591.7303.332.415.892.46
Bipolaris01,700000000
Stemphylium0005.12000000
CapnodialesMycosphaerellaceaeMycosphaerella2.151.221.491.641.110.615.580.661.018.23
SordariomycetesXylarialesAmphisphaeriaceaeMonographella11.9701.824.170.880.277.142.572.850
HypocrealesNectriaceaeGibberella1.61.220.944.53.060.622.90.624.455.49
Fusarium00.56000000.7600
CordycipitaceaeLecanicillium00.500000000.23
LeotiomycetesHelotialesSclerotiniaceaeBotrytis000000.080000
BasidiomycotaTremellomycetesFilobasidialesFilobasidiaceaeFilobasidium0000000000.19
UstilaginomycetesUstilaginalesUstilaginaceaeUstilago0000000.41000
Anthracocystis0.7600.7200.340.110000
*—abbreviations are explained in Table 1.

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Jastrzębska, M.; Wachowska, U.; Kostrzewska, M.K. Pathogenic and Non-Pathogenic Fungal Communities in Wheat Grain as Influenced by Recycled Phosphorus Fertilizers: A Case Study. Agriculture 2020, 10, 239. https://doi.org/10.3390/agriculture10060239

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Jastrzębska M, Wachowska U, Kostrzewska MK. Pathogenic and Non-Pathogenic Fungal Communities in Wheat Grain as Influenced by Recycled Phosphorus Fertilizers: A Case Study. Agriculture. 2020; 10(6):239. https://doi.org/10.3390/agriculture10060239

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Jastrzębska, Magdalena, Urszula Wachowska, and Marta K. Kostrzewska. 2020. "Pathogenic and Non-Pathogenic Fungal Communities in Wheat Grain as Influenced by Recycled Phosphorus Fertilizers: A Case Study" Agriculture 10, no. 6: 239. https://doi.org/10.3390/agriculture10060239

APA Style

Jastrzębska, M., Wachowska, U., & Kostrzewska, M. K. (2020). Pathogenic and Non-Pathogenic Fungal Communities in Wheat Grain as Influenced by Recycled Phosphorus Fertilizers: A Case Study. Agriculture, 10(6), 239. https://doi.org/10.3390/agriculture10060239

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