Abstract
The aim of this work was to investigate the diversity of endogenous microbes from wheat (Triticum aestivum) and to study the structure of its microbial communities, with the ultimate goal to provide candidate strains for future evaluation as potential biological control agents against wheat diseases. We sampled plants from two wheat cultivars, Apache and Caphorn, showing different levels of susceptibility to Fusarium head blight, a major disease of wheat, and tested for variation in microbial diversity and assemblages depending on the host cultivar, host organ (aerial organs vs. roots) or host maturity. Fungi and bacteria were isolated using a culture dependent method. Isolates were identified using ribosomal DNA sequencing and we used diversity analysis to study the community composition of microorganisms over space and time. Results indicate great species diversity in wheat, with endophytes and pathogens co-occurring inside plant tissues. Significant differences in microbial communities were observed according to host maturity and host organs but we did not find clear differences between host cultivars. Some species isolated have not yet been reported as wheat endophytes and among all species recovered some might be good candidates as biological control agents, given their known effects toward plant pathogens.
Introduction
Plants live in close association with a diversity of bacteria and fungi, localized within or outside plants tissues. Plants-associated microorganisms are known to be beneficial, neutral, or pathogenic. Some of these symbioses are well-known, i.e., mycorrhizae (Bonfante and Anca, 2009) or plant pathogens (Gladieux et al., 2011), but others are still poorly understood, particularly endophytes. Endophytes are microorganisms, fungi or bacteria, living inside plant tissues at least part of their life cycle without causing any symptoms of disease to their host (Petrini, 1991; Wilson, 1995). Very few are obligate symbionts, which are transmitted in seeds, like the grass fungal endophyte Epichloƫ (anamorph: Neotyphodium). Most are facultative endophytes, which are free living generalists able to colonize plant tissues through stomata, wounds or cracks, when an opportunity arises (Hardoim et al., 2008; Rodriguez et al., 2009). Most fungal endophytes are known to be commensals or weak parasites but some appear to provide benefits to their hosts, through better responses to abiotic stresses (Rodriguez and Redman, 2008) or better defenses against pathogens (Compant et al., 2005; Gao et al., 2010) and herbivores (Clay and Schardl, 2002). However, potential fungal pathogens are also commonly isolated as endophytes and several researches have evidenced that many species that are pathogenic for some hosts may be asymptomatic for others (Malcolm et al., 2013). In addition, many fungal endophytes may switch between pathogenic and commensal or mutualistic lifestyles, depending on environmental conditions and on the host (Schulz and Boyle, 2005; Sieber, 2007; Malcolm et al., 2013). Bacterial endophytes may also have beneficial effects in inducing physiological changes that modulate the growth and development of the plant (Hardoim et al., 2008).
Non-pathogenic endophytic microorganisms might be of particular interest in the search of plant growth promoters or biological control agents (Alabouvette et al., 2006; Berg, 2009) because they are well adapted to their host, they colonize an ecological niche similar to that of phytopathogens (Berg et al., 2005) and they are often considered as good producers of secondary metabolites (Strobel and Daisy, 2003; Brader et al., 2014) required for their survival in the face of host defense responses.
Endophytes have been isolated from almost all lineages of plants and may represent a large component of microbial biodiversity (Porras-Alfaro and Bayman, 2011; Malfanova et al., 2013). But the factors driving the establishment and assemblage of species within microbial communities are still not well understood. Some studies have shown that endophyte colonization can be influenced by host species, and sometimes by different genotypes of the same species, by geographic locality, by seasonality, by different organs of the same plant and even by differences that exist within the same organ (Porras-Alfaro and Bayman, 2011).
Among the ten scientifically and/or economically most important fungal pathogens (Dean et al., 2012), four are wheat pathogens: Puccinia spp. causing different types of rusts, Fusarium graminearum one of the pathogens responsible for Fusarium head blight (FHB), Blumeria graminis the agent of powdery mildew, and Mycosphaerella graminicola responsible for Septoria tritici blotch. All of these diseases are responsible for crop failure and yield reduction, and some, e.g., Fusarium species, can produce mycotoxins that are highly toxic to plants and animals, including humans (Bottalico and Perrone, 2002). No fully resistant wheat cultivar exists, so control of those diseases is primarily based on the use of fungicides along with cultural control methods to reduce the inoculum. In the present context of reduction of pesticides use and in view of the limited efficacy of fungicides against wheat diseases (Jorgensen, 2008), biological control is a promising additional control method but one that requires finding new effective microorganisms as biological control agents. Previous studies on wheat endophytes have mainly focused either on bacterial species, especially on Actinobacteria, (Zinniel et al., 2002; Coombs and Franco, 2003; Conn and Franco, 2004; Coombs et al., 2004) or on fungal species (Sieber et al., 1988; Crous et al., 1995; Vujanovic et al., 2012) and the only studies conducted on both types of microorganisms have focused on endophytes isolated from aerial organs (Larran et al., 2002, 2007) or from roots and rhizosphere (Lenc et al., 2015). In the present work, the investigation of cultivable wheat microorganisms was more diverse than in previous studies in order to maximize the diversity of microorganisms recovered, that could be further developed as biological control agents against wheat diseases.
In order to better characterize microbial communities of wheat and isolate strains with potential beneficial applications, the main objectives of the present study were to:
examine the abundance and diversity of cultivable microorganisms, fungi, and bacteria, living inside wheat plants tissues.
study the effects of host genotype, host organs and host maturity on the distribution of cultivable microorganisms in wheat plants.
Materials and methods
Sampling
Field samplings were conducted between May and July 2012 at Cucharmoy, France, (48° 35Ⲡ00ⳠN 3° 11Ⲡ40ⳠE) on untreated experimental plots of Soufflet Agriculture. The preceding crop was peas (Pisum sativum) in 2011 and wheat (Triticum aestivum) in 2010. Plants from two wheat cultivars Caphorn and Apache, known to differ in their susceptibility to FHB, were collected at heading (Growth Stage 59, according to the code defined by Zadoks et al., 1974), flowering (GS 61-69) and mealy ripe (GS 77-79). Apache is more resistant than Caphorn to FHB, with resistance levels near seven and three, respectively on the resistance scale to FHB going from 2 (most susceptible cultivar) to 7 (most resistant cultivar; Arvalis communication). Development stages were chosen as to cover the critical period for infection by FHB, when conidia and ascospores of pathogens could infect the heads. Plots from both cultivars were separated only by a few meters and, therefore, benefitted from the same soil and growth conditions. Four plants from both cultivars were sampled at each stage of development, with Apache developing 2 to 3 days in advance of Caphorn. Due to favorable climatic conditions, fungal diseases could be observed in the experimental plots and sampling plants were chosen that displayed the fewest symptoms of diseases with the hypothesis that endophytes may have protected the plants against the growth or activity of pathogens.
Isolation of endogenous microbes
Roots and aerials organs, including leaves, stems, anthers, glumes, rachis, and kernels, were surface-sterilized by dipping them in 70% EtOH for 2 min, in 0.5% NaOCl for 2 min, in EtOH 70% for 1 min, followed by a brief rinse in sterile distilled water. Five fragments per organ, 25 mm long, were taken from each plant, except for anthers, rachis, and kernels where organs were taken entirely. Then each fragment (or organ) was cut into five pieces inoculated together in a Petri plate containing malt-agar medium (MA). The culture medium selected for the isolation of microorganisms, MA, was chosen as to favor fungi and bacteria able to grow in the same conditions as wheat pathogens, with the idea that they will have a better chance to compete with and control them. Five plates per organ were obtained for each of the 24 plants sampled. In total, we sampled 600 roots fragments and 1816 aerial plant organs fragments. The surface sterilization of the plant material was checked by rolling the sterilized plant material onto MA. Plates were incubated at 25°C with ambient light and checked daily for fungal and bacterial growth up to 2 weeks, until plates' invasion. Emergent colonies were picked and transferred on MA (for fungi) or LB (Lysogenic Broth, for bacteria) for isolation into pure cultures. Monospores isolations using dilution method were made to purify fungal isolates. Bacteria were purified by streaking, in order to isolate one single colony.
Sequencing and molecular identification
For fungal isolates, genomic DNA was extracted from fresh mycelium grown on MA. Extractions were performed using the DNeasy Plant Mini Kit (Qiagen, Ltd., Crawley, UK) following the manufacturer's instructions. ITS plus the 5ā² end of 28S rDNA were amplified using primers sets ITS4/ITS5 (White et al., 1990) and LROR/LR6 (Vilgalys and Hester, 1990; Vilgalys and Sun, 1994) respectively. PCR amplifications were performed using a BioRad DNA Engine Peltier Thermal cycler with 30 cycles of 30 s at 94°C, 30 s at 55°C (for ITS4/ITS5 primers), or 50°C (for LROR/LR6 primers), 40 s at 72°C; 10 min at 72°C, in a 25 μL reaction mix, containing 12.5 μL genomic DNA (dilution: 10ā2 after extraction), 5 μL PCR Direct Loading Buffer with MgCl2 (Q-Biogen), 0.5 μL dNTPs (6.25 mM, dNTP Mix, Q-Biogen), 1 μL of each 10 μM primer (Eurogentec), 0.125 μL Taq DNA Polymerase (Q-Biogen, 5 units/μL), and 4.875 μL sterile water. For bacterial isolates, the 3ā² end of 16S rDNA was directly amplified from one colony diluted in 1 mL sterile water using primers set 27F/1492R (Wilson et al., 1990). PCR amplifications were performed using a BioRad DNA Engine Peltier Thermal cycler with 5 min at 94°C; 30 cycles of 60 s at 94°C, 60 s at 53°C, 2 min at 72°C; 10 min at 72°C, in 50 μL reaction mix, containing 4 μL of bacterial suspension, 10 μL of Green Flexi Buffer (x5, Promega), 3 μL MgCl2 (25 mM, Promega), 0.2 μL dNTPs (25 mM, Q-Biogen), 5 μL of each 2 μM primer (Eurogentec), 0.26 μL Taq DNA Polymerase (Go Taq Promega, 5 units/μL), and 22.34 μL sterile water. PCR products were purified and sequenced by Genoscreen (Lille, France) in both directions to confirm the accuracy of each sequence. Sequences were assembled with CodonCode Aligner v. 3.7.1 (Codon Code Corporation), checked by visual inspection of the chromatograms and edited if necessary. Sequences were identified using the BLAST option at http://blast.st-va.ncbi.nlm.nih.gov/Blast.cgi. Best hits were carefully examined to attribute species names (ā„97% of sequence similarities).
Culture collection and nucleotide sequence accession numbers
All microbial isolates have been deposited at Soufflet Biotechnologies. Sequences have been deposited in the GenBank database under accession numbers from KT692544-KT692597, KT699061-KT699075.
Analysis of data
Diversity was measured using Shannon and Pielou indices. In addition to the total dataset a second dataset was created excluding singletons, that is, species that were isolated only once during the study, and this dataset was used for analysis of endophyte assemblages. Species accumulation curves were computed for both datasets in EstimateS v.9.1.0. (Colwell et al., 2012) (http://viceroy.eeb.uconn.edu/EstimateS) and compared with ACE and Chao1 curves. Variability in the endophyte assemblages in the two cultivars, at different stages of development and in different parts of plants (roots vs. aerial organs) was measured using permutational analysis of variance (PERMANOVA, 9999 permutations, use of Bray-Curtis dissimilarities) with the package vegan (Oksanen et al., 2013) and correspondence analysis with the package ade4 (Thioulouse et al., 1997) in R software (http://www.r-project.org/). We performed an indicator species test (Dufrene and Legendre, 1997) using the package labdsv (Roberts, 2010) in R software to identify species characteristic of each stage of development and each type of organs. Indicator species are defined as the most characteristic species of each group, that is, those species most nearly confined to the group and present in most samples belonging to that group.
Results
Global diversity and phylogenetic relationships of plants microbiotes
All plants sampled harbored fungi and bacteria in their inner tissues. Overall 55 fungal species (416 isolates) and 15 bacterial species (427 isolates) have been isolated in this study (Table 1). Fungi were more abundant in Apache (244 isolates) and bacteria were more abundant in Caphorn (250 isolates). Species richness was high in all plants and quite similar in both wheat cultivars, with Shannon indices ranging from 2.12 to 3.68 in Caphorn and from 2.45 to 3.90 in Apache (S1 Table). The richness recovered at flowering in both wheat cultivars was lower (with Shannon indices ranging from 2.12 to 2.91 in Caphorn and from 2.45 to 2.97 in Apache) than at the earlier and later stages of heading or mealy ripe respectively. Species appeared relatively well distributed in plants, with Pielou indices near 1 in most plants, especially at heading and mealy ripe (S1 Table), indicating only few dominant species. Pielou indices were lower at flowering (0.67ā0.84 in Caphorn and 0.77ā0.89 in Apache) than heading or mealy ripe (S1 Table) indicating more dominant species at that stage of plant development which was in accordance with lower species richness. Globally, there were few dominant species (ā„50 isolates over the whole study), namely Pseudomonas trivialis (B29), Didymella exitialis (F19), Alternaria infectoria (F37), and Microdochium nivale (F39) and many rare or singletons species (37 species with ⤠3 isolates, of which 22 singletons; Figure 1). Depending on plants, singletons represented 0 to 15.8% of the total number of species isolated (S1 Table). When singletons were removed from the analysis, species accumulation curves reached an asymptote and met ACE and Chao1 curves (S1 Figure), indicating that our sampling recovered all common species. However, when including singletons, accumulation curves did not reach the asymptote (S1 Figure), indicating that more rare species would be isolated with additional sampling.
Table 1
| Species | Codes | Phylum**/Class | Order | Number of isolates from: | Pathogens from | |
|---|---|---|---|---|---|---|
| Caphorn | Apache | |||||
| Alternaria triticimaculans | F1 | A/Dothideomycetes | Pleosporales | 10 | 11 | Wheat (Perello and Larran, 2013) |
| *Athelia bombacina | F2 | B/Agaricomycetes | Atheliales | 0 | 1 | |
| Aureobasidium proteae | F3 | A/Dothideomycetes | Dothideales | 5 | 2 | |
| *Clonostachys rosea | F4 | A/Sordariomycetes | Hypocreales | 0 | 1 | |
| *Biscogniauxia nummularia | F5 | A/Sordariomycetes | Xylariales | 1 | 0 | |
| Botrytis cinerea | F6 | A/Leotiomycetes | Helotiales | 1 | 8 | Broad host range (Dean et al., 2012) |
| Chaetomium globosum | F7 | A/Sordariomycetes | Sordariales | 2 | 0 | |
| Cladosporium allii | F10 | A/Dothideomycetes | Capnodiales | 7 | 6 | |
| Cladosporium halotolerans | F11 | A/Dothideomycetes | Capnodiales | 2 | 0 | |
| Coriolopsis gallica | F13 | B/Agaricomycetes | Polyporales | 0 | 6 | |
| *Cytospora chrysosperma | F14 | A/Sordariomycetes | Diaportales | 0 | 1 | |
| Diaporthe eres | F15 | A/Sordariomycetes | Diaportales | 0 | 3 | |
| Didymella exitialis | F19 | A/Dothideomycetes | Pleosporales | 18 | 39 | Wheat (Punithalingam, 1979) |
| *Doratomyces microsporus | F20 | A/Sordariomycetes | Microascales | 0 | 1 | |
| Drechslera poae | F21 | A/Dothideomycetes | Pleosporales | 0 | 3 | Wheat (Wiese, 1987) |
| Epicoccum nigrum | F22 | A/Dothideomycetes | Pleosporales | 7 | 20 | |
| *Eutypa maura | F24 | A/Sordariomycetes | Xylariales | 1 | 0 | |
| *Funalia trogii | F25 | B/Agaricomycetes | Polyporales | 0 | 1 | |
| Fusarium redolens | F26 | A/Sordariomycetes | Hypocreales | 1 | 1 | Peas/Wheat (Taheri et al., 2011) |
| Fusarium tricinctum | F27 | A/Sordariomycetes | Hypocreales | 0 | 3 | Wheat (Xu and Nicholson, 2009) |
| Gaeumannomyces graminis | F29 | A/Sordariomycetes | - | 4 | 3 | Wheat ((Freeman and Ward, 2004) |
| Fusarium graminearum | F31 | A/Sordariomycetes | Hypocreales | 10 | 2 | Wheat (Xu and Nicholson, 2009; Dean et al., 2012) |
| Gnomoniopsis idaeicola | F33 | A/Sordariomycetes | Diaportales | 2 | 0 | |
| Hyphodermella rosae | F34 | B/Agaricomycetes | Polyporales | 0 | 10 | |
| *Ilyonectria macrodidyma | F35 | A/Sordariomycetes | Hypocreales | 1 | 0 | |
| Alternaria infectoria | F37 | A/Dothideomycetes | Pleosporales | 29 | 41 | Peas (Perello and Larran, 2013) |
| Microdochium bolleyi | F38 | A/Sordariomycetes | Xylariales | 6 | 4 | |
| Microdochium nivale | F39 | A/Sordariomycetes | Xylariales | 24 | 39 | Wheat (Xu and Nicholson, 2009) |
| *Mortierella alpina | F40 | Z/- | Mortierellales | 1 | 0 | |
| Mycosphaerella graminicola | F41 | A/Dothideomycetes | Capnodiales | 4 | 2 | Wheat (Dean et al., 2012; Miedaner et al., 2013) |
| Dichotomomyces cejpii | F43 | A/Eurotiomycetes | Eurotiales | 1 | 1 | |
| *Ophiosphaerella sp. | F45 | Dothideomycetes | Pleosporales | 0 | 1 | |
| Oxyporus latemarginatus | F46 | B/Agaricomycetes | Hymenochaetales | 0 | 2 | |
| Peniophora cinerea | F47 | B/Agaricomycetes | Russulales | 0 | 2 | |
| Periconia macrospinosa | F48 | A/Dothideomycetes | Pleosporales | 3 | 3 | |
| *Parastagonospora avenae | F50 | A/Dothideomycetes | Pleosporales | 0 | 1 | |
| *Phlebia subserialis | F53 | B/Agaricomycetes | Polyporales | 0 | 1 | |
| *Phoma caloplacae | F54 | A/Dothideomycetes | Pleosporales | 1 | 0 | |
| *Podospora fimbriata | F56 | A/Sordariomycetes | Sordariales | 0 | 1 | |
| Podospora glutinans | F57 | A/Sordariomycetes | Sordariales | 0 | 2 | |
| Polyporus lepideus | F58 | B/Agaricomycetes | Polyporales | 4 | 1 | |
| Peniophora sp. | F59 | B/Agaricomycetes | Russulales | 0 | 5 | |
| *Pyrenophora tritici-repentis | F61 | A/Dothideomycetes | Pleosporales | 1 | 0 | Wheat (Ciuffetti and Tuori, 1999) |
| *Rhodosporidium kratochvilovae | F63 | B/Exobasidiomycetes | Sporidiales | 1 | 0 | |
| Sarocladium kiliense | F64 | A/Sordariomycetes | Hypocreales | 2 | 0 | |
| Sclerotinia sclerotiorum | F65 | A/Leotiomycetes | Helotiales | 7 | 0 | Broad host range (Bolton et al., 2006) |
| Stereum hirsutum | F66 | B/Agaricomycetes | Russulales | 1 | 2 | |
| Talaromyces flavus | F67 | A/Eurotiomycetes | Eurotiales | 3 | 1 | |
| Rhizoctonia solani | F68 | B/Agaricomycetes | Cantharellales | 10 | 9 | Broad host range (Dean et al., 2012) |
| *Trametes gibbosa | F70 | B/Agaricomycetes | Polyporales | 0 | 1 | |
| *Trametes hirsuta | F71 | B/Agaricomycetes | Polyporales | 1 | 0 | |
| Trametes versicolor | F72 | B/Agaricomycetes | Polyporales | 1 | 1 | |
| *Xylaria longipes | F75 | A/Sordariomycetes | Xylariales | 1 | 0 | |
| *Cladosporium iridis | F76 | A/Dothideomycetes | Capnodiales | 0 | 1 | |
| *Ganoderma carnosum | F77 | B/Agaricomycetes | Polyporales | 0 | 1 | |
| Bacillus amyloliquefaciens | B3 | F/Bacilli | Bacillales | 2 | 0 | |
| Bacillus cereus | B4 | F/Bacilli | Bacillales | 5 | 0 | |
| Bacillus megaterium | B6 | F/Bacilli | Bacillales | 21 | 14 | |
| Bacillus pumilus | B7 | F/Bacilli | Bacillales | 5 | 0 | |
| Bacillus subtilis | B8 | F/Bacilli | Bacillales | 12 | 33 | |
| Erwinia aphidicola | B12 | P/Gammaproteobacteria | Enterobacteriales | 10 | 6 | Peas (Santos et al., 2009) |
| Erwinia persicina | B13 | P/Gammaproteobacteria | Enterobacteriales | 29 | 1 | Peas (Zhang and Nan, 2014) |
| Paenibacillus hordei | B20 | F/Bacilli | Bacillales | 11 | 9 | |
| Paenibacillus peoriae | B21 | F/Bacilli | Bacillales | 7 | 0 | |
| Pantoea agglomerans | B22 | P/Gammaproteobacteria | Enterobacteriales | 14 | 0 | |
| Pantoea vagans | B23 | P/Gammaproteobacteria | Enterobacteriales | 27 | 12 | |
| *Pseudomonas fluorescens | B26 | P/Gammaproteobacteria | Pseudomonadales | 0 | 1 | |
| Pseudomonas lurida | B28 | P/Gammaproteobacteria | Pseudomonadales | 7 | 0 | |
| Pseudomonas trivialis | B29 | P/Gammaproteobacteria | Pseudomonadales | 100 | 93 | |
| Stenotrophomonas africana | B36 | P/Gammaproteobacteria | Xanthomonadales | 0 | 8 | |
Species of fungi (F) and bacteria (B) isolated from inner tissues of the two wheat cultivars Caphorn and Apache.
Data about pathogenicity are reported from the literature (references in brackets).
Species in bold are known pathogens of wheat and/or peas, the preceding crop.
A, Ascomycota; B, Basidiomycota; Z, Zygomycota; F, Firmicutes; P, Proteobacteria.
Singletons are identified by.
Figure 1
Species isolated were phylogenetically very diverse (Table 1). Fungal species belonged to Ascomycota (75.7%), Basidiomycota (22.9%), and Zygomycota (1.43%). Most Ascomycota were Sordariomycetes (35.8%) or Dothideomycetes (26.4%) and most Basidiomycota were Agaricomycetes (93.8%) in which Polyporales and Russulales were two of the most abundant orders. Bacterial species belonged to the class Gammaproteobacteia of the Proteobacteria (53.3%) and the class Bacilli of the Firmicutes (46.7%).
Distribution patterns of plants microbiotes
To compare the species assemblages of microbial communities, the data obtained from the four plants collected for each cultivar at each stage of development were pooled.
Between the two host cultivars
PERMANOVA analysis showed a significant effect of the cultivar on microorganism assemblages inside the plants (p-value = 0.0020). However, the effect of that factor was weak (F = 3.24). Correspondence analysis, based on non-singleton species, evidenced an overlap between microbial communities from each cultivar (Figure 2). The two cultivars shared 20 fungal species and seven bacterial species (Table 1), including the most abundant taxa (B29, F37, F39, F19), representing 83 and 88.5% of fungal and bacterial isolates, respectively. Each cultivar harbored unique taxa but those were rare, particularly for fungi. From a total of 55 fungi and 15 bacteria found in our study, Caphorn had 14 unique fungal species (13 with three or fewer isolates, of which nine were singletons) and six unique bacterial species and Apache had 21 unique fungal species (18 with three or fewer isolates, of which 12 were singletons) and two unique bacterial species (Table 1).
Figure 2
Given that microbial communities were not strongly different depending on the cultivar, we pooled the species across cultivars to form a single community for subsequent analysis.
Between aerial organs and roots
Every organ provided microorganisms but the communities appeared very diverse taxonomically and in terms of the number and abundance of species (Figure 3). Samples contained between two and 12 different species, with variable numbers of singletons (half or more species were singletons in 12 of the 30 samples so considered). It was not possible to analyse the proportion of fungal vs. bacterial species because of the experimentation biases favoring fungi. Among the 30 samples, the highest numbers of species were obtained from the roots, leaves, and stems.
Figure 3
Globally, when aerial organs were compared to the roots, microbial communities were found to be significantly different using PERMANOVA analysis (p-value = 0.0001, F = 23.6) and correspondence analysis (Figure 4). The indicator species analysis identified three species characteristic of roots that were completely absent from aerial organs (indicator values ranging from 0.17 to 0.48) and 14 indicator species associated with aerial parts of plants (indicator values ranging from 0.21 to 0.83), of which seven were unique to aerial organs (Table 2). Among those, A. infectoria (F37) and M. nivale (F39) colonized extensively the shoots while others were isolated from only one organ, as F. graminearum (F31) from the stems and Paenibacillus hordei (B20) from the leaves.
Figure 4
Table 2
| Indicator species | Times of appearance in: | Cluster | Indicator value | Probability | |
|---|---|---|---|---|---|
| Aerial organs | Roots | ||||
| F37āAlternaria infectoria | 70 | 0 | Aerial organs | 0.8333 | 0.001 |
| F39āMicrodochium nivale | 59 | 4 | Aerial organs | 0.7004 | 0.001 |
| B29āPseudomonas trivialis | 158 | 35 | Aerial organs | 0.6769 | 0.001 |
| F19āDidymella exitialis | 57 | 0 | Aerial organs | 0.6667 | 0.001 |
| F22āEpicoccum nigrum | 27 | 0 | Aerial organs | 0.4583 | 0.001 |
| B8āBacillus subtilis | 37 | 8 | Aerial organs | 0.4080 | 0.024 |
| F1āAlternaria triticimaculans | 18 | 3 | Aerial organs | 0.3549 | 0.010 |
| B13āErwinia persicina | 27 | 3 | Aerial organs | 0.2987 | 0.035 |
| B23āPantoea vagans | 35 | 4 | Aerial organs | 0.2978 | 0.040 |
| B12āErwinia aphidicola | 16 | 0 | Aerial organs | 0.2917 | 0.011 |
| B20āPaenibacillus hordei | 20 | 0 | Aerial organs | 0.2917 | 0.013 |
| F68āRhizoctonia solani | 15 | 4 | Aerial organs | 0.2608 | 0.040 |
| F31āFusarium graminearum | 12 | 0 | Aerial organs | 0.2500 | 0.028 |
| F3āAureobasidium protae | 7 | 0 | Aerial organs | 0.2083 | 0.034 |
| B6āBacillus megaterium | 0 | 35 | Roots | 0.4783 | 0.001 |
| F38āMicrodochium bolleyi | 0 | 10 | Roots | 0.3478 | 0.003 |
| F29āGaeumannomyces graminis | 0 | 7 | Roots | 0.1739 | 0.047 |
Indicator species analysis determining species characteristic of each type of organs.
Between stages of development
PERMANOVA analysis indicated a significant effect of the host maturity on microorganism assemblages (p-value = 0.0001, F = 14.9). Correspondence analysis told the same story, with species from the same stage of development clustering together in correspondence analysis (Figure 5). We observed a succession of species on plots during wheat development (Figure 6) with a group of early species, only present at heading or with a high incidence: Bacillus subtilis (B8), Microdochium bolleyi (F38), Rhizoctonia solani (F68), Botrytis cinerea (F6), M. graminicola (F41), Sclerotinia sclerotiorum (F65), and all the Agaricomycetes. Some early species persisted at flowering and declined at mealy ripe: P. trivialis (B29), D. exitialis (F19), Cladosporium allii (F10), and Erwinia persicina (B13). Other species increased from heading to flowering and mealy ripe: A. infectoria (F37), M. nivale (F39), Epicoccum nigrum (F22), Alternaria triticimaculans (F1), Gaeumannomyces graminis (F29), and Erwinia aphidicola (B12). There were also late species present only at mealy ripe: Pantoea vagans (B23), Pantoea agglomerans (B22), F. graminearum (F31), Drechslera poae (F21), and the yeast Rhodosporidium kratochvilovae (F63). The indicator species analysis identified some species characteristic of each stage of plant development: four species were associated with heading (indicator values ranging from 0.25 to 0.53), six species were associated with flowering (indicator values ranging from 0.20 to 0.53) and seven species were associated with mealy ripe (indicator values ranging from 0.33 to 0.69) (Table 3).
Figure 5
Figure 6
Table 3
| Indicator species | Times of appearance at: | Cluster | Indicator value | Probability | ||
|---|---|---|---|---|---|---|
| Heading | Flowering | Mealy ripe | ||||
| F68āRhizoctonia solani | 18 | 1 | 0 | Heading | 0.5310 | 0.001 |
| F34āHyphodermella rosae | 10 | 0 | 0 | Heading | 0.2500 | 0.026 |
| F65āSclerotinia sclerotiorum | 7 | 0 | 0 | Heading | 0.2500 | 0.023 |
| B4āBacillus cereus | 5 | 0 | 0 | Heading | 0.2500 | 0.037 |
| B29āPseudomonas trivialis | 60 | 126 | 20 | Flowering | 0.5339 | 0.005 |
| F10āCladosporium allii | 1 | 11 | 2 | Flowering | 0.4557 | 0.001 |
| F19āDidymella exitialis | 15 | 40 | 8 | Flowering | 0.3337 | 0.032 |
| F3āAureobasidium protae | 1 | 6 | 1 | Flowering | 0.2306 | 0.020 |
| F27āFusarium tricinctum | 0 | 3 | 1 | Flowering | 0.2000 | 0.025 |
| B36āStenotrophomonas africana | 0 | 8 | 2 | Flowering | 0.2000 | 0.023 |
| B23āPantoea vagans | 0 | 0 | 39 | Mealy ripe | 0.6875 | 0.001 |
| F22āEpicoccum nigrum | 1 | 3 | 23 | Mealy ripe | 0.4228 | 0.003 |
| B6āBacillus megaterium | 6 | 2 | 27 | Mealy ripe | 0.3843 | 0.005 |
| F1āAlternaria triticimaculans | 1 | 4 | 16 | Mealy ripe | 0.3762 | 0.010 |
| F31āFusarium graminearum | 0 | 0 | 12 | Mealy ripe | 0.3750 | 0.003 |
| B22āPantoea agglomerans | 0 | 0 | 14 | Mealy ripe | 0.3750 | 0.002 |
| B12āErwinia aphidicola | 2 | 0 | 14 | Mealy ripe | 0.3281 | 0.014 |
Indicator species analysis determining species characteristic of each stage of wheat development.
Discussion
We explored the cultivable endogenous microbiota of wheat plants from two cultivars known to differ in their susceptibility to FHB, in order to better characterize the diversity and distribution patterns of microbes that could be further exploited as biological control agents against wheat diseases such as FHB. It is important to remember that, at the time of the sampling, all plants displayed diverse visual symptoms of diseases, due to climatic conditions highly favorable to fungal infections that occurred during seedling growth. We sampled plants with the fewest symptoms, having postulated that these plants should harbor a more diverse community of endophytes potentially useful in plant protection. We deliberately chose a culture dependant approach, instead of cultivation-independent metagenomics approaches, because we needed living microorganisms to evaluate in the future their potential to control wheat pathogens.
Global diversity of the microbial communities
Overall, great species richness was observed (Table 1) with few dominant species and many rare taxa (Figure 1), following the community structures in many ecosystems (Magurran and Henderson, 2003), and particularly in fungal endophyte communities (Arnold and Lutzoni, 2007). The significance of rare taxa remains unclear, we do not even know if they are active or simply awaiting favorable environmental conditions to become active. More fungi (55 species) than bacteria (15 species) have been isolated, which might reflect a sampling bias in favor of aerial organs, which are favored by fungi including pathogens (Xu and Nicholson, 2009; Miedaner et al., 2013; Perello and Larran, 2013), but more importantly which must result from the use of an isolation method more appropriate for fungi than for bacteria. However, given that the same sterilization procedure, growth medium, and incubation conditions have been applied to all collected samples, the comparison of microbial communities across cultivars, host organs, and development stages should be unaffected by any bias related to the isolation procedure. Over the 55 fungal species isolated in this study, only 22 were reported at least in one of the previous studies on wheat fungal endophytes (S2 Table) with Alternaria, Acremonium, Cladosporium, Phoma spp., Chaetomium globosum, and E. nigrum being the most frequently isolated (in four or five of the studies considered). These fungi are ubiquitous saprophytes, sporulating in soil or on dead leaf material (Hayes, 1979) and have been reported as opportunistic colonizers of many plants (Petrini, 1991). They may be part of a ācore microbiomeā as defined by Shade et al. (2014) concerning generalists, persistent members of microbial populations in apple flowers. The most important wheat pathogens known from the literature were isolated (15 species, see Table 1) and they were among the 10 most abundant species (Figure 1). Remarkably, an important diversity of non-wheat pathogenic fungi was also isolated, of which many species have not yet been reported as wheat endophytes, such as Hyphodermella rosae, Coriolopsis gallica, Diaporthe eres, Gnomoniopsis idaeicola, Dichotomomyces cejpii, Peniophora spp., Podospora glutinans, Polyporus lepideus, Stereum hirsutum, Talaromyces flavus, and Trametes versicolor, found as non-singleton in this study; however these were in the long tail of low-abundant taxa (⤠10 isolates, Figure 1). It is of interest to note that Basidiomycota are usually isolated in small number as endophytes, and mostly isolated from trees (Rungjindamai et al., 2008; Martin et al., 2015). In agricultural soil, species such as H. rosae, frequently isolated in this study, together with C. gallica, Peniophora spp., S. hirsutum or Trametes spp., others wood-decaying fungi isolated with low abundance, are more likely to be found on lignicolous plant debris, producing at maturity numerous spores discharged in the air, contributing to the air-borne inoculum that may enter the aerial plant tissues and colonize them as endophytes. All these hyper diverse fungi recovered, mostly isolated from the shoot, may correspond to class 3 endophytes defined by Rodriguez et al. (2009), and distinguished from other endophytes classes by horizontal transmission, the formation of higly localized infections and the potential to confer benefits or costs on hosts that are not necessarily habitat-specific.
Concerning bacteria, researches have so far mainly focused on wheat endophytic actinobacteria (Coombs and Franco, 2003; Conn and Franco, 2004; Coombs et al., 2004) or on rhizospheric bacteria of wheat (McSpadden Gardener and Weller, 2001; VelÔzquez-Sepúlveda et al., 2012; Yin et al., 2013; Donn et al., 2015; Lenc et al., 2015). The rhizosphere is assumed to be the main source of bacterial endophytic colonizers (Bulgarelli et al., 2013; Malfanova et al., 2013), although this opinion was contradicted by results from high-throughput sequencing approaches showing that root bacterial and fungal endophytic communities of Populus deltoides trees were distinct assemblages rather than opportunistic subsets of the rhizosphere (Gottel et al., 2011). Among the 13 to 24 genera described from the rhizosphere of wheat by the authors previously mentioned (McSpadden Gardener and Weller, 2001; VelÔzquez-Sepúlveda et al., 2012; Yin et al., 2013; Donn et al., 2015; Lenc et al., 2015), only four genera were found in our study, and may have penetrated the roots from the rhizosphere: Pseudomonas (three species) with P. trivialis accounting for almost half of the total bacterial isolates (Figure 1), Erwinia (two species), Pantoea (two species), and Bacillus (five species). Two additional genera, Paenibacillus and Stenotrophomonas were isolated with low frequency. However, isolation methods were not identical in all these studies, making a strict comparison difficult because different culture media and incubation conditions can enhance significantly the diversity of bacterial collection (Park et al., 2013).
Host genotype does not strongly influence the assemblage of microbial communities
In this study, we analyzed two cultivars of wheat, Apache recognized as more resistant to FHB than Caphorn. Caphorn is carrying the giberellic-acid insensitive allele Rht-D1b transferred from the Japanese cultivar āNorin 10,ā conferring increasing yield but suspected to reduce resistance to FHB (Voss et al., 2008; Sip et al., 2009) whereas Apache is carrying the wild type allele Rht-D1a (Holzapfel et al., 2008; Voss et al., 2008). Globally, the correspondence analysis (Figure 2), based on non-singleton species, evidenced an overlap between the microbial communities isolated from each cultivar, Caphorn showing however a more diverse bacterial community (Table 1). Thus, we did not find a clear effect of the host genotype on the structure of microbial communities in wheat. However, given that plants can actively control the diversity of their microbial communities by recruiting beneficial microorganisms, especially from the soil (Rosenblueth and MartĆnez-Romero, 2004; Hartmann et al., 2009), and through the production of intrinsic regulatory molecules and secondary metabolites, each cultivar, because of its genetic make-up, is assumed to select its own microbial community. Actually, many studies have shown that host genotype may influence, along with prevailing environmental conditions, the composition of endophytic communities, for example in potato plants (Manter et al., 2010), common bean (De Oliveira Costa et al., 2012), or cotton seedlings (Adams and Kloepper, 2002), as well as the diversity of the rhizosphere microbiome in maize (Peiffer and Ley, 2013) or of the phyllosphere mycobiome in cereals (Sapkota et al., 2015). But Hardoim et al. (2011) have shown that different rice cultivars select specific microorganisms to shape their inner microbial communities, either in different or similar ways, depending on the cultivars, leading sometimes to close microbial communities between different cultivars. And sometimes, host genotype is less important in structuring microbial communities than others environmental or biological factors (Mason et al., 2015). Especially, it was shown that pathogen attack can have a greater impact in shaping endophytic communities than the plant genotype (Reiter et al., 2002). In the present study, both cultivars were colonized by species causing FHB (as described by Xu and Nicholson, 2009) and their distribution did not accounted for a higher resistance of Apache to the disease, despite the known difference of susceptibility of both cultivars toward FHB. But resistance to FHB is known to be complex and significantly affected by the environment (Rudd et al., 2001). We can assume that plants from both cultivars studied, exhibiting similar sanitary conditions at the time of the sampling, were able to recruit a close endophytic core microbiome. In view to the results it would be interesting to compare, within a given genotype, plants heavily and weakly infected, in order to better assess the effect of endophyte communities on FHB resistance.
Microbial communities are strongly shaped by the organs from which they were isolated
Results show that microbial communities are significantly different between roots and aerial organs of wheat (Figure 4, Table 2), as expected given the extreme difference of the habitats where they are living, in terms of their degree of exposure (to air, sun, wind, rain, and related moisture and aeration conditions) and availability of nutrients (Andreote et al., 2014). Three species were found as indicators for roots (Table 2), Bacillus megaterium, M. bolleyi, and G. graminis, all of them being known as root-colonizers (Kirk and Deacon, 1987a; Kildea et al., 2008; Lenc et al., 2015). Besides indicator species, several typical soil fungi, root associated pathogens, and endophytes, were present but not abundant. Soil-borne fungi isolated are either saprophytes such as Clonostachys rosea, Doratomyces microsporus, Mortierella alpina, T. flavus (Domsch et al., 1980), or coprophilic species such as P. glutinans (Cain, 1962). Typical root-pathogens were present such as Ophiosphaerella sp. (Câmara et al., 2000), Ilyonectria macrodidyma (Chaverri et al., 2011), R. solani (Goll et al., 2014), and Fusarium redolens (Taheri et al., 2011). Periconia macrospinosa is a typical class 4 dark-septate endophyte (Rodriguez et al., 2009), usually isolated from roots of grasses (Mandyam et al., 2012). Indicator taxa for aerial organs (Table 2) included a majority of fungal pathogens (Table 1), that colonized extensively those organs, and, interestingly, the phylloplane fungus Aureobasidium protae and six bacterial species. Aureobasidium species produce abundant extracellular polysaccharides of high viscosity allowing strong adhesion on leaves (Gaur et al., 2010), making easier colonization of leaves tissues as endophytes. Although bacteria are abundantly found in the rhizosphere of wheat plants (McSpadden Gardener and Weller, 2001; VelÔzquez-Sepúlveda et al., 2012; Yin et al., 2013; Donn et al., 2015), many Bacillus, Paenibacillus, and Pantoea species (one species of each genus was indicator of aerial organs in this study) are also considered to be ubiquitous plant epiphytes (McSpadden Gardener, 2004; Brady et al., 2009). Two others indicator species, E. persicina and E. aphidicola, reported as pathogens of peas (Santos et al., 2009; Zhang and Nan, 2014) may have survived on previous crop debris and infected wheat seedlings.
Microbial communities show temporal variations
Results show strong temporal variations of the global microbial communities in wheat (Figures 5, 6, Table 3). Species may be categorized in three groups according to their dynamics (Figure 6, Table 3) and designated as early species for those which were prevalent at heading and declining later on, persistent species, either increasing in density from heading to mealy ripe or showing a peak at flowering, and late species appearing at mealy ripe. Early species were dominated by B. subtilis, a species known to grow in soil and in the rhizosphere of many plants (Earl et al., 2008). They included soil-borne fungal pathogens, causing devastating diseases on a broad host range, such as R. solani (LemaÅczyk, 2012), abundantly found in European agricultural soils (Goll et al., 2014), S. sclerotiorum (Bolton et al., 2006), and B. cinerea (Dean et al., 2012) or considered as minor pathogens, such as M. bolleyi, commonly found on cereals roots (Kirk and Deacon, 1987a; Fernandez and Holzgang, 2009). M. graminicola, the causal agent of the S. tritici blotch, an important foliar disease on winter wheat in Europe (Miedaner et al., 2013), was mostly isolated at heading although its cycle extends until wheat maturity. This fungus has a long latent period, growing as a biotroph, terminating by a switch to necrotrophic growth (Goodwin et al., 2011). As we have collected plants with the fewest possible symptoms of diseases, we evicted the plants showing the necrotic lesions on leaves and twigs that develop later, after infected cells collapse. The very common wood-decaying fungus H. rosae (Telleria et al., 2010) was also abundantly isolated at heading but only from Apache. Among all these early species, only R. solani, H. rosae, S. sclerotiorum, and Bacillus cereus were found as indicators of heading by statistical analysis.
Among persistent species, three peaked at flowering and were indicators of this stage, P. trivialis, the black head mold C. allii and the fungal pathogen D. exitialis causing leaf spots. Others indicators of flowering were A. protae, Fusarium tricinctum, and Stenotrophomonas africana, but they were not abundant. Several species increased in density until maturity, the āblack head moulds,ā Alternaria and Epicoccum, which have serious implications for the quality of milling wheat (Zare, 2013) and M. nivale, one of the main causal agents of FHB (Xu and Nicholson, 2009). The two first were recognized as indicators of mealy ripe stage. The take-all fungus G. graminis, the most important root disease of wheat worldwide (Freeman and Ward, 2004), was present at flowering and mealy ripe but not abundant. Indeed, this disease is easily controlled by cultural practices, particularly by crop rotation, cultivating non-susceptible break crops (Freeman and Ward, 2004), such as peas in this study. Among late species, F. graminearum, a major pathogen involved in FHB is known to spread within the wheat head. Several bacteria appeared late, particularly on aerials organs, such as P. vagans and P. agglomerans, considered as non-pathogenic (Brady et al., 2009; Smits et al., 2010) and E. aphidicola, or on roots such as B. megaterium. All these late species were indicators of mealy ripe stage.
Altogether, these results show that temporal variations were mainly driven by the succession of pathogens. Previous studies indicated significant differences in bacterial populations over the seasons in roots and leaves of soybean and rice (Mano et al., 2007; Zhang et al., 2011). Likewise, temporal variations in fungal endophytes communities have already been observed in cotton (Ek-Ramos et al., 2013), and in several wild plants including trees and herbaceous grassland plants (Mishra et al., 2012; Wearn et al., 2012; Zimmerman and Vitousek, 2012).
Interest of isolated species in plant protection
Among all species isolated as endophytes in this study, several are candidates for evaluation for use as biological control agents against wheat diseases, based on their known effects in the literature against wheat pathogens, either as endophytes or in interaction outside of plants. Indeed, B. subtilis was shown in the literature to inhibit F. graminearum and F. culmorum, two major species responsible for FHB (Palazzini et al., 2009; Khezri et al., 2011; Alimi et al., 2012; Zhao et al., 2014) and to reduce the incidence of diseased wheat leaves infected with Puccinia striiformis f. sp. tritici (Li et al., 2013). Likewise, Bacillus amyloliquefaciens and B. cereus are known to control FHB agents in controlled conditions (Alimi et al., 2012; Dunlap et al., 2013). Gromadzka et al. (2009) have studied the potential of C. rosea to control pathogenic Fusarium species on cereals and to decompose the mycotoxins produced. C. rosea was also shown to reduce F. graminearum and F. culmorum sporulation on wheat straw (Luongo et al., 2005). Pseudomonas fluorescens was shown to reduce mycotoxins contamination by FHB agents in greenhouses and field conditions (Amein et al., 2008; Khan and Doohan, 2009; Alimi et al., 2012). Fluorescent pseudomonads can also be suppressive to the take-all disease of wheat due to G. graminis (Weller and Cook, 1983). Among filamentous fungi, M. bolleyi was also shown to control G. graminis (Kirk and Deacon, 1987b). B. megaterium can decrease S. tritici blotch up to 80% under environmental controlled conditions (Kildea et al., 2008). The yeast R. kratochvilovae, was shown to reduce the disease caused by B. graminis f. sp. tritici and increase grain yield of durum wheat (De Curtis et al., 2012). Chaetomium spp. were found to reduce the number and area of pustules caused by Puccinia triticina (Dingle and McGee, 2003) and to inhibit Pyrenophora tritici in vitro (Istifadah et al., 2006).
Some species are known as biological control agents against others plant diseases. E. nigrum is known as biological control agent against fungal pathogens such as B. cinerea (Alcock et al., 2015) or Monilinia laxa on fruits surface (Larena et al., 2005). Bacillus pumilus is also known to inhibit several plant pathogens such as Fusarium solani on tomato (Ajilogba et al., 2013) or fungal pathogens responsible for poplar canker (Ren et al., 2013). P. vagans and P. agglomerans have demonstrated strong beneficial activities as biological control of bacterial diseases (Johnson and Stockwell, 1998; Braun-Kiewnick et al., 2000). P. trivialis produces numerous volatile compounds able to inhibit the growth of pathogens such as R. solani on lettuce (Scherwinski et al., 2008). Athelia bombacina has been reported as an antagonist of apple scab caused by Venturia inaequalis (Fiaccadori and Cesari, 1998). Oxyporus latemarginatus was shown to produce an antifungal volatile compound controlling B. cinerea and R. solani on apple and moth orchid respectively (Lee et al., 2009). Kakvan et al. (2013) demonstrated that T. flavus might be a potential biological control agent against R. solani-induced sugar beet damping-off disease. Finally, culture filtrates of T. versicolor were shown to reduce the production of toxin by Aspergillus flavus on maize (Scarpari et al., 2014). Therefore these species, unknown so far for the control of wheat diseases, may also have a potential in plant protection.
It is of interest to note that among the species previously reported as biological control agents in the literature and isolated as non-singleton in this study, some have been isolated only from aerial organs of plants (e.g., B. amyloliquefaciens, C. globosum, A. bombacina, E. nigrum, O. latemarginatus, Figure 3) or only from roots (e.g., B. cereus, B. megaterium, B. pumilus, M. bolleyi, T. flavus, Figure 3), revealing the importance to sample several organs in plants when conducing a survey on endophytes, in order to increase the collection of microorganisms with potential beneficial applications. Likewise, some species have been isolated at only one stage of plant development, for example B. cereus, C. globosum, A. bombacina, O. latemarginatus, and B. pumilus have been recovered only at heading (Figure 3) whereas B. amyloliquefaciens, P. agglomerans, P. vagans, and T. flavus were recovered only at mealy ripe (Figure 3), pointing out the interest of sampling plants at different stages of maturity in order to maximize the number of species isolated.
Among all isolated species, those unknown in plant protection but not reported as plant pathogens represent a reservoir of potential new biological control agents and might therefore be worth investigating against wheat diseases. Species isolated as non-singleton, such as C. gallica, G. idaeicola, D. cejpii, P. glutinans, or P. lepideus could be particularly interesting, given their ability to co-occur with plant pathogens.
Conclusion
This study reveals that an important diversity of fungi and bacteria is able to live as endogenous microbes in wheat, in spite of the clear dominance of fungal pathogens of wheat, and for some species this is the first report of being isolated as wheat endophytes. We analyzed two cultivars, expecting an effect of host genotype on microbial communities, particularly on FHB agents. But we did not detect any real effect of the host genotype on microbial communities. Microbial communities have shown however strong spatial and temporal variations. They were highly structured by the host organ from which they were isolated, aerial parts vs. roots. As expected, roots were mostly colonized by soil-inhabiting bacteria and fungi, whereas aerials organs were particularly colonized by fungal pathogens, class 3 fungal endophytes and several bacterial species known as epiphytes. Temporal variations were mainly driven by the succession of pathogens. This better characterization of microbial diversity and distribution patterns in wheat plants will help to develop microorganisms that could be exploited in integrated pest management. Sampling different parts of plants and at different times of plant maturity substantially increased the richness of microorganisms recovered. The clear advantage of this study is the establishment of a collection of cultivable fungal and bacterial endophytes that can now be evaluated for their ability to have a protective effect against wheat pathogens. Should any of these microorganisms be further developed as biological control agents, our analysis of variation in microbial communities assemblages suggest that their establishment in wheat plants will not be restricted to specific cultivars.
Funding
This work was supported by the public funding agency Bpifrance (grant OSIRIS) and the Ets J. Soufflet.
Conflict of interest statement
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.
Statements
Author contributions
Conceived and designed the experiments: CP and JD. Performed the experiments: MC and SL. Analyzed the data: MC and JD. Contributed reagents/materials/analysis tools: MC and SL. Wrote the paper: MC, FB, and JD.
Acknowledgments
We thank the Mistral-team of INRA UR407, Avignon, France, for assistance with bacteria identification, as well as Emmanuelle Porcher for assistance with statistical analysis and John Taylor for critical review of the manuscript.
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: http://journal.frontiersin.org/article/10.3389/fmicb.2016.00403
References
1
AdamsP. D.KloepperJ. W. (2002). Effect of host genotype on indigenous bacterial endophytes of cotton (Gossypium hirsutum L.). Plant Soil240, 181ā189. 10.1023/A:1015840224564
2
AjilogbaC. F.BabalolaO. O.AhmadF. (2013). Antagonisic effects of Bacillus species in biocontrol of Tomato Fusarium Wilt. Stud. Ethno-Med.7, 205ā216.
3
AlabouvetteC.OlivainC.SteinbergC. (2006). Biological control of plant diseases: the European situation. Eur. J. Plant Pathol.114, 329ā341. 10.1007/s10658-005-0233-0
4
AlcockA.ElmerP.MarsdenR.ParryF. (2015). Inhibition of Botrytis cinerea by Epirodin: a secondary metabolite from New Zealand isolates of Epicoccum nigrum. J. Phytopathol.163, 841ā852. 10.1111/jph.12383
5
AlimiM.SoleimaniM. J.DarziM. T. (2012). Characterization and application of microbial antagonists for control of Fusarium head blight of wheat caused by Fusarium graminearum using single and mixture strain of antagonistic bacteria on resistance and susceptible cultivars. Af. J. Microbiol. Res.6, 326ā334. 10.5897/AJMR11.917
6
AmeinT.OmerZ.WelchC. (2008). Application and evaluation of Pseudomonas strains for biocontrol of wheat seedling blight. Crop Prot.27, 532ā536. 10.1016/j.cropro.2007.08.007
7
AndreoteF. D.GumiereT.DurrerA. (2014). Exploring interactions of plant microbiomes. Sci. Agric.71, 528ā539. 10.1590/0103-9016-2014-0195
8
ArnoldA. E.LutzoniF. (2007). Diversity and host range of foliar fungal endophytes: are tropical leaves biodiversity hotspots?Ecology88, 541ā549. 10.1890/05-1459
9
BergG. (2009). Plantāmicrobe interactions promoting plant growth and health: perspectives for controlled use of microorganisms in agriculture. Appl. Microbiol. Biotechnol.84, 11ā18. 10.1007/s00253-009-2092-7
10
BergG.KrechelA.DitzM.SikoraR. A.UlrichA.HallmannJ. (2005). Endophytic and ectophytic potato-associated bacterial communities differ in structure and antagonistic function against plant pathogenic fungi. FEMS Microbiol. Ecol.51, 215ā229. 10.1016/j.femsec.2004.08.006
11
BoltonM. D.ThommaB. P. H. J.NelsonB. D. (2006). Sclerotinia sclerotiorum (Lib.) de Bary: biology and molecular traits of a cosmopolitan pathogen. Mol. Plant Pathol.7, 1ā16. 10.1111/j.1364-3703.2005.00316.x
12
BonfanteP.AncaI. A. (2009). Plants, mycorrhizal fungi, and bacteria: a network of interactions. Annu. Rev. Microbiol.63, 363ā383. 10.1146/annurev.micro.091208.073504
13
BottalicoA.PerroneG. (2002). Toxigenic Fusarium species and mycotoxins associated with head blight in small-grain cereals in Europe. Eur. J. Plant Pathol.108, 611ā624. 10.1023/A:1020635214971
14
BraderG.CompantS.MitterB.TrognitzF.SessitschA. (2014). Metabolic potential of endophytic bacteria. Curr. Opin. Biotechnol.27, 30ā37. 10.1016/j.copbio.2013.09.012
15
BradyC. L.VenterS. N.CleenwerckI.EngelbeenK.VancanneytM.SwingsJ.et al. (2009). Pantoea vagans sp. nov., Pantoea eucalypti sp. nov., Pantoea deleyi sp. nov. and Pantoea anthophila sp. nov.Int. J. Syst. Evol. Microbiol.59, 2339ā2345. 10.1099/ijs.0.009241-0
16
Braun-KiewnickA.JacobsenB. J.SandsD. C. (2000). Biological control of Pseudomonas syringae pv. syringae, the causal agent of basal kernel blight of barley, by antagonistic Pantoea agglomerans. Phytopathology90, 368ā375. 10.1094/PHYTO.2000.90.4.368
17
BulgarelliD.SchlaeppiK.SpaepenS.van ThemaatE. V. L.Schulze-LefertP. (2013). Structure and functions of the bacterial microbiota of plants. Annu. Rev. Plant Biol.64, 807ā838. 10.1146/annurev-arplant-050312-120106
18
CainR. F. (1962). Studies of coprophilous Ascomycetes: VIII. New species of Podospora. Can. J. Bot.40, 447ā490. 10.1139/b62-045
19
CĆ¢maraM. P. S.O'NeillN. R.van BerkumP.DernoedenP. H.PalmM. E. (2000). Ophiosphaerella agrostis sp. nov. and its relationship to other species of Ophiosphaerella. Mycologia92, 317ā325. 10.2307/3761568
20
ChaverriP.SalgadoC.HirookaY.RossmanA. Y.SamuelsG. J. (2011). Delimitation of Neonectria and Cylindrocarpon (Nectriaceae, Hypocreales, Ascomycota) and related genera with Cylindrocarpon-like anamorphs. Stud. Mycol.68, 57ā78. 10.3114/sim.2011.68.03
21
CiuffettiL. M.TuoriR. P. (1999). Advances in the characterization of the Pyrenophora tritici-repentis-wheat interaction. Phytopathology89, 444ā449. 10.1094/PHYTO.1999.89.6.444
22
ClayK.SchardlC. (2002). Evolutionary origins and ecological consequences of endophyte symbiosis with grasses.Am. Nat.160(Suppl.), S99āS127. 10.1086/342161
23
ColwellR. K.ChaoA.GotelliN. J.LinS. Y.MaoC. X.ChazdonR. L.et al. (2012). Models and estimators linking individual-based and sample-based rarefaction, extrapolation and comparison of assemblages. J. Plant Ecol.5, 3ā21. 10.1093/jpe/rtr044
24
CompantS.DuffyB.NowakJ.ClementC.BarkaE. A. (2005). Use of plant growth-promoting bacteria for biocontrol of plant diseases: principles, mechanisms of action, and future prospects. Appl. Environ. Microbiol.71, 4951ā4459. 10.1128/aem.71.9.4951-4959.2005
25
ConnV. M.FrancoC. M. M. (2004). Analysis of the endophytic actinobacterial population in the roots of wheat (Triticum aestivum L.) by terminal restriction fragment length polymorphism and sequencing of 16S rRNA clones. Appl. Environ. Microbiol.70, 1787ā1794. 10.1128/AEM.70.3.1787-1794.2004
26
CoombsJ. T.FrancoC. M. M. (2003). Isolation and identification of actinobacteria from surface-sterilized wheat roots. Appl. Environ. Microbiol.69, 5603ā5608. 10.1128/AEM.69.9.5603-5608.2003
27
CoombsJ. T.MichelsenP. P.FrancoC. M. M. (2004). Evaluation of endophytic actinobacteria as antagonists of Gaeumannomyces graminis var. tritici in wheat. Biol. Control29, 359ā366. 10.1016/j.biocontrol.2003.08.001
28
CrousP. W.PetriniO.MaraisG. F.PretoriusZ. A.RehderF. (1995). Occurrence of fungal endophytes in cultivars of Triticum aestivum in South Africa. Mycoscience36, 105ā111. 10.1007/BF02268579
29
DeanR.van KanJ. A. L.PretoriusZ. A.Hammond-KosackK. E.Di PietroA.SpanuP. D.et al. (2012). The Top 10 fungal pathogens in molecular plant pathology. Mol. Plant Pathol.13, 414ā430. 10.1111/j.1364-3703.2011.00783.x
30
De CurtisF.De CiccoV.LimaG. (2012). Efficacy of biocontrol yeasts combined with calcium silicate or sulphur for controlling durum wheat powdery mildew and increasing grain yield components. Field Crops Res.134, 36ā46. 10.1016/j.fcr.2012.04.014
31
De Oliveira CostaL. E.De QueirozM. V.BorgesA. C.De MoraesC. A.De AraujoE. F. (2012). Isolation and characterization of endophytic bacteria isolated from the leaves of the common bean (Phaseolus vulgaris). Brazilian J. Microbiol.43, 1562ā1575. 10.1590/S1517-83822012000400041
32
DingleJ.McGeeP. A. (2003). Some endophytic fungi reduce the density of pustules of Puccinia recondita f. sp. tritici in wheat. Mycol. Res.107, 310ā316. 10.1017/S0953756203007512
33
DomschK. H.GamsW.AndersonT. H. (1980). Compendium of Soil Fungi. London: Academic Press.
34
DonnS.KirkegaardJ. A.PereraG.RichardsonA. E.WattM. (2015). Evolution of bacterial communities in the wheat crop rhizosphere. Environ. Microbiol.17, 610ā621. 10.1111/1462-2920.12452
35
DufreneM.LegendreP. (1997). Species assemblages and indicator species: the need for a flexible asymmetrical approach. Ecol. Monogr.67, 345ā366. 10.2307/2963459
36
DunlapC. A.BowmanM. J.SchislerD. A. (2013). Genomic analysis and secondary metabolite production in Bacillus amyloliquefaciens AS 43.3: a biocontrol antagonist of Fusarium head blight. Biol. Control64, 166ā175. 10.1016/j.biocontrol.2012.11.002
37
EarlA. M.LosickR.KolterR. (2008). Ecology and genomics of Bacillus subtilis. Trends Microbiol.16, 269ā275. 10.1016/j.tim.2008.03.004
38
Ek-RamosM. J.ZhouW. Q.ValenciaC. U.AntwiJ. B.KalnsL. L.MorganG. D.et al. (2013). Spatial and temporal variation in fungal endophyte communities isolated from cultivated cotton (Gossypium hirsutum). PLoS ONE8:e66049. 10.1371/journal.pone.0066049
39
FernandezM. R.HolzgangG. (2009). Fungal populations in subcrown internodes and crowns of oat crops in Saskatchewan. Can. J. Plant Sci.89, 549ā557. 10.4141/CJPS08091
40
FiaccadoriR.CesariA. (1998). Sanitation from Venturia inaequalis using an antagonist Athelia bombacina to reduce ascospore inoculum, in Proceedings of the International Conference on Integrated Fruit Production, Belgium.
41
FreemanJ.WardE. (2004). Gaeumannomyces graminis, the take-all fungus and its relatives. Mol. Plant Pathol.5, 235ā252. 10.1111/j.1364-3703.2004.00226.x
42
GaoF.-K.DaiC.-C.LiuX.-Z. (2010). Mechanisms of fungal endophytes in plant protection against pathogens. Afr. J. Microbiol. Res.4, 1346ā1351.
43
GaurR.SinghR.GuptaM.GaurM. K. (2010). Aureobasidium pullulans, an economically important polymorphic yeast with special reference to pullulan. Afr. J. Biotechnol.9, 7989ā7997. 10.5897/AJB10.948
44
GladieuxP.ByrnesE. J.III.AguiletaG.FisherM. C.HeitmanJ.GiraudT. (2011). Epidemiology and evolution of fungal pathogens in plants and animals, in Genetics and Evolution of Infectious Diseases, ed TibayrencM. (Amsterdam, Elsevier), 59ā106.
45
GollM. B.Schade-SchutzeA.SwartG.OostendorpM.SchottJ. J.JaserB.et al. (2014). Survey on the prevalence of Rhizoctonia spp. in European soils and determination of the baseline sensitivity towards sedaxane. Plant Pathol.63, 148ā154. 10.1111/ppa.12063
46
GoodwinS. B.Ben M'BarekS.DhillonB.WittenbergA. H. J.CraneC. F.HaneJ. K.et al. (2011). Finished genome of the fungal wheat pathogen Mycosphaerella graminicola reveals dispensome structure, chromosome plasticity, and stealth pathogenesis. PLoS Genet.7:e1002070. 10.1371/journal.pgen.1002070
47
GottelN. R.CastroH. F.KerleyM.YangZ. M.PelletierD. A.PodarM.et al. (2011). Distinct microbial communities within the endosphere and rhizosphere of Populus deltoides roots across contrasting soil types. Appl. Environ. Microbiol.77, 5934ā5944. 10.1128/AEM.05255-11
48
GromadzkaK.ChelkowskiJ.PopielD.KachlickiP.KosteckiM.GolinskiP. (2009). Solid substrate bioassay to evaluate the effect of Trichoderma and Clonostachys on the production of zearalenone by Fusarium species. World Mycotoxin J.2, 45ā52. 10.3920/WMJ2008.x046
49
HardoimP. R.AndreoteF. D.Reinhold-HurekB.SessitschA.van OverbeekL. S.van ElsasJ. D. (2011). Rice root-associated bacteria: insights into community structures across 10 cultivars. FEMS Microbiol. Ecol.77, 154ā164. 10.1111/j.1574-6941.2011.01092.x
50
HardoimP. R.van OverbeekL. S.van ElsasJ. D. (2008). Properties of bacterial endophytes and their proposed role in plant growth. Trends Microbiol.16, 463ā471. 10.1016/j.tim.2008.07.008
51
HartmannA.SchmidM.van TuinenD.BergG. (2009). Plant-driven selection of microbes. Plant Soil321, 235ā257. 10.1007/s11104-008-9814-y
52
HayesA. J. (1979). Microbiology of plant litter decomposition. Science Prog.66, 25ā42.
53
HolzapfelJ.VossH. H.MiedanerT.KorzunV.HaberleJ.SchweizerG.et al. (2008). Inheritance of resistance to Fusarium head blight in three European winter wheat populations. Theor. Appl. Genet.117, 1119ā1128. 10.1007/s00122-008-0850-z
54
IstifadahN.SaleebaJ. A.McGeeP. A. (2006). Isolates of endophytic Chaetomium spp. inhibit the fungal pathogen Pyrenophora tritici-repentis in vitro. Can. J. Bot.84, 1148ā1155. 10.1139/b06-083
55
JohnsonK. B.StockwellV. O. (1998). Management of fire blight: a case study in microbial ecology. Annu. Rev. Phytopathol.36, 227ā248. 10.1146/annurev.phyto.36.1.227
56
JorgensenL. N. (2008). Resistance situation with fungicides in cereals. Zemdirbyste Agric.95, 373ā378.
57
KakvanN.HeydariA.ZamanizadehH. R.RezaeeS.NaraghiL. (2013). Development of new bioformulations using Trichoderma and Talaromyces fungal antagonists for biological control of sugar beet damping-off disease. Crop Prot.53, 80ā84. 10.1016/j.cropro.2013.06.009
58
KhanM. R.DoohanF. M. (2009). Bacterium-mediated control of Fusarium head blight disease of wheat and barley and associated mycotoxin contamination of grain. Biol. Control48, 42ā47. 10.1016/j.biocontrol.2008.08.015
59
KhezriM.AhmadzadehM.JouzaniG. S.BehboudiK.AhangaranA.MousivandM.et al. (2011). Characterization of some biofilm-forming Bacillus subtilis strains and evaluation of their biocontrol potential against Fusarium culmorum. J. Plant Pathol.93, 373ā382. 10.4454/jpp.v93i2.1192
60
KildeaS.RansbotynV.KhanM. R.FaganB.LeonardG.MullinsE.et al. (2008). Bacillus megaterium shows potential for the biocontrol of septoria tritici blotch of wheat. Biol. Control47, 37ā45. 10.1016/j.biocontrol.2008.07.001
61
KirkJ. J.DeaconJ. W. (1987a). Invasion of naturally senescing root cortices of cereal and grass seedlings by Microdochium bolleyi. Plant Soil98, 239ā246. 10.1007/BF02374827
62
KirkJ. J.DeaconJ. W. (1987b). Control of the take-all fungus by Microdochium bolleyi, and interactions involving M. bolleyi, Phialophora graminicola and Periconia macrospinosa on cereal roots.Plant Soil98, 231ā237. 10.1007/BF02374826
63
LarenaI.TorresR.De CalA.LinanM.MelgarejoP.DomenichiniP.et al. (2005). Biological control of postharvest brown rot (Monilinia spp.) of peaches by field applications of Epicoccum nigrum.Biol. Control32, 305ā310. 10.1016/j.biocontrol.2004.10.010
64
LarranS.PerelloA.SimonM. R.MorenoV. (2002). Isolation and analysis of endophytic microorganisms in wheat (Triticum aestivum L.) leaves. World J. Microbiol. Biotechnol.18, 683ā686. 10.1023/A:1016857917950
65
LarranS.PerelloA.SimonM. R.MorenoV. (2007). The endophytic fungi from wheat (Triticum aestivum L.). World J. Microbiol. Biotechnol.23, 565ā572. 10.1007/s11274-006-9266-6
66
LeeS. O.KimH. Y.ChoiG. J.LeeH. B.JangK. S.ChoiY. H.et al. (2009). Mycofumigation with Oxyporus latemarginatus EF069 for control of postharvest apple decay and Rhizoctonia root rot on moth orchid. J. Appl. Microbiol.106, 1213ā1219. 10.1111/j.1365-2672.2008.04087.x
67
LemaÅczykG. (2012). Susceptibility of winter triticale cultivars to Rhizoctonia cerealis (Sharp eyespot) and R. solani. J. Plant Prot. Res.52, 421ā434.
68
LencL.KwasnaH.SadowskiC.GrabowskiA. (2015). Microbiota in wheat roots, rhizosphere and soil in crops grown in organic and other production systems. J. Phytopathol.163, 245ā263. 10.1111/jph.12313
69
LiH.ZhaoJ.FengH.HuangL. L.KangZ. S. (2013). Biological control of wheat stripe rust by an endophytic Bacillus subtilis strain E1R-j in greenhouse and field trials. Crop Prot.43, 201ā206. 10.1016/j.cropro.2012.09.008
70
LuongoL.GalliM.CorazzaL.MeekesE.De HaasL.van der PlasC. L.et al. (2005). Potential of fungal antagonists for biocontrol of Fusarium spp. in wheat and maize through competition in crop debris. Biocontrol Sci. Technol.15, 229ā242. 10.1080/09583150400016852
71
MagurranA. E.HendersonP. A. (2003). Explaining the excess of rare species in natural species abundance distributions. Nature422, 714ā716. 10.1038/nature01547
72
MalcolmG. M.KuldauG. A.GuginoB. K.Jimenez-GascoM. D (2013). Hidden host plant associations of soilborne fungal pathogens: an ecological perspective. Phytopathology103, 538ā544. 10.1094/PHYTO-08-12-0192-LE
73
MalfanovaN.LugtenbergB.BergG. (2013). Bacterial endophytes: who and where, and what are they doing there? in Molecular Microbial Ecology of the Rhizosphere, 1st Edn., Vol. 1, ed de Bruijn (John Wiley and Sons Inc.), 393ā403.
74
MandyamK.FoxC.JumpponenA. (2012). Septate endophyte colonization and host responses of grasses and forbs native to a tallgrass prairie. Mycorrhiza22, 109ā119. 10.1007/s00572-011-0386-y
75
ManoH.TanakaF.NakamuraC.KagaH.MorisakiH. (2007). Culturable endophytic bacterial flora of the maturing leaves and roots of rice plants (Oryza sativa) cultivated in a paddy field. Microbes Environ.22, 175ā185. 10.1264/jsme2.22.175
76
ManterD. K.DelgadoJ. A.HolmD. G.StongR. A. (2010). Pyrosequencing reveals a highly diverse and cultivar-specific bacterial endophyte community in potato roots. Microbial Ecol.60, 157ā166. 10.1007/s00248-010-9658-x
77
MartinR.GazisR.SkaltsasD.ChaverriP.HibbettD. (2015). Unexpected diversity of basidiomycetous endophytes in sapwood and leaves of Hevea. Mycologia107, 284ā297. 10.3852/14-206
78
MasonC. J.Rubert-NasonK. F.LindrothR. L.RaffaK. F. (2015). Aspen defense chemicals influence midgut bacterial community composition of Gypsy Moth. J. Chem. Ecol.41, 75ā84. 10.1007/s10886-014-0530-1
79
McSpadden GardenerB. B. (2004). Ecology of Bacillus and Paenibacillus spp. in agricultural systems. Phytopathology94, 1252ā1258. 10.1094/PHYTO.2004.94.11.1252
80
McSpadden GardenerB. B.WellerD. M. (2001). Changes in populations of rhizosphere bacteria associated with take-all disease of wheat. Appl. Environ. Microbiol.67, 4414ā4425. 10.1128/AEM.67.10.4414-4425.2001
81
MiedanerT.ZhaoY.GowdaM.LonginC. F. H.KorzunV.EbmeyerE.et al. (2013). Genetic architecture of resistance to Septoria tritici blotch in European wheat. BMC Genomics14:858. 10.1186/1471-2164-14-858
82
MishraA.GondS. K.KumarA.SharmaV. K.VermaS. K.KharwarR. N.et al. (2012). Season and tissue type affect fungal endophyte communities of the indian medicinal plant Tinospora cordifolia more strongly than geographic location. Microbial Ecol.64, 388ā398. 10.1007/s00248-012-0029-7
83
OksanenJ.BlanchetF. G.KindtR.LegendreP.MinchinP. R.O'HaraR. B.et al. (2013). Vegan: Community Ecology Package, R package version 2.0.8.
84
PalazziniJ. M.RamirezM. L.AlberioneE. J.TorresA. M.ChulzeS. N. (2009). Osmotic stress adaptation, compatible solutes accumulation and biocontrol efficacy of two potential biocontrol agents on Fusarium head blight in wheat. Biol. Control51, 370ā376. 10.1016/j.biocontrol.2009.07.008
85
ParkJ. K.LeeS. H.LeeJ. H.HanS.KangH.KimJ. C.et al. (2013). Sampling and selection factors that enhance the diversity of microbial collections: application to biopesticide development. Plant Pathol. J.29, 144ā153. 10.5423/ppj.si.01.2013.0015
86
PeifferJ. A.LeyR. E. (2013). Exploring the maize rhizosphere microbiome in the field: a glimpse into a highly complex system. Commun. Integr. Biol.6:e25177. 10.4161/cib.25177
87
PerelloA. E.LarranS. (2013). Nature and effect of Alternaria spp. complex from wheat grain on germination and disease transmission. Pak. J. Bot.45, 1817ā1824.
88
PetriniO. (1991). Fungal endophytes of tree leaves, in Microbial Ecology of Leaves, eds AndrewsJ. H.HiranoS. S. (New York, NY: Springer-Verlag), 179ā197. 10.1007/978-1-4612-3168-4_9
89
Porras-AlfaroA.BaymanP. (2011). Hidden fungi, emergent properties: endophytes and microbiomes. Annu. Rev. Phytopathol.49, 291ā315. 10.1146/annurev-phyto-080508-081831
90
PunithalingamE. (1979). Graminicolous Ascochyta species. Myc. Papers142, 1ā214.
91
ReiterB.PfeiferU.SchwabH.SessitschA. (2002). Response of endophytic bacterial communities in potato plants to infection with Erwinia carotovora subsp. atroseptica. Appl. Environ. Microbiol.68, 2261ā2268. 10.1128/AEM.68.5.2261-2268.2002
92
RenJ. H.LiH.WangY. F.YeJ. R.YanA. Q.WuX. Q. (2013). Biocontrol potential of an endophytic Bacillus pumilus JK-SX001 against poplar canker. Biol. Control67, 421ā430. 10.1016/j.biocontrol.2013.09.012
93
RobertsD. W. (2010). labdsv: Ordination and Multivariate Analysis for Ecology. R package version 1.4-1. Vienna R: Foundation for Statistical Computing.
94
RodriguezR. J.WhiteJ. F.ArnoldA. E.RedmanR. S. (2009). Fungal endophytes: diversity and functional roles. New Phytol.182, 314ā330. 10.1111/j.1469-8137.2009.02773.x
95
RodriguezR.RedmanR. (2008). More than 400 million years of evolution and some plants still can't make it on their own: plant stress tolerance via fungal symbiosis. J. Exp. Bot.59, 1109ā1114. 10.1093/jxb/erm342
96
RosenbluethM.MartĆnez-RomeroE. (2004). Rhizobium etli maize populations and their competitiveness for root colonization. Arch. Microbiol.181, 337ā344. 10.1007/s00203-004-0661-9
97
RuddJ. C.HorsleyR. D.McKendryA. L.EliasE. M. (2001). Host plant resistance genes for Fusarium head blight: sources, mechanisms and utility in conventional breeding. Crop Sci.41, 620ā627. 10.2135/cropsci2001.413620x
98
RungjindamaiN.PinruanU.ChoeyklinR.HattoriT.JonesE. B. G. (2008). Molecular characterization of basidiomycetous endophytes isolated from leaves, rachis and petioles of the oil palm, Elaeis guineensis. Fungal Divers.33, 139ā161.
99
SantosM.DianezF.MinanoJ.MarinF.MartinezS.de CaraM.et al. (2009). First report of Erwinia aphidicola from Phaseolus vulgaris and Pisum sativum in Spain. Plant Pathol.58, 1171ā1171. 10.1111/j.1365-3059.2009.02106.x
100
SapkotaR.KnorrK.JorgensenL. N.O'HanlonK. A.NicolaisenM. (2015). Host genotype is an important determinant of the cereal phyllosphere mycobiome. New Phytol.207, 1134ā1144. 10.1111/nph.13418
101
ScarpariM.BelloC.PietricolaC.ZaccariaM.BertocchiL.AngelucciA.et al. (2014). Aflatoxin control in maize by Trametes versicolor. Toxins6, 3426ā3437. 10.3390/toxins6123426
102
ScherwinskiK.GroschR.BergG. (2008). Effect of bacterial antagonists on lettuce: active biocontrol of Rhizoctonia solani and negligible, short-term effects on nontarget microorganismsFEMS Microbiol. Ecol.64, 106ā116. 10.1111/j.1574-6941.2007.00421.x
103
SchulzB.BoyleC. (2005). The endophytic continuum. Mycol. Res.109, 661ā686. 10.1017/S095375620500273X
104
ShadeA.JonesS. E.CaporasoJ. G.HandelsmanJ.KnightR.FiererN.et al. (2014). Conditionally rare taxa disproportionately contribute to temporal changes in microbial diversity. MBio5, e01371āe01314. 10.1128/mbio.01371-14
105
SieberT. N. (2007). Endophytic fungi in forest trees: are they mutualists?Fungal Biol. Rev.21, 75ā89. 10.1016/j.fbr.2007.05.004
106
SieberT. N.RiesenT. K.MullerE.FriedP. M. (1988). Endophytic fungi in four winter wheat cultivars (Triticum aestivum L.) differing in resistance against Stagonospora nodorum (Berk.) Cast. and Germ. = Septoria nodorum (Berk.)Berk. J. Phytopathol.122, 289ā306. 10.1111/j.1439-0434.1988.tb01021.x
107
SipV.ChrpovaJ.ZofajovaA.PankovaK.UzikM.SnapeJ. W. (2009). Effects of specific Rht and Ppd alleles on agronomic traits in winter wheat cultivars grown in middle Europe. Euphytica172, 221ā233. 10.1007/s10681-009-0049-7
108
SmitsT. H. M.RezzonicoF.KamberT.GoesmannA.IshimaruC. A.StockwellV. O.et al. (2010). Genome sequence of the biocontrol agent Pantoea vagans strain C9-1. J. Bacteriol.192, 6486ā6487. 10.1128/JB.01122-10
109
StrobelG.DaisyB. (2003). Bioprospecting for microbial endophytes and their natural products. Microbiol. Mol. Biol. Rev.67, 491ā502. 10.1128/MMBR.67.4.491-502.2003
110
TaheriA. E.HamelC.GanY. T.VujanovicV. (2011). First report of Fusarium redolens from Saskatchewan and its comparative pathogenicity. Can. J. Plant Pathol.33, 559ā564. 10.1080/07060661.2011.620631
111
TelleriaM. T.DuenasM.MeloI.MartinM. P. (2010). Morphological and molecular studies of Hyphodermella in the Western Mediterranean area. Mycol. Prog.9, 585ā596. 10.1007/s11557-010-0666-5
112
ThioulouseJ.ChesselD.DoledecS.OlivierJ. M. (1997). ADE-4: a multivariate analysis and graphical display software. Stat. Comput.7, 75ā83. 10.1023/A:1018513530268
113
VelĆ”zquez-SepĆŗlvedaI.Orozco-MosquedaM. C.Prieto-BarajasC. M.SantoyoG. (2012). Bacterial diversity associated with the rhizosphere of wheat plants (Triticum aestivum): Toward a metagenomic analysis. Phyton81, 81ā87.
114
VilgalysR.HesterM. (1990). Rapid genetic identification and mapping of enzymatically amplified ribosomal DNA from several Cryptococcus species. J. Bacteriol.172, 4238ā4246.
115
VilgalysR.SunB. L. (1994). Ancient and recent patterns of geographic speciation in the oyster mushroom Pleurotus revealed by phylogenetic analysis of ribosomal DNA sequences. Proc. Natl. Acad. Sci. U.S.A.91, 4599ā4603. 10.1073/pnas.91.10.4599
116
VossH. H.HolzapfelJ.HartlL.KorzunV.RabensteinF.EbmeyerE.et al. (2008). Effect of the Rht-D1 dwarfing locus on Fusarium head blight rating in three segregating populations of winter wheat. Plant Breed.127, 333ā339. 10.1111/j.1439-0523.2008.01518.x
117
VujanovicV.MavraganiD.HamelC. (2012). Fungal communities associated with durum wheat production system: a characterization by growth stage, plant organ and preceding crop. Crop Prot.37, 26ā34. 10.1016/j.cropro.2012.02.006
118
WearnJ. A.SuttonB. C.MorleyN. J.GangeA. C. (2012). Species and organ specificity of fungal endophytes in herbaceous grassland plants. J. Ecol.100, 1085ā1092. 10.1111/j.1365-2745.2012.01997.x
119
WellerD. M.CookR. J. (1983). Suppression of take-all of wheat by seed treatments with fluorescent pseudomonads. Phytopathology73, 463ā469. 10.1094/Phyto-73-463
120
WhiteT. J.BrunsT.TaylorJ. (1990). Amplification and direct sequencing of fungal ribosomal RNA genes for phylogenetics in PCR Protocols ā a Guide to Methods and Application, eds InnisM. A.GelfandD. H.SninskyJ. J.WhiteT. J. (San Diego, CA: Academic Press), 315ā322.
121
WieseM. V. (1987). Compendium of Wheat Diseases, 2nd Edn. St Paul, MN: American Phytopathological Society.
122
WilsonD. (1995). Endophyte - the evolution of a term, and clarification of its use and definition. Oikos73, 274ā276. 10.2307/3545919
123
WilsonK. H.BlitchingtonR. B.GreeneR. C. (1990). Amplification of bacterial 16S ribosomal DNA with polymerase chain reaction. J. Clin. Microbiol.28, 1942ā1946.
124
XuX.NicholsonP. (2009). Community ecology of fungal pathogens causing wheat head blight. Annu. Rev. Phytopathol.47, 83ā103. 10.1146/annurev-phyto-080508-081737
125
YinC.HulbertS. H.SchroederK. L.MavrodiO.MavrodiD.DhingraA.et al. (2013). Role of bacterial communities in the natural suppression of Rhizoctonia solani bare patch disease of wheat (Triticum aestivum L.). Appl. Environ. Microbiol.79, 7428ā7438. 10.1128/AEM.01610-13
126
ZadoksJ. C.ChangT. T.KonzakC. F. (1974). A decimal code for the growth stages of cereals. Weed Res.14, 415ā421. 10.1111/j.1365-3180.1974.tb01084.x
127
ZareL. (2013). The casual agent of barley black point disease in certified seed loads in Iran. Intl J Agri Crop Sci.5, 332ā335.
128
ZhangY. Z.WangE. T.LiM.LiQ. Q.ZhangY. M.ZhaoS. J.et al. (2011). Effects of rhizobial inoculation, cropping systems and growth stages on endophytic bacterial community of soybean roots. Plant Soil347, 147ā161. 10.1007/s11104-011-0835-6
129
ZhangZ.NanZ. (2014). Erwinia persicina, a possible new necrosis and wilt threat to forage or grain legumes production. Eur. J. Plant Pathol.139, 349ā358. 10.1007/s10658-014-0390-0
130
ZhaoY.SelvarajJ. N.XingF.ZhouL.WangY.SongH. M.et al. (2014). Antagonistic action of Bacillus subtilis strain SG6 on Fusarium graminearum. PLoS ONE9:e92486. 10.1371/journal.pone.0092486
131
ZimmermanN. B.VitousekP. M. (2012). Fungal endophyte communities reflect environmental structuring across a Hawaiian landscape. Proc. Natl. Acad. Sci. U.S.A.109, 13022ā13027. 10.1073/pnas.1209872109
132
ZinnielD. K.LambrechtP.HarrisN. B.FengZ.KuczmarskiD.HigleyP.et al. (2002). Isolation and characterization of endophytic colonizing bacteria from agronomic crops and prairie plants. Appl. Environ. Microbiol.66, 2198ā2208. 10.1128/AEM.68.5.2198-2208.2002
Summary
Keywords
fungi, bacteria, Triticum aestivum, diversity, microbial communities, biological control agents
Citation
Comby M, Lacoste S, Baillieul F, Profizi C and Dupont J (2016) Spatial and Temporal Variation of Cultivable Communities of Co-occurring Endophytes and Pathogens in Wheat. Front. Microbiol. 7:403. doi: 10.3389/fmicb.2016.00403
Received
08 February 2016
Accepted
14 March 2016
Published
31 March 2016
Volume
7 - 2016
Edited by
Vijai Kumar Gupta, National University of Ireland, Galway, Ireland
Reviewed by
Ernesto P. Benito, Universidad de Salamanca, Spain; Jon Y. Takemoto, Utah State University, USA
Updates
Copyright
Ā© 2016 Comby, Lacoste, Baillieul, Profizi and Dupont.
This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Joƫlle Dupont jdupont@mnhn.fr
This article was submitted to Fungi and Their Interactions, a section of the journal Frontiers in Microbiology
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