Literature DB >> 35935891

Genome-scale phylogenies reveal relationships among Parastagonospora species infecting domesticated and wild grasses.

D Croll1, P W Crous2,3, D Pereira4,5,6, E A Mordecai7, B A McDonald4, P C Brunner4.   

Abstract

Several plant pathogenic Parastagonospora species have been identified infecting wheat and other cereals over the past 50 years. As new lineages were discovered, naming conventions grew unwieldy and the relationships with previously recognized species remained unclear. We used genome sequencing to clarify relationships among these species and provided new names for most of these species. Six of the nine described Parastagonospora species were recovered from wheat, with five of these species coming from Iran. Genome sequences revealed that three strains thought to be hybrids between P. nodorum and P. pseudonodorum were not actually hybrids, but rather represented rare gene introgressions between those species. Our data are consistent with the hypothesis that P. nodorum originated as a pathogen of wild grasses in the Fertile Crescent, then emerged as a wheat pathogen via host-tracking during the domestication of wheat in the same region. The discovery of a diverse array of Parastagonospora species infecting wheat in Iran suggests that new wheat pathogens could emerge from this region in the future. Citation: Croll D, Crous PW, Pereira D, et al. 2021. Genome-scale phylogenies reveal relationships among Parastagonospora species infecting domesticated and wild grasses. Persoonia 46: 116-128. https://doi.org/10.3767/persoonia.2021.46.04.
© 2021 Naturalis Biodiversity Center & Westerdijk Fungal Biodiversity Institute.

Entities:  

Keywords:  host range; leaf and glume blotch of wheat; new taxa; pathogen emergence; taxonomy

Year:  2021        PMID: 35935891      PMCID: PMC9311395          DOI: 10.3767/persoonia.2021.46.04

Source DB:  PubMed          Journal:  Persoonia        ISSN: 0031-5850            Impact factor:   11.658


INTRODUCTION

Parastagonospora nodorum is an important wheat pathogen with a global distribution. It has been subjected to intensive population genetic analyses using a variety of genetic markers, including RFLPs in nuclear and mitochondrial genomes (Keller et al. 1997, Sommerhalder et al. 2007), microsatellites (SSRs; Stukenbrock et al. 2006), sequences of genes encoding important traits like virulence (Stukenbrock et al. 2007b, Ghaderi et al. 2020) and fungicide sensitivity (Pereira et al. 2017) as well as entire genome sequences (Richards et al. 2019, Pereira et al. 2020a, c). These studies revealed that P. nodorum populations are characterized by regular recombination, high levels of gene flow, high effective population sizes, and varying frequencies of effector genes encoding host-selective toxins (McDonald et al. 2013). Analyses of several field populations from Iran indicated that P. nodorum most likely originated in the Fertile Crescent (McDonald et al. 2012, Ghaderi et al. 2020), the same region where wheat was domesticated (Salamini et al. 2002), providing support for the hypothesis that this pathogen emerged through host-tracking (Stukenbrock et al. 2008). Analyses of DNA sequences revealed that several different Parastagonospora lineages can be found on wheat in Iran, including one species that was also found infecting wheat in other geographical regions, as well as new lineages that had not previously been found on wheat (McDonald et al. 2012). Some lineages were also suspected to be of hybrid origin (McDonald et al. 2012), which suggested there may be significant uncertainty associated with resolving phylogenetic relationships among these lineages based on a small number of gene sequences. Here, we used genome sequences to identify thousands of orthologous gene sequences to build a phylogenomic tree among these wheat-infecting species and place them into a larger context that includes Parastagonospora species found on wild grasses in the Fertile Crescent and other continents (Appendix).
Appendix

Maximum likelihood phylogenetic tree based on ITS sequences of 26 known Parastagonospora species. Additional ITS sequences were obtained from Goonasekara et al. (2019), Marin-Felix et al. (2019) and Brahmanage et al. (2020).

The different pathogens in the Parastagonospora complex (previously Phaeosphaeria) causing cereal diseases were originally defined based on spore morphology, host specialization and the formation of sexual ascomata (Shaw 1957a, b). Isolates that were most aggressive on wheat and showed heterothallic mating type behaviour formed the group now called P. nodorum. Isolates collected from oats or other hosts were initially named Leptosphaeria avenaria, with the species name reflecting the host preference. Subsequent DNA-based analyses supported placing this group into the Phaeosphaeriaceae and it was renamed Phaeosphaeria avenaria. A third group of isolates were morphologically similar to P. avenaria, but were not able to infect oats, instead being weakly aggressive on wheat. This group was named Phaeosphaeria avenaria f. sp. tritici (Pat) (Ueng et al. 1995). Further analyses that provided additional evidence for host specialization (Martin & Cooke 1979, Osbourn et al. 1986, Cunfer & Ueng 1999) and genetic differences between host specialized forms (Ueng & Chen 1994, Ueng et al. 1998, Malkus et al. 2005) led to splitting Pat into three groups called Pat-1, Pat-2 and Pat-3. These early phylogenetic studies, which often relied on analyzing a single genetic locus and a small number of isolates, gave inconsistent results. A more recent study (McDonald et al. 2012) that included more than 350 globally distributed Parastagonospora strains and sequences of five different genes (both mating type loci, ITS, B-tubulin and B-xylosidase) led to the discovery of new Pat lineages infecting other grass species in Iran and North America. This dataset also identified 14 strains in Canada and Iran that appeared to be hybrids between Pat-1 and P. nodorum, suggesting that species boundaries may be permeable. The Iranian wheat fields were colonized mainly by P. nodorum and Pat-1, but also by two other Parastagonospora species identified earlier (McDonald et al. 2012) and a new species discovered in this analysis. A recent study used ITS sequences to identify a clade of Parastagonospora strains infecting native Stipa pulchra grass in California (Spear & Mordecai 2018). The affiliation of this clade to the other Parastagonospora species found on grasses was not known, but we hypothesized that this species may have emerged through the mechanism of ‘spill-back’, where a pathogen specialized to infect a host – often a domesticated host – in one location is introduced into a new location and becomes adapted to a new host – often a native, wild species (Kelly et al. 2009). An example of spill-back in plant pathology is the adaptation of Rhynchosporium graminicola to infect wild barley (Hordeum spontaneum) in northern Africa thousands of years after its emergence as a pathogen of cultivated barley (Hordeum vulgare) in northern Europe (Kiros-Meles et al. 2011). We utilized a genome-scale dataset and a wide array of Parastagonospora species to explore the phylogenetic relationships among these species and to better define the species boundaries. Based on our findings, we propose names for seven new Parastagonospora species. We also sought to determine whether the putative Pat-1/P. nodorum hybrid strains identified based on analyzing five genes were truly hybrids. Finally, we explored the hypothesis that the Parastagonospora strains found on wild Stipa could have originated via spill-back from P. nodorum strains infecting wheat in California.

MATERIALS AND METHODS

Isolates

Twenty-two of the analyzed Parastagonospora strains were isolated from wheat, including four strains originating from global collections of P. nodorum that were already analyzed for both phenotypes and entire genome sequences (Pereira et al. 2020a, b, c). Seven strains came from other grass hosts and had previously been analyzed using a limited number of conserved gene sequences (McDonald et al. 2012), but had not previously been genome sequenced. We included representatives of most of the known Phaeosphaeria avenaria f. sp. tritici (Pat) clades that were identified by plant pathologists over the last three decades. Parastagonospora stipae isolates were obtained from wild Stipa pulchra in the Jasper Ridge Biological Preserve, San Mateo County, California during a survey of naturally occurring foliar fungal pathogens in the summer of 2015 (Spear & Mordecai 2018). A summary of the isolates included in these analyses is shown in Table 1.
Table 1

Parastagonospora isolates that were included in phylogenetic analyses. All isolates were analyzed using complete genome sequences except for the three P. stipae strains that were analyzed using five AFTOL genes. NCBI GenBank or Sequence Read Archive (SRA) accession numbers are provided.

SpeciesOriginal accession no. (original species name, associated publication)Culture collection no.1Geographical originHostCollectorYearNCBI GenBank / SRA accession
P. arcana IR_G2.1A (P. nodorum, McDonald et al. 2012)CPC 36218, CBS 146965IranTriticum aestivum leafM. Razavi2005SRR11074990
P. avenae BARKER (Parastagonospora avenaria, McDonald et al. 2012)CPC 36201, CBS 146876Australia Avena sativa K. Clarke2009SRR11075041
NY_391 (P. nodorum, Stukenbrock et al. 2006)CPC 36222New York USA Triticum aestivum G. Bergstrom1991SRR11075100
P. bromicola 83.6011.2 (Pat-5, McDonald et al. 2012)CPC 36214, CBS 146870North Dakota USA Bromus inermis J. Krupinsky1983SRR11075116
82.4841 (Pat-5, McDonald et al. 2012)North Dakota USA Bromus inermis J. Krupinsky1983SRR11075117
P. dactylidigena IR_2_1.1 (Pat-4, McDonald et al. 2012)Iran Dactylis glomerata M. Razavi2011SRR11075010
IR_2_5.2 (Pat-4, McDonald et al. 2012)CPC 36213, CBS 146869Iran Dactylis glomerata M. Razavi2011SRR11075003
P. golestanensis IR_7_2.3 (Pat-6, McDonald et al. 2012)Iran Dactylis glomerata M. Razavi2011SRR11075005
IR_6_1.1 (Pat-6, McDonald et al. 2012)CPC 36217, CBS 146871Iran Agropyron tauri M. Razavi2011SRR11075004
P. jasniorum IR_A1_3.1A (P-2, McDonald et al. 2012)CPC 36200, CBS 146866IranTriticum aestivum leafM. Razavi2005SRR11075006
IR_H6.2B (P-2, McDonald et al. 2012)IranTriticum aestivum leafM. Razavi2005SRR11075007
P. nodorum IR_B2.1B (P. nodorum, McDonald et al. 2012)CPC 36202, CBS 146873IranTriticum aestivum leafM. Razavi2005SRR11074999
IR_2.1A (P. nodorum, McDonald et al. 2012)IranTriticum aestivum seedM. Razavi2010SRR11075002
CASSILS (Pat-1/P. nodorum hybrid, McDonald et al. 2012)CanadaTriticum aestivum seedR. Clear2005SRR11075038
SA 10 (P. nodorum, Pereira et al. 2020a)South AfricaTriticum aestivum leafZ. Pretorius2007SRR11074975
CH 1A9A (P. nodorum, Pereira et al. 2020a)SwitzerlandTriticum aestivum leafS. Keller1994SRR11075141
AUS 1A3 (P. nodorum, Pereira et al. 2020a)AustraliaTriticum aestivum leafB. McDonald2001SRR11075148
TX_XA2.1 (P. nodorum, Pereira et al. 2020a)United StatesTriticum aestivum leafB. McDonald1992SRR11075068
P. pseudonodorum AYLSHAM (Pat-1, McDonald et al. 2012)CanadaTriticum aestivum seedR. Clear2005SRR11075040
BRIERCREST (Pat-1, McDonald et al. 2012)CanadaTriticum aestivum seedR. Clear2005SRR11075039
IR_5.2B (Pat-1, McDonald et al. 2012)CPC 36208, CBS 146867IranTriticum aestivum seedM. Razavi2010SRR11075009
JANSEN4 (Pat-1/P. nodorum hybrid, McDonald et al. 2012)CanadaTriticum aestivum seedR. Clear2005SRR11075037
HARTNEY (Pat-1/P. nodorum hybrid, McDonald et al. 2012)CanadaTriticum aestivum seedR. Clear2005SRR11075036
P. stipae Mordecai_1418CPC 36223, CBS 146872California USAStipa pulchra leafE. Mordecai and E. Spear2015MW263182
MW263179
MW263168
MW263174
MW263171
Mordecai_1617California USAStipa pulchra leafE. Mordecai and E. Spear2015MW263184
MW263181
MW263170
MW263176
MW263173
Mordecai_1522California USAStipa pulchra leafE. Mordecai and E. Spear2015MW263183
MW263180
MW263169
MW263175
MW263172
P. zildae IR_B4.2A (P-1, McDonald et al. 2012)CPC 36198, CBS 146864IranTriticum aestivum leafM. Razavi2005SRR11075008
IR_H4.1A (P-1, McDonald et al. 2012)IranTriticum aestivum, leafM. Razavi2005SRR11074987
IR_C2.2BIranTriticum aestivum, leafM. Razavi2005SRR11074976
IR_C2.2ACPC 36221, CBS 146865IranTriticum aestivum, leafM. Razavi2005SRR11074977

1 CBS: Westerdijk Fungal Biodiversity Institute, Utrecht, The Netherlands; CPC: Culture collection of Pedro Crous, housed at CBS.

For strains included in morphological analyses, single conidial colonies were established by excising 2 × 2 mm tissue pieces from the leading margin of disease, surface sterilizing them in sequential baths of alcohol and bleach, and plating it onto 2 % malt extract agar (MEA) with chloramphenicol. These isolates were then sub-cultured to obtain axenic cultures. Cultures were maintained in Petri dishes sealed with parafilm at room temperature in the laboratory. Colonies were sub-cultured on 2 % potato-dextrose agar (PDA), oatmeal agar (OA), MEA, autoclaved Triticum and Hordeum seed and leaves on synthetic nutrient-poor agar (SNA) (Crous et al. 2019), and incubated at 25 °C under continuous near-ultraviolet light to promote sporulation. Reference strains and specimens of the studied fungi are maintained in the CBS culture collection (CBS) of the Westerdijk Fungal Biodiversity Institute (WI), Utrecht, the Netherlands.

Culturing, DNA extraction, and whole-genome sequencing

All isolates were initially established from single-spore isolations. Four-day-old colonies growing on PDA media were harvested for mycelial fragments and transferred to 50 mL Potato Dextrose Broth (PDB) media. The transferred fragments were cultured 4–6 d at 24 °C at 120 rpm. Sterile cheesecloth was used for filtering and the fungal material was then lyophilized at room temperature for 72 h. DNA extractions were performed from dried material with the DNeasy Plant Mini Kit (Qiagen) following the manufacturer’s protocol. Genomic DNA was sequenced on the Illumina HiSeq 2500 platform with a paired-end 100 bp cycle protocol. Library preparation and sequencing was performed by the Functional Genomics Center Zurich (FGCZ). Raw sequence reads were deposited in the NCBI Sequence Read Archive (SRA) under the BioProject PRJNA606320 (Pereira et al. 2020a, c). Sequencing reads of additional genomes were retrieved from BioProject accessions SRP155908, SRP159197 (Syme et al. 2018, Richards et al. 2019).

Genome assembly and gene annotation

Draft genome assemblies were produced for each isolate using SPAdes v. 3.14.1 (Bankevich et al. 2012) with the --careful option and a pre-determined kmer range of 21,33,55,66,99,127 (the latter kmer was omitted if the read length was 100 bp). Assemblies were quality checked using Quast v. 5.0.2 (Gurevich et al. 2013). To train accurate gene predictions, RNAseq data from the P. nodorum reference genome strain SN15 was retrieved from the NCBI Sequence Read Archive (Jones et al. 2019). The datasets SRR11785359, SRR11785360, SRR11785362 matching the wild-type genotype of SN15 were used. All transcriptomic reads were aligned to the reference genome of P. nodorum SN15 (Hane et al. 2007) using STAR v. 2.7.5a (Dobin et al. 2013). bam2hints included in Augustus v. 3.3.3 was used to retrieve intron splice site hints and filtered for a minimum read support of 10 (Stanke & Morgenstern 2005). Intron splice site hints were used for a comprehensive gene model training using Braker v. 2.1.5 including GeneMark-ET and Augustus v. 3.3.3 (Stanke & Morgenstern 2005, Hoff et al. 2019). After successful gene model training, Augustus v. 3.3.3 was used to annotate all assembled genomes with ‘--alternatives-from-evidence=false’ and ‘--UTR=off’. Predicted protein sequences were retrieved from each genome for downstream analyses.

Orthology analyses of maximum-likelihood tree reconstruction

Orthology relationships were established among all assembled genomes as well as genomes from representative ascomycetes retrieved from Fungal Ensembl Genome (release 47) using a script provided by G. Leonard (https://github.com/guyleonard/get_jgi_genomes). Sets of protein sequences were used for pairwise BLAST analyses and ortholog reconstruction using Orthofinder v. 2.4.0 (Emms & Kelly 2019). The default inflation index of 1.5 was used and set the sequence alignment procedure to ‘msa’, which uses mafft with --maxiterate 1000 to generate sequence alignments of each orthogroup (Katoh & Standley 2013). A concatenated alignment was retrieved of all single-copy orthogroups (n = 2425) with a minimum of 98.0 % of species having single-copy genes in any orthogroup. Maximum likelihood tree searches were performed with a randomized parsimony starting tree, a general time reversible (GTR) protein model with unequal rates and unequal base frequencies using raxml-ng 0.9.0 (Kozlov et al. 2019). Felsenstein bootstrap replicates (n = 100) were performed and the final tree was produced using ggtree (Yu 2020).

Sequencing of fungal barcoding genes, cleaning, concatenation and phylogeny

Primers for the AFTOL (Assembling the Fungal Tree of Life) genes (ITS, LSU, RPB1, RPB2, TEF1) were designed using the software Primer3 (Untergasser et al. 2012) based on the reference genome of the SN15 isolate (Hane et al. 2007). The genes were amplified in P. stipae isolates with conditions for PCR amplification as follows: 96 °C for 2 min, 35 cycles at 96 °C for 30 s, 56 °C for 30 s, 72 °C for 1 min, and a final step at 72 °C for 5 min. Amplified products were purified using manufacturer protocols for illustra Sephadex G-50 fine DNA Grade Column (GE Healthcare, Pittsburgh, USA) and sequenced in an ABI 3130xl Genetic Analyzer (Life Technologies, Applied Biosystems). Raw Sanger sequence reads of each primer were checked for quality and assembled into final gene sequences using Geneious v. 9.1.8 (Biomatters, Auckland, New Zealand). Gene sequences for ITS, LSU, RPB2 and TEF1 were available for P. phragmitis and P. novozelandica (Marin-Felix et al. 2019). Nucleotide sequences for the remaining species were extracted from the genome sequences available. Final datasets were obtained after a concatenation step using the MAFFT online tool v. 7.0 (Katoh et al. 2019). The concatenated dataset files were used to reconstruct maximum likelihood trees also in RaxML v. 8.0 (Stamatakis 2014).

Morphology

Representative strains were morphotyped for a series of morphological characters. Slide preparations were mounted in Shear’s mounting fluid from colonies sporulating on MEA, PDA, OA or leaf tissue on SNA. Observations were made with a Nikon SMZ25 dissection-microscope, and with a Zeiss Axio Imager 2 light microscope using differential interference contrast (DIC) illumination and images recorded on a Nikon DS-Ri2 camera with associated software. Colony characters and pigment production were noted after 2–4 wk of growth on MEA, PDA and OA (Crous et al. 2019) incubated at 25 °C. Colony colours (surface and reverse) were scored using the colour charts of Rayner (1970).

RESULTS

The genome-scale tree resolved nine distinct Parastagonospora species (Fig. 1). Parastagonospora nodorum isolates from wheat fields on four continents (Africa, North America, Europe, Australia) formed a single well-resolved clade that was most closely related to P. pseudonodorum (previously named Pat-1), P. bromicola (previously Pat-5), P. dactylidigena (previously Pat-4) and P. avenae (previously Phaeosphaeria avenaria). Considerable differences were found between the two P. avenae strains, which may reflect additional cryptic species in this clade. More distant from P. nodorum were P. golestanensis (previously Pat-6), P. zildae (previously P-1), P. jasniorum (previously P-2) and P. arcana. Five of these species (P. arcana, P. jasniorum, P. nodorum, P. pseudonodorum, P. zildae) were found infecting wheat in Iran and P. avenae was found infecting wheat in North America, indicating that at least six species in the Parastagonospora clade can infect wheat.
Fig. 1

Maximum likelihood phylogenomic tree generated from a concatenated alignment of sets of orthologous protein sequences retrieved from Parastagonospora draft genomes and representative ascomycetes. A total of 2 425 single-copy orthologs with ≥ 98.0 % of the species included were retained. The tree was estimated based on the general time reversible (GTR) protein model and branch support corresponds to Felsenstein bootstrap values (n = 100). Bootstrap values below 98 % were omitted. The root was defined as the node connecting Tuber melanosporum. Genome sequences outside of the Parastagonospora genus were retrieved from Ensembl Fungi (https://fungi.ensembl.org/index.html).

Because we did not obtain genome sequences for any of the P. stipae isolates, we constructed a new phylogenetic tree using concatenated ITS, LSU, RPB1, RPB2 and TEF1a sequences for all of the Parastagonospora species (Fig. 2a). Many of the species relationships indicated in the genome-scale phylogenetic tree were also found in the tree based on these five AFTOL genes. This tree indicated that P. stipae was distinct from the other species, but was most closely related to P. avenae.
Fig. 2

Maximum likelihood phylogenetic trees. a. Phylogenetic tree generated from a concatenated alignment of ITS, LSU, RPB1, RPB2 and TEF1a nucleotide sequences that include Parastagonospora stipae; b. phylogenetic tree generated from a concatenated alignment of ITS, LSU, RPB2 and TEF1 sequences that includes Parastagonospora phragmitis and P. novozelandica.

Parastagonospora phragmitis and P. novozelandica are two recently described Parastagonospora species infecting wild grasses in Australia and New Zealand, respectively (Marin-Felix et al. 2019). Their relationship to the nine Parastagonospora species described here was determined based on concatenated ITS, LSU, RPB2, TEF1a sequences (Fig. 2b). Many of the species relationships indicated in the genome-scale phylogenetic tree were also found in the tree based on these four AFTOL genes. This tree indicated that P. phragmitis and P. novozelandica were separate species that were most closely related to P. golestanensis, while P. stipae was most closely related to P. nodorum and a P. avenae strain isolated from wheat in New York.

Taxonomy

Based on morphology and a multi-locus phylogeny of the isolates studied, nine Parastagonospora species are recognized, of which seven are newly described. In total, 26 species of Parastagonospora are presently known from DNA sequence data (Appendix). B.A. McDonald, P.C. Brunner, Croll, D. Pereira & Crous, sp. nov. — MycoBank MB838010; Fig. 3
Fig. 3

Parastagonospora arcana (CPC 36221). a. Ascomata developing on PDA; b–d. asci, ascospores and pseudoparaphyses. — Scale bars: a = 250 μm, all others = 10 μm.

Etymology. arcanus = secret or mystery, reflecting the fact that this species was previously assumed to be P. nodorum. Typus. IRAN, Golestan Province, on infected glume of Triticum aestivum, 2005, M. Razavi (holotype CBS H-24479, cultures ex-type CPC 36218 = IR_G2.1A = CBS 146965). Ascocarps pseudothecial, solitary, erumpent, globose, brown to dark brown, 200–250 μm diam; wall of 3–6 layers of brown textura angularis; ostiole central, not to slightly papillate. Asci 70–95 × 8–10 μm, bitunicate, subcylindrical, straight to slightly curved, short stipitate, 8-spored, with well-defined apical chamber, 1–1.5 μm diam. Pseudoparaphyses filiform, hyaline, septate, hyphae-like, unbranched, rarely anastomosing, 2–2.5 μm diam. Ascospores bi- to triseriate in asci, fusoid, guttulate, pale brown, smooth, widest in penultimate cell, becoming slightly constricted at septa with age, (24–)25–28(–32) × (4–)5(–5.5) μm, 5-septate. Cultural characteristics — Colonies covering dish after 2 wk at 25 °C in the dark, smooth, with even margin, and moderate to fluffy aerial mycelium. On MEA surface pale olivaceous grey, reverse isabelline; on PDA surface pale olivaceous grey, reverse isabelline; on OA surface pale olivaceous grey. Notes — Parastagonospora arcana is sister to P. zildae (98.4 % identity based on ITS) and confirmed as distinct based on the multigene dataset. Both species only produced a sexual morph in culture. Morphologically, the two species are very similar, and are best distinguished based on their DNA data. (A.B. Frank) Quaedvlieg et al., Stud. Mycol. 75: 362. 2013 — Fig. 4
Fig. 4

Parastagonospora avenae (CPC 36201). a. Conidiomata developing on PDA; b. conidiomal wall with conidiogenous cells; c. close-up of conidiogenous cells giving rise to conidia; d. conidia. — Scale bars: a = 100 μm, b = 50 um, c–d = 10 μm.

Basionym. Septoria avenae A.B. Frank, Ber. Deutsch. Bot. Ges. 13: 64. 1895. Synonyms. Stagonospora avenae (A.B. Frank) Bissett (as ‘avena’), Fungi Canadenses, Ottawa 239: 1. 1982. Leptosphaeria avenaria G.F. Weber, Phytopathology 12: 449. 1922. Phaeosphaeria avenaria (G.F. Weber) O.E. Erikss., Ark. Bot., Ser. 2 6: 408. 1967. Pleospora tritici Garov., Arch. Triennale Lab. Bot. Crittog. 1: 123. 1874. Spermatogonia solitary to aggregated, globose, brown, 60–90 μm diam with central ostiole; wall of 3–6 layers of brown textura angularis. Spermatophores reduced to spermatogenous cells. Spermatogenous cells hyaline, smooth, ampulliform, 7–10 × 3–5 μm, with indistinct apical percurrent proliferation. Spermatia solitary, hyaline, smooth, guttulate, subcylindrical with obtuse apex and truncate base, aseptate, 4–6 × 2 μm. Culture characteristics — Colonies flat, spreading, reaching 60 mm diam after 2 wk, with moderate aerial mycelium, and even, smooth margins. On MEA, PDA and OA surface and reverse ochreous. Material examined. AUSTRALIA, Mt Barker, on Avena sativa, 2009, K. Clarke, specimen CBS H-2439, culture CPC 36201 = avenaria_BARKER = CBS 146876. Notes — Bissett (1982) noted that conidia in vivo can be (1–)3(–7)-septate, 17–46 × 2.6–4.4 (av. 33 × 3.5) μm in size. Unfortunately, no conidiomata were observed in culture as the present strain only formed spermatogonia. B.A. McDonald, P.C. Brunner, Croll, D. Pereira & Crous, sp. nov. — MycoBank MB838011; Fig. 5
Fig. 5

Parastagonospora bromicola (CPC 36214). a. Conidiomata developing on PDA; b. conidioma with oozing conidia; c. conidiogenous cells giving rise to conidia; d. conidia. — Scale bars: a = 200 μm, all others = 10 μm.

Etymology. Name reflects the host genus it was isolated from, Bromus. Typus. USA, North Dakota, on Bromus inermis, 1983, J. Krupinsky, USDA-ARS (holotype CBS H-24387, cultures ex-type CPC 36214 = Pat-5 83.6011.2 = CBS 146870). Conidiomata solitary, pycnidial, dark brown to black, globose, 150–200 μm diam, with central ostiole; wall with 3–6 layers of pale brown textura angularis. Conidiophores reduced to conidiogenous cells lining the inner cavity. Conidiogenous cells hyaline, smooth, ampulliform to subcylindrical, 4–6 × 4–5 μm, proliferating percurrently at apex. Conidia solitary, hyaline, smooth, guttulate, subcylindrical, straight to slightly curved, apex subobtuse, base truncate, 2 μm diam, 1(–3)-septate, (12–)14–16(–18) × (2–)2.5–3 μm. Culture characteristics — Colonies flat, spreading, covering dish after 2 wk, with moderate aerial mycelium, and even, lobate margins. On MEA surface luteous, reverse ochreous; on PDA surface smoke grey, outer region olivaceous grey, reverse olivaceous grey; on OA surface saffron. Notes — Parastagonospora bromicola occurs on Bromus, and has smaller conidia than are commonly associated with taxa in the P. nodorum complex. B.A. McDonald, P.C. Brunner, Croll, D. Pereira & Crous, sp. nov. — MycoBank MB838012; Fig. 6
Fig. 6

Parastagonospora dactylidigena (CPC 36213). a. Conidiomata developing on PDA; b–c. conidiogenous cells giving rise to conidia; d. conidia. — Scale bars: a–c = 200 μm, all others = 10 μm.

Etymology. Name reflects the host genus it was isolated from, Dactylis. Typus. IRAN, Golestan Province, on Dactylis glomerata, 2011, M. Razavi (holotype CBS H-24386, cultures ex-type CPC 36213 = Pat-4 IR_2_5.2 = CBS 146869). Conidiomata solitary, pycnidial, brown, globose, 250–350 μm diam, with central ostiole; wall with 3–6 layers of pale brown textura angularis. Conidiophores reduced to conidiogenous cells lining the inner cavity. Conidiogenous cells hyaline, smooth, ampulliform to subcylindrical, 5–7 × 4–5 μm, proliferating percurrently at apex. Conidia solitary, hyaline, smooth, guttulate, subcylindrical, straight to slightly curved, apex sub-obtuse, base truncate, 2.5–3.5 μm diam, 3(–6)-septate, (25–)30–37(–42) × 4(–5) μm. Culture characteristics — Colonies flat, spreading, covering dish after 2 wk, with moderate aerial mycelium, and even, lobate margins. On MEA surface luteous buff, reverse orange; on PDA surface luteous buff, reverse saffron; on OA surface luteous buff. Notes — Li et al. (2015) described several species of Parastagonospora from Dactylis collected in Italy, namely P. allouniseptata (conidia 1-septate, 16–22 × 2.5–3.5 μm), P. dactylidigena (conidia 3-septate, 25–40 × 4–5.5 μm), P. minima (conidia 3-septate, 20–28 × 3.5–4.5 μm) and P. italica (conidia 3-septate, 25–32 × 3–4 μm). An additional three sexual species were subsequently described from this host, namely P. campignensis (Li et al. 2016), P. fusiformis and P. poaceicola (Thambugala et al. 2017). Parastagonospora dactylidigena which also occurs on Dactylis, is phylogenetically distinct, and morphologically easily distinguished from these taxa and those in the P. nodorum complex, based its multiseptate, longer conidia. B.A. McDonald, P.C. Brunner, Croll, D. Pereira & Crous, sp. nov. — MycoBank MB838013; Fig. 7
Fig. 7

Parastagonospora golestanensis (CPC 36217). a. Conidiomata developing on PDA; b–c. conidiogenous cells giving rise to conidia; d. conidia. — Scale bars: a = 350 μm, all others = 10 μm.

Etymology. Name reflects the location where it was collected, Golestan Province, Iran. Typus. IRAN, Golestan Province, on Agropyron tauri, 2011, M. Razavi (holotype CBS H-24388, cultures ex-type CPC 36217 = Pat-6 IR_6_1.1 = CBS 146871). Conidiomata solitary, pycnidial, brown, globose, 200–350 μm diam, with central ostiole oozing saffron conidial masses; wall with 3–6 layers of pale brown textura angularis. Conidiophores reduced to conidiogenous cells lining the inner cavity. Conidiogenous cells hyaline, smooth, ampulliform, 5–10 × 4–5 μm, proliferating percurrently at apex. Conidia solitary, hyaline, smooth, guttulate, subcylindrical, straight to slightly curved, apex subobtuse, base truncate, 1.5–2 μm diam, (1–)3-septate, (22–)25–30(–35) × 2.5(–3) μm. Culture characteristics — Colonies flat, spreading, reaching 60 mm diam after 2 wk, with abundant aerial mycelium, and even, lobate margins. On MEA surface saffron, reverse sienna; on PDA surface and reverse saffron; on OA surface saffron. Notes — Parastagonospora golestanensis occurs on Agropyron, but has also been isolated from Dactylis glomerata. Morphologically, it is similar to taxa occurring in the P. nodorum complex, and these species are best distinguished based on DNA data. B.A. McDonald, P.C. Brunner, Croll, D. Pereira & Crous, sp. nov. — MycoBank MB838014; Fig. 8
Fig. 8

Parastagonospora jasniorum (CPC 36200). a. Conidiomata developing on PDA; b–c. conidiogenous cells giving rise to conidia; d. conidia; e–h. asci and ascospores. — Scale bars: a = 300 μm, all others = 10 μm.

Etymology. Name reflects a condensation of Jasmine and Nicholas, the first names of the children of the senior author Patrick Brunner. Typus. IRAN, Golestan Province, near Aliabad-e-Katul, on infected glume of Triticum aestivum, June 2005, M. Razavi (holotype CBS H-24383, cultures ex-type CPC 36200 = P-2 IR_A1_3.1A = CBS 146866). Ascocarps pseudothecial, solitary to aggregated, 120–170 μm diam, globose, brown, with central ostiole; wall of 3–6 layers of brown textura angularis. Asci 55–70 × 8–11 μm, bitunicate, short stipitate, straight to flexuous, subcylindrical, with well-defined apical chamber, 1–1.5 μm diam. Pseudoparaphyses hyaline, septate, hyphae-like, branched, septate, 2.5–3 μm diam. Ascospores bi- to tri-seriate, fusoid, pale brown, verruculose, widest in penultimate cell, 3-septate, not to slightly constricted at septa, (19–)21–22(–23) × (3.5–)4(–5) μm. Conidiomata 250–300 μm diam, dark brown to black, pycnidial, globose with central ostiole, exuding pale brown conidial mass; wall of 2–3 layers of brown textura angularis. Conidiophores reduced to conidiogenous cells lining the inner cavity. Conidiogenous cells phialidic, hyaline, smooth, aggregated, ampulliform, with percurrent proliferation at apex, 5–6 × 4–5 μm. Conidia pale brown, smooth, straight to flexuous, subcylindrical, guttulate, apical cell with slight taper to subobtuse apex, basal cell with slight taper to truncate hilum, 1.5–2 μm diam, (1–)3(–5)-septate, (22–)27–32(–35) × (2.5–)3 μm. Cultural characteristics — Colonies covering dish in 2 wk at 25 °C in the dark, with moderate fluffy aerial mycelium and smooth, lobate margin. On MEA surface hazel with isabelline outer region, reverse cinnamon with patches of isabelline; on PDA surface and reverse honey; on OA surface honey with patches of hazel. Notes — Parastagonospora jasniorum is distinguished from P. nodorum (conidia 0–3-septate) based on its conidial septation. (Berk.) Quaedvlieg et al., Stud. Mycol. 75: 363. 2013 — Fig. 9
Fig. 9

Parastagonospora nodorum (CPC 36202). a. Conidiomata developing on PDA; b. conidial cirrhus; c. conidiogenous cells giving rise to conidia; d. conidia. — Scale bars: a = 300 μm, all others = 10 μm.

Basionym. Depazea nodorum Berk., Gard. Chron., London: 601. 1845. Synonyms. Septoria nodorum (Berk.) Berk., Gard. Chron., London: 601. 1845. Stagonospora nodorum (Berk.) E. Castell. & Germano, Annali Fac. Sci. Agr. Univ. Torino 10: 71. 1977. [1975-1976]. Leptosphaeria nodorum E. Müll., Phytopath. J. 19: 409. 1952. Phaeosphaeria nodorum (E. Müll.) Hedjar., Sydowia 22: 79. 1969 [1968]. Conidiomata solitary, pycnidial, brown, globose, 200–300 μm diam, with central ostiole, 10–15 μm diam, oozing hyaline conidial masses; wall with 3–6 layers of pale brown textura angularis. Conidiophores reduced to conidiogenous cells lining the inner cavity. Conidiogenous cells hyaline, smooth, globose to ampulliform, 5–7 × 4–6 μm, proliferating percurrently at apex. Conidia solitary, hyaline, smooth, guttulate, subcylindrical, straight to irregularly curved, apex subobtuse, base truncate, 1–3-septate, (11–)13–18(–28) × (2.5–)3(–3.5) μm. Culture characteristics — Colonies flat, spreading, covering dish after 2 wk, with moderate aerial mycelium, and even, smooth margins. On MEA, PDA and OA surface pale olivaceous grey to olivaceous grey, reverse olivaceous grey. Material examined. IRAN, Golestan Province, near Aliabad-e-Katul, on Triticum aestivum, June 2005, M. Razavi (neotype specimen designated here CBS H-24391, MBT394790, culture ex-neotype CPC 36202 = nodorum_IR_B2.1B = CBS 146873). Notes — Bissett (1982) noted that conidia in vivo can be 1–3-septate, 13–28 × 2.8–4.6 (av. 19 × 3.6) μm in size, while Eyal et al. (1987) reported conidia to be 0–3-septate, 15–32 × 2–4 μm. Parastagonospora nodorum is a common pathogen of Triticum aestivum, and occurs wherever this host is grown. This pathogen was originally described as Depazea nodorum from wheat collected in the UK, but no holotype specimen was indicated. This is rectified here, with the present reference strain (for which a full genome sequence is available) being designated as ex-neotype. B.A. McDonald, P.C. Brunner, Croll, D. Pereira & Crous, sp. nov. — MycoBank MB838015; Fig. 10
Fig. 10

Parastagonospora pseudonodorum (CPC 36208). a. Conidiomata developing on PDA; b–c. conidiogenous cells giving rise to conidia; d. conidia. — Scale bars: a = 350 μm, all others = 10 μm.

Etymology. Name reflects its morphological similarity to Parastagonospora nodorum. Typus. IRAN, Golestan Province, on infected Triticum aestivum, 2010, M. Razavi (holotype CBS H-24384, cultures ex-type CPC 36208 = Pat-1 IR_5.2B = CBS 146867). Conidiomata solitary, pycnidial, brown, globose, 200–350 μm diam, with central ostiole; wall with 3–6 layers of pale brown textura angularis. Conidiophores reduced to conidiogenous cells lining the inner cavity. Conidiogenous cells hyaline, smooth, ampulliform to subcylindrical, 4–9 × 4–6 μm, proliferating per-currently at apex. Conidia solitary, hyaline, smooth, guttulate, cylindrical, straight to slightly curved, apex subobtuse, base truncate, 2.5–3 μm diam, 3-septate, (27–)30–33(–36) × (2.5–)3(–3.5) μm. Culture characteristics — Colonies spreading, covering dish after 2 wk, with moderate fluffy aerial mycelium, and even, lobate margins. On MEA surface saffron, reverse orange; on PDA surface and reverse saffron; on OA surface smoke grey. Notes — Parastagonospora pseudonodorum coexists with P. nodorum on wheat, but is more often found on heads and seeds instead of on leaves. Morphologically the two species can be distinguished in that conidia of P. pseudonodorum are somewhat longer than those of P. nodorum (see above). B.A. McDonald, P.C. Brunner, Croll, D. Pereira, Mordecai & Crous, sp. nov. — MycoBank MB838016; Fig. 11
Fig. 11

Parastagonospora stipae (CPC 36223). a. Broken conidiomata with conidia; b–c. conidiogenous cells giving rise to conidia; d. conidia. — Scale bars: a = 200 μm, all others = 10 μm.

Etymology. Name reflects the host genus it was isolated from, Stipa. Typus. USA, California, Woodside, Jasper Ridge Biological Preserve, on Stipa pulchra (formerly Nassella pulchra), 2015, E. Mordecai and E. Spear (holotype CBS H-24389, cultures ex-type CPC 36223 = New-3 MORDECAI_1418 = CBS 146872). Culture nearly sterile, with only a few conidiomata observed. Conidiomata solitary, pycnidial, dark brown, globose, 150–180 μm diam, with central, darker brown ostiole; wall with 3–6 layers of pale brown textura angularis. Conidiophores reduced to conidiogenous cells lining the inner cavity. Conidiogenous cells hyaline, smooth, ampulliform to subcylindrical, 5–6 × 3–4 μm, proliferating percurrently at apex. Conidia solitary, hyaline, smooth, guttulate, subcylindrical, straight to slightly curved, apex subobtuse, base truncate, 2 μm diam, 1-septate, (8–)10–13(–18) × (2.5–)3 μm. Culture characteristics — Colonies flat, spreading, covering dish after 2 wk, with moderate aerial mycelium, and even, smooth margins. On MEA surface luteous, reverse sienna; on PDA surface and reverse sienna; on OA surface pale luteous. Notes — Parastagonospora stipae occurs on Stipa, and is distinguished from taxa in the P. nodorum complex based on its smaller conidia. B.A. McDonald, P.C. Brunner, Croll, D. Pereira & Crous, sp. nov. — MycoBank MB838017; Fig. 12
Fig. 12

Parastagonospora zildae (CPC 36198). a–c. Ascomata developing on PDA; d–h. asci, pseudoparaphyses and ascospores; i. ascospores. — Scale bars: a–c = 200 μm, all others = 10 μm.

Etymology. zildae = Named after Zilda, the first name of the mother of the co-author Danilo Pereira. Typus. IRAN, Golestan Province, near Aliabad-e-Katul, on infected glume of Triticum aestivum, June 2005, M. Razavi (holotype CBS H-24381, cultures ex-type CPC 36198 = P-1 IR_B4.2A = CBS 146864). CPC 36198 = P-1 IR_B4.2A: Ascocarps pseudothecial, solitary to aggregated, erumpent, globose, dark brown, 200–250 μm diam; wall of 3–6 layers of brown textura angularis; ostiole central, 15–25 μm diam, not to slightly papillate. Asci 55–85 × 7–9 μm, bitunicate, subcylindrical, straight to slightly curved, short stipitate, 8-spored, with well-defined apical chamber, 1–1.5 μm diam. Pseudoparaphyses filiform, hyaline, septate, hyphae-like, unbranched, rarely anastomosing, 2–2.5 μm diam. Ascospores bi- to triseriate in asci, fusoid, guttulate, pale brown, smooth, widest in penultimate cell, becoming slightly constricted at septa with age, (24–)26–28(–32) × (3.5–)4 μm, 5–6-septate. CPC 36221 = New-1 IR_C2.2A: Ascocarps pseudothecial, solitary, erumpent, globose, dark brown, 180–250 μm diam; wall of 3–6 layers of brown textura angularis; ostiole central, 15–25 μm diam, not to slightly papillate. Asci bitunicate, 65–85 × 8–11 μm, subcylindrical, straight to slightly curved, short stipitate, 8-spored, with well-defined apical chamber, 1.5–2 μm diam. Pseudoparaphyses filiform, hyaline, septate, hyphae-like, branched below, rarely anastomosing, 2–3 μm diam. Ascospores bi- to triseriate in asci, fusoid, guttulate, pale brown, smooth, widest in penultimate cell, becoming slightly constricted at septa with age, (24–)25–26(–28) × 4(–5) μm, 5(–6)-septate. Cultural characteristics — Colonies covering dish after 2 wk at 25 °C in the dark, smooth, with even margin, and moderate to fluffy aerial mycelium. On MEA surface buff with patches of honey, reverse isabelline; on PDA surface pale olivaceous grey, reverse grey olivaceous; on OA surface grey olivaceous in centre, cinnamon in outer region. Additional specimen examined. IRAN, Golestan Province, near Aliabad-e-Katul, on infected glume of Triticum aestivum, June 2005, M. Razavi (CBS H-24382, cultures CPC 36221 = New-1 IR_C2.2A = CBS 146865). Notes — Cultures of P. zildae only produced a sexual morph in culture, making a morphological comparison with asexual species difficult. Species such as P. nodorum do have a sexual morph (originally described as Leptosphaeria nodorum, ascospores 3-septate, 23–32 × 4–6 μm; Eyal et al. 1987), although this is not commonly observed.

DISCUSSION

Genome-scale sequence comparisons allowed us to differentiate several new species of Parastagonospora and determine their phylogenetic relationships. The highest species diversity was found in Parastagonospora collections from the Fertile Crescent, the region where wheat was domesticated, consistent with earlier hypotheses that the Fertile Crescent is the centre of origin for wheat-infecting Parastagonospora spp. We consider it noteworthy that five Parastagonospora species were found infecting wheat in Iran, but only two of these species (P. nodorum and P. pseudonodorum) are commonly found on wheat worldwide. This finding suggests that there is potential for other Parastagonospora species to ‘escape’ from the Fertile Crescent region and emerge as new pathogens on wheat in other regions. Both P. nodorum and P. pseudonodorum are known to infect seed, so it is likely that these pathogens were moved around the world on infected seed, but it remains unknown whether the other three Parastagonospora species found on wheat in Iran are also able to infect seed. An earlier coalescent analysis of five genes suggested that the grass-infecting Parastagonospora species could be broadly separated into ‘young’ and ‘old’ species, with the youngest species including P. pseudonodorum, P. golestanensis, P. nodorum and P. avenae and the older species including P. zildae and P. jasniorum (McDonald et al. 2012). The new genome-scale analyses largely supported this hypothesis, with the younger species showing shorter branch lengths consistent with more recent speciation events while the older species showed deeper divergences consistent with much earlier speciation events. We speculate that the young Parastagonospora species emerged mainly in the Fertile Crescent as a result of selection to become specialized to infect agricultural crops (e.g., wheat, oats and barley) and the weedy grasses often associated with these crops. The most parsimonious scenario is that the speciation events coincide with the onset of agriculture in the region, similar to findings on the emergence of the wheat pathogen Zymoseptoria tritici (syn. Mycosphaerella graminicola) (Stukenbrock et al. 2007a). An earlier study (McDonald et al. 2012) that analyzed sequences from five genes in more than 350 global Parastagonospora strains identified 14 strains that appeared to be hybrids because they carried alleles that were otherwise exclusive to either P. nodorum or P. pseudonodorum (formerly Pat-1). The complete genome sequences reported here for three of these strains showed no evidence for hybridization, with each isolate falling clearly into either the P. nodorum (CASSILS) or the P. pseudonodorum (JANSEN4, HARTNEY) clade. Genomes of true hybrids are expected to occupy an intermediate phylogenetic position compared to the parental species. Future analyses of the genomic datasets should focus on identifying rare recombination events that can lead to gene introgression among species. We expect that such events could have occurred among P. pseudonodorum and P. nodorum, which could also explain how P. pseudonodorum acquired the ToxA, Tox1 and Tox3 genes from P. nodorum (McDonald et al. 2013, Ghaderi et al. 2020). The preponderance of P. pseudonodorum on grain and ears suggests that this species exhibits host-tissue specialization, with a preference to infect ears. In comparison, P. nodorum is typically found on both leaves and ears. Overall, our data is consistent with the hypothesis that P. nodorum originated as a pathogen of wild grasses in the Fertile Crescent, then emerged as a wheat pathogen via host-tracking during the domestication of wheat in the same region. It is likely that P. nodorum became distributed globally via movement of infected wheat seed during the global spread of wheat agriculture that included North America. The discovery in California of Stipa pathogens that appeared closely related to P. nodorum is also consistent with a ‘spill-back’ as a possible source for this population infecting wild grasses. While the tree based on five AFTOL genes provides some weak support for the spill-back hypothesis, the tree based on four AFTOL genes does not. Therefore, we do not find definitive evidence that P. stipae was most closely associated with P. nodorum or consistently shared a most recent common ancestor with P. nodorum. Genome sequences from P. stipae will be needed to further test the spillback hypothesis.
  34 in total

1.  Geographical variation and positive diversifying selection in the host-specific toxin SnToxA.

Authors:  Eva H Stukenbrock; Bruce A McDonald
Journal:  Mol Plant Pathol       Date:  2007-05       Impact factor: 5.663

Review 2.  Parasite spillback: a neglected concept in invasion ecology?

Authors:  D W Kelly; R A Paterson; C R Townsend; R Poulin; D M Tompkins
Journal:  Ecology       Date:  2009-08       Impact factor: 5.499

3.  Whole-Genome Annotation with BRAKER.

Authors:  Katharina J Hoff; Alexandre Lomsadze; Mark Borodovsky; Mario Stanke
Journal:  Methods Mol Biol       Date:  2019

4.  MAFFT multiple sequence alignment software version 7: improvements in performance and usability.

Authors:  Kazutaka Katoh; Daron M Standley
Journal:  Mol Biol Evol       Date:  2013-01-16       Impact factor: 16.240

5.  Phylogenetic and population genetic analyses of Phaeosphaeria nodorum and its close relatives indicate cryptic species and an origin in the Fertile Crescent.

Authors:  Megan C McDonald; Mohammad Razavi; Timothy L Friesen; Patrick C Brunner; Bruce A McDonald
Journal:  Fungal Genet Biol       Date:  2012-08-24       Impact factor: 3.495

6.  Natural selection drives population divergence for local adaptation in a wheat pathogen.

Authors:  Danilo Pereira; Daniel Croll; Patrick C Brunner; Bruce A McDonald
Journal:  Fungal Genet Biol       Date:  2020-05-01       Impact factor: 3.495

7.  Primer3--new capabilities and interfaces.

Authors:  Andreas Untergasser; Ioana Cutcutache; Triinu Koressaar; Jian Ye; Brant C Faircloth; Maido Remm; Steven G Rozen
Journal:  Nucleic Acids Res       Date:  2012-06-22       Impact factor: 16.971

8.  AUGUSTUS: a web server for gene prediction in eukaryotes that allows user-defined constraints.

Authors:  Mario Stanke; Burkhard Morgenstern
Journal:  Nucleic Acids Res       Date:  2005-07-01       Impact factor: 16.971

9.  RAxML-NG: a fast, scalable and user-friendly tool for maximum likelihood phylogenetic inference.

Authors:  Alexey M Kozlov; Diego Darriba; Tomáš Flouri; Benoit Morel; Alexandros Stamatakis
Journal:  Bioinformatics       Date:  2019-11-01       Impact factor: 6.937

10.  Local adaptation drives the diversification of effectors in the fungal wheat pathogen Parastagonospora nodorum in the United States.

Authors:  Jonathan K Richards; Eva H Stukenbrock; Jessica Carpenter; Zhaohui Liu; Christina Cowger; Justin D Faris; Timothy L Friesen
Journal:  PLoS Genet       Date:  2019-10-18       Impact factor: 5.917

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