Skip to main content

Multiple genotypes within aecial clusters in Puccinia graminis and Puccinia coronata: improved understanding of the biology of cereal rust fungi

Abstract

Background

Cereal rust fungi (Puccinia spp.) are among the most economically important plant pathogens. These fungi have a complex life cycle, including five spore stages and two hosts. They infect one grass host on which they reproduce clonally and cause the cereal rust diseases, while the alternate host is required for sexual reproduction. Although previous studies clearly demonstrate the importance of the alternate host in creating genetic diversity in cereal rust fungi, little is known about the amount of novel genotypes created in each successful completion of a sexual reproduction event.

Results

In this study, single sequence repeat markers were used to study the genotypic diversity within aecial clusters by genotyping individual aecial cups. Two common cereal rusts, Puccinia graminis causing stem rust and Puccinia coronata the causal agent of crown rust were investigated. We showed that under natural conditions, a single aecial cluster usually include several genotypes, either because a single pycnial cluster is fertilized by several different pycniospores, or because aecia within the cluster are derived from more than one fertilized adjoining pycnial cluster, or a combination of both.

Conclusion

Our results imply that although sexual events in cereal rust fungi in most regions of the world are relatively rare, the events that occur may still significantly contribute to the genetic variation within the pathogen populations.

Background

Cereal rust fungi (Puccinia spp.) are among the most studied plant disease-causing agents, as they affect cereals and grasses in all parts of the world, potentially causing devastating yield losses. Some of the most important cereal rust diseases are stem rust (caused by P. graminis), stripe rust (P. striiformis), leaf rust on wheat (P. triticina) leaf rust on rye (P. recondita), barley leaf rust (P. hordei) and crown rust on oats (P. coronata) [1, 2]. Cereal rust species can be subdivided based on their host specificity [3], and all cereal rusts may infect a wide variety of wild grass species [4]. The different specializations are referred to as formae speciales (f. sp.), i.e. the wheat-infecting P. graminis is referred to as P. graminis f. sp. tritici and the oat-infecting type as P. graminis f.sp. avenae [3].

Cereal rust fungi are obligate biotrophs that have macrocyclic and heteroecious life cycles, including five spore stages and two hosts. The gramineous hosts enable efficient clonal reproduction while the alternate hosts are necessary for sexual reproduction, which constitutes an important source of genetic diversity [5]. The spore stage causing disease on cereals and other grasses is the uredinial stage, where clonally propagated dikaryotic urediniospores re-infect the gramineous hosts in several infection cycles. The urediniospores are thick-walled and withstand solar irradiation [6], which enable rusts to potentially spread with winds over large distances [7]. As the gramineous host matures, the fungus initate teliospore production. The teliospores of P. graminis appear in the same pustules (or sori) as the urediniospores, while teliospores of P. coronata create a characteristic blackish ring around the pustule of urediniospores [8]. In temperate climates, the teliospores are the overwintering spores. Puccinia graminis and P. coronata undergo karyogamy in autumn, whereupon meiosis starts and is completed in spring when the teliospores germinate and haploid basidiospores develop [9, 10]. The basidiospores can only disperse in the range of hundreds of meters [11] before infecting young tissue of the alternate hosts, where pycnia and pycniospores (syn. spermogonia and spermatia) develop. One infection originating from a single basidiospore usually gives rise to multiple pycnia in a tight group (pycnial cluster) on the upper side of the host leaf [12]. The pycniospores are produced in a sugary nectar that attracts insects that act as vectors and transfer the spores between pycnia [10, 13]. Pycniospores can also disperse by splashing raindrops. When a pycniospore from one pycnial cluster successfully fertilizes the receptive hyphae of a pycnial cluster of the opposite mating type, a dikaryotic mycelium is formed which grows towards the lower side of the leaf where an aecium develops, and dikaryotic aeciospores are formed. The aecium has a cup-like form and usually appears close together with other aecia in an aecial cluster (or cup cluster), opposite the pycnial cluster [13]. It has been suggested that spores within an aecium are genetically identical [8, 14]. The aeciospores are released from the aecia and infect the gramineous hosts, where new uredinia and urediniospores are produced.

The role of the alternate hosts of rust fungi on cereals has regained attention after the emergence of the virulent P. graminis race Ug99 [15] and the discovery of barberry as the aecial host of the stripe rust fungus P. striiformis [16]. The life cycle of P. graminis has been known for centuries [17], and both P. striiformis and P. graminis have the shrub barberry (Berberis spp.) and Mahonia (Mahonia spp.) as their alternate hosts [16, 17]. The alternate hosts for P. coronata, the fungus causing crown rust on oats and other grasses, are Rhamnus spp. and Frangula alnus. However, the literature reports that the forma specialis infecting oats only produce aecia on Rhamnus cathartica [4, 8].

Jin et al. [18] showed that the presence of the alternate hosts Berberis vulgaris, Mahonia repens and M. aquifolium in North Western United States of America maintained the diversity within the P. graminis population, whereas it has declined to a single clonal linage on the west side of the Rocky Mountains where barberry has been successfully eradicated. Other studies also show that the genetic diversity within the pathogen populations on the gramineous hosts are high in regions where the growing seasons are clearly separated and the alternate host are needed for the rusts survival [19,20,21]. In areas where the fungus can survive year-round in the clonal, uredinial, stage on its gramineous host, the genetic diversity originating from sexual reproduction is suggested to be limited. One example of this is the Ug99 race lineage of P. graminis. This race was first detected in Uganda in 1999 [15] and fifteen years later it dominated the P. graminis population in East Africa [22].

Traditionally, the studies of variation within cereal rust fungi have been based on race analysis where virulence against known resistance genes is tested. Many rust resistance genes have been identified and characterized [23]. The race identification is performed by inoculating urediniospore isolates on a set of differential host lines, each carrying different resistance genes. Specific virulence phenotypes (races or pathotypes) are defined by the phenotypic reactions on the differential host lines, giving a specific resistance pattern for each fungal isolate [24, 25]. Earlier studies, using race analysis of uredinial offspring, show that phenotypically different individuals can be produced from a single aecial cluster [26, 27]. Although virulence phenotyping is useful for its purpose, it will not identify overall genetic variation or separate among individual genotypes efficiently. By applying molecular methods and DNA-based markers, genetic relationships among fungal isolates can be determined based on neutral markers and with higher resolution [28].

In our study, we aimed to determine the genotypic diversity after a single completion of the sexual part of the life cycle of cereal rust fungi under natural conditions. Aecial clusters from natural infections of P. graminis, collected on B. vulgaris, and P. coronata, collected on R. cathartica and F. aluns, were analyzed. The genotypic diversity among cups within single aecial clusters on the alternate hosts of these fungi was investigated using single sequence repeat (SSR) markers.

Results

In total, the eight SSR markers used to analyze the aecial collections of P. graminis identified 46 alleles, and the ten SSR markers used in the aecial collections of P. coronata identified 40 alleles (Table 1). For P. coronata, the allele distribution showed a clear population differentiation between the two aecial hosts F. alnus and R. cathartica. Only one of the identified alleles (locus PcaSSR B02, allele 167) was shared between samples collected from the two hosts. One SSR marker (PcaSSR A66) completely failed to amplify in the samples collected from F. alnus, and one (PcaSSR B25) only amplified two out of 18 samples (Additional file 1: Table S1).

Table 1 Allele sizes of SSR loci for Puccinia coronata and Puccinia graminis

In total 22 aecial clusters were analyzed; 12 representing P. coronata, where 7 were excised from R. cathartica and 5 from F. alnus, and 10 representing P. graminis which were all excised from B. vulgaris (Table 2, Additional file 1: Table S1 and Additional file 2: Table S2). The number of aecial cups analyzed for each cluster reflects the size of the particular cluster, and ranged between 2 and 21 cups genotyped (N), with an overall average of 8.4 cups genotyped per cluster.

Table 2 Number of aecial cups genotyped (N) and number of identified multilocus genotypes (MLGs) within each aecial cluster of Puccinia coronata and Puccinia graminis respectively, collected on Rhamnus cathartica, Frangula alnus and Berberis vulgaris

The multilocus genotype (MLG) for each individual aecial cup (aecium) was determined by the combination of the alleles from all individual SSR markers for that particular sample. Multiple genotypes were detected in all but one aecial cluster, with an average of 4.1 MLGs for P. coronata and 4.9 MLGs per cluster for P. graminis (Table 2). It should be noted that in particular for P. coronata, the high number of non-detected alleles for samples collected from F. alnus could lead to an underestimation of the number of MLGs. Within each aecial cluster, in most cases, one of the two alleles for each SSR locus is invariant among aecial cups whereas the other allele may differ (Figs. 1, 2). A few exceptions to this pattern were detected in three of the 10 clusters in P. graminis, where one or a few aecial cups did not share the common allele with other cups in the same cluster (cluster cups 1603 D-H; 1613 A-D; 1617 A, Additional file 2: Table S2).

Fig. 1
figure 1

Puccinia graminis aecial clusters and SSR allele sizes of selected markers. Bar 1 mm

Fig. 2
figure 2

Puccinia coronata aecial cluster and SSR allele sizes of selected markers. Bar 1 mm

Discussion

The present study aimed at determining the fine-scale genotypic diversity in the aecial stage of cereal rust fungi. Our results showed that under natural conditions, different genotypes are usually produced within each aecial cluster on the alternate host of both P. graminis and P. coronata. This implicates that a single mating event will contribute substantially to the genetic variation in a cereal rust fungal population. Multiple genotypes within aecial clusters have previously been indicated by virulence phenotyping [26, 27]. After artificial fertilization of one pycnial cluster, aeciospores from a single aecial cup (or aecium) produced one virulence phenotype, while other cups within the same aecial cluster produced offspring with a different phenotype. Here we used molecular markers to demonstrate that multiple genotypes within aecial clusters are common in nature, and as many as ten different multilocus genotypes were detected within a single cluster.

Multiple genotypes within an aecial cluster suggest multiple fertilization events within a pycnial cluster. We showed that the aecial cups within a cluster usually shared one allele for each SSR loci, while the second allele in many cases differed between the cups. This pattern indicates that one pycnial cluster (consisting of pycnia with identical genotypes) are fertilized by genotypically different pycniospores, i.e. coming from different pycnial clusters. The shared allele would thus originate from the resident pycnial cluster, and the second allele would originate from the fertilizing pycniospores. This pattern was observed for both P. graminis and P. coronata, indicating that it may be consistent across different cereal rust species. A similar allelic pattern has been observed in the blister rust fungus of Scots pine, Cronatium flaccidum, where one allele was shared within aecial lesions, indicating multiple mating’s between the spermogonium (syn. pycnium) and fertilizing spermatia (syn. pycniospores) [33]. In nature, multiple fertilizations are supported by insects who are attracted by the pycnispore-containing nectar in the pycnia and travel from leaf to leaf and transfer pycniospores among pycnia. It is also possible that closely located pycnial clusters may contribute to the same aecial cluster, and in such case both alleles of the SSR loci might differ between some aecial cups. Such a pattern was not common in the present study, but was detected in a few cases for P. graminis (Additional file 2: Table S2).

As a result of meiosis taking place in the teliospore, the offspring produced from a selfing of a clonal linage of a rust fungus will be genetically diverse. This was demonstrated by two recent studies [14, 34]. For example, Tian et al. [34] selfed a P. striiformis isolate, resulting in 118 viable offspring’s determined as 82 multilocus genotypes and 24 virulence phenotypes. When diversity is described by virulence phenotyping, the true genotypic diversity will be underestimated, since only variation caused by a limited number of virulence genes is assessed, and additionally, virulence genes are usually recessive und can thus be hidden in the avirulent phenotypes. The study by Tian et al. [34] clearly shows this discrepancy and it also illustrates the level of overall genetic variation originating from sexual recombination within a single clonal linage. These results, in combination with our findings, imply that there will be large amounts of genetic and genotypic variation in the aeciospore inoculum reaching and infecting the grass hosts.

Our results on host specific allele sizes of SSR loci confirm the usefulness of SSR markers to distinguish between formae speciales of P. coronata, as they agree with the previously described DNA sequence based genetic differentiation of the two formae speciales [35] and their ability to only infect specific alternate hosts [4].

A practical implication of our results for population genetic studies as well as virulence phenotyping is the scale of sampling required and interpretations of virulence tests. Algorithms in population genetic analyses are often based on single isolates (i.e. single individuals) and thus sampling in the aecial stage of cereal rust fungi should be done on individual aecial cups, rather than entire aecial clusters. If sampling and analyses are done on genotypic mixtures it may give confusing and erroneous results. The same is also applicable for virulence phenotyping. If mixtures of aeciospore genotypes are tested, the results could imply complex virulence races where in reality simple virulence races were mixed together. Additionally, there is some inconsistency in terminology of aecial morphology, which could lead to misinterpretations. According to many textbooks and other literature [14, 36, 37], a single cup in an aecial cluster of P. graminis represents an aecium. However in some studies, the whole aecial cluster (with several aecial cups) is denoted as an aecium [38, 39]. In other studies, it may be unclear whether an aecium refers to a single aecial cup or a cup cluster.

Conclusions

The genetic diversity of the uredinial, clonal stage of both P. graminis and P. coronata on the cereal hosts, has been extensively studied in several areas of the world. In the present study, we emphasise the importance of the aecial stage on the alternate host in creating genotypic diversity, where one successful completion of the sexual cycle in natural condition may result in aecial clusters containing several novel genotypes. This means that genetic diversity is introduced to the cereal rust fungal populations more efficiently than previously acknowledged. The main conclusion of our result is that although sexual events of cereal rust fungi in most regions of the world are relatively rare, the events that do occur may still contribute significantly to the genetic variation within the pathogen populations.

Methods

Collections of natural infected leaves showing clear symptoms of cluster cup rust were performed at two locations (Hågadalen N59°49′16″ E17°36′4″ and Skerike N59°37′40″ E16°30′13″) in late June. Both locations were located approximately 500 m from the closest cereal fields. Samples of Berberis vulgaris and F. alunus leaves were collected in Hågadalen and R. cathartica leaves in Skerike. The leaf samples were put in a plant press before returning to the laboratory.

The aecia were photographed and single aecial cups were carefully cut to enable genotyping of the individual cups within an aecial cluster. Sample identities were indicated on the photo for later correlation between sample position within an aecial cluster and genotype. Aecia on B. vulgaris and R. cathartica were commonly found and were excised from both the same and different leaves. However, aecial clusters on F. alnus were scarce and all were excised from the same leaf. For P. coronata, 7 aecial cluster were sampled from R. cathartica and 5 from F. alnus, and 3–21 and 2–7 individual cups per cluster, respectively, were successfully genotyped. For P. graminis, 10 aecial clusters were sampled, and 3–18 aecial cups were successfully genotyped. An average of 7 cups per cluster was sampled, the differences in number of samples largely reflect the actual number of aecial cups within the sampled cluster.

For each of the sampled aecial cups, DNA was extracted using the OmniPrep Kit (G-Biosciences) for fungal tissues, with the adjustment of the amounts of reagents to half to adjust for small sample sizes. Eight single sequence repeat (SSR) markers developed for P. graminis [20, 30,31,32] and 10 SSR markers developed for P. coronata [29] were applied on the different fungal samples to study the genetic diversity within the aecial clusters (Table 1). The PCR reaction was performed in a 14 μl reaction with the final concentration of 14 ng DNA, 0.4 μM of the each forward and reverse primers respectively, 3.5 mM MgCl2, 0.02 mM of each of the dNTP, 0.05 U/μl of DreamTaq DNA polymerase and Dream Taq buffer according to manufacturer’s recommendation (Thermo Fischer Scientific). PCR conditions were initial denaturation at 94 °C, followed by 35 cycles of denaturation at 94 °C for 30 s, annealing at 55 °C for 30 s and extension at 72 °C for 30 s, and a final extension of 72 °C for 10 min. The length of the amplicons was determined using ABI 3730xl DNA Analyzer (SciLifeLab, Uppsala, Sweden) and was scored using the software GeneMarker (Softgenetics). To calculate the number of genotypes within each aecial cluster, the R add-in software PoppR was used [40].

References

  1. Savile DBO. Taxonomy of the cereal rust fungi. Orlando: Academic Press; 1984.

    Book  Google Scholar 

  2. Bolton MD, Kolmer JA, Garvin DF. Wheat leaf rust caused by Puccinia triticina. Mol Plant Pathol. 2008;9(5):563–75.

    Article  PubMed  Google Scholar 

  3. Eriksson J, Henning E. Die Getrideroste ihre Geschichte und Natur sowie Massregeln gegen dieselben. Stockholm: P. A. Nordstedt & Söner; 1896.

    Google Scholar 

  4. Gäumann E. Die Rostpilze Mitteleuropas. Bern: Buchdruckeri Büchler & Co; 1959.

    Google Scholar 

  5. Roelfs AP, Groth JVA. Comparison of virulence phenotypes in wheat stem rust populations reproducing sexually and asexually. Phytopathology. 1980;70(9):855–62.

    Article  Google Scholar 

  6. Maddison AC, Manners JG. Sunlight and viability of cereal rust uredospores. Trans Br Mycol Soc. 1972;59(3):429–43.

    Article  Google Scholar 

  7. Nagarajan S, Singh DV. Long-distance dispersion of rust pathogens. Annu Rev Phytopathol. 1990;28:139–53.

    Article  CAS  PubMed  Google Scholar 

  8. Simons MD. Crown rust. In: Roelfs AP, Bushnell WR, editors. The cereal rusts. St. Paul: Academic Press Inc.; 1985. p. 131–72.

    Google Scholar 

  9. Hacquard S, Delaruelle C, Frey P, et al. Transcriptome analysis of poplar rust telia reveals overwintering adaptation and tightly coordinated karyogamy and meiosis processes. Front Plant Sci. 2013;4:456. doi:10.3389/fpls.2013.00456.

    Article  PubMed  PubMed Central  Google Scholar 

  10. Leonard KJ, Szabo LJ. Stem rust of small grains and grasses caused by Puccinia graminis. Mol Plant Pathol. 2005;6(2):99–111.

    Article  PubMed  Google Scholar 

  11. Roelfs AP. Wheat and rye stem rust. Orlando: Academic Press; 1985.

    Book  Google Scholar 

  12. Anikster Y, Eilam T, Mittelman L, et al. Pycnial nectar of rust fungi induces cap formation on pycniospores of opposite mating type. Mycologia. 1999;91(5):858–70.

    Article  Google Scholar 

  13. Craigie JH. Disovery of the function of the pycnia of the rust fungi. Nature. 1927;120(3030):765–7.

    Article  Google Scholar 

  14. Rodriguez-Algaba J, Walter S, Sørensen CK, et al. Sexual structures and recombination of the wheat rust fungus Puccinia striiformis on Berberis vulgaris. Fungal Genet Biol. 2014;70:77–85.

    Article  CAS  PubMed  Google Scholar 

  15. Pretorius ZA, Singh PP, Wagorie WW, Payne TS. Detection of virulence to wheat stem rust resistance gene Sr31 in Puccinia graminis. f. sp. tritici in Uganda. Plant Dis. 2000;84(2):203.

    Article  Google Scholar 

  16. Jin Y, Szabo LJ, Carson M. Century-old mystery of Puccinia striiformis life history solved with the identification of Berberis as an alternate host. Phytopathology. 2010;100:432–5.

    Article  PubMed  Google Scholar 

  17. Large EC. The advance of the fungi. London: Henderson and Spalding; 1946.

    Google Scholar 

  18. Jin Y, Rouse M, Groth J. Population diversity of Puccinia graminis is sustained through sexual cycle on alternate hosts. J Integr Agric. 2014;13(2):262–4.

    Article  Google Scholar 

  19. Ali S, Gladieux P, Rahman H, Saqib MS, Fiaz M, Ahmad H, Leconte M, Gautier A, Justesen AF, Hovmøller MS, Enjalbert J, De Vallavieille-PopeC. Inferring the contribution of sexual reproduction, migration and off-season survival to the temporal maintenance of microbial populations: a case study on the wheat fungal pathogen Puccinia striiformis f.sp. tritici. Mol Ecol. 2014;23:603–17.

    Article  CAS  PubMed  Google Scholar 

  20. Berlin A, Djurle A, Samils B, Yuen J. Genetic variation in Puccinia graminis collected from oat, rye and barberry. Phytopathology. 2012;102:1006–12.

    Article  PubMed  Google Scholar 

  21. Berlin A, Rahmatov M, Muminjanov H, et al. Sexual reproduction contributes to genotypic variation in the population of Puccinia graminis in Tajikistan. Eur J Plant Pathol. 2015;141(1):159–68.

    Article  Google Scholar 

  22. Newcomb M, Olivera PD, Rouse MN, et al. Kenyan isolates of Puccinia graminis f. sp. tritici from 2008 to 2014: virulence to SrTmp in the Ug99 race group and implications for breeding programs. Phytopathology. 2016;106(7):729–36.

    Article  PubMed  Google Scholar 

  23. McIntosh RA, Wellings CR, Park RF. Wheat rusts: an atlas of resistance genes. Netherlands: Springer; 1995.

  24. Roelfs AP, Martens JW. An international system of nomenclature for Puccinina graminis f.sp. tritici. Phytopathology. 1988;78:526–33.

    Article  Google Scholar 

  25. Chong J, Leonard KJ, Salmeron JJ. A North American system of nomenclature for Puccinia coronata f. sp. avenae. Plant Dis. 2000;84:580–5.

    Article  Google Scholar 

  26. Wang Z, Zhao J, Chen X, et al. Virulence variations of Puccinia striiformis f. sp. tritici isolates collected from Berberis spp. in China. Plant Dis. 2015;100(1):131–8.

    Article  Google Scholar 

  27. Ingram DS, Williams PH, Sidhu GS. Advances in plant pathology. Vol. 6, genetics of plant pathogenic fungi. London: Academic Press; 1988.

    Google Scholar 

  28. Zhan G, Chen X, Kang Z, et al. Comparative virulence phenotypes and molecular genotypes of Puccinia striiformis f. sp. tritici, the wheat stripe rust pathogen in China and the United States. Fungal Biol. 2012;116(6):643–53.

    Article  CAS  PubMed  Google Scholar 

  29. Dambroski HR, Carson ML. Development and characterization of novel, polymorphic microsatellite markers for oat crown rust, Puccinia coronata. Mol Ecol Resour. 2008;8:1395–8.

    Article  CAS  PubMed  Google Scholar 

  30. Szabo LJ. Development of simple sequence repeat markers for the plant pathogenic rust fungus, Puccinia graminis. Mol Ecol Notes. 2007;7:92–4.

    Article  CAS  Google Scholar 

  31. Zhong S, Leng Y, Friesen TL, Faris JD, Szabo LJ. Development and characterization of expressed sequence tag-derived microsatellite markers for the wheat stem rust fungus Puccinia graminis f. sp. tritici. Phytopathology. 2009;99(3):282–9.

    Article  CAS  PubMed  Google Scholar 

  32. Jin Y, Szabo LJ, Rouse MN, Fetch T, Pretorius ZA, Wanyera R, Njau P. Detection of virulence to resistance gene Sr36 within the TTKS race lineage of Puccinia graminis f. sp. tritici. Plant Dis. 2009;93:367–70.

    Article  CAS  Google Scholar 

  33. Samils B, Ihrmark K, Kaitera J, Stenlid J, Barklund P. New genetic markers for identifying Cronartium flaccidum and Peridermium pini and examining genetic variation within and between lesions of scots pine blister rust in Sweden. Fungal Biol. 2011;115:1303–11.

    Article  CAS  PubMed  Google Scholar 

  34. Tian Y, Zhan G, Chen X, et al. Virulence and simple sequence repeat marker segregation in a Puccinia striiformis f. sp. tritici population produced by selfing a Chinese isolate on Berberis shensiana. Phytopathology. 2015;106(2):185–91.

    Article  Google Scholar 

  35. Liu M, Hambleton S. Laying the foundation for a taxonomic review of Puccinia coronata s.l. in a phylogenetic context. Mycol Prog. 2013;12(1):63–89.

    Article  Google Scholar 

  36. Schumann GL, Leonard KL. Stem rust of wheat (black rust). Plant Health Instr. 2000; doi:10.1094/PHI-I-2000-0721-01.

    Google Scholar 

  37. Agrios GN. Chapter eleven—plant diseases caused by fungi. Plant pathology. 5th ed. San Diego: Academic Press; 2005. p. 385–614.

    Google Scholar 

  38. Zhao J, Wang L, Wang Z, Chen X, Zhang H, Yao J, Zhan G, Chen W, Huang L, Kang Z. Identification of eighteen Berberis species as alternate hosts of Puccinia striiformis f. sp. tritici and virulence variation in the pathogen isolates from natural infection of barberry plants in China. Phytopathology. 2013;103:927–34.

    Article  PubMed  Google Scholar 

  39. Knott DR. The wheat rusts—breeding for resistance. Berlin: Springer; 2012.

    Google Scholar 

  40. Kamvar ZN, Tabima JF, Grünwald NJ. Poppr: an R package for genetic analysis of populations with clonal, partially clonal, and/or sexual reproduction. PeerJ. 2014;2:e281.

    Article  PubMed  PubMed Central  Google Scholar 

Download references

Authors’ contributions

A. Berlin collected and prepared the samples, performed the data analysis, and all authors equally contributed in the data interpretation and writing of the manuscript. All authors read and approved the final manuscript.

Acknowledgements

This work was funded by the Carl Tryggers foundation for scientific research.

Competing interests

The authors declare that they have no competing interests.

Availability of data and materials

All data, on which this work is based, is submitted with the manuscript. The material was all destroyed in the analyzing process. Similar collections are available.

Consent for publication

The authors all agree on publish this manuscript.

Funding

This work was funded by the Carl Tryggers foundation for scientific research.

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Anna Berlin.

Additional files

40694_2017_32_MOESM1_ESM.xlsx

Additional file 1. SSR allele sizes of all aecia within aecial clusters for Puccinia coronata, sampled from the hosts Rhamnus cathartica and Frangula alnus.

40694_2017_32_MOESM2_ESM.xlsx

Additional file 2. SSR allele sizes of all aecia within aecial clusters for Puccinia graminis, sampled from the host Berberis vulgaris.

Rights and permissions

Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Berlin, A., Samils, B. & Andersson, B. Multiple genotypes within aecial clusters in Puccinia graminis and Puccinia coronata: improved understanding of the biology of cereal rust fungi. Fungal Biol Biotechnol 4, 3 (2017). https://doi.org/10.1186/s40694-017-0032-3

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1186/s40694-017-0032-3

Keywords