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Prasad P, Thakur RK, Savadi S, Bhardwaj SC, Gangwar OP, Lata C, Adhikari S, Kumar S. Genetic Diversity and Population Structure Reveal Cryptic Genetic Variation and Long Distance Migration of Puccinia graminis f. sp. tritici in the Indian Subcontinent. Front Microbiol 2022; 13:842106. [PMID: 35495673 PMCID: PMC9044083 DOI: 10.3389/fmicb.2022.842106] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Accepted: 03/16/2022] [Indexed: 11/29/2022] Open
Abstract
Stem rust caused by Puccinia graminis f. sp. tritici (Pgt) is a devastating disease of wheat worldwide since time immemorial. Several wheat stem rust outbreaks have been reported worldwide including India. Approximately 7 mha wheat area in central and peninsular India is highly vulnerable to stem rust epidemics. In this study, a repository of 29 single genotype uredospore pathotypes, representing five geographical regions, was characterized by investigating their virulence phenotype and simple sequence repeat (SSR) genotypes using 37 reproducible polymorphic SSR markers, 32 of which had ≥ 0.50 polymorphic information content (PIC) value. Virulence phenotypes were used to evaluate the virulence frequency (VF) and construct a hypothetical evolutionary hierarchy of these pathotypes. We projected seven lineages to explain the evolutionary pattern of the Pgt population. The VF of these pathotypes ranged between 0% and 100%. The virulence-based neighbor-joining (NJ) cluster analysis grouped Pgt pathotypes into five virulence groups. Likewise, five molecular groups were categorized using molecular genotypes. The molecular grouping was supported by principal coordinate analysis (PCoA), which revealed 25% of the cumulative variance contributed by the first two axes. Analysis of molecular variance (AMOVA) revealed 8 and 92% of the variation among and within the populations, respectively. The Mantel test confirmed a positive but weak correlation (R 2 = 0.15) between virulence phenotypes and SSR genotypes. The highest and lowest values of different genetic diversity parameters (Na, Ne, I, He, uHe, and %P) revealed maximum and minimum variability in the Pgt population from Maharashtra and Uttar Pradesh, respectively. The population structure analysis clustered 29 Pgt pathotypes into two subpopulations and an admixture. Our results demonstrated that there was significant genetic diversity among Pgt pathotypes resulting from their long-distance dispersal ability complemented by gene flow. These findings provide insights into the virulence patterns, genetic variations, and possible evolution of Pgt pathotypes, which would support strategic stem rust resistance breeding.
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Affiliation(s)
- Pramod Prasad
- ICAR-Indian Institute of Wheat and Barley Research, Regional Station, Shimla, India
| | - Rajni Kant Thakur
- ICAR-Indian Institute of Wheat and Barley Research, Regional Station, Shimla, India
| | | | | | - Om Prakash Gangwar
- ICAR-Indian Institute of Wheat and Barley Research, Regional Station, Shimla, India
| | - Charu Lata
- ICAR-Indian Institute of Wheat and Barley Research, Regional Station, Shimla, India
| | - Sneha Adhikari
- ICAR-Indian Institute of Wheat and Barley Research, Regional Station, Shimla, India
| | - Subodh Kumar
- ICAR-Indian Institute of Wheat and Barley Research, Regional Station, Shimla, India
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Susi H, Burdon JJ, Thrall PH, Nemri A, Barrett LG. Genetic analysis reveals long-standing population differentiation and high diversity in the rust pathogen Melampsora lini. PLoS Pathog 2020; 16:e1008731. [PMID: 32810177 PMCID: PMC7454959 DOI: 10.1371/journal.ppat.1008731] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2020] [Revised: 08/28/2020] [Accepted: 06/22/2020] [Indexed: 11/18/2022] Open
Abstract
A priority for research on infectious disease is to understand how epidemiological and evolutionary processes interact to influence pathogen population dynamics and disease outcomes. However, little is understood about how population adaptation changes across time, how sexual vs. asexual reproduction contribute to the spread of pathogens in wild populations and how diversity measured with neutral and selectively important markers correlates across years. Here, we report results from a long-term study of epidemiological and genetic dynamics within several natural populations of the Linum marginale-Melampsora lini plant-pathogen interaction. Using pathogen isolates collected from three populations of wild flax (L. marginale) spanning 16 annual epidemics, we probe links between pathogen population dynamics, phenotypic variation for infectivity and genomic polymorphism. Pathogen genotyping was performed using 1567 genome-wide SNP loci and sequence data from two infectivity loci (AvrP123, AvrP4). Pathogen isolates were phenotyped for infectivity using a differential set. Patterns of epidemic development were assessed by conducting surveys of infection prevalence in one population (Kiandra) annually. Bayesian clustering analyses revealed host population and ecotype as key predictors of pathogen genetic structure. Despite strong fluctuations in pathogen population size and severe annual bottlenecks, analysis of molecular variance revealed that pathogen population differentiation was relatively stable over time. Annually, varying levels of clonal spread (0–44.8%) contributed to epidemics. However, within populations, temporal genetic composition was dynamic with rapid turnover of pathogen genotypes, despite the dominance of only four infectivity phenotypes across the entire study period. Furthermore, in the presence of strong fluctuations in population size and migration, spatial selection may maintain pathogen populations that, despite being phenotypically stable, are genetically highly dynamic. Melampsora lini is a rust fungus that infects native flax, Linum marginale in south-eastern Australia where its epidemiology and evolution have been intensively studied since 1987. Over that time, substantial diversity in the pathotypic structure of M. lini has been demonstrated but an understanding of how genetic diversity in pathogen populations is maintained through space and time is lacking. Here we integrated phenotypic, genotypic and epidemiological datasets spanning 16 annual epidemics across three host populations to examine long-term pathogen genetic dynamics. The results show that host ecotype is the dominant selective force in the face of strong bottlenecks and annual patterns of genetic turnover. Results from previous studies indicate that in this geographic region, M. lini lacks the capacity to reproduce sexually–we thus expected to find limited genetic diversity and evidence for strong clonality influencing genetic dynamics within growing seasons. However, the breadth of genomic coverage provided by the SNP markers revealed high levels of genotypic variation within M. lini populations. This discovery contrasts with observed phenotypic dynamics as the epidemics of this pathogen were largely dominated by four pathotypes across the study period. Based on a detailed assessment and comparison of pathotypic and genotypic patterns, our study increases the understanding of how genetic diversity is generated and maintained through space and time within wild pathogen populations. The implications for the management of resistance to pathogens in agricultural or conservation contexts are significant: the appearance of clonality may be hiding high levels of pathogen diversity and recombination. Understanding how this diversity is generated could provide new and unique ways to mitigate or suppress the emergence of infectious strains, allowing to efficiently combat harmful diseases.
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Affiliation(s)
- Hanna Susi
- CSIRO Agriculture & Food, Canberra, Australia
- * E-mail:
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Zhang J, Zhang P, Karaoglu H, Park RF. Molecular Characterization of Australian Isolates of Puccinia graminis f. sp. tritici Supports Long-Term Clonality but also Reveals Cryptic Genetic Variation. PHYTOPATHOLOGY 2017; 107:1032-1038. [PMID: 28513283 DOI: 10.1094/phyto-09-16-0334-r] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/18/2023]
Abstract
Long-term surveys of pathogenicity in Puccinia graminis f. sp. tritici in Australia have implicated mutation as a major source of virulence, at times leading to the demise of stem-rust-resistant wheat cultivars and substantial yield losses. Since 1925, these surveys have identified at least four occasions on which exotic isolates of P. graminis f. sp. tritici appeared in Australia, with each acting as a founding isolate that gave rise sequentially to derivative pathotypes via presumed single-step mutation. The current study examined the relationship between virulence and molecular patterns using simple-sequence repeat (SSR) markers on selected isolates of P. graminis f. sp. tritici collected in Australia during a 52-year period in order to propose an evolutionary pathway involving these isolates. Studies of SSR variability among this collection of isolates within a putative clonal lineage based on pathotype 21-0, first detected in 1954 (the "21/34 lineage"), provided compelling evidence of clonality over the 52-year period, coupled with single-step acquisition of virulence for resistance genes. It also supported the postulation that two triticale-attacking pathotypes (34-2,12 and 34-2,12,13) detected in the early 1980s were derived from pathotype 21-0 via stepwise sequential acquisition of virulence for Sr5, Sr11, Sr27, and then SrSatu. Some of the isolates examined that were regarded as members of the race 21/34 lineage based on pathogenicity differed significantly in their SSR genotypes, indicating that they may have originated from processes more complex than simple mutation. This included two isolates of pathotype 21-0, which were collected in 1994 and 2006. Given that sexual recombination in P. graminis is rare or absent in Australia, the cryptic complexity observed could indicate that one or more of these isolates arose as a consequence of asexual recombination.
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Affiliation(s)
- Jianping Zhang
- First, second, third, and fourth authors: University of Sydney, Plant Breeding Institute Cobbitty, Cobbitty, NSW 2570, Australia; first author: CSIRO Agriculture, GPO Box 1600, Canberra, ACT 2601, Australia; and first author: Henan Tianmin Seed Company Ltd., South Industrial District, Lankao, Henan, 475300, P. R. China
| | - Peng Zhang
- First, second, third, and fourth authors: University of Sydney, Plant Breeding Institute Cobbitty, Cobbitty, NSW 2570, Australia; first author: CSIRO Agriculture, GPO Box 1600, Canberra, ACT 2601, Australia; and first author: Henan Tianmin Seed Company Ltd., South Industrial District, Lankao, Henan, 475300, P. R. China
| | - Haydar Karaoglu
- First, second, third, and fourth authors: University of Sydney, Plant Breeding Institute Cobbitty, Cobbitty, NSW 2570, Australia; first author: CSIRO Agriculture, GPO Box 1600, Canberra, ACT 2601, Australia; and first author: Henan Tianmin Seed Company Ltd., South Industrial District, Lankao, Henan, 475300, P. R. China
| | - Robert F Park
- First, second, third, and fourth authors: University of Sydney, Plant Breeding Institute Cobbitty, Cobbitty, NSW 2570, Australia; first author: CSIRO Agriculture, GPO Box 1600, Canberra, ACT 2601, Australia; and first author: Henan Tianmin Seed Company Ltd., South Industrial District, Lankao, Henan, 475300, P. R. China
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Atehnkeng J, Donner M, Ojiambo PS, Ikotun B, Augusto J, Cotty PJ, Bandyopadhyay R. Environmental distribution and genetic diversity of vegetative compatibility groups determine biocontrol strategies to mitigate aflatoxin contamination of maize by Aspergillus flavus. Microb Biotechnol 2016; 9:75-88. [PMID: 26503309 PMCID: PMC4720411 DOI: 10.1111/1751-7915.12324] [Citation(s) in RCA: 53] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2015] [Revised: 08/28/2015] [Accepted: 08/30/2015] [Indexed: 02/01/2023] Open
Abstract
Maize infected by aflatoxin-producing Aspergillus flavus may become contaminated with aflatoxins, and as a result, threaten human health, food security and farmers' income in developing countries where maize is a staple. Environmental distribution and genetic diversity of A. flavus can influence the effectiveness of atoxigenic isolates in mitigating aflatoxin contamination. However, such information has not been used to facilitate selection and deployment of atoxigenic isolates. A total of 35 isolates of A. flavus isolated from maize samples collected from three agro-ecological zones of Nigeria were used in this study. Ecophysiological characteristics, distribution and genetic diversity of the isolates were determined to identify vegetative compatibility groups (VCGs). The generated data were used to inform selection and deployment of native atoxigenic isolates to mitigate aflatoxin contamination in maize. In co-inoculation with toxigenic isolates, atoxigenic isolates reduced aflatoxin contamination in grain by > 96%. A total of 25 VCGs were inferred from the collected isolates based on complementation tests involving nitrate non-utilizing (nit(-)) mutants. To determine genetic diversity and distribution of VCGs across agro-ecological zones, 832 nit(-) mutants from 52 locations in 11 administrative districts were paired with one self-complementary nitrate auxotroph tester-pair for each VCG. Atoxigenic VCGs accounted for 81.1% of the 153 positive complementations recorded. Genetic diversity of VCGs was highest in the derived savannah agro-ecological zone (H = 2.61) compared with the southern Guinea savannah (H = 1.90) and northern Guinea savannah (H = 0.94) zones. Genetic richness (H = 2.60) and evenness (E5 = 0.96) of VCGs were high across all agro-ecological zones. Ten VCGs (40%) had members restricted to the original location of isolation, whereas 15 VCGs (60%) had members located between the original source of isolation and a distance > 400 km away. The present study identified widely distributed VCGs in Nigeria such as AV0222, AV3279, AV3304 and AV16127, whose atoxigenic members can be deployed for a region-wide biocontrol of toxigenic isolates to reduce aflatoxin contamination in maize.
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Affiliation(s)
- Joseph Atehnkeng
- Plant Pathology Unit, International Institute of Tropical Agriculture, PMB 5320, Ibadan, Nigeria
| | - Matthias Donner
- Institute for Plant Diseases, Phytopathology and Nematology in Soil Ecosystems, University of Bonn, Bonn, Germany
| | - Peter S Ojiambo
- Department of Plant Pathology, North Carolina State University, Raleigh, North Carolina, USA
| | - Babatunde Ikotun
- Department of Crop Protection and Environmental Biology, University of Ibadan, Ibadan, Nigeria
| | - Joao Augusto
- Plant Pathology Unit, International Institute of Tropical Agriculture, PMB 5320, Ibadan, Nigeria
| | - Peter J Cotty
- USDA-ARS, Division of Plant Pathology and Microbiology, Department of Plant Sciences, University of Arizona, Tucson, Arizona, USA
| | - Ranajit Bandyopadhyay
- Plant Pathology Unit, International Institute of Tropical Agriculture, PMB 5320, Ibadan, Nigeria
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Wan Q, Liang J, Luo Y, Ma Z. Population Genetic Structure of Puccinia striiformis in Northwestern China. PLANT DISEASE 2015; 99:1764-1774. [PMID: 30699507 DOI: 10.1094/pdis-02-15-0144-re] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Wheat stripe rust, caused by Puccinia striiformis f. sp. tritici, is one of the most important fungal diseases of wheat in China. Xinjiang, Qinghai, and Gansu Provinces, located in the northwest of China, are the key regions for interregional epidemics of wheat stripe rust due to their geographic as well as crop-planting features, in relation to pathogen's life cycle, reproduction, and population genetics. To study the population genetic structures of the pathogen in these areas, 217 isolates of P. striiformis f. sp. tritici were collected from different geographic locations at various elevations in the three provinces. The amplified fragment length polymorphism (AFLP) genotypes and virulence phenotypes were analyzed for Xinjiang, Qinghai, and Gansu populations. Frequent genotypic exchanges between Xinjiang and Qinghai and between Qinghai and Gansu populations were detected, demonstrating that the populations of Xinjiang and Gansu may not be completely isolated. Genotypic diversity in Gansu Province was much higher than that in Xinjiang or Qinghai Province. The Xinjiang population was genetically closer to the Qinghai population than to the Gansu population. The race dynamic patterns in Qinghai were consistent with those in Gansu but the similar component pattern of the race dynamics in Xinjiang appeared late, following those in Gansu and other interior epidemic regions of China. No significant correlation between the AFLP genetic distance and the virulence distance in the Xinjiang, Qinghai, and Gansu populations was determined. A possible recombination signature of the pathogen population was detected in Gansu population and some subpopulations in Qinghai but not in Xinjiang population.
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Affiliation(s)
- Qiong Wan
- Department of Plant Pathology, China Agricultural University, Beijing 100193, P. R. China
| | - Junmin Liang
- Department of Plant Pathology, China Agricultural University, Beijing 100193, P. R. China
| | - Yong Luo
- Department of Plant Pathology, China Agricultural University, Beijing 100193, P. R. China
| | - Zhanhong Ma
- Department of Plant Pathology, China Agricultural University, Beijing 100193, P. R. China
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Berlin A, Djurle A, Samils B, Yuen J. Genetic variation in Puccinia graminis collected from oats, rye, and barberry. PHYTOPATHOLOGY 2012; 102:1006-12. [PMID: 22734559 DOI: 10.1094/phyto-03-12-0041-r] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/15/2023]
Abstract
Puccinia graminis, the causal agent of stem rust, was collected from its alternate host barberry (Berberis spp.) and two different uredinial hosts, oats (Avena sativa) and rye (Secale cereale). The samples were analyzed using 11 polymorphic simple sequence repeat (SSR) markers. There were large differences between fungal populations on oats (P. graminis f. sp. avenae) and rye (P. graminis f. sp. secalis), and the genetic variation within the different formae speciales was also high. It was possible to distinguish between the two formae speciales on barberry. Additional genotypic groups not present in the field samples from oats and rye were also identified on barberry. Our results confirm the importance of barberry in maintaining the populations of P. graminis in Sweden and the importance of the sexual stage for the survival of the pathogen.
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Affiliation(s)
- Anna Berlin
- Department of Forest Mycology and Plant Pathology, Swedish University of Agricultural Sciences, Uppsala, Sweden.
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Bogacki P, Keiper FJ, Oldach KH. Genetic structure of South Australian Pyrenophora teres populations as revealed by microsatellite analyses. Fungal Biol 2010; 114:834-41. [DOI: 10.1016/j.funbio.2010.08.002] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2009] [Revised: 06/17/2010] [Accepted: 08/01/2010] [Indexed: 10/19/2022]
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Visser B, Herselman L, Pretorius ZA. Genetic comparison of Ug99 with selected South African races of Puccinia graminis f.sp. tritici. MOLECULAR PLANT PATHOLOGY 2009; 10:213-222. [PMID: 19236570 PMCID: PMC6640262 DOI: 10.1111/j.1364-3703.2008.00525.x] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
Using simple sequence repeat (SSR) and amplified fragment length polymorphism (AFLP) marker analyses, the genetic structure of selected South African wheat stem rust races was compared with Ug99. SSR analysis divided the population into two distinct groups with 24.5% similarity between them. A local race, UVPgt55 (North American race notation TTKSF), grouped with Ug99 (TTKSK) with a 100% similarity. When AFLP data were included, the same groups were found, but with an increased similarity of 66.7%. Although the SSR data were unable to distinguish between all individual isolates, the AFLP data alone and in combination with the SSR data discriminated between the isolates. The grouping of individual isolates resembled the pathogenicity profile of the different races. On the basis of its similarity with Ug99, it was concluded that UVPgt55 was most probably an exotic introduction into South Africa, whereas the other races specialized locally through mutational adaptation.
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Affiliation(s)
- Botma Visser
- Department of Plant Sciences, University of the Free State, Bloemfontein, 9300, South Africa.
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Fisher MC, Bosch J, Yin Z, Stead DA, Walker J, Selway L, Brown AJP, Walker LA, Gow NAR, Stajich JE, Garner TWJ. Proteomic and phenotypic profiling of the amphibian pathogen Batrachochytrium dendrobatidis shows that genotype is linked to virulence. Mol Ecol 2009; 18:415-29. [PMID: 19161465 DOI: 10.1111/j.1365-294x.2008.04041.x] [Citation(s) in RCA: 113] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Population genetics of the amphibian pathogen Batrachochytrium dendrobatidis (Bd) show that isolates are highly related and globally homogenous, data that are consistent with the recent epidemic spread of a previously endemic organism. Highly related isolates are predicted to be functionally similar due to low levels of heritable genetic diversity. To test this hypothesis, we took a global panel of Bd isolates and measured (i) the genetic relatedness among isolates, (ii) proteomic profiles of isolates, (iii) the susceptibility of isolates to the antifungal drug caspofungin, (iv) the variation among isolates in growth and phenotypic characteristics, and (v) the virulence of isolates against the European common toad Bufo bufo. Our results show (i) genotypic differentiation among isolates, (ii) proteomic differentiation among isolates, (iii) no significant differences in susceptibility to caspofungin, (iv) differentiation in growth and phenotypic/morphological characters, and (v) differential virulence in B. bufo. Specifically, our data show that Bd isolates can be profiled by their genotypic and proteomic characteristics, as well as by the size of their sporangia. Bd genotypic and phenotypic distance matrices are significantly correlated, showing that less-related isolates are more biologically unique. Mass spectrometry has identified a set of candidate genes associated with inter-isolate variation. Our data show that, despite its rapid global emergence, Bd isolates are not identical and differ in several important characters that are linked to virulence. We argue that future studies need to clarify the mechanism(s) and rate at which Bd is evolving, and the impact that such variation has on the host-pathogen dynamic.
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Affiliation(s)
- Matthew C Fisher
- Department of Infectious Disease Epidemiology, Imperial College London, St. Mary's Hospital, Norfolk Place, London W21PG, UK.
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Haque S, Park RF, Keiper FJ, Bariana HS, Wellings CR. Pathogenic and molecular variation support the presence of genetically distinct clonal lineages in Australian populations of Puccinia graminis f. sp. avenae. ACTA ACUST UNITED AC 2008; 112:663-73. [PMID: 18499424 DOI: 10.1016/j.mycres.2008.01.015] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2007] [Revised: 11/22/2007] [Accepted: 01/24/2008] [Indexed: 10/22/2022]
Abstract
Previous studies of the causal agent of stem rust of oats (Puccinia graminis f. sp. avenae; P. g. avenae) in Australia have demonstrated a high level of pathogenic variability. In this work, the pathotypic structure of the Australian P. g. avenae population in 1999 was investigated, as well as the pathotypic and genetic diversity of a collection of 26 Australian isolates representing a 25-year period (1971-1996). In the 1999 sample, 16 races belonging to six international standard races were identified from 97 isolates, with standard race 94 predominant in all regions. Race 94+Pg-13,Pg-Sa,Pg-a, detected in southern New South Wales (sNSW) and northern New South Wales (nNSW), was virulent on all of the differential genotypes used. Detailed analyses of pathogenicity and AFLP variability among 26 isolates collected from 1971-1996 revealed that isolates of standard race 94 collected in 1999 were genetically distinct from other Australian races of P. g. avenae. This evidence, along with data from annual pathogenicity surveys, suggests that the group to which standard race 94 belongs appeared during the late 1980s, and that it increased in frequency to dominate P. g. avenae pathogen populations throughout Australia from 1992 onward. The existence of groups of P. g. avenae isolates in Australia that differ in pathogenicity and AFLP phenotype suggests that current populations have evolved from a number of isolates of the fungus that differ in their genetic backgrounds, which may have originated from independent introductions or from asexual hybridisational events.
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Affiliation(s)
- Shahidul Haque
- University of Sydney, Plant Breeding Institute, Camden, NSW, Australia
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SZABO LESJ, KOLMER JAMESA. Development of simple sequence repeat markers for the plant pathogenic rust fungusPuccinia triticina. ACTA ACUST UNITED AC 2007. [DOI: 10.1111/j.1471-8286.2007.01686.x] [Citation(s) in RCA: 45] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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SZABO LESJ. Development of simple sequence repeat markers for the plant pathogenic rust fungus, Puccinia graminis. ACTA ACUST UNITED AC 2006. [DOI: 10.1111/j.1471-8286.2006.01540.x] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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