Evidence map›Paper›PMID 41299216›Full record

ArticleBMC genomics2025

k-mer-based GWAS reveals a candidate avirulence gene and structural variation in Puccinia triticina linked to gain of Lr20 virulence.

Ayako Tsushima, Césarée Morier-Gxoyiya, Loizos Savva, Grzegorz Czajowski, Sarah Wilderspin, Paweł Czembor, Sarah Holdgate, Diane G O Saunders

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Article in BMC genomics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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4 · The record

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5 · Who and what money

Authors and funding

8 authors.

Ayako TsushimaJohn Innes Centre, Norwich Research Park, Norwich, UK.
Césarée Morier-GxoyiyaJohn Innes Centre, Norwich Research Park, Norwich, UK.
Loizos SavvaJohn Innes Centre, Norwich Research Park, Norwich, UK.
Grzegorz CzajowskiPlant Breeding and Acclimatization Institute, National Research Institute, Radzików, Błonie, 05- 870, Poland.
Sarah WilderspinNIAB, Cambridge, CB3 0LE, UK.
Paweł CzemborPlant Breeding and Acclimatization Institute, National Research Institute, Radzików, Błonie, 05- 870, Poland.
Sarah HoldgateNIAB, Cambridge, CB3 0LE, UK.
Diane G O SaundersJohn Innes Centre, Norwich Research Park, Norwich, UK. diane.saunders@jic.ac.uk.

Funding

Biotechnology and Biological Sciences Research Council BB/P012574/1, BB/P016855/1Biotechnology and Biological Sciences Research Council BB/T008717/1HORIZON EUROPE European Research Council 715638Japan Society for the Promotion of Science JP22K20583 and JP24K17895
6 · The paper itself

Abstract

backgroundPlant pathogens secrete effector proteins into their hosts to promote colonisation. Among these are avirulence (Avr) effectors, which can be recognised by specific host immune receptors, triggering an immune response that prevents pathogen progression. This recognition exerts strong evolutionary pressure on pathogens to alter and/or eliminate Avr genes to escape recognition. Consequently, understanding Avr gene evolution is critical for developing effective resistance deployment strategies. However, identifying and validating Avr effectors remains a significant challenge, especially for fungal plant pathogens, leading to a limited catalogue of Avr genes. This challenge is particularly pronounced for obligate biotrophic pathogens such as the wheat leaf (brown) rust fungus Puccinia triticina (Pt), where only two Avr genes have been confirmed to date.

resultsIn this study, we conducted a k-mer-based genome-wide association study (GWAS) to detect a broad spectrum of structural genetic variations — including single nucleotide polymorphisms (SNPs), insertions and deletions (indels) and copy number variations (CNVs) — that may contribute to the gain of virulence in Pt. Analysis of k-mers linked to avirulence phenotypes of Pt isolates across eleven leaf rust resistance (Lr) loci, revealed a distinct association peak on chromosome 10B corresponding to avirulence against Lr20. Assembly of the associated k-mers produced a 50 bp sequence that was located near two candidate effector genes, one of which — termed Pt76_024702 — also displayed high levels of expression during both early and later stages of infection. Furthermore, the genomic region harbouring Pt76_024702 exhibited large-scale deletions in certain Pt lineages virulent to Lr20, particularly those infecting durum wheat (Triticum turgidum ssp. durum).

conclusionThese findings highlight Pt76_024702 as a compelling candidate for AvrLr20 and demonstrate the significant potential of the presented k-mer-based GWAS approach to enhance the Avr gene catalogue. This strategy is particularly promising for complex fungal pathogens such as the notorious wheat rust pathogens where conventional approaches have previously proved challenging.

Indexed as

BasidiomycotaFungal ProteinsGenome-Wide Association StudyPucciniaDNA Copy Number VariationsPlant DiseasesPolymorphism, Single NucleotideTriticumVirulenceFungal ProteinsAvirulence effectorFungal pathogensk-mer-based GWASPuccinia triticinaStructural genomic variationWheat leaf rust

Identifiers

PMID41299216
PMCPMC12659103

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.