Genome-wide association study in New York Phytophthora capsici isolates reveals loci involved in mating type and mefenoxam sensitivity

Phytophthora capsici is a soilborne oomycete plant pathogen that causes severe vegetable crop losses in New York (NY) State and worldwide. This pathogen is difficult to manage, in part due to its production of long-lasting sexual spores and its tendency to quickly evolve fungicide resistance. We single-nucleotide polymorphism (SNP) genotyped 252 P. capsici isolates, predominantly from NY, in order to conduct a genome-wide association study for mating type and mefenoxam insensitivity. The population structure and extent of chromosomal copy number variation in this collection of isolates were also characterized. Population structure analyses showed isolates largely clustered by the field site where they were collected, with values of FST between pairs of fields ranging from 0.10 to 0.31. Thirty-three isolates were putative aneuploids, demonstrating evidence for having up to four linkage groups present in more than two copies, and an additional two isolates appeared to be genome-wide triploids. Mating type was mapped to a region on scaffold 4, consistent with previous findings, and mefenoxam insensitivity was associated with several SNP markers at a novel locus on scaffold 62. We identified several candidate genes for mefenoxam sensitivity, including a homolog of yeast ribosome synthesis factor Rrp5, but failed to locate near the scaffold 62 locus any subunits of RNA Polymerase I, the enzyme that has been hypothesized to be the target site of phenylamide fungicides in oomycetes. This work expands our knowledge of the population biology of P. capsici and provides a foundation for functional validation of candidate genes associated with epidemiologically important phenotypes.

[1]  J. Mudge,et al.  Dynamic Extreme Aneuploidy (DEA) in the vegetable pathogen Phytophthora capsici and the potential for rapid asexual evolution , 2020, PloS one.

[2]  A. Kilian,et al.  Genomic Regions Associated with Virulence in Pyrenophora teres f. teres Identified by Genome-Wide Association Analysis and Bi-parental Mapping. , 2019, Phytopathology.

[3]  S. Restrepo,et al.  Genome-wide association study identifies SNP markers associated with mycelial growth at 15, 20 and 25 °C, mefenoxam resistance and mating type in Phytophthora infestans. , 2019, Phytopathology.

[4]  Tamar Sofer,et al.  Genetic association testing using the GENESIS R/Bioconductor package , 2019, Bioinform..

[5]  R. Michelmore,et al.  Genomic signatures of heterokaryosis in the oomycete pathogen Bremia lactucae , 2019, Nature Communications.

[6]  P. Sachs,et al.  SMARCAD1 ATPase activity is required to silence endogenous retroviruses in embryonic stem cells , 2019, Nature Communications.

[7]  Chi Zhang,et al.  PopLDdecay: a fast and effective tool for linkage disequilibrium decay analysis based on variant call format files , 2018, Bioinform..

[8]  Dariusz M Plewczynski,et al.  Three-dimensional Epigenome Statistical Model: Genome-wide Chromatin Looping Prediction , 2018, Scientific Reports.

[9]  L. Quesada-Ocampo,et al.  Analysis of microsatellites from transcriptome sequences of Phytophthora capsici and applications for population studies , 2018, Scientific Reports.

[10]  B. Grant,et al.  Target Sites of Fungicides to Control Oomycetes , 2018 .

[11]  Intra- and Intergenomic variation of Ploidy and Clonality characterize Phytophthora capsici on Capsicum sp. in Taiwan , 2017, Mycological Progress.

[12]  K. Lamour,et al.  Phytophthora colocasiae from Vietnam, China, Hawaii and Nepal: intra- and inter-genomic variations in ploidy and a long-lived, diploid Hawaiian lineage. , 2017, Mycological Progress.

[13]  B. McDonald,et al.  A fungal wheat pathogen evolved host specialization by extensive chromosomal rearrangements , 2017, The ISME Journal.

[14]  Elodie Gazave,et al.  Temporal Genetic Dynamics of an Experimental, Biparental Field Population of Phytophthora capsici , 2016, bioRxiv.

[15]  B. McDonald,et al.  Validation of Genome-Wide Association Studies as a Tool to Identify Virulence Factors in Parastagonospora nodorum. , 2016, Phytopathology.

[16]  T. Kasuga,et al.  Host-induced aneuploidy and phenotypic diversification in the Sudden Oak Death pathogen Phytophthora ramorum , 2016, BMC Genomics.

[17]  G. Sherlock,et al.  Whole Genome Analysis of 132 Clinical Saccharomyces cerevisiae Strains Reveals Extensive Ploidy Variation , 2016, G3: Genes, Genomes, Genetics.

[18]  H. Judelson,et al.  Metalaxyl Resistance in Phytophthora infestans: Assessing Role of RPA190 Gene and Diversity Within Clonal Lineages. , 2015, Phytopathology.

[19]  Maitreya J. Dunham,et al.  The Fitness Consequences of Aneuploidy Are Driven by Condition-Dependent Gene Effects , 2015, PLoS biology.

[20]  C. Smart,et al.  Evolution of an Experimental Population of Phytophthora capsici in the Field. , 2014, Phytopathology.

[21]  S. Whisson,et al.  Sequence diversity in the large subunit of RNA polymerase I contributes to Mefenoxam insensitivity in Phytophthora infestans. , 2014, Molecular plant pathology.

[22]  D. Bates,et al.  Fitting Linear Mixed-Effects Models Using lme4 , 2014, 1406.5823.

[23]  C. Smart,et al.  Plant-Pathogenic Oomycetes, Escherichia coli Strains, and Salmonella spp. Frequently Found in Surface Water Used for Irrigation of Fruit and Vegetable Crops in New York State , 2014, Applied and Environmental Microbiology.

[24]  Stephen D. Turner,et al.  qqman: an R package for visualizing GWAS results using Q-Q and manhattan plots , 2014, bioRxiv.

[25]  Robert J. Elshire,et al.  TASSEL-GBS: A High Capacity Genotyping by Sequencing Analysis Pipeline , 2014, PloS one.

[26]  R Core Team,et al.  R: A language and environment for statistical computing. , 2014 .

[27]  Y. Bi,et al.  Loss of Heterozygosity Drives Clonal Diversity of Phytophthora capsici in China , 2013, PloS one.

[28]  M. Babadoost,et al.  Survival of Oospores of Phytophthora capsici in Soil. , 2013, Plant disease.

[29]  N. Cogan,et al.  StAMPP: an R package for calculation of genetic differentiation and structure of mixed‐ploidy level populations , 2013, Molecular ecology resources.

[30]  Rhys A. Farrer,et al.  Chromosomal Copy Number Variation, Selection and Uneven Rates of Recombination Reveal Cryptic Genome Diversity Linked to Pathogenicity , 2013, PLoS genetics.

[31]  Marco Thines,et al.  The rise and fall of the Phytophthora infestans lineage that triggered the Irish potato famine , 2013, eLife.

[32]  K. Lamour,et al.  Advances in Research on Phytophthora capsici on Vegetable Crops in The United States. , 2012, Plant disease.

[33]  James R. Knight,et al.  Genome sequencing and mapping reveal loss of heterozygosity as a mechanism for rapid adaptation in the vegetable pathogen Phytophthora capsici. , 2012, Molecular plant-microbe interactions : MPMI.

[34]  A. Amon,et al.  New insights into the troubles of aneuploidy. , 2012, Annual review of cell and developmental biology.

[35]  Jeffrey B. Endelman,et al.  Ridge Regression and Other Kernels for Genomic Selection with R Package rrBLUP , 2011 .

[36]  M. Ojika,et al.  The second Phytophthora mating hormone defines interspecies biosynthetic crosstalk. , 2011, Nature chemical biology.

[37]  L. Quesada-Ocampo,et al.  Investigating the genetic structure of Phytophthora capsici populations. , 2011, Phytopathology.

[38]  Gonçalo R. Abecasis,et al.  The variant call format and VCFtools , 2011, Bioinform..

[39]  Robert J. Elshire,et al.  A Robust, Simple Genotyping-by-Sequencing (GBS) Approach for High Diversity Species , 2011, PloS one.

[40]  C. Smart,et al.  Population Structure and Resistance to Mefenoxam of Phytophthora capsici in New York State. , 2010, Plant disease.

[41]  M. Hausbeck,et al.  Resistance of Pepper to Phytophthora Crown, Root, and Fruit Rot Is Affected by Isolate Virulence. , 2010, Plant disease.

[42]  C. Smart,et al.  Dispersal and movement mechanisms of Phytophthora capsici sporangia. , 2009, Phytopathology.

[43]  Ziying Wang,et al.  Development of an Improved Isolation Approach and Simple Sequence Repeat Markers To Characterize Phytophthora capsici Populations in Irrigation Ponds in Southern Georgia , 2009, Applied and Environmental Microbiology.

[44]  Richard Durbin,et al.  Sequence analysis Fast and accurate short read alignment with Burrows – Wheeler transform , 2009 .

[45]  A. Keinath,et al.  First Report of Insensitivity to Cyazofamid Among Isolates of Phytophthora capsici from the Southeastern United States. , 2008, Plant disease.

[46]  K. Lamour,et al.  Survival and spread of Phytophthora capsici in Coastal Peru. , 2008, Phytopathology.

[47]  H. Sierotzki,et al.  Fungicide modes of action and resistance in downy mildews , 2008, European Journal of Plant Pathology.

[48]  A. Keinath Sensitivity of Populations of Phytophthora capsici from South Carolina to Mefenoxam, Dimethomorph, Zoxamide, and Cymoxanil. , 2007, Plant disease.

[49]  Joachim Selbig,et al.  pcaMethods - a bioconductor package providing PCA methods for incomplete data , 2007, Bioinform..

[50]  F. Merino,et al.  Diversity of Phytophthora capsici in Northwest Spain: Analysis of Virulence, Metalaxyl Response, and Molecular Characterization. , 2006, Plant disease.

[51]  M. Ojika,et al.  Characterization of a Phytophthora Mating Hormone , 2005, Science.

[52]  W. G. Hill,et al.  Linkage disequilibrium in finite populations , 1968, Theoretical and Applied Genetics.

[53]  K. Lamour,et al.  Phytophthora capsici on Vegetable Crops: Research Progress and Management Challenges. , 2004, Plant disease.

[54]  Korbinian Strimmer,et al.  APE: Analyses of Phylogenetics and Evolution in R language , 2004, Bioinform..

[55]  K. Lamour,et al.  Effect of Crop Rotation on the Survival of Phytophthora capsici in Michigan. , 2003, Plant disease.

[56]  K. Lamour,et al.  Investigating the Spatiotemporal Genetic Structure of Phytophthora capsici in Michigan. , 2001, Phytopathology.

[57]  J. Ristaino,et al.  Resistance to Mefenoxam and Metalaxyl Among Field Isolates of Phytophthora capsici Causing Phytophthora Blight of Bell Pepper. , 2001, Plant disease.

[58]  K. Lamour,et al.  Mefenoxam Insensitivity and the Sexual Stage of Phytophthora capsici in Michigan Cucurbit Fields. , 2000, Phytopathology.

[59]  H. Judelson,et al.  Multiple Loci Determining Insensitivity to Phenylamide Fungicides in Phytophthora infestans. , 1999, Phytopathology.

[60]  Daniel H. Huson,et al.  SplitsTree: analyzing and visualizing evolutionary data , 1998, Bioinform..

[61]  H. Judelson,et al.  Genetic Analysis of Metalaxyl Insensitivity Loci in Phytophthora infestans Using Linked DNA Markers. , 1997, Phytopathology.

[62]  H. Judelson,et al.  Mating-type loci segregate aberrantly in Phytophthora infestans but normally in Phytophthora parasitica: implications for models of mating-type determination , 1997, Current Genetics.

[63]  H. Judelson Expression and Inheritance of Sexual Preference and Selfing Potential inPhytophthora infestans , 1997 .

[64]  O. K. Ribeiro,et al.  Phytophthora diseases worldwide , 1998 .

[65]  D. Tollervey,et al.  RRP5 is required for formation of both 18S and 5.8S rRNA in yeast. , 1996, The EMBO journal.

[66]  Y. Cohen,et al.  RESISTANCE TO PHENYLAMIDE FUNGICIDES: a case study with phytophthora infestans involving mating type and race structure. , 1996, Annual review of phytopathology.

[67]  C. Therrien,et al.  Polyploidy Among Isolates of Phytophthora infestans from Eastern Germany , 1995 .

[68]  R. Bhat,et al.  The inheritance of resistance to metalaxyl and to fluorophenylalanine in matings of homothallic Phytophthora sojae , 1993 .

[69]  W. Koeller Target Sites of Fungicide Action , 1991 .

[70]  J. H. Bowers,et al.  Effect of soil temperature and soil-water matric potential on the survival of Phytophthora capsici in natural soil. , 1990 .

[71]  G. Kitagawa,et al.  Akaike Information Criterion Statistics , 1988 .

[72]  R. Shattock Studies on the inheritance of resistance to metalaxyl in Phytophthora infestans , 1988 .

[73]  S. Martin,et al.  Comparison of two media selective for Phytophthora and Pythium species. , 1986 .

[74]  B. Weir,et al.  ESTIMATING F‐STATISTICS FOR THE ANALYSIS OF POPULATION STRUCTURE , 1984, Evolution; international journal of organic evolution.

[75]  R. Wollgiehn,et al.  [Effect of metalaxyl on the synthesis of RNA, DNA and protein in Phytophthora nicotianae]. , 1984, Zeitschrift fur allgemeine Mikrobiologie.

[76]  L. C. Davidse,et al.  Specific interference of metalaxyl with endogenous RNA polymerase activity in isolated nuclei fromPhytophthora megasperma f. sp.medicaginis , 1983 .

[77]  R. Schlub Epidemiology of Phytophthora capsici on bell pepper , 1983, The Journal of Agricultural Science.

[78]  W. Ko Heterothallic Phytophthora : Evidence for Hormonal Regulation of Sexual Reproduction , 1978 .

[79]  C. Brasier,et al.  Diploidy and Chromosomal Structural Hybridity in Phytophthora infestans , 1973, Nature.

[80]  E. Sansome Meiosis in the Oogonium and Antheridium of Pythium debaryanum Hesse , 1961, Nature.

[81]  S. F. Ashby Strains and taxonomy of Phytophthora palmivora Butler (P. Faberi Maubl.) , 1929 .