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Mechanisms of resistance to an azole fungicide in the grapevine powdery
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mildew fungus, Erysiphe necator
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Omer Frenkel*, Lance Cadle-Davidson*, Wayne F. Wilcox and Michael G. Milgroom
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*The first two authors contributed equally to this work
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First and fourth authors: School of Integrative Plant Science, Section of Plant Pathology
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and Plant-Microbe Biology, Cornell University, Ithaca, NY 14853; second author: United
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States Department of Agriculture, Agricultural Research Service Grape Genetics
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Research Unit, Geneva, NY 14456; and third author: School of Integrative Plant Science,
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Section of Plant Pathology and Plant-Microbe Biology, Cornell University, Geneva, NY
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14456
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Accepted for publication xx xxxxx 2014
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Corresponding author: Michael Milgroom; E-mail address:
[email protected] 18 19
Current address of first author: Department of Plant Pathology and Weed Research,
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Institute of Plant Protection, Agricultural Research Organization (ARO), The Volcani
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Center, Bet Dagan, 50250, Israel
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Mention of trade names or commercial products is solely for the purpose of providing
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specific information and does not imply recommendation or endorsement by the U.S.
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Department of Agriculture. USDA is an equal opportunity provider and employer.
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Abstract
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Frenkel, O., Cadle-Davidson, L., Wilcox, W.F., and Milgroom, M.G. 2014. Mechanisms
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of resistance to an azole fungicide in the grapevine powdery mildew fungus, Erysiphe
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necator. Phytopathology xx:xxx-xxx.
32 33
We studied the mechanisms of azole resistance in Erysiphe necator by quantifying the
34
sensitivity to myclobutanil (EC50) in 65 isolates from the eastern U.S. and 12 from Chile.
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From each isolate, we sequenced the gene for sterol 14α-demethylase (CYP51), and
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measured the expression of CYP51 and homologs of four putative efflux transporter
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genes, which we identified in the E. necator transcriptome. Sequence variation in CYP51
38
was relatively low, with sequences of 40 U.S. isolates identical to the reference sequence.
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Nine U.S. isolates and five from Chile carried a previously identified A to T nucleotide
40
substitution in position 495 (A495T), which results in an amino acid substitution in codon
41
136 (Y136F) and correlates with high levels of azole resistance. We also found a
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nucleotide substitution in position 1119 (A1119C) in 15 U.S. isolates, whose mean EC50
43
value was equivalent to that for the Y136F isolates. Isolates carrying mutation A1119C
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had significantly greater CYP51 expression, even though A1119C does not affect the
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CYP51 amino acid sequence. Regression analysis showed no significant effects of the
46
expression of efflux transporter genes on EC50. Both the Y136F mutation in CYP51 and
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increased CYP51 expression appear responsible for azole resistance in eastern U.S.
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populations of E. necator.
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Pests and pathogens of all taxonomic groups invariably evolve resistance to pesticides or
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drugs aimed at their management (30). Human-pathogenic fungi have evolved resistance
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to antifungal drugs (3, 40), and in agriculture, plant-pathogenic fungi have evolved
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resistance to fungicides used to manage plant diseases (28). Understanding the process by
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which fungicide resistance evolves is essential for delaying its development, or managing
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it subsequently (38, 39). Most modern fungicides are considered to have single-site
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modes of action, to which high levels of resistance can evolve by a single mutation,
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sometimes resulting rapidly in disease control failures (4, 28). In contrast to the
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distinctively bimodal distributions of fungicide sensitivity to many fungicides—fungal
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individuals are either sensitive or resistant—sensitivity to azole fungicides is a more
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continuous phenotype, and high levels of resistance evolve more slowly (13, 22). Azole
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fungicides, which include triazoles and imidazoles, are the most widely used group of
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sterol 14α-demethylation inhibiting (DMI) fungicides for treating both human- and plant-
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pathogenic fungi. Quantitative variation in azole sensitivity is thought to result from
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multiple mechanisms and multiple genes contributing to resistance (8, 13, 24). To fully
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understand and manage resistance to azoles, we need to understand the mechanisms and
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underlying genetics affecting these fungicides.
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Reduced sensitivity to azoles occurs by three known mechanisms (13). The first
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involves target site mutations in the enzyme sterol 14α-demethylase (CYP51), a
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cytochrome P450 (CYP) monooxygenase essential for ergosterol biosynthesis in fungi.
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Several mutations in CYP51 affecting the amino acid sequence are associated with
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reduced sensitivity to different azoles; the successive accumulation of these mutations in
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some fungi affects the range of different azoles to which sensitivity is reduced (12, 25).
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The second mechanism that reduces sensitivity is the constitutive overexpression of
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CYP51. Overexpression has been shown in several fungi to be caused by mutations in the
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promoter region upstream of CYP51 (27, 33). The third mechanism involves the
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overexpression of genes that control the efflux of azoles out of fungal cells. Genes
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associated with efflux of fungicides are mainly ATP binding cassette (ABC) transporters
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or major facilitator superfamily (MFS) transporters (8, 24). The types of mutations and
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mechanisms operating in a particular fungus have different effects on the azole sensitivity
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phenotype depending on which azole fungicide is used. Moreover, these genes/mutations
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may have epistatic effects depending on the genetic background of the fungal individual
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(12). Therefore, it would be helpful to understand resistance mechanisms for avoiding
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and managing azole resistance.
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The grapevine powdery mildew fungus, Erysiphe necator (syn. Uncinula
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necator), is one of the first plant-pathogenic fungi in which mutations to CYP51 were
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shown to be associated with azole resistance (15). Resistance to azoles and other
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demethylation-inhibiting (DMI) fungicides has been described in North American and
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European populations of E. necator, and in some cases has been associated with
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decreased disease control (11, 15, 17, 18, 29, 45). As found in other fungi, the
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distribution of sensitivities (expressed as EC50) was mostly continuous, and in some cases
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with distinctly higher mean EC50 values in populations exposed to applications of azoles
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(11, 18, 43, 45). Délye et al. (15) found a point mutation in CYP51, causing an amino
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acid substitution from tyrosine (Y) to phenylalanine (F) in codon 136 (denoted Y136F),
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to be associated with a significant degree of azole resistance. This same amino acid
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substitution was later shown to account for a major portion of triadimenol resistance in
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the barley powdery mildew fungus, Blumeria graminis f. sp. hordei (44). Y136F has
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been found in azole-resistant isolates of E. necator in Virginia (11), and has been used for
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surveying some populations in France and Italy for azole resistance (17, 29). However,
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not all of the highly resistant isolates examined carried this mutation (15, 29), nor is
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resistance always high in isolates with Y136F (29). Such limitations in the correlation
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between the Y136F mutation and high levels of azole resistance indicate that monitoring
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populations only for this mutation is not adequate for estimating the frequency of azole
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resistance. It is more likely that multiple mechanisms are conferring resistance, and the
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distribution of azole sensitivity may vary among populations as a function of the
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frequencies of these mechanisms. Furthermore, knowing which mechanisms are
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operating might be useful in choosing which chemicals to apply because different CYP51
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mutations or efflux transporters may affect cross resistance relationships (13, 24).
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As a nonmodel system, studies on the biology and genetics of E. necator are
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relatively challenging. For example, we have limited ability to obtain ascospores from
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controlled crosses (21, 35), preventing us from associating azole resistance with
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segregation of specific mutations, as done with the cereal powdery mildew fungus,
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Blumeria graminis (44); and a robust transformation system is not yet available for most
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powdery mildew fungi (9), precluding the option of gene-knockout experiments to
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determine the effects of specific genes on azole resistance phenotypes. Moreover, a
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genome sequence of E. necator is not yet available, as it is for two formae speciales of B.
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graminis and two powdery mildew species that infect Arabidopsis (34, 42). However, the
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transcriptome of one North American isolate was sequenced recently and includes
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homologs of ABC and MFS transporter genes associated with azole sensitivity in other
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fungi (L. Cadle-Davidson and M. G. Milgroom, unpublished results). Identifying these
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homologous sequences makes it possible to test whether their expression correlates with
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azole sensitivity in E. necator. Similarly, we can determine the expression levels of
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CYP51, even though the promoter sequence is not available. To study these relationships,
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we looked for associations between azole sensitivity phenotypes and mutations in
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CYP51and expression of candidate efflux transporters in samples from a diverse, sexually
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reproducing population of E. necator.
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The primary objectives for this study were to: 1) Determine the distribution of
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sensitivity to the azole fungicide myclobutanil in a diverse, native population of Erysiphe
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necator in the eastern U.S.; and 2) Determine whether mutations and expression of
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CYP51, and expression of ABC transporter and MFS genes significantly contribute to
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variation in myclobutanil sensitivity. A secondary objective was to look for correlations
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between these same traits and myclobutanil sensitivity in a sample E. necator isolates
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collected from vineyards in Chile where resistance to azoles was suspected.
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Materials and Methods
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Sampling of E. necator. We analyzed azole sensitivity in samples of E. necator collected
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from the eastern U.S., where it is native, and from Chile where it was introduced. A
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complete list of isolates and their hosts and geographic origins are found in the
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supplemental Table S1. Of the 65 isolates from the eastern U.S., 28 were collected from
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wild hosts (V. aestivalis, V. labrusca, V. riparia and V. rotundifolia), and 37 were from
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cultivated grapevines (V. vinifera, V. rotundifolia, Vitis × labrusca and Vitis interspecific
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hybrids). The eastern U.S. population is phenotypically diverse (19), reproduces sexually
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(6) and shows very little genetic structure (20). In contrast, populations outside the
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eastern U.S., including California, are much less diverse and are composed of one or two
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reproductively isolated genetic groups (A and B) (5, 20). Twelve isolates of E. necator
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were sampled in 2007 and 2008 from commercial vineyards in northern Chile (Region
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IV, vicinity of La Serena), in which the control of grapevine powdery mildew provided
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by azole fungicides appeared to be substandard. Grapevine powdery mildew was first
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reported in Chile in 1862 on imports of V. vinifera from Europe (14) and, therefore, we
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predict that this population of E. necator has low diversity as do other introduced
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populations. Because of the genetic differences between native and introduced
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populations, samples from the eastern U.S. and Chile were analyzed separately. All
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isolates were maintained in the laboratory on surface-disinfested grape leaves and
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cultured for quantifying azole sensitivity and nucleic acid purification as described
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previously (19).
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Azole sensitivity assay: We used the assay described by Erickson and Wilcox
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(18) to quantify the sensitivity of E. necator to the azole fungicide myclobutanil. This
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fungicide is commonly used to manage grapevine powdery mildew and sensitivity of E.
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necator to it is highly correlated with sensitivity to other azole fungicides (11, 18, 45).
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The assay is based on inoculating leaf disks treated with different fungicide
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concentrations and quantifying colony growth. Technical grade myclobutanil was
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dissolved in acetone and diluted with Nanopure Type 1 water containing 0.05% Tween
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20 to concentrations of 1, 0.5, 0.25, 0.06 and 0.016 µg/ml. The concentrations of acetone
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in these solutions did not affect growth and conidiation of E. necator (18). Disks (9 mm
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diameter) were cut from surface-sterilized, young leaves of V. vinifera ‘Riesling’ grown
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in a walk-in biotron. Each leaf disk was soaked for 60 min in a myclobutanil solution,
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dried and placed on 1.5% water agar. Leaf disks soaked in Nanopure Type 1 water with
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0.05% Tween 20 were used as the control. Leaf disks were inoculated by transferring a
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conidial chain from the inoculum source as described previously (18), and incubated at
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room temperature (25 C) for 7 days with 12h light/12h dark cycles, at which time the
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maximum colony radius was measured under a dissecting microscope at 32×
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magnification. Four replicate disks were used for each concentration per isolate. The
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effective concentration to reduce colony growth by 50% (EC50) was determined by
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regressing the percent of colony growth relative to the control treatment on the logarithm
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of fungicide concentration as described previously (18).
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Cyp51 sequencing. We PCR-amplified CYP51 and Sanger-sequenced PCR
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products at the Cornell University Life Sciences Core Laboratories Center (CLC). We
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used sequences of CYP51 in GenBank accessions EF649776.1 and U72657 to design
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three sets of primers using Primer3 (37) to amplify 1682 bp of the coding region (Table
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1). Because the beginning of the coding region was not suitable for primer design, we
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used accession U72657 (15) to design the first primer; the rest were designed from
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accession EF649776.1. The sequence in U72657 includes 203 bp in the upstream
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noncoding region and allowed us to design a forward primer for amplifying the beginning
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of the coding region. Sequences from the three parts of the gene were concatenated using
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Vector NTI (Life Technologies, Grand Island, NY) and a multiple alignment was
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constructed in ClustalW (36) to determine single-nucleotide polymorphisms (SNPs) and
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haplotypes.
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Identification of homologs of ABC and MFS transporters in E. necator. ABC
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and MFS transporter genes associated with azole resistance in ascomycetes (8, 23, 24)
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were used to search for homologs in an early draft of an E. necator transcriptome
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sequence (C. Cadle-Davidson and M. G. Milgroom, unpublished results). Amino acid
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sequences of the following genes were used in this query: MFS gene Bcmfs1 (DHA14-
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like major facilitator, GenBank no. AAF64435.2), BcatrD protein (GenBank
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CAC41639.1) and BMR1 (GenBank BAA93677.1) from Botrytis cinerea (teleomorph
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Botryotinia fuckeliana); and CDR1 (GenBank no. CAA54692.1) from Candida albicans.
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cDNA sequences in the E. necator transcriptome were translated in all reading frames
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into amino acid sequences using tBLASTn software at the Cornell University
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bioinformatics high-performance computing (BioHPC) facility for query using amino
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acid sequences of the above efflux transporters. Sequences in the E. necator
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transcriptome were identified as putative homologs based on sequence similarity and then
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blasted against the NCBI database using PBLAST to confirm their homology with
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additional fungi. Sequences with high sequence similarity were considered homologs.
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The same strategy was used to identify homologs of actin. Homologs to histone H3 and
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β-tubulin were identified in E. necator previously (1, 41).
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Quantitative reverse-transcription PCR (qRT-PCR) for quantification of
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gene expression. We quantified the expression of genes by qRT-PCR using methods
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described previously for E. necator (41). Isolates were cultured on surface-sterilized
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detached leaves of V. vinifera ‘Cabernet Sauvignon’ for 8 days at 23 C in 12 hr light/12
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hr dark conditions. Mycelia and conidia were harvested by applying fingernail polish
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over the colony and leaf surface and peeling it off when it was dry (7). Total RNA was
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isolated using RNeasyTM (Qiagen, Valencia, CA, USA), as described by Cadle-Davidson
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et al. (7). We used the iScript cDNA Synthesis Kit (Bio-Rad, Carlsbad, CA) to synthesize
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cDNA. This process was repeated for all isolates and constituted biological replicates;
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three replicates were obtained for some isolates.
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For each RNA isolate, we performed qRT-PCR using a MyiQ thermal cycler
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(Bio-Rad, Carlsbad, CA). Reactions included 1.5 µM Syto 9 for product quantification
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(Invitrogen, Grand Island, NY), and 10 nM fluorescein (Sigma-Aldrich, St. Louis, MO)
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for well-factor normalization. qRT-PCR was performed twice for each RNA sample
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(technical replicates) and estimates were averaged for statistical analyses. PCR primers
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were designed from transcriptome sequences using Primer3 for CYP51 and all homologs
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(Table 1). We normalized expression data for candidate genes by the expression of three
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constitutively expressed reference genes: actin, β-tubulin and histone H3 (Table 1). The
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control for estimating relative expression was calculated as the average of three E.
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necator isolates with EC50 values close to the mean baseline sensitivity of 0.01 - 0.02
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ppm (18). To minimize any possible selection by exposure to azoles or other fungicides,
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or recombination with resistant isolates, we chose control isolates that were collected
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from wild Vitis species in Panther Creek State Park (Blood Mountain, GA), and Brevard,
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NC, more than 10 km from any known vineyards (19). To calculate relative gene
229
expression we used the formula given by Pfaffl (32): =
( )∆ ( ) ( )∆
230
( )
(1)
231
where Etarget and Eref are the amplification efficiency of the target genes and the reference
232
(or normalizing) genes, respectively, and ∆CPtarget and ∆CPref include the differences in 11
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expression between the test isolates and the mean of three control isolates for the target
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and reference genes, respectively.
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Statistical analyses. We used stepwise regression to determine which factors
236
were associated with variation in the logarithm of EC50 values. Variables used in the
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model included mutations in CYP51 sequences, expression of CYP51, expression of each
238
of the ABC and MFS transporter homologs, and all possible two-way interactions
239
between these variables. The probability for a variable to enter was set at α = 0.2, and the
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probability to leave the model was set at α = 0.1. All analyses were done using JMP5
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(SAS, Cary, NC).
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Results
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Distribution of azole sensitivity. EC50 values for myclobutanil varied over more than
245
two orders of magnitude (0.007 to 3.54 µg/ml) among the isolates of E. necator
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examined, and therefore we present their distribution on a log scale (Fig. 1). Although
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phenotypes were found throughout the range of values encountered, the distribution of
248
log EC50 values within this range was distinctly bimodal in both the U.S. and Chile, with
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the two peaks at approximately 0.03 and 0.56 µg/ml for the more- versus less-sensitive
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groupings, respectively, consistent with previously-documented distributions in E.
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necator populations with significant DMI fungicide exposure versus those from baseline
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populations (18, 43)
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Sequence variation in CYP51. We found five haplotypes among the 65 CYP51
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sequences determined for isolates from the eastern U.S. (Table 2). The most common
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haplotype was found in 40 isolates; we refer to this as the wild type (CYP51+) because it
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is the most common and is not associated with myclobutanil resistance (see below). Nine
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isolates carried haplotype CYP51A495T/A1170C, which is characterized by mutations at
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nucleotides 495 and 1170 relative to the wild type. The mutation at nucleotide 495 causes
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a tyrosine to phenylalanine substitution in codon 136 (Y136F) and is known to confer
260
azole resistance in E. necator (15), whereas the mutation at nucleotide 1170 (A1170C) is
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a synonymous mutation in codon 343. Two other haplotypes also share the A1170C
262
mutation. We found an additional mutation, A1119C, which is a synonymous mutation in
263
codon 326, in haplotypes CYP51A1119C and CYP51A1119C/A1170C (Table 2).
264
Only two haplotypes were found among the 12 isolates from Chile. Seven carried
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haplotype CYP51C608T, which is identical to the reference haplotype in accession
266
EF649776.1 (accession number KM077176) and five carried CYP51A495T/C608T
267
(KM077177), which has the Y136F amino acid substitution. Mutation C608T results in
268
an amino acid difference from isoleucine to threonine in codon 156 (I156T). This amino
269
acid substitution is characteristic of a known difference between genetic groups A and B
270
in Europe but is not associated with azole resistance (16). Microsatellite genotyping of a
271
sample of Chilean isolates confirmed they were in group B (data not shown).
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All isolates carrying the Y136F mutation, from both the U.S. and Chile, were at
273
the higher end of the EC50 distribution (Fig. 1, Table 2). Similarly, U.S. isolates carrying
274
the mutation A1119C also had high EC50 values, even though this mutation does not
275
change the CYP51 amino acid sequence. EC50 values of isolates with either the Y136F or
276
A1119C mutation were significantly greater (P < 0.001) than those without these
277
mutations. There was no significant difference in mean EC50 values between U.S. isolates
278
carrying the A1119C versus the Y136F mutation (P = 0.23). Of the 20 isolates carrying
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mutation A1170C, 18 had haplotypes with either amino acid substitution Y136F or
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mutation A1119C. However, the two CYP51A1170C isolates, in which no other mutations
281
to the gene occurred, had low EC50 values (Table 2), suggesting this mutation alone is not
282
associated with azole resistance.
283
Expression of CYP51. We obtained expression data for CYP51 from 47 E.
284
necator isolates from the eastern U.S. and seven from Chile. Several isolates were lost
285
before we could culture them for RNA isolation, therefore, our sample sizes are smaller
286
for CYP51 expression than for nucleotide sequences. Overall, the logarithm of CYP51
287
expression was positively correlated with log EC50 for myclobutanil in the U.S. (r = 0.50,
288
P < 0.001); Fig. 2). Relative to isolates carrying the wild-type haplotype, expression was
289
significantly (P < 0.001) higher for isolates carrying either the Y136F mutation or the
290
A1119C mutation, even though the amino acid sequence for the latter group was identical
291
to the wild type (Fig. 3). CYP51 expression was also significantly greater in isolates
292
carrying the A1119C mutation than in isolates carrying Y136F (P < 0.001). The mean log
293
expression of the Chilean isolates carrying the Y136F mutation was two times greater
294
than those without Y136F but was not significantly different (P = 0.19) due to small
295
sample sizes.
296
Identification and expression of ABC transporter and MFS homologs in E.
297
necator. We identified three ABC transporter homologs in the subgroup ABCG and one
298
MFS homolog in the E. necator transcriptome (Table 3). We refer to these homologs as
299
ABCG-1, -2, -3 and MFS1, respectively. To estimate the contribution of these four
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homologs to reduced azole sensitivity, regression analyses were conducted on log EC50
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values using expression data from 47 isolates from the eastern U.S. Because of the
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markedly bimodal distribution of log EC50 values, with isolates carrying mutations
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Y136F and A1119C more resistant than the others (Fig. 1), we conducted regressions on
304
each group separately to see if any other factors could explain the remaining variance. No
305
significant factors were found by regression within either group. Similarly, nearly all of
306
the variance in log EC50 in the small sample from Chile was explained by mutation
307
Y136F (data not shown).
308 309
Discussion
310
Azole sensitivity in E. necator can be reduced by three known mechanisms: variation in
311
the amino acid sequence of CYP51, overexpression of CYP51 and efflux transporters that
312
pump azoles out of cells. The first two of these mechanisms were responsible for reduced
313
sensitivity to myclobutanil in E. necator isolates from the eastern U.S. and Chile. Amino
314
acid substitution Y136F alters the target site in CYP51 and is well known for its effect on
315
azole resistance in E. necator (15) and other fungi (28, 44). Y136F appeared to have a
316
major effect on the myclobutanil sensitivity of E. necator isolates investigated in this
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study. Approximately half of the most resistant isolates from the eastern U.S. and all of
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the most resistant isolates from Chile carry this mutation, whereas none of the most
319
sensitive isolates do. Interestingly, the other half of the most resistant isolates from the
320
eastern U.S. carry the synonymous mutation A1119C in CYP51. Isolates carrying this
321
mutation have EC50 values equal to those with Y136F (Fig. 1, Table 2).
322
The significant correlation of nucleotide substitution A1119C in CYP51 with
323
azole resistance cannot be explained by an alteration of the target site because this
324
mutation does not affect the amino acid sequence. However, isolates carrying this
15
Phytopathology "First Look" paper • http://dx.doi.org/10.1094/PHYTO-07-14-0202-R • posted 10/01/2014 This paper has been peer reviewed and accepted for publication but has not yet been copyedited or proofread. The final published version may differ.
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mutation overexpress CYP51 (Figs. 2 and 3), which is an important mechanism known to
326
contribute to azole resistance (27, 33). In other fungi, overexpression of CYP51 can be
327
caused by mutations in the promoter region. For example, a transposable element inserted
328
into the promoter of CYP51 in Monilinia fructicola alters gene expression (26). However,
329
we can only speculate on the cause of overexpression of CYP51 in E. necator because the
330
promoter sequence has not been isolated reproducibly (despite several attempts in our
331
laboratories). The simplest explanation for this correlation is that a mutation in the
332
promoter conferring overexpression originally occurred by coincidence in an individual
333
carrying the A1119C mutation, increased in frequency because of selection by fungicide
334
applications and later migrated widely throughout the eastern U.S. However, because the
335
two mutations are tightly linked (on the order of about 2 kbp), overexpression and
336
A1119C are in linkage disequilibrium. In this scenario, linkage disequilibrium is transient
337
and will decay over time, albeit very slowly because recombination must occur between
338
the promoter and nucleotide site 1119. In the long run, however, A1119C would
339
eventually become an unreliable marker for this type of myclobutanil resistance.
340
Alternatively, we speculate that this mutation could affect mRNA stability, for example
341
by altering secondary and/or tertiary structure, although we have no evidence to support
342
that hypothesis. Based on in silico analysis using the RNAz algorithm
343
(http://rna.tbi.univie.ac.at/RNAz), it appears that nucleotide 1119 is flanked by but is not
344
within a region of secondary structure, and the alleles described here do not affect the
345
predicted structure (data not shown). To assess the risk of resistance because of
346
overexpression of CYP51 more directly, mutations in the promoter will need to be
347
identified in future studies.
16
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348
We found no evidence for a role of efflux transporters in azole resistance in E.
349
necator. The expression of E. necator ABCG and MFS transporter homologs had no
350
significant effects in the regression analysis after accounting for the effects of mutations
351
Y136F and A1119C. In other fungi, ABC transporters classified as ABCG are known to
352
function as pleiotropic drug resistance (PDR) genes (23) and have been shown
353
experimentally to affect the efflux of azoles (8). However, we tested for sensitivity to
354
only a single azole fungicide and it is possible these transporters may confer a degree of
355
resistance to other members of the group. At the time this study was conducted, these
356
four homologs were the only ones we could find in the E. necator transcriptome. A
357
search in a more complete transcriptome sequence in the future would be needed to
358
determine whether other transporter genes have more effect on azole sensitivity. For
359
example, efflux transporters in subfamilies ABCB and ABCC are involved with drug
360
resistance, including to azoles, in other ascomycetes (23). Their role in azole resistance
361
should also be tested in future studies of E. necator for resistance to myclobutanil and
362
other azole fungicides.
363
We present correlative data for making inferences on the role of mutation Y136F
364
and overexpression of CYP51 as major mechanisms of azole resistance in eastern U.S.
365
populations of E. necator. These correlations, as well as the regression analyses to
366
evaluate the effects of efflux transporter gene expression, are justified by three factors.
367
First, the mechanisms we identified are well-known to contribute to azole resistance in
368
other fungi (8, 13, 24). Second, the experimental approaches available for studying model
369
fungi are not yet available for E. necator. In other fungi, mechanisms of azole resistance
370
have been inferred from segregation of genes (44), efflux studies (24) and gene-knockout
17
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Page 18 of 40
371
experiments (8). None of these approaches is possible in E. necator yet. Third, because
372
we sampled from a diverse, recombining population in the eastern U.S. with very little
373
underlying genetic structure (5, 6, 19, 20) we could conduct an association study to infer
374
the underlying genetics of the azole sensitivity phenotypes (46). In our case, high levels
375
of resistance to myclobutanil were highly correlated with mutations Y136F and A1119C
376
in CYP51, but none of the residual variance was explained by expression of efflux
377
transporter genes.
378
We observed a bimodal distribution of azole-sensitivity phenotypes (EC50 values)
379
in samples of E. necator from the eastern U.S. and Chile (Fig. 1). All isolates with Y136F
380
and all but four with mutation A1119C have EC50 values greater than 0.18 µg/ml, and
381
therefore would be considered to be resistant to myclobutanil (18). Samples of E. necator
382
from the eastern U.S. were taken from a mix of commercial vineyards and wild vines
383
(Table S1), and therefore exposure to azole fungicide applications varied markedly. In
384
previous studies, populations exposed to azole applications were composed primarily of
385
individuals with EC50 values significantly higher than those from populations that were
386
not exposed (11, 18, 43). In our study, 22 of the 24 most resistant isolates came from
387
commercial vineyards. Although we cannot rule out heterogeneous selection as a factor
388
explaining the bimodal distribution, all isolates in the more resistant group (EC50 values
389
>0.1 µg/ml) had either the altered target site mutation Y136F or overexpression of CYP51
390
(Figs. 2 and 3). Moreover, isolates carrying Y136F also had significantly greater CYP51
391
expression than wild type, which may compensate for reduced CYP51 activity, as shown
392
for mutants in Mycosphaerella graminicola (2). Although mutation Y136F and
393
overexpression of CYP51 in E. necator explain a substantial portion of the variation in
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Page 19 of 40
394
azole sensitivity, a considerable degree of variation was also found among isolates within
395
these groups. For example, EC50 values for isolates with mutation Y136F ranged from
396
0.21 to 3.54 µg/ml. This represents about a 17-fold range, comparable to the 18-fold
397
difference in the median EC50 values for the more-resistant versus sensitive groups. And
398
whereas the distributions of phenotypes within our sampled populations of E. necator
399
from the eastern U.S. and in Chile were bimodal, the resistant phenotypes did not exhibit
400
the much larger resistance factors typically associated with resistance to benzimidazole,
401
phenylamide, or QoI fungicides, caused by single mutations that have more extreme
402
effects on resistance phenotypes. Thus, the bimodal distribution of EC50 values in E.
403
necator is characterized by a relatively small quantitative difference between the two
404
modes, with overlapping distributions. By contrast, the pattern observed for these other
405
classes of fungicides is characterized by large, qualitative differences that can be easily
406
classified into two disjunct distributions of fungicide-sensitive and fungicide-resistant
407
isolates (22).
408
Haplotype diversity in CYP51 appears to be lower in the eastern U.S. compared to
409
Europe. We found three mutations in four haplotypes (Table 2) in addition to the
410
reference haplotype first described from France (15). Délye et al. (16) found three
411
additional mutations in this gene among a collection of isolates sampled from Europe,
412
India and Australia, and Miazzi and Hajjeh (29) found four more in Italy. Conversely,
413
populations of E. necator in the eastern U.S. are markedly more diverse for most other
414
genetic markers (5, 20). The CYP51 gene is under strong selection for azole resistance
415
because of fungicide applications in commercial vineyards, which might result in
416
selective sweeps for multiple alleles conferring resistance. Under this scenario, azole
19
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Page 20 of 40
417
resistance could arise multiple times, each resulting from potentially different mutations.
418
This type of process has occurred in other grapevine pathogens. For example, identical
419
mutations conferring resistance to QoI fungicides arose in the grapevine downy mildew
420
pathogen, Plasmopara viticola, in two independent lineages (10).
421
Understanding the mechanism of azole resistance may have practical
422
implications, especially with regard to monitoring for azole resistance and cross
423
resistance among azoles (13). For example, surveys of E. necator in Virginia and Europe
424
have found isolates with high resistance to azoles that do not carry Y136F (11, 15, 29).
425
Therefore, the strategy of monitoring populations of E. necator for Y136F to assess the
426
risk of azole resistance (e.g., 17) will underestimate it where other resistance mechanisms
427
are operating, as is particularly true in the eastern U.S. Sensitivities to different azoles in
428
E. necator appears to be relatively well correlated (11, 18), suggesting that the two
429
dominant CYP51 mutations affecting myclobutanil resistance may have similar effects on
430
cross resistance. However, this assumption may need further testing. Long before the
431
mechanisms of azole resistance were known, Peever and Milgroom (31) found that cross
432
resistance relationships varied among different populations of Pyrenophora teres. They
433
speculated that different alleles for resistance, and therefore different mechanisms, were
434
conferring resistance in different populations. This hypothesis can now be tested in other
435
fungi such as E. necator.
436
In conclusion, it appears that monitoring populations of E. necator in the eastern
437
U.S. for azole resistance can be done relatively well by assaying for two SNPs, A495T
438
(Y136F) and A1119C. Similarly, monitoring populations in Chile for mutation Y136F
439
might be sufficient to predict azole resistance, although this suggestion is based on a
20
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Page 21 of 40
440
small sample collected from a limited area in that country. However, a monitoring
441
strategy based on detection of specific SNPs in CYP51 will not detect any new mutations
442
that arise in the future. Additional studies on azole resistance need to be done to fully
443
understand the mechanisms involved.
444 445
Acknowledgements
446
This research was supported by Vaadia-BARD Postdoctoral Fellowship Award No. FI-
447
410-2008 from the United States – Israel Binational Agricultural Research and
448
Development Fund (BARD) to O.F., a USDA-Viticulture Consortium-East award to
449
L.C.-D. and W.F.W., and Hatch project NYC-153410 to M.G.M. We gratefully
450
acknowledge technical assistance from Judith Burr in conducting myclobutanil sensitivity
451
assays; Mickey Drott for statistical analyses; and Fernando Riveros of the Instituto de
452
Investigaciones Agropecuarias (INIA) in La Serena, Chile for supplying E. necator
453
isolates from that region.
454 455 456
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necator to benomyl, triadimefon, myclobutanil, and fenarimol in California. Plant
602
Dis. 81:293-297.
603 604
46.
Zhu, C., Gore, M., Buckler, E. S., and Yu, J. 2008. Status and prospects of association mapping in plants. Plant Genome 1:5-20.
605 606
28
Page 29 of 40
607
Figure legends
Phytopathology "First Look" paper • http://dx.doi.org/10.1094/PHYTO-07-14-0202-R • posted 10/01/2014 This paper has been peer reviewed and accepted for publication but has not yet been copyedited or proofread. The final published version may differ.
608 609
Fig. 1. Distribution of myclobutanil sensitivity among isolates of Erysiphe necator,
610
expressed as log EC50 (µg/ml) in isolates from A, the eastern U.S., and B, Chile. Two
611
mutations in the CYP51 gene that correlate with reduced sensitivity to azole fungicides
612
are mapped onto the distribution, indicated by amino acid substitution Y136F (15) and a
613
synonymous nucleotide substitution A1119C. Isolates without either of these mutations
614
are considered as wild type, CYP51+.
615 616
Fig. 2. Correlation of log CYP51 expression with log EC50 for myclobutanil among
617
Erysiphe necator isolates carrying (i) the wild-type reference haplotype or mutation
618
A1170C alone (CYP51+); (ii) the Y136F amino acid substitution; or (iii) the nucleotide
619
substitution A1119C.
620 621
Fig. 3. Histogram of mean CYP51 expression for Erysiphe necator isolates carrying the
622
azole-sensitive wild-type reference haplotype or mutation A1170C alone (CYP51+), or
623
mutations Y136F and A1119C. Expression data were normalized by the expression of the
624
constitutively expressed reference genes actin, β-tubulin and histone H3 relative to the
625
average of three sensitive, wild-collected control isolates, as detailed in the Methods.
626
Significant differences were found between all pairs of mutations by Tukey’s Honest
627
Significant differences (HSD) test. Different letters above each bar denotes the significant
628
difference at P < 0.05.
629
29
Page 30 of 40
630
Table 1. Primers used for sequencing CYP51 and quantitative reverse-transcription (RT)-
631
PCR.
Phytopathology "First Look" paper • http://dx.doi.org/10.1094/PHYTO-07-14-0202-R • posted 10/01/2014 This paper has been peer reviewed and accepted for publication but has not yet been copyedited or proofread. The final published version may differ.
Use
Gene
Primer name
Primer sequence 5’→3’
Amplicon size (bp)
Sequencing CYP51
EnCYP89F
ATGCATGGGTCCAAGAATTT
EnCYP856R
ACCCTGAAAGCTAACGCAAT
EnCYP563F
GATTCGATCTGAACTGCTGGT
EnCYP1162R
TCCGAAGTTGTTCCTCATACAA
EnCYP1055F
TTCTGATGGCTGGACAACAC
EnCYP1752R
AACCCTAACACCTGCCATAAA
EnRTCYP51F
GCGTTAGCTTTCAGGGTGAG
EnRTCYP51R
CATGATCACGAGCACGATTC
En5176F
TGGAATTGGCTCAAAGGAAC
767a
(nt 1-652) a
CYP51
599
(nt 563-1162) a
CYP51
697
(nt 1055-1752) a
Quantitative RT-PCR CYP51
ABCG-1
30
219
201
Page 31 of 40
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ABCG-2
ABCG-3
MSF1
β-tubulin b
actin b
histone H3 b
En5176R
AATCCCCCAACTTTTTGTCC
En9796F
AAATGGCGAAAAGGTCAATG
En9796R
TTTGCTGCTAGGCCCATATC
En14377F
GTACCAACGCCTTCTGGAAA
En14377R
CGCAAAGATCTTGTTGCTCA
EnMFSF
AACGCACCAGAAAAACAACC
EnMFSR
TACGTATCTGCTCGCCATTG
EnBTUBF
TCACAACCTTCAGCTTCACG
EnBTUBR
ATATGTTCCTCGTGCCGTTC
EnACTINR
CTCATGCAATTGCTCGTGTT
EnACTINF
AGATGACTGGCTCGCTGTCT
EnHIS3F
TAACACGCTTGGCATGGATA
EnHIS3R
TGGAACAGTTGCTCTTCGTG
632
a
633
EF649776.1. The forward primer for the first segment of the coding region (EnCYP89F)
Nucleotide sites are relative to the reference CYP51 sequence in GenBank accession
31
150
235
172
209
188
184
Phytopathology "First Look" paper • http://dx.doi.org/10.1094/PHYTO-07-14-0202-R • posted 10/01/2014 This paper has been peer reviewed and accepted for publication but has not yet been copyedited or proofread. The final published version may differ.
Page 32 of 40
634
was designed using GenBank accession U72657 (15) and includes 204 bp upstream from
635
the coding region (see text).
636
b
637
histone H3 were designed by Wakefield et al. (41).
Genes used for normalizing expression data (see Materials and Methods). Primers for
32
Phytopathology "First Look" paper • http://dx.doi.org/10.1094/PHYTO-07-14-0202-R • posted 10/01/2014 This paper has been peer reviewed and accepted for publication but has not yet been copyedited or proofread. The final published version may differ.
Page 33 of 40
638
Table 2. Frequency of CYP51 haplotypes in populations of Erysiphe necator in the eastern United States.
639 Nucleotide sites a Haplotype
N
Deposited accession number
Mean
Mean EC50
log(EC50)
495
1119
1170
CYP51+
40
KM077178
-1.469+0.048
0.041+0.004
A
A
A
CYP51A1170C
2
KM077180
-1.699+0.301
0.025+0.015
A
A
C
CYP51A495T/A1170C
9
KM077179
-0.242+0.098
0.700+0.158
Tb
A
C
CYP51A1119C/A1170C
9
KM077181
-0.453+0.134
0.438+0.121
A
C
C
CYP51A1119C
6
KM077182
-0.385+0.143
0.587+0.149
A
C
A
640 641
a
642
U.S. wild-type CYP51+ by nucleotide substitution C608T.
643
b
644
codon 136, Y136F. Nucleotide substitutions found at positions 1119 and 1170 in the U.S. are synonymous mutations in codons 326
645
and 343, respectively.
Nucleotide sites are relative to the reference CYP51 sequence in GenBank accession EF649776.1, which differs from the eastern
Nucleotide substitution from A to T in position 495 causes an amino acid substitution from tyrosine (Y) to phenylalanine (F) at
33
Page 34 of 40
646
Table 3. Homologs of efflux transporter genes found in the transcriptome sequence of
647
Erysiphe necator using a tBLASTn search.
Phytopathology "First Look" paper • http://dx.doi.org/10.1094/PHYTO-07-14-0202-R • posted 10/01/2014 This paper has been peer reviewed and accepted for publication but has not yet been copyedited or proofread. The final published version may differ.
648 Gene
GenBank accession E. necator
E. necator
used as query
GenBank
contig
E-value
accession ABCG-1
CAA54692.1
En5176
KM217169
2e-17
En7679
KM217168
3e-22
En14377
KM217167
2e-118
En3478
KM217170
2e-62
CDR1 (Candida albicans) ABCG-2
BAA93677.1 BMR1 (Botrytis cinerea)
ABCG-3
BAA93677.1 BMR1 (B. cinerea)
MFS1
AAF64435.2 Botrytis MFS transporter Bcmfs1 (B. cinerea)
649 650
34
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Page 35 of 40
Fig. 1. Distribution of myclobutanil sensitivity among isolates of Erysiphe necator, expressed as log EC50 (µg/ml) in isolates from A, the eastern U.S., and B, Chile. Two mutations in the CYP51 gene that correlate with reduced sensitivity to azole fungicides are mapped onto the distribution, indicated by amino acid substitution Y136F (15) and a synonymous nucleotide substitution A1119C. Isolates without either of these mutations are considered as wild type, CYP51+. 190x254mm (96 x 96 DPI)
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Page 36 of 40
Fig. 2. Correlation of log CYP51 expression with log EC50 for myclobutanil among Erysiphe necator isolates carrying (i) the wild-type reference haplotype or mutation A1170C alone (CYP51+); (ii) the Y136F amino acid substitution; or (iii) the nucleotide substitution A1119C. 254x338mm (72 x 72 DPI)
Phytopathology "First Look" paper • http://dx.doi.org/10.1094/PHYTO-07-14-0202-R • posted 10/01/2014 This paper has been peer reviewed and accepted for publication but has not yet been copyedited or proofread. The final published version may differ.
Page 37 of 40
Fig. 3. Histogram of mean CYP51 expression for Erysiphe necator isolates carrying the azole-sensitive wildtype reference haplotype or mutation A1170C alone (CYP51+), or mutations Y136F and A1119C. Expression data were normalized by the expression of the constitutively expressed reference genes actin, β-tubulin and histone H3 relative to the average of three sensitive, wild-collected control isolates, as detailed in the Methods. Significant differences were found between all pairs of mutations by Tukey’s Honest Significant differences (HSD) test. Different letters above each bar denotes the significant difference at P < 0.05. 190x254mm (96 x 96 DPI)
Page 38 of 40
Supplementary Table S1. Isolates of Erysiphe necator, sampling locations, hosts of origin, CYP51 haplotypes and sensitivity to myclobutanil (EC50).
Phytopathology "First Look" paper • http://dx.doi.org/10.1094/PHYTO-07-14-0202-R • posted 10/01/2014 This paper has been peer reviewed and accepted for publication but has not yet been copyedited or proofread. The final published version may differ.
Isolate
Region
Eastern U.S. isolates from wild Vitis species b Portsmouth NE NCaes9
SE
Location
Vitis species/host of origin
CYP51 Haplotype a
EC50
Portsmouth, NH
V. labrusca
CYP51+
0.007
-2.173
CYP51
+
0.010
-2.000
+
Blue Ridge NY
V. aestivalis
Log EC50
Kan1
C
Lawrence, KS
V, riparia
CYP51
0.010
-2.000
PCTHT
SE
Panther creek, GA
V. rotundifolia
CYP51+
0.020
-1.703
V. rotundifolia
CYP51
+
0.020
-1.702
CYP51
+
0.020
-1.699
+
PCTH Mas4
SE NE
Panther creek, GA Lexington, MA
V. labrusca
Ith4
NE
Ulysses, NY
V. riparia
CYP51
0.020
-1.699
NClab1
SE
V. labrusca
CYP51+
0.020
-1.699
NCaes6
SE
V. aestivalis
CYP51+
0.030
-1.523
Ith8
NE
Brevard, NC Pisgah Natl. Forest, NC Lansing, NY
V. riparia
CYP51+
0.030
-1.523
+
Highland
NE
Highland, NY
V. riparia
CYP51
0.036
-1.449
NCaes7
SE
Blue Ridge NC
V. aestivalis
CYP51+
0.038
-1.417
V. aestivalis
CYP51
+
0.040
-1.398
CYP51
+
0.040
-1.398
V. aestivalis
CYP51
A1170C
0.040
-1.398
V. riparia
CYP51+
0.040
-1.398
V. labrusca
CYP51+
0.042
-1.380
V. aestivalis
CYP51+
0.042
-1.374
NCaes8d Watertown
SE NE
Blue Ridge NC
EBrunNJ
NE
Watertown, NY Blood Mountain, GA Wellesley Island, NY Blue Ridge, NC Pisgah Natl. Forest, NC E. Brunswick, NJ
V. labrusca
CYP51
0.048
-1.321
Ith6
NE
Ithaca, NY
V. riparia
CYP51+
0.050
-1.301
W12
SE
Sugar Grove VA
V. aestivalis
CYP51+
0.060
-1.222
CYP51
+
0.060
-1.222
CYP51
+
0.060
-1.220
CYP51
+
0.064
-1.193
CYP51
+
0.066
-1.183
CYP51
+
0.088
-1.057
A1119C
BlMnt2
SE
Wellesley
NE
NClab4
SE
NCaes3a
SE
NClab5 BlMntS2 NCrip1 PCF2 NCaes5d
SE SE SE SE SE
Cashier, NC Blood Mountain, GA North Haven, NC Panther creek, GA Blue Ridge NC
V. riparia
V. labrusca V. aestivalis V. riparia V. rotundifolia V. aestivalis
+
WeG1
NE
Watkins Glen, NY
V. aestivalis
CYP51
0.670
-0.174
WEG4
NE
Watkins Glen, NY
V. riparia
CYP51A1119C
1.370
0.137
Blairsville, GA
V. vinifera ‘Merlot’
CYP51+
0.010
-2.000
V. vinifera ‘Merlot’
+
0.010
-2.000
Eastern U.S. isolates from cultivated vineyards GAmer1 SE VA2
SE
Boone, NC
CYP51
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VA36
Boone, NC
TXCS1
SE
Comaneche, TX
Gamer2
SE
Blairsville, GA
GAcmus
SE
Ringgold, GA
Raylen2
SE
Mocksville, NC
RoAcl2
SE
Hurdle Mills, NC
Gamer3
SE
ANYP
NE
KsFran
C
RoAwmus3
SE
Blairsville, GA Athens, NY Emporia, KS Hurdle Mills, NC
BiltCY2
SE
Ashville, NC
LNYN
NE
Lockport, NY
LW5
NE
Watkins Glen, NY
RHNCS3
SE
Tyron, NC
G14
NE
NY63
NE
Hector, NY
VA31
NE
Boone, NC
RoACS
SE
Hurdle Mills, NC
Ny19
NE
Hector, NY
WvMont
C
NY90
NE
Hector, NY
LW1
NE
Geneva, NY
MizeCS1
SE
FCon2
NE
Geneva, NY
NY72
NE
Hector, NY
Geneva, NY
Waverly, MO
Columbus, NC
VA67
NE
SHNC1
SE
HVLCY
NE
Boone, NC Pittsboro, NC
Highland, NY
V. vinifera ‘Merlot’ V. vinifera ‘Cabernet Sauvignon’ V. vinifera ‘Merlot’ V. rotundifolia ‘Carlos’ V. vinifera ‘Cabernet Sauvignon’ V. vinifera\ ‘Chardonnay V. vinifera ‘Merlot’ Vitis interspecific hybrid ‘Pinard’ Vitis interspecific hybrid ‘Frontenac’ V. rotundifolia V. vinifera ‘Chardonnay’ V. vinifera ‘Chardonnay’ unknown V. vinifera ‘Chardonnay’ Vitis interspecific hybrid ‘Rosette’ V. vinifera ‘Chardonnay V. vinifera ‘Merlot’ V. vinifera ‘Cabernet Sauvignon’ V. vinifera ‘Chardonnay’ Vitis interspecific hybrid ‘Norton’ V. vinifera ‘Chardonnay Vitis labrusca ‘Niagara’ V. vinifera ‘Cabernet Sauvignon’ Vitis x labrusca ‘Concord’ V. vinifera ‘Chardonnay V. vinifera ‘Merlot’ Vitis interspecific hybrid ‘Chambourcin’ V. vinifera ‘Chardonnay’
CYP51+
0.010
-2.000
CYP51A1170C
0.010
-2.000
CYP51+
0.030
-1.523
+
0.034
-1.465
CYP51+
0.044
-1.359
CYP51+
0.045
-1.342
+
0.048
-1.316
CYP51+
0.050
-1.301
CYP51+
0.064
-1.196
CYP51+
0.068
-1.166
+
0.064
-1.196
CYP51+
0.076
-1.118
CYP51+
0.086
-1.063
CYP51A1119C
0.090
-1.046
CYP51A1119C/A1170C
0.110
-0.959
CYP51A1119C
0.130
-0.886
CYP51A1119C
0.150
-0.824
CYP51A495T/A1170C
0.210
-0.678
CYP51A1119C/A1170C
0.260
-0.585
CYP51A495T/A1170C
0.300
-0.523
CYP51A1119C/A1170C
0.310
-0.509
CYP51A1119C/A1170C
0.330
-0.481
CYP51A495T/A1170C
0.340
-0.471
CYP51A495T/A1170C
0.420
-0.377
CYP51A1119C
0.460
-0.337
A1119C
0.590
-0.229
CYP51A1119C
0.670
-0.174
CYP51A495T/A1170C
0.700
-0.155
CYP51
CYP51
CYP51
CYP51
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Page 40 of 40
SJMont
SE
Blue Ridge NC
LNYM
NE
Lockport, NY
Dresden2
NE
Dresden, NY
G9
NE
VA94
NE
Boone, NC
LICY
NE
Riverhead, NY
PUMOChn
C
Geneva, NY
Purdy, MO
V. vinifera hybrid ‘Noiret’ V. vinifera ‘Merlot’ V. vinifera ‘Chardonnay’ Vitis interspecific hybrid ‘Rosette’ V. vinifera ‘Merlot’ V. vinifera ‘Chardonnay’ Vitis interspecific hybrid ‘Chambourcin’
CYP51A495T/A1170C
0.710
-0.149
CYP51A495T/A1170C
0.720
-0.143
CYP51A1119C/A1170C
0.810
-0.092
CYP51A1119C/A1170C
0.810
-0.092
CYP51A1119C
1.160
0.064
CYP51A495T/A1170C
1.270
0.104
CYP51A495T/A1170C
1.630
0.212
V. vinifera
CYP51C608T
0.012
-1.906
V. vinifera
CYP51
C608T
0.022
-1.659
CYP51
C608T
0.024
-1.617
CYP51
C608T
0.036
-1.439
C608T
0.050
-1.296
Chilean isolates from cultivated vineyards CH19 CH32 CH36 CH18 CH31
IV IV IV IV
La Serena La Serena La Serena La Serena
V. vinifera V. vinifera
IV
La Serena
V. vinifera
CYP51
-1.221
CH2 CH33
IV
La Serena
V. vinifera
CYP51C608T
0.060
IV
La Serena
V. vinifera
CYP51C608T
0.094
-1.208
CH8
IV
La Serena
V. vinifera
CYP51A495T/C608T
1.349
0.130
V. vinifera
CYP51
A495T/C608T
1.648
0.217
CYP51
A495T/C608T
2.164
0.335
CYP51
A495T/C608T
3.200
0.505
CYP51
A495T/C608T
3.543
0.549
CH13 CH10 CH1-10 CH15
IV IV IV IV
La Serena La Serena La Serena La Serena
V. vinifera V. vinifera V. vinifera
a
CYP51 haplotypes are denoted by mutations they have relative to the wild-type haplotype (denoted ‘+’) in GenBank accession KM077178. b Eastern U.S. isolates were described previously (1-3). Literature Cited 1.
2.
3.
Brewer, M. T., and Milgroom, M. G. 2010. Phylogeography and population structure of the grape powdery mildew fungus, Erysiphe necator, from diverse Vitis species. BMC Evol. Biol. 10:268. Frenkel, O., Brewer, M. T., and Milgroom, M. G. 2010. Variation in pathogenicity and aggressiveness of Erysiphe necator from different Vitis species and geographic origins in the eastern United States. Phythopathology 100:1185-1193. Frenkel, O., Portillo, I., Brewer, M. T., Péros, J.-P., Cadle-Davidson, L., and Milgroom, M. G. 2012. Development of microsatellite markers from the transcriptome of Erysiphe necator for analyzing population structure in North America and Europe. Plant Pathol. 61:106-119.