Methods of identifying and modulating pathogen resistance in plants

Information

  • Patent Grant
  • 10900094
  • Patent Number
    10,900,094
  • Date Filed
    Monday, October 1, 2018
    6 years ago
  • Date Issued
    Tuesday, January 26, 2021
    4 years ago
Abstract
Pathogenic fungi from the genus Sphaerulina cause damage to a diverse array of economically important plant species. The present disclosure provides methods of determining whether a plant is susceptible to pathogenic fungi infections. The disclosure further provides methods of engineering pathogenic fungi-resistant plants from susceptible plants using targeted genome editing techniques.
Description
INCORPORATION BY REFERENCE OF SEQUENCE LISTING

The Sequence Listing in an ASCII text file, 33716_3685_1_SEQ_Feb. 14, 2019 ST25.txt of 99 KB, created on Feb. 14, 2019, and submitted to the United States Patent and Trademark Office via EFS-Web, is incorporated herein by reference.


BACKGROUND

Host-pathogen co-evolution has been described for many species interactions and is the major focus of research on innate immunity in plant and animal systems. In what is commonly referred to as a co-evolutionary “arms race”, models predict adaptation and counter-adaption, whereby both host and pathogen genomes undergo complementary changes to thwart or facilitate infection, respectively (Boller, T. & He, S. Y., Science, 324, 742 (2009)). Because of the focus on co-evolved hosts and microbes, there exist few models that predict the mechanism by which exotic pathogens counter innate immune responses and infect non-coevolved host species (Anagnostakis, S. L., Mycologia, 79, 23-37 (1987)). Diseases that exemplify such interactions include Dutch elm disease, chestnut blight (Anagnostakis, S. L., Mycologia, 79, 23-37 (1987)), white pine blister rust (Kinloch, Jr. et al., Phytopathol, 93, 1044-1047 (2003)), sudden oak death (Tomlinson, I., Environ. Polit., 25, 1-20 (2015)) and Chalara dieback of ash (Harvell, C. D. et al., Science, 296, 2158-2162 (2002)). These examples highlight the catastrophic consequences of exotic diseases. In each case, most genotypes of the host species are susceptible, as these genotypes disappear; ecosystem structure and function are perturbed, resulting in declines in forest health (Cobb, R. C. et al., J. Ecol., 100, 712-722 (2012)). This is particularly problematic in an age where global trade and climate change are permanently altering species distributions, potentially resulting in new host-pathogen sympatries (Tobias, P. A. & Guest, D. I., Trends Plant Sci., 19, 367-370 (2014)).


Plant innate immune systems that combat co-evolved pathogens consist of multiple layers, including constitutive and inducible defenses that collectively function to protect against pathogens (Jones, J. D. & Dangl, J. L, Nature 444, 323-329 (2006)). In the so-called PAMP-triggered immunity (PTI), pattern recognition receptors (PRR) recognize conserved pathogen-associated molecular patterns (PAMP) to trigger an immune response (Feau, N. et al., Can. J. Plant Pathol., 32, 122-134 (2010)). Compatible pathogens deploy an arsenal of effector proteins; collectively dampening PTI and promoting susceptibility. In a second layer of immunity, genotypes of the host can encode resistance proteins that recognize the presence or action of a corresponding effector, leading to a rapid and robust immune response called effector triggered immunity (ETI). The evolutionary interplay continues as pathogen populations remold their repertoire of effectors and host populations gain new resistance specificities. It is unclear whether this model sufficiently describes the interactions between plants and exotic, non-adapted pathogens.


Poplar trees (Populus), as foundation species within many ecosystems, occur across most of North America in native populations hundreds- to thousands-of-years old. These species are ecologically and commercially important as a result of their broad geographic distribution and potential use as a bioenergy feedstock. The primary limitation to the use of Populus for fiber, biomass, and bioenergy in central and eastern North America are the fungal diseases.



Populus is cultivated worldwide for pulp and paper, veneer, packing material, engineered wood products (e.g., oriented strand board), lumber, and has recently emerged as the preeminent fast-growing woody crop for bioenergy research. Populus can be grown on economically marginal agricultural land thereby minimizing the competition between food and fuel production.


Fungi that infect a living host, but kill host cells in order to obtain their nutrients, are called necrotrophic fungi. The family of fungi in the Sphaerulina family are pathogenic, necrotrophic fungi for many commercially important plants. For example, Sphaerulina rubi is a fungal plant pathogen infecting caneberries, Sphaerulina oryzina is a fungal plant pathogen infecting rice, Sphaerulina rehmiana is a fungal plant pathogen infecting roses, and Sphaerulina musiva (aka. Septoria musiva) is a fungal plant pathogen infecting poplar trees.


Stem canker, caused by Septoria musiva, is the most serious disease limiting intensive hybrid poplar cultures in eastern North America. Populus deltoides Marshall, the Eastern cottonwood, is known to be resistant to stem canker. S. musiva does cause leaf spots on P. deltoides, but this disease is seldom associated with serious damage. However, hybrids of P. deltoides with species in Populus section Tacamahaca are typically susceptible to stem canker. In particular, P. trichocatpa Torr. & Gray×P. deltoides F1 hybrids have proven susceptible in many locations in eastern North America. The susceptibility of P. trichocarpa itself has also been demonstrated many times in various trials where stem canker occurs.


The cankers often develop on the primary shoots of 2- to 3-year-old trees, leading to restrictions in the movement of water and nutrients and weakening the wood within a few feet of ground level. The weakened trunks collapse easily, greatly reducing the production of biomass. Cankers caused by S. musiva can greatly hamper the production of hybrid poplars in the eastern United States and Canada and threaten poplars in western North America.



Septoria musiva (S. musiva), taxonomic name: Sphaerulina musiva (teleomorph: Mycosphaerella populorum), is an ascomycete fungus responsible of a leaf spot and canker disease on poplar trees. It is native on the eastern cottonwood poplar Populus deltoides (P. deltoides), causing only a leaf spot symptom. On susceptible hybrid poplars, S. musiva causes necrotic lesions on the leaves which lead to premature defoliation, and cankers on the stem and branches which can reduce growth, predispose the tree to colonization by secondary organisms, and cause stem breakage.


A major concern with S. musiva is with migration to new areas. The pathogen is endemic and appears to have originated on poplars in eastern North America, where it occurs commonly on leaves of the eastern cottonwood, P. deltoides. During the past 20 years S. musiva has appeared in South America and western Canada, where it is spreading rapidly on native and hybrid poplars causing economic damage as well as threatening native poplars in important riparian zones. It is not yet known in Europe or Asia but has the potential to cause extensive damage if introduced to those areas. Global warming and trade may facilitate the spread of the disease by making northern popular-growing areas more favorable to growth of the fungus.


In eastern North America the fungal pathogen Sphaerulina musiva is endemic in natural stands of Populus where it has co-evolved with its host P. deltoides and causes leaf-spot disease. However, S. musiva was recently introduced to western North America (Herath, P. et al. Biol. Invasions, doi: 10.1007/s10530-015-1051-8 (2016)) and when it interacts with a non-co-evolved host, P. trichocarpa, it causes severe stem and branch cankers that often girdle the vascular tissue of the tree, leading to premature crown death and an increased risk of stem breakage. It is predicted that as a non-co-evolved host, P. trichocarpa will either: 1) lack immunity to S. musiva due to niche separation; or 2) that there will be a trade-off in immunity in terms of the ability to recognize and respond to pathogenic vs. beneficial microbes.


SUMMARY OF THE DISCLOSURE

In one aspect, this disclosure provides a method of selecting for a plant resistant to a necrotrophic fungus comprising sequencing the RLP1, RLP2, and L-type lecRLK genes of the plant, and determining that said plant is resistant to the necrotrophic fungi if each of the RLP1, RLP2, and L-type lecRLK genes in said plant is substantially functional.


In some embodiments, the plant of this disclosure is selected from the group consisting of Populus, corn, soybean, rose, rice, caneberry, Salix (willow), alder, spruce, chestnut, oak, citrus, grape, eucalyptus, coffee, pine, rhododendron, birch, cucumber, tomato, betulia, clover, wheat, maize, sorghum, and blueberry. In some embodiments, the necrotropic fungus is from the Sphaerulina genus.


In some embodiments, the necrotropic fungus of this disclosure is selected from the group consisting of Sphaerulina abeliceae, Sphaerulina aceris, Sphaerulina acetabulum, Sphaerulina acori, Sphaerulina aechmeae, Sphaerulina affinis, Sphaerulina albispiculata, Sphaerulina alni, Sphaerulina amelanchier, Sphaerulina amicta, Sphaerulina amphilomatis, Sphaerulina amygdali, Sphaerulina anemones, Sphaerulina annae, Sphaerulina antarctica, Sphaerulina arctica, Sphaerulina arthoniae, Sphaerulina assurgens, Sphaerulina aucubae, Sphaerulina azaleae, Sphaerulina baccarum, Sphaerulina bambusicola, Sphaerulina berberidis, Sphaerulina betulae, Sphaerulina blyttii, Sphaerulina bonariana, Sphaerulina boudieriana, Sphaerulina bryophila, Sphaerulina callista, Sphaerulina camelliae, Sphaerulina camelliae, Sphaerulina carestiae, Sphaerulina caricae, Sphaerulina caricis, Sphaerulina ceanothi, Sphaerulina centellae, Sphaerulina cercidis, Sphaerulina cetraricola, Sphaerulina cetrariicola, Sphaerulina chlorococca, Sphaerulina cibotii, Sphaerulina citri, Sphaerulina codiicola, Sphaerulina coffaeicola, Sphaerulina coffeicola, Sphaerulina concinna, Sphaerulina conflicta, Sphaerulina coriariae, Sphaerulina cornicola, Sphaerulina corniculata, Sphaerulina coronillae-junceae, Sphaerulina corynephora, Sphaerulina cucumeris, Sphaerulina cucurbitae, Sphaerulina datiscae, Sphaerulina diapensiae, Sphaerulina dioscoreae, Sphaerulina divergens, Sphaerulina dolichotera, Sphaerulina dryadis, Sphaerulina dryophila, Sphaerulina dubiella, Sphaerulina empetri, Sphaerulina endococcoidea, Sphaerulina epigaea, Sphaerulina eucalypti, Sphaerulina ferruginosa, Sphaerulina frondicola, Sphaerulina fuegiana, Sphaerulina gei, Sphaerulina gentianae, Sphaerulina gigantea, Sphaerulina giliae, Sphaerulina hainensis, Sphaerulina halophila, Sphaerulina hamadryadum, Sphaerulina hederae, Sphaerulina helicicola, Sphaerulina hyperici, Sphaerulina inaequalis, Sphaerulina inquinans, Sphaerulina intermedia, Sphaerulina intermixta, Sphaerulina Ipomoeae, Sphaerulina islandica, Sphaerulina iwatensis, Sphaerulina juglandis, Sphaerulina leightonii, Sphaerulina lepidiotae, Sphaerulina limnanthemi, Sphaerulina lini, Sphaerulina linicola, Sphaerulina ludwigiae, Sphaerulina mappiae, Sphaerulina marattiae, Sphaerulina marginata, Sphaerulina maroccana, Sphaerulina marsileae, Sphaerulina maydis, Sphaerulina menispermi, Sphaerulina microthyrioides, Sphaerulina mimosae-pigrae, Sphaerulina miyakei, Sphaerulina musae, Sphaerulina muscicola, Sphaerulina muscorum, Sphaerulina musicola, Sphaerulina musiva, Sphaerulina myriadea, Sphaerulina myriadea subsp. myriadea, Sphaerulina myrtillina, Sphaerulina naumovii, Sphaerulina nephromiaria, Sphaerulina oleifolia, Sphaerulina orae-maris, Sphaerulina oryzae, Sphaerulina oryzina, Sphaerulina oxalidis, Sphaerulina oxyacanthae, Sphaerulina pallens, Sphaerulina parvipuncta, Sphaerulina patriniae, Sphaerulina paulistana, Sphaerulina peckii, Sphaerulina pedicellata, Sphaerulina pelargonii, Sphaerulina phalaenopsidis, Sphaerulina phellogena, Sphaerulina phoenicis, Sphaerulina phyllostachydis, Sphaerulina pini, Sphaerulina plantaginea, Sphaerulina pleuropogonis, Sphaerulina polygonorum, Sphaerulina polypodii, Sphaerulina polypodii, Sphaerulina polyspora, Sphaerulina populi, Sphaerulina populicola, Sphaerulina porothelia, Sphaerulina potebniae, Sphaerulina potentillae, Sphaerulina poterii, Sphaerulina primulicola, Sphaerulina pruni, Sphaerulina pseudovirgaureae, Sphaerulina pterocarpi, Sphaerulina pulii, Sphaerulina quercicola, Sphaerulina quercifolia, Sphaerulina quitensis, Sphaerulina rehmiana, Sphaerulina rhabdoclinis, Sphaerulina rhodeae, Sphaerulina rhododendri, Sphaerulina rhododendricola, Sphaerulina rubi, Sphaerulina saccardiana, Sphaerulina saccardoana, Sphaerulina sacchari, Sphaerulina salicina, Sphaerulina sambucina, Sphaerulina sasae, Sphaerulina schaereri, Sphaerulina scirpi, Sphaerulina sepincola, Sphaerulina serograpta, Sphaerulina silacincola, Sphaerulina smilacincola, Sphaerulina socia, Sphaerulina spartii, Sphaerulina staphyleae, Sphaerulina staurochili, Sphaerulina steganostroma, Sphaerulina subgen. Pharcidiella, Sphaerulina subgen, Sphaerulina, Sphaerulina sub glacialis, Sphaerulina subtropica, Sphaerulina suchumica, Sphaerulina tabacinae, Sphaerulina tanaceti, Sphaerulina tarda, Sphaerulina taxi, Sphaerulina taxicola, Sphaerulina thujopsidis, Sphaerulina tiliaris, Sphaerulina tirolensis, Sphaerulina todeae, Sphaerulina trapae-bispinosae, Sphaerulina trifolii, Sphaerulina tritici, Sphaerulina umbilicata, Sphaerulina valerianae, Sphaerulina viciae, Sphaerulina vincae, Sphaerulina violae, Sphaerulina vismiae, Sphaerulina vulpina, Sphaerulina westendorpii, Sphaerulina worsdellii, Sphaerulina xerophylli, Sphaerulina yerbae, Sphaerulina ziziphi, Sphaerulina zizyphae, and Sphaerulina zizyphi.


Another aspect of this disclosure provides a method of determining necrotropic fungi resistance in a plant comprising infecting the plant with a necrotropic fungus; and detecting the expression level of at least one gene selected from the group consisting of RLP1, RLP2, and L-type lecRLK genes before and after the infection, wherein a transient increase in the expression level of the at least one gene 24 hours after the infection indicates that the plant is resistant to the necrotropic fungus.


An additional aspect of this application provides a method of converting a necrotropic fungi-susceptible plant into a necrotropic fungi-resistant plant comprising sequencing the RLP1, RLP2, and L-type lecRLK genes in the plant; determining the presence of a deleterious mutation in at least one of the RLP1, RLP2, and L-type lecRLK genes; and restoring the function of the at least one of the RLP1, RLP2, and L-type lecRLK genes comprising the deleterious mutation.


In some embodiments, the restoring of the function of the at least one of the RLP1, RLP2, and L-type lecRLK genes is achieved by CRISPR-mediated genome editing. In some embodiments, CRISPR-mediated genome editing comprises introducing into the plant a first nucleic acid encoding a Cas9 nuclease, a second nucleic acid comprising a guide RNA (gRNA) and a third nucleic acid comprising a homologous repair template of the at least one of RLP1, RLP2, and L-type lecRLK genes comprising the deleterious mutation.


In some embodiments, the restoring of the function of said at least one of the RLP1, L-type lecRLK genes comprising the deleterious mutation is achieved by introducing into the plant at least one plasmid comprising a substantially functional RLP1, RLP2, or L-type lecRLK gene corresponding to the at least one mutated RLP1, RLP2, or L-type lecRLK gene. In other words, if the RLP1 gene comprises a deleterious mutation in a plant, its function is restored by introducing into the plant a plasmid comprising a substantially functional RLP1 gene. If the RLP2 gene comprises a deleterious mutation in a plant, its function is restored by introducing into the plant a plasmid comprising substantially functional RLP2 gene. If the L-type lecRLK gene comprises a deleterious mutation in a plant, its function is restored by introducing into the plant a plasmid comprising substantially functional L-type lecRLK gene.


In some embodiments, the deleterious mutation in the RLP1 gene is selected from the group consisting of the genomic mutations described Table 1.


In some embodiments, the deleterious mutation in the RLP2 gene is e group consisting of the genomic mutations described. Table 2.


In some embodiments, the deleterious mutation in the L-type lecRLK gene is selected from the group consisting of the genomic mutations described Table 3.


In some embodiments, the present method further comprises inactivating the G-type lecRLK gene in the plant.


An aspect of this disclosure provides a method of converting a necrotropic fungi-susceptible plant into a necrotropic fungi-resistant plant comprising inactivating a G-type lecRLK gene in the plant.


Another aspect of this disclosure provides a method of determining necrotropic fungi resistance in a plant comprising infecting the plant with a necrotropic fungus; and determining expression levels of one or more genes selected from the group consisting of RLP1, RLP2, L-type lecRLK, BAK1a, BAK1b, S-NPR1, WRKY40, WRKY70a and WRKY70b genes before and after the infection, wherein a transient increase in the expression level of the one or more genes around 24 hours after the infection indicates that the plant is resistant to the necrotropic fungus.





BRIEF DESCRIPTION OF THE DRAWINGS

The patent or application file contains at least one drawing executed in color. Copies of this patent or patent application publication with color drawing(s) will be provided by the Office upon request and payment of the necessary fee.



FIG. 1A-1E, Experimental timeline and genome-wide associations of resistance and susceptibility loci. A, Experimental timeline illustrating the five months required to grow, inoculate, phenotype, and map candidate resistance/susceptibility loci. B, Manhattan plot of Populus trichocarpa chromosome 5 depicting significant associations of receptor-like protein 1 (RLP1=Potri.005G012100, genomic nucleotide sequence defined by SEQ ID NO: 1, amino acid sequence defined by SEQ ID NO: 2; p-value=1.56E-38) with resistance to Sphaerulina musiva. C, Manhattan plot of P. trichocarpa chromosome 3 depicting significant association of receptor-like protein 2 (RLP2=Potri.003G02820, genomic nucleotide sequence defined by SEQ ID NO: 3, amino acid sequence defined by SEQ ID NO: 4; p-value=2.78E-14) with resistance to S. musiva. D, Manhattan plot of P. trichocarpa chromosome 9 depicting significant association of L-type lectin receptor-like kinase (L-type lecRLK=Potri.009G036300, genomic nucleotide sequence defined by SEQ ID NO: 5, amino acid sequence defined by SEQ ID NO: 6, p-value=2.15E-16) with resistance to S. musiva. E, Manhattan plot of P. trichocarpa chromosome 5 depicting significant association of G-type lectin receptor-like kinase (G-type lecRLK=Potri.005G018000, genomic nucleotide sequence defined by SEQ ID NO: 7, amino acid sequence defined by SEQ ID NO: 8, p-value=1.161E-13) with susceptibility to S. musiva. Each black dot on the Manhattan plots (B, C, D, E) corresponds to a marker, its level of significance, and its physical position on the chromosome. The red line (B, C, D, E) represents the Bonferroni-corrected significance threshold based on 8.2 million markers.



FIG. 2A-2E. A comparison of normalized gene counts and gene models of the four loci with the strongest associations to resistant and susceptible interactions between P. trichocarpa and S. musiva. Expression levels (normalized count) of four candidate loci in a resistant (BESC-22) and susceptible (BESC-801) genotypes of P. trichocarpa inoculated with S. musiva across three time points (first, second and third bars in each group represent 0-, 24- and 72 h post-inoculation (hpi) in that order). (A) Receptor-like protein 1 (RLP1=Potri.005G012100) with expression level peaking at 24-h post-inoculation in the resistant genotype. (B) Receptor-like protein 2 (RLP2=Potri.003G028200) with expression peaking at 24-h post-inoculation in the resistant genotype. (C) L-type lectin receptor-like kinase (L-type lecRLK=Potri.009G036300) with expression peaking at the 24-h post-inoculation. (D) G-type lectin receptor-like kinase (G-type lecRLK=Potri.005G018000) (bottom right graph) expressed at statistically similar levels across all three time-points in the susceptible genotype and low expression in the resistant genotype. Black bars represent the standard error of the mean for the three biological replicates. (E) Position of high-impact mutations including premature stop codons, frame shifts, and splice site mutations indicated by red arrows, in the three resistance loci (RLP1, RLP2 and L-type lecRLK) and one susceptibility locus (G-type lecRLK). The blue boxes represent the exons, the black lines represent introns, the grey boxes represent the 5′ and 3′ UTR (untranslated region) regions, and the black arrows represent the 5′ start position of the coding region.



FIG. 3. A conceptual molecular model for the RLP-RLK-mediated resistance and RLK-mediated susceptibility responses controlling the P. trichocarpa-S. musiva interaction. A pathogen derived ligand interacts with the plasma membrane (PM) bound RLP1& 2/L-type lecRLK complex and signals a resistance response. A G-type lecRLK is shown as a target of an alternative fungal ligand either leading to suppression of the host defense response or triggering of susceptibility.



FIG. 4A-4F. A comparison of normalized counts of marker genes for plant immune responses across three time-points (0 h, 24 h and 72 h) post-inoculation for resistant (BESC-22) and susceptible (BESC-801) Populus trichocarpa genotypes inoculated with Sphaerulina musiva. (A) BRI1-ASSOCIATED RECEPTOR KINASE 1A (BAK1a=Potri.017G003 600, genomic nucleotide sequence defined by SEQ ID NO 17, amino acid sequence defined by SEQ ID NO: 18) expression peaks at 24-h post-inoculation in the resistant genotype. (B) a, BRI1-ASSOCIATED RECEPTOR KINASE 1B (BAK1b=Potri.T075000, genomic nucleotide sequence defined by SEQ ID NO 19, amino acid sequence defined by SEQ ID NO: 20) expression peaks at 24-h post-inoculation in the resistant genotype. (C) Suppressor of Nonexpresser of Pathogenesis-related genes 1\(S-NPR1=Potri.017G035500, genomic nucleotide sequence defined by SEQ ID NO 9, amino acid sequence defined by SEQ. ID NO: 10) expression peaks at 24-h post-inoculation in the resistant genotype. (B) The transcription factor WRKY40 (Potri.018G019700, genomic nucleotide sequence defined by SEQ ID NO 15, amino acid sequence defined by SEQ ID NO: 16) expression peaks at 24-h post-inoculation in the resistant genotype. (E) The transcription factor WRKY70a (Potri.013G090300, genomic nucleotide sequence defined by SEQ ID NO: 11, amino acid sequence defined by SEQ ID NO: 12) expression peaks at 24-h post-inoculation in the resistant genotype. (F) The transcription factor WRKY70b (Potri.016G137900, genomic nucleotide sequence defined by SEQ ID NO: 13, amino acid sequence defined by SEQ ID NO: 14) also peaked at 24-h post-inoculation in the resistant genotype. Black bars represent the standard error of the mean for the three biological replicates.



FIG. 5A-5D. Population-wide mutations in all four candidate genes grouped by the drainage where the Populus trichocarpa genotype was collected (A: RLP1=Potri.005G012100, B: RLP2=Potri.003G028200, C: L-type lecRLK=Potri.009G036300, and D: G-type lecRLK=Potri.005G018000.) Each drainage consists of multiple genotypes with all predicted mutations for all genotypes mapped to the physical position along each gene model. Blue lines are synonymous substitutions; green lines represent insertion/deletions (indels); yellow lines represent non-synonymous substitutions; and red lines represent high-impact mutations (stop gained, frame shift, splice site donor, and splice site acceptor). Gene models are depicted above each figure with yellow boxes representing exons and grey lines representing introns (from Phytozome, a webtool from the Plant Comparative Genomics portal of the Department of Energy's Joint Genome Institute).



FIG. 6. Protein domain prediction of RLP1 Potri.005G012100, RLP2=Potri.003G028200, L-type lecRLK=Potri.009G036300, and G-type lecRLK=Potri.005G018000 genes and the boundaries of the domains (by amino acid position)



FIG. 7. Domain organization of the A) G-type lecRLK, B) L-type lecRLK, C) RLP1 and D) RLP2 genes. Arrows point to deleterious point mutations discovered in these genes. LRR: Leucine rich repeat domain, TM: Transmembrane domain





DETAILED DESCRIPTION OF THE INVENTION

Pathogenic fungi, especially necrotrophic fungi, infections are deleterious to plant species used for biofuels, bioproducts, food and fiber production, therefore have a significant economic impact. In order to increase plant health and product yield, there is a great need for methods of identifying susceptible plants, and also for methods to confer disease resistance to necrotrophic fungi susceptible plants. Accordingly, the present application is directed to methods of selecting necrotrophic fungi-resistant plants for growing, and methods of genetically engineering susceptible plants to make them resistant to necrotrophic fungi infections.


Pathogenic Fungi


In some embodiments, the pathogenic fungus is a necrotrophic fungus. In some embodiments said necrotrophic fungus is from genus Sphaerulina. In other embodiments, said necrotropic fungus is selected from the group consisting of Sphaerulina musiva, Sphaerulina oryzina, Sphaerulina rehmiana and Sphaerulina rubi.


In yet another embodiment, the necrotropic fungus is selected from the group consisting of Sphaerulina abeliceae, Sphaerulina aceris, Sphaerulina acetabulum, Sphaerulina acori, Sphaerulina aechmeae, Sphaerulina affinis, Sphaerulina albispiculata, Sphaerulina alni, Sphaerulina amelanchier, Sphaerulina amicta, Sphaerulina amphilomatis, Sphaerulina amygdali, Sphaerulina anemones, Sphaerulina annae, Sphaerulina antarctica, Sphaerulina arctica, Sphaerulina arthoniae, Sphaerulina assurgens, Sphaerulina aucubae, Sphaerulina azaleae, Sphaerulina baccarum, Sphaerulina bambusicola, Sphaerulina berberidis, Sphaerulina betulae, Sphaerulina blyttii, Sphaerulina bonariana, Sphaerulina boudieriana, Sphaerulina bryophila, Sphaerulina callista, Sphaerulina camelliae, Sphaerulina camelliae, Sphaerulina carestiae, Sphaerulina caricae, Sphaerulina caricis, Sphaerulina ceanothi, Sphaerulina centellae, Sphaerulina cercidis, Sphaerulina cetraricola, Sphaerulina cetrariicola, Sphaerulina chlorococca, Sphaerulina cibotii, Sphaerulina citri, Sphaerulina codiicola, Sphaerulina coffaeicola, Sphaerulina coffeicola, Sphaerulina concinna, Sphaerulina conflicta, Sphaerulina coriariae, Sphaerulina cornicola, Sphaerulina corniculata, Sphaerulina coronillae-junceae, Sphaerulina corynephora, Sphaerulina cucumeris, Sphaerulina cucurbitae, Sphaerulina datiscae, Sphaerulina diapensiae, Sphaerulina dioscoreae, Sphaerulina divergens, Sphaerulina dolichotera, Sphaerulina dryadis, Sphaerulina dryophila, Sphaerulina dubiella, Sphaerulina empetri, Sphaerulina endococcoidea, Sphaerulina epigaea, Sphaerulina eucalypti, Sphaerulina ferruginosa, Sphaerulina frondicola, Sphaerulina fuegiana, Sphaerulina gei, Sphaerulina gentianae, Sphaerulina gigantea, Sphaerulina giliae, Sphaerulina hainensis, Sphaerulina halophila, Sphaerulina hamadryadum, Sphaerulina hederae, Sphaerulina helicicola, Sphaerulina hyperici, Sphaerulina inaequalis, Sphaerulina inquinans, Sphaerulina intermedia, Sphaerulina intermixta, Sphaerulina Ipomoeae, Sphaerulina islandica, Sphaerulina iwatensis, Sphaerulina juglandis, Sphaerulina leightonii, Sphaerulina lepidiotae, Sphaerulina limnanthemi, Sphaerulina lini, Sphaerulina linicola, Sphaerulina ludwigiae, Sphaerulina mappiae, Sphaerulina marattiae, Sphaerulina marginata, Sphaerulina maroccana, Sphaerulina marsileae, Sphaerulina maydis, Sphaerulina menispermi, Sphaerulina microthyrioides, Sphaerulina mimosae-pigrae, Sphaerulina miyakei, Sphaerulina musae, Sphaerulina muscicola, Sphaerulina muscorum, Sphaerulina musicola, Sphaerulina musiva, Sphaerulina myriadea, Sphaerulina myriadea subsp. myriadea, Sphaerulina myrtillina, Sphaerulina naumovii, Sphaerulina nephromiaria, Sphaerulina oleifolia, Sphaerulina orae-maxis, Sphaerulina oryzae, Sphaerulina oryzina, Sphaerulina oxalidis, Sphaerulina oxyacanthae, Sphaerulina pallens, Sphaerulina parvipuncta, Sphaerulina patriniae, Sphaerulina paulistana, Sphaerulina peckii, Sphaerulina pedicellata, Sphaerulina pelargonii, Sphaerulina phalaenopsidis, Sphaerulina phellogena, Sphaerulina phoenicis, Sphaerulina phyllostachydis, Sphaerulina pini, Sphaerulina plantaginea, Sphaerulina pleuropogonis, Sphaerulina polygonorum, Sphaerulina polypodii, Sphaerulina polypodii, Sphaerulina polyspora, Sphaerulina populi, Sphaerulina populicola, Sphaerulina porothelia, Sphaerulina potebniae, Sphaerulina potentillae, Sphaerulina poterii, Sphaerulina primulicola, Sphaerulina pruni, Sphaerulina pseudovirgaureae, Sphaerulina pterocarpi, Sphaerulina pulii, Sphaerulina quercicola, Sphaerulina quercifolia, Sphaerulina quitensis, Sphaerulina rehmiana, Sphaerulina rhabdoclinis, Sphaerulina rhodeae, Sphaerulina rhododendri, Sphaerulina rhododendricola, Sphaerulina rubi, Sphaerulina saccardiana, Sphaerulina saccardoana, Sphaerulina sacchari, Sphaerulina salicina, Sphaerulina sambucina, Sphaerulina sasae, Sphaerulina schaereri, Sphaerulina scirpi, Sphaerulina sepincola, Sphaerulina serograpta, Sphaerulina silacincola, Sphaerulina smilacincola, Sphaerulina socia, Sphaerulina spartii, Sphaerulina staphyleae, Sphaerulina staurochili, Sphaerulina steganostroma, Sphaerulina subgen. Pharcidiella, Sphaerulina subgen, Sphaerulina, Sphaerulina sub glacialis, Sphaerulina subtropica, Sphaerulina suchumica, Sphaerulina tabacinae, Sphaerulina tanaceti, Sphaerulina tarda, Sphaerulina taxi, Sphaerulina taxicola, Sphaerulina thujopsidis, Sphaerulina tiliaris, Sphaerulina tirolensis, Sphaerulina todeae, Sphaerulina trapae-bispinosae, Sphaerulina trifolii, Sphaerulina tritici, Sphaerulina umbilicata, Sphaerulina valerianae, Sphaerulina viciae, Sphaerulina vincae, Sphaerulina violae, Sphaerulina vismiae, Sphaerulina vulpina, Sphaerulina westendorpii, Sphaerulina worsdellii, Sphaerulina xerophylli, Sphaerulina yerbae, Sphaerulina ziziphi, Sphaerulina zizyphae, and Sphaerulina zizyphi.


Plant Species


In some embodiments, the plant species of this disclosure can be selected from any plant used for producing biofuels, bioproducts, food and fiber. In another embodiment the plant is selected from the group consisting of Populus, corn, soybean, rose, rice, caneberry, Salix (willow), alder, spruce, chestnut, oak, citrus, grape, eucalyptus, coffee, pine, rhododendron, birch, cucumber, tomato, betulia, clover, wheat, maize, sorghum, and blueberry.


“A resistant plant” refers to a plant that exhibits no symptoms or insignificant symptoms in response to a pathogenic fungal infection.


“A susceptible plant” refers to a plant that exhibits symptoms of infection in response to a pathogenic fungal infection. Symptoms of infection include, hut are not limited to, necrotic lesions on the leaves which lead to premature defoliation, and cankers on the stem and branches which can reduce growth, predispose the tree to colonization by secondary organisms, and cause stem breakage.


Resistance Genes


The present inventors investigated susceptible and resistant Populus plants to find genotypes that are associated with plant resistance to necrotrophic fungi infection. The inventors discovered that RLP1 (Potri.005G012100), RLP2 (Potri.003G028200), and L-type lecRLK (Potri.009G036300) genes were all substantially functional in nectrotrophic fungi-resistant Populus plants. The inventors also discovered that a deleterious mutation in any one of these three genes rendered a plant susceptible. The inventors also discovered that a substantially functional copy of G-type lecRLK (Potri.005G018000) is associated with disease susceptibility.


In some embodiments, a substantially functional RLP1 gene (Potri.005G012100) has the wild type genomic nucleotide sequence as defined by SEQ ID NO: 1, and encodes a protein with the wild type amino acid sequence as defined by SEQ ID NO: 2.


In some embodiments, a substantially functional RLP2 gene (Potri.003G028200) has the wild type genomic nucleotide sequence as defined by SEQ ID NO: 3, and encodes a protein with the wild type amino acid sequence as defined by SEQ ID NO: 4.


In some embodiments, a substantially functional L-type lecRLK (Potri.009G036300) gene has the wild type genomic nucleotide sequence as defined by SEQ ID NO: 5, and encodes a protein with the wild type amino acid sequence as defined by SEQ ID NO: 6.


In some embodiments, a substantially functional G-type lecRLK gene (Potri.005G018000) has the wild type genomic nucleotide sequence as defined by SEQ ID NO: 7, and encodes a protein with the wild type amino acid sequence as defined by SEQ ID NO: 8.


In some embodiments, a substantially functional RLP1 gene has a nucleotide sequence that is at least 80%, 85%, 90%, 95%, 98% or 99% identical to the wild type nucleotide sequence as defined by SEQ ID NO: 1, and encodes a protein that is at least 80%, 85%, 90%, 95%, 98% or 99% identical to the wild type amino acid sequence as defined by SEQ ID NO: 2.


In some embodiments, a substantially functional RLP2 gene has a nucleotide sequence that is at least 80%, 85%, 90%, 95%, 98% or 99% identical to the wild type nucleotide sequence as defined by SEQ ID NO: 3, and encodes a protein that is at least 80%, 85%, 90%, 95%, 98% or 99% identical to the wild type amino acid sequence as defined by SEQ ID NO: 4.


In some embodiments, a substantially functional L-type lecRLK gene has a nucleotide sequence that is at least 80%, 85%, 90%, 95%, 98% or 99% identical to the wild type nucleotide sequence as defined by SEQ ID NO: 5, and encodes a protein that is at least 80%, 85%, 90%, 95%, 98% or 99% identical to the wild type amino acid sequence as defined by SEQ ID NO: 6.


In some embodiments, a substantially functional G-type lecRLK gene has a nucleotide sequence that is at least 80%, 85%, 90%, 95%, 98% or 99% identical to the wild type nucleotide sequence as defined by SEQ ID NO: 7, and encodes a protein that is at least 80%, 85%, 90%, 95%, 98% or 99% identical to the wild type amino acid sequence as defined by SEQ ID NO: 8.


In some embodiments, a substantially functional gene lacks deleterious mutations including, but not limited to, early termination codons, frameshift mutations, inversions, deletions and non-conservative mutations which result in an amino acid change that has different properties than the wild type.


In some embodiments, a substantially functional gene retains all domains that are believed to be critical for functionality intact. For example, for the RLP1 and RLP2 genes, some of the critical domains are Leucine-rich Repeat (LRR) domains, plant specific Leucine-rich Repeat (LRR) domains and the signal peptide. On the other hand, for the L-type lectin receptor-like kinase (L-type lecRLK) gene, some of the critical domains are Protein Kinase domain, transmembrane domain, Legume lectin domain and the signal peptide. For the G-type lectin receptor-like kinase (G-type lecRLK) gene, some of the critical domains are Protein Kinase domain, PAN domain, S-locus glycoprotein domain, Bulb lectin domain and the signal peptide. The boundaries of the functional domains of RLP1 (Potri.005G012100), RLP2 (Potri.003G028200), L-type lecRLK (Potri.009G0363001) and G-type lecRLK (Potri.005G018000) genes are disclosed in FIG. 6.


In some embodiments, for the RLP1 and RLP2 genes, a mutation in the extracellular domain, which comprises the Leucine-rich Repeat (LRR) domains, plant specific Leucine-rich Repeat (LRR) domains and the signal peptide, is believed to be deleterious to functionality.


In some embodiments, for the L-type lectin receptor-like kinase (L-type lecRLK) gene, a mutation in the protein kinase domain is believed to be deleterious to functionality.


In some embodiments, for the G-type lectin receptor-like kinase (G-type lecRLK) gene, a mutation in the protein kinase domain or in the Bulb lectin domain is believed to be deleterious to functionality.


In some embodiments, for the RLP1 gene, a functionally deleterious mutation is selected from the mutations listed in Table 1.


In some embodiments, for the RLP2 gene, a functionally deleterious mutation is selected from the mutations listed in Table 2.


In some embodiments, for the L-type lecRLK gene, a functionally deleterious mutation is selected from the mutations listed in Table 3.


In some embodiments, for the G-type lecRLK gene, a functionally deleterious mutation is selected from the mutations listed in Table 4.


In one embodiment, in order to determine whether a plant is resistant to a necrotrophic fungus that can infect said plant, RLP1, RLP2, and L-type lecRLK genes of said plant are sequenced and it is determined that said plant is resistant to necrotrophic fungus infection if all of the RLP1, RLP2, L-type lecRLK genes are substantially functional.


Infection of Plants


In some embodiments, plants are infected with pathogenic fungi. Inoculation with pathogenic fungi is carried out as described in LeBoldus et al. (Plant Dis., (2010), 94, 1238-1242 (2010)). Briefly, plants are grown until a minimum height of 30 cm (e.g., approximately 54 days after planting for Populus). Pathogenic fungi are grown on plates (petri dishes) containing KV-8 growth media amended with chloramphenicol at 300 mg/liter and streptomycin sulfate at 25 mg/liter. These dishes are then sealed with Parafilm and placed on a light bench under Gro-Lux wide-spectrum fluorescent bulbs (Sylvania; Osram GmbH, Munich) at room temperature, where they receive 24 hours of light. Pure colonies are obtained by making transfers to K-V8 medium and allowing the fungi to grow until sporulation occurs. Isolates are stored at −90° C. in vials containing 300 μl of 50% glycerol and 700 μl of potato dextrose broth (PDB; Difco laboratories)


On the day of infection, approximately 1 ml of deionized water is added to a plate of grown fungi. An inoculation loop is rubbed on the plate surface to dislodge the spores and the spore suspension is collected with a pipette. The spore suspension (infection solution) to be applied to plants comprise between 1×104 and 5×106 spores conidia)/liter. In a specific embodiment the spore suspension (infection solution) comprises 1×106 spores (conidia)/liter. Plants are sprayed with the spore suspension until the entire leaf and stem are wet, and placed into a black plastic bag for 48 hours, Following incubation plants are placed on the greenhouse bench for 3 weeks.


In a specific embodiment, in order to determine whether a plant is resistant to a neurotrophic fungus, said plant is infected with the necrotrophic fungus as described above; and gene expression levels of one or more of RLP1, RLP2, and L-type lecRLK genes are measured at least at 0, 24 and 72 hours after infection. In some embodiments, measurements can be made every 8, 12 or 24 hours. If expression levels of one or more of the RLP1, RLP2, and L-type lecRLK genes transiently increase and peak around the 24 hour time point after infection in said plant (similar to shown in FIGS. 2A-2C), this transient increase in expression levels of one or more of these genes indicates that said plant is resistant to necrotrophic fungus infection. In some embodiments, the transient increase is at least about 1.5 folds, about 2 folds, about 3 folds, about 4 folds, about 4 folds, about 6 folds, about 8 folds, about 10 folds or about 15 folds over the baseline (0 hour) levels. The increase in expression levels is transient if around 72 hours the expression levels of said genes return to baseline (0 hour) levels. On the other hand, if expression levels of one or more of the RLP1, RLP2, and L-type lecRLK genes do not change significantly between 0, 24 and 72 hours after infection, this indicates that said plant is susceptible to necrotrophic fungi infection. A “significant change in expression levels” is a change that is more than 1.5 folds over the baseline (0) hours.


In yet another embodiment, in order to determine whether a plant is resistant to a necrotrophic fungus, said plant is infected with the necrotrophic fungus and gene expression levels of one or more of BAK1a, BAK1b, S-NPR1, WRKY40, WRKY70a and WRKY70b genes are measured at 0, 24 and 72 hours after infection. In some embodiments, measurements can be made every 8, 12 or 24 hours. If expression levels of one or more of the BAK1a, BAK1b, S-NPR1, WRKY40, WRKY70a or WRKY70b genes transiently increase and peak at about the 24 hour time point after infection in said plant as shown in FIGS. 4A-4F, it indicates that said plant is resistant to necrotrophic fungus infection. The increase in expression levels is transient if around 72 hours the expression levels of said genes return to baseline (0 hour) levels. On the other hand, if expression levels of one or more of the BAK1a, BAK1b, S-NPR1, WRKY40, WRKY70a or WRKY70b genes do not change significantly between 0, 24 and 72 hours after infection, this indicates that said plant is susceptible to necrotrophic fungi infection.


Gene expression changes can be measured with methods including, but not limited to, Reverse Transcriptase Polymerase Chain Reaction (RT-PCR), Real-time RT-PCR, Western Blotting, Northern Blotting, in-situ hybridization and RNA sequencing (RNA-seq).


Methods of Using Resistant Plants


In some embodiments, plants that are resistant to necrotropic fungi are used in producing lignocellulosic products. The term “lignocellulosic” refers to a composition containing both lignin and cellulose. In a specific embodiment, the lignocellulosic products include, but are not limited to, paper and pulp.


In some embodiments, plants that are resistant to necrotropic fungi are used for producing food.


In some embodiments, plants that are resistant to necrotropic fungi are used for producing biofuels.


Converting a Necrotropic Fungi-Susceptible Plant into a Necrotropic Fungi-Resistant Plant


In some embodiments, a necrotropic fungi-susceptible plant is converted into a necrotropic fungi-resistant plant. Briefly, the RLP1, RLP2, and L-type lecRLK genes are sequenced and if there is a deleterious mutation in one or more of these genes, then the plant can be converted into a necrotropic fungi-resistant plant by restoring the function of said one or more mutated genes in the plant.


Targeted genome engineering (also known as genome editing) has emerged as an alternative to classical plant breeding and transgenic (Genetically Modified Organism—GMO) methods to improve crop plants. Available methods for introducing site-specific double strand DNA breaks include zinc finger nucleases (ZFNs), TAL effector nucleases (TALENs) and CRISPR/Cas system. ZFNs are reviewed in Carroll, D. (Genetics, 188.4 (2011): 773-782), and TALENs are reviewed in Zhang et al, (Plant Physiology, 161.1 (2013): 20-27), which are incorporated herein in their entirety.


CRISPR/Cas system is a method based on the bacterial type II CRISPR (clustered regularly interspaced short palindromic repeats)/Cas (CRISPR-associated) immune system. The CRISPR/Cas system allows targeted cleavage of genomic DNA guided by a customizable small noncoding RNA, resulting in gene modifications by both non-homologous end joining (NHEJ) and homology-directed repair (HDR) mechanisms. Belhaj et al. (Plant Methods, 2013, 9:39) summarizes and discusses applications of the CRISPR-Cas technology in plants and is incorporated herein in its entirety.


In some embodiments, restoring function to a mutated gene is achieved by genome editing technologies. In a specific embodiment genome editing is achieved by CRISPR (Clustered regularly-interspaced short palindromic repeats)/Cas technology. CRISPR-Cas and similar gene targeting systems are well known in the art, with reagents and protocols readily available. Exemplary genome editing protocols are described in Jennifer Doudna, and Prashant Mali “CRISPR-Cas: A Laboratory Manual” (2016) (CSHL Press, ISBN: 978-1-621821-30-4) and Ran, F. Ann, et al. (Nature Protocols (2013), 8 (11): 2281-2308).


In a specific embodiment, CRISPR-mediated gene repair comprises introducing said plant a first nucleic acid encoding a wild type Cas9 nuclease, a second nucleic acid comprising a guide RNA (gRNA) specific for targeting the mutated genomic region and a third nucleic acid comprising a homologous repair template (aka. Homology Directed Repair—HDR template) of said RLP1, RLP2, L-type lecRLK genes with said deleterious mutation. In this embodiment, the specific guide RNA targets the Cas9 nuclease to the mutated genomic region and the Cas9 nuclease introduces a double strand break in the targeted DNA region. In the presence of the homology template which contains a substantially functional copy of the mutated genomic region (with the deleterious mutation corrected), DNA repair mechanism favors Homology Directed Repair (HDR) and the mutation in the targeted gene is corrected.


In another specific embodiment, CRISPR-mediated gene repair comprises introducing said plant a first nucleic acid encoding a mutated Cas9 nuclease, wherein said mutated Cas9 nuclease can only introduce single strand nicks to the genome, a second nucleic acid comprising a guide RNA (gRNA) specific for targeting the mutated genomic region, a third nucleic acid comprising a guide RNA (gRNA) specific for targeting the mutated genomic region in the reverse complement strand and a third nucleic acid comprising a homologous repair template (HDR template) of said RLP1, RLP2, L-type lecRLK genes with said deleterious mutation. In this embodiment, one of the specific guide RNAs targets the mutated Cas9 nuclease to one strand of the mutated genomic region and the mutated Cas9 nuclease introduces a single strand nick in the targeted. DNA region. The second specific guide RNA is designed to target the mutated Cas9 nuclease to the opposite strand of the mutated genomic region, and the mutated Cas9 nuclease introduces a single strand nick in the targeted DNA region in the opposite strand as well. The two single nicks on opposite strands effectively cause a double strand break in the targeted region. In the presence of the homology template which contains a substantially functional copy of the mutated genomic region (with the deleterious mutation corrected), DNA repair mechanism favors Homology Directed Repair (HDR) and the mutation in the targeted gene is corrected.


In some embodiments, restoration of mutated gene function in one or more of RLP1, RLP2, and L-type lecRLK genes is achieved by introduction of a substantially functional RLP1, RLP2, or L-type lecRLK gene corresponding to the mutated gene by plasmid delivery. Plasmid delivery methods comprise agrobacterium-mediated transformation, viral based transformation, particle bombardment/biolistics electro-transfection, delivery by silicon carbide fibers, polymer-based transfection (polyfection), liposome-mediated transfection (lipofection), micro injection, wave and beam mediated transformation and desiccation based transformation. Methods of plasmid (DNA) delivery to produce transgenic plants are described in Behrooz D. al. (Biotechnology, (2008), 7: 385-402).


In some embodiments, inactivation of the G-type lecRLK gene confers resistance to neurotrophic fungi in a susceptible plant. In specific embodiments, the inactivation of the G-type lecRLK gene includes a deletion of the whole or a part of the gene such that no functional protein product is expressed (also known as gene knock out). The inactivation of a gene may include a deletion of the promoter or the coding region, in whole or in part, such that no functional protein product is expressed. In other embodiments, the inactivation of G-type lecRLK includes introducing an inactivating mutation to the gene, such as an early STOP codon in the coding sequence of the gene, such that no functional protein product is expressed.


In some embodiments, gene inactivation is achieved using available gene targeting technologies in the art. Examples of gene targeting technologies include the Cre/Lox system (described in Kühn, R., & M. Torres, R., Transgenesis Techniques: Principles and Protocols, (2002), 175-204), homologous recombination (described in Capecchi, Mario R., Science (1989), 244: 1288-1292), and TALENs (described in Sommer et al., Chromosome Research (2015), 23: 43-55, and Cermak et al. Nucleic Acids Research (2011): gkr218).


In one embodiment, G-type lecRLK inactivation is achieved by a CRISPR/Cas system. CRISPR-Cas and similar gene targeting systems are well known in the art with reagents and protocols readily available. Exemplary genome editing protocols are described in Jennifer Doudna, and Prashant Mali, “CRISPR-Cas: A Laboratory Manual” (2016) (CSHL Press, ISBN: 978-1-621821-30-4) and Ran, F. Ann, et al. Nature Protocols (2013), 8 (11): 2281-2308.


Unless defined otherwise, all technical and scientific terms used herein have the same meaning as commonly understood by one skilled in the art to which this invention belongs. Although any methods and materials similar or equivalent to those described herein can also be used in the practice or testing of the present invention, the preferred methods and materials are now described. All publications mentioned herein are incorporated herein by reference to disclose and describe the methods and/or materials in connection with which the publications are cited.


The present description is further illustrated by the following examples, which should not be construed as limiting in any way.


EXAMPLES

Materials and Methods:


Plant Material


Plant material from 1,081 Populus trichocarpa (Torr & Gray) genotypes, originally collected from wild populations in California, Oregon, Washington and British Columbia, were planted in a stool bed at the Oregon State University Research Farm in Corvallis, Oreg. (Slavov et al., New Phytol; 196(3):71.3-25 (2012)). During January 2014 dormant branch cuttings were collected and sent to the North Dakota State University's Agricultural experiment station research greenhouse complex in Fargo, N.Dak. For each genotype, branches were cut into 10 cuttings, measuring 10 cm in length, with at least one bud. Cuttings were soaked in distilled water for 48 h, planted in cone-tainers (Ray Leach SC10 Super Cone-tainers, Stuewe and Sons, Inc. Tangent, Ore., USA) measuring 3.8-cm in diameter and 21-cm deep filled with growing medium (SunGro Professional Mix #8; SunGro Horticulture Ltd., Agawam, Mass.) amended with 12 g of Nutricote slow release fertilizer (15-9-12) (N-P-K) (7.0% NH3N, 8.0% NO3—N, 9.0% P2O5, 12.0% K2O, 1.0% Mg, 2.3% S, 0.02% B, 0.05% Cu, 0.45% Fe, 0.23% chelated Fe, 0.06% Mn, 0.02% Mo, 0.05% Zn; Scotts Osmocote Plus; Scotts Company Ltd., Marysville, Ohio). The cuttings were planted such that the upper most bud remained above the surface of the growing medium. Plants were grown in a greenhouse with a temperature regime of 20° C./16° C. (day/night) and an 18-h photoperiod supplemented with 600 W high-pressure sodium lamps. Slow release fertilizer was added weekly with 15-30-15 (N-P-K) Jack's fertilizer (JR PETERS INC; Allentown, Pa.) at 200 ppm for two months to promote root growth and subsequently fertilized with 20-20-20 (N-P-K) liquid fertilizer (Scotts Peters Professional; Scotts Company Ltd., Marysville, Ohio) once a week. Plants were watered as needed.


Pathogen Culture


Three isolates of Sphaerulina musiva (MN-12, MN-14, MN-20) collected in Minnesota, were chosen for inoculation and transferred from storage (−80° C.) onto K-V8 (180 ml of V8 juice [Campbell Soup Company, Camden, N.J.]; 2 g of calcium carbonate, 20 g of agar, and 820 ml of deionized water) growing media, sealed with Parafilm (Structure Probe Inc., West Chester, Pa.) and placed on a light bench under full-spectrum fluorescent bulbs (Sylvania; Osram Gmbh, Munich) at room temperature until sporulation was observed. Following sporulation, five 5-mm plugs were transferred onto another K-V8 plate for 14 days under continuous light. There were a total of total of 200 plates for each isolate.


Inoculation


Plants were inoculated when they reached a minimum height of 30 cm (−54 days after planting). Plates containing isolates were unsealed and 1 mL of deionized water was added to the plate. Rubbing the media surface with an inoculation loop dislodged the spores and the spore suspension was collected with a pipette. The spore suspensions were individually bulked from the three isolates at a concentration of 106 spores mL−1 for each isolate. Plants were taken out of the greenhouse and there heights were measured prior to inoculation, sprayed with a HVLP gravity fed air spray gun (Central Pneumatic, Harbor Freight Tools) at 20 psi until the entire leaf and stem was wet (15 ml), and placed into a black plastic bag for 48 hours. Following incubation plants were placed on the greenhouse bench for 3 weeks.


Phenotyping


At three weeks post-inoculation phenotypic responses were characterized by measuring the height and caliper of each tree. Subsequently, the number of cankers was counted and digital images were acquired. This information was analyzed providing a range of phenotypes: (i) number of cankers; (ii) number of cankers per cm; and (iii) disease severity based on digital imagery. In total 280 person hours were expended to collect the phenotypic data for the genome-wide association study.


GWAS Analysis


To assess genetic control, the emmax algorithm was used with kinship as the correction factor for genetic background effects (Lorang, J. et al. Tricking the guard: Exploiting plant defense for disease susceptibility. Science 338, 659-662 (2012)) to compute genotype to phenotype associations using 8.2 million SNP variants with minor allele frequencies >0.05 identified from whole-genome resequencing (Slavov, G. T. et al., New Phytol, 196, 713-725 (2012)). A number of loci highly associated with Sphaerulina response were identified (i.e. susceptibility/resistance loci) (Table 5).


RNAseq Experiment


The resistant genotype BESC-22 and the susceptible genotype BESC-801 were selected based on the results from the GWAS described above. The experimental design was a randomized complete block design with three blocks. Each plant by time point combination occurred once per block.


Inoculum was prepared in an identical manner to that described above. However, in order to ensure that only tissue exposed to the fungal pathogen was used for transcriptome sequencing, position-based inoculations at the lenticels rather than whole-tree inoculations were conducted. A total of three lenticels on each plant were inoculated with a 5 mm plug of sporulating mycelium wrapped in parafilm. At the time of sample collection tissue from all three lenticels was sampled, placed in a single extraction tube, and flash frozen.


Approximately 100 mg of symptomatic tissue from each inoculation point was harvested, placed in a MP Biomedicals® Lysing Matrix tube and flash frozen in liquid nitrogen. The frozen samples were placed in a BeadBeater homogenizer and ground to a fine powder. The mRNA from each sample was enriched for using the Dynabeads mRNA DIRECT Kit, following the manufacturer's protocol with the additional steps of adding Ambion Plant Isolation Aid to the lysis buffer as well as a chloroform cleanup step after centrifuging the lysate.


Stranded RNA Seq library(s) were generated and quantified using qPCR. Sequencing was performed on an Illumina HiSeq 2500 (150mer paired end sequencing). Raw fastq file reads were filtered and trimmed using the JGI QC pipeline. Using BBDuk, raw reads were evaluated for sequence artifacts by kmer matching (kmer=25) allowing 1 mismatch, and detected artifacts were trimmed from the 3′ end of the reads. RNA spike-in reads, PhiX reads and reads containing any Ns were removed. Quality trimming was performed using the phred trimming method set at Q6. Following trimming, reads under the length threshold were removed (minimum length 25 bases or ⅓ of the original read length; whichever was longer). Raw reads from each library were aligned to the reference genome using TopHat. Only reads that mapped uniquely to one locus were counted. FeatureCounts was used to generate raw gene counts. Raw gene counts were used to evaluate the level of correlation between biological replicates, using Pearson's correlation to identify which replicates would be used in the DGE analysis. DESeq2 (v1.2.10) (Cingolani P et al., Fly (Austin), 6: 80-92 (2012)) was subsequently used to determine which genes were differentially expressed between pairs of conditions. The parameters used to “call a gene” between conditions was determined at a p-value ≤0.05.


RNASeq differential expression analysis for Sphaerulina was performed using the Tuxedo suite pipeline. Illumina short paired reads were trimmed for quality, using Sickle (Trapnell et al., Nat Protoc. 7, 562-578 (2012)) set with a minimum quality score cutoff of 30 and a minimum read length of 100 bp. Using TopHat v2.1.0 and Bowtie2 v2.2.3, trimmed reads for each sample replicate were aligned to combined assembly contigs from Sphaerulina musiva strain SO2202 (GenBank accession: GCA_000320565.2) and Populus trichocarpa (GenBank accession: GCF_000002775.3). Reads were mapped with settings “-r 0 -i 36 -I 1000 -p 4” and “-G” with combined gene annotations from the S. musiva and P. trichocarpa reference genomes. Sphaerulina musiva contigs and mapped reads were extracted using Samtools v0.1.1.8. Transcript isoforms for each of the sample replicates were individually assembled and quantified using Cufflinks v2.2.1 (Cingolani P et al., Fly (Austin), 6: 80-92 (2012)) guided by the S. musiva reference genome and gene annotations. Transcripts assembled from each alignment were merged using Cuffmerge (Cingolani P et al., Fly (Austin), 6: 80-92 2012)).


Differential gene expression analysis was performed using Cuffdiff (Cingolani P et al., Fly (Austin), 6: 80-92 (2012)). Time-series comparisons were performed for resistant interaction between BESC-22 and S. musiva (24-h and 72-h post-inoculation) and the susceptible interaction with BESC-801 and S. musiva (24 h and 72 h), with three replicates per time point. These analyses excluded time point 0 due to low sequencing depth for Sphaerulina. Differential expression analyses were also performed comparing gene expression at time points 24 h and 72 h between the resistant and susceptible interactions.


Generation of Constructs for Protein Expression


The predicted lectin domains of G-type lecRLK and L-type lecRLK were cloned (23). Briefly, to create Gateway entry clones truncated coding regions of G-type lecRLK (Amino Acids 36-192) and L-type lecRLK (Amino Acids 30-281) were amplified from P. trichocarpa cDNA using the following gene specific primer pairs: G-RLK1-36F, 5′-AACTTGACTTICAAGGCCAGTCTCTCTCTGCAAGC-3′ (SEQ ID NO:21)/G-RLK1-192R, 5′-ACAAGAAAGCTGGGTCCTAACCTGGTGCAGGATCTT-3′ (SEQ ID NO: 22) and L-RLK2-30F, 5′-AACTTGACITTCAAGGCCACTTCATCTATCATGG-3′ (SEQ ID NO: 23)/L-RLK2-281, 5′-ACAAGAAAGCTGGGTCCTAAGGCAACTTTGACACATC-3′ (SEQ ID NO: 24). The control protein was a non-catalytic peptide fragment of Arabidopsis ESK1 (Amino Acids 44-133), and was amplified from Arabidopsis cDNA using the following gene specific primer pairs: ESK1-44F, 5′-AACTTGACTTTCAAGGCGTGGAATTGCCGCCG-3′ (SEQ ID NO: 25)/ESK1133R, 5′-ACAAGAAAGCTGGGTCCTACGAACGGGAAATGATAC-3′ (SEQ ID NO: 26). Italicized sequences indicate the partial attB adapter sequences appended to the primers for the first round of PCR amplification, and the bold sequences denote the inserted STOP codon. A second set of universal primers, attB_Adapter-F, 5′-GGGGACAAGTTTGTACAAAAAAGCAGGCTCTGAAAACTTGIACTTTCAAGGC-3′ (SEQ ID NO: 27)/attB_Adapter-R, 5′-GGGGACCACTTTGTACAAGAAAGCTCGGGTC-3′ (SEQ ID NO: 28) was used to complete the attB recombination site and append a tobacco etch virus (TEV) protease cleavage site (Meng L, et al. (2013), J. Biol. Chem., 288:34680-34698). The attB-PCR product was cloned into pDONR221 (Life technologies) using Gateway BP Clonase II Enzyme Mix (life technologies) to create entry clones. To generate expression clones of G-type lecRLK (pGEn2-EXP-G-type lecRLK36-192) and L-type lecRLK (pGEn2-EXP-L-type lecRLK30-281), the entry clones were recombined into a Gateway-adapted version of the pGEn2 mammalian expression vector (pGEn2-REST) (Gilbert H J. et al, (2013), Curr. Opi., Struct. Biol. 23:669-677), using Gateway LR Clonase II Enzyme Mix (Life Technologies). The resulting expression constructs (His-GFP-G-type lecRLKΔ36-192 and His-GFP-L-type lecRLKΔ30-281) encode fusion proteins comprised of an amino-terminal signal sequence, an 8×His tag, an AviTag recognition site, the “superfolder” GFP (sfGFP) coding region, the recognition sequence of the tobacco etch virus (TEV) protease, and the indicated lectin domains. For transfection, plasmids were purified using the PureLink HiPure Plasmid Filter Maxiprep Kit (Life Technologies).


Expression and Purification of His-GFP-G-type lecRLK36-192 and His-GFP-L-type lecRLK30-281


Recombinant expression was performed by transient transfection of suspension culture HEK293-F cells (FreeStyle™ 293-F cells, Thermo Fisher Scientific, Waltham Mass.) in a humidified CO2 platform shaker incubator at 37° C. with 80% humidity. The HEK293-F cells were maintained in Freestyle™ 293 expression medium (Thermo Fisher Scientific, Waltham, Mass.) and transfection with plasmid DNA using polyethyleneimine as transfection reagent (linear 25-kDa polyethyleneimine, Polysciences, Inc., Warrington, Pa.) was performed as previously described (Zhang Y, et al. (2010), Plant Cell, 22:3153-316, Urbanowicz B R et al., Plant J. 80:197-206). After 24 h, the cell cultures were diluted 1:1 with fresh media supplemented with valproic acid (2.2 mM final concentration) and protein production was continued for an additional 4-5 days at 37° C. The cell culture was harvested, clarified by sequential centrifugation at 1200 rpm for 10 min and 3500 rpm for 20 min, and passed through a 0.45 μM filter (Millipore, Billerica, Mass.).


All chromatography experiments were carried out on an ÄKTA FPLC System (GE Healthcare). The medium was adjusted to contain HEPES (50 mM, pH 7.2), sodium chloride (400 mM), and imidazole (20 mM) prior to column loading. Small scale purification of His8-GFP tagged enzymes secreted into the culture medium by HEK293 cells was performed using HisTrap HP columns (GE Healthcare). To eliminate the possibility of protein contamination, purification of each enzyme was carried out on individual 1 ml HisTrap HP column. Prior to use, a blank run was performed on each new column to remove any weakly bound Ni2+ ions. Adjusted medium was loaded onto HisTrap HP columns (GE Healthcare) equilibrated with Buffer A (50 mM HEPES, pH 7.2, 0.4 M sodium chloride, and 20 mM imidazole). The columns were washed and eluted with a step gradient, consisting of five CV per condition of Buffer A to Buffer B (50 mM HEPES, pH 7.2, 0.4 M sodium chloride, and 500 mM imidazole). These consisted of three sequential wash steps of 0%, 10%, and 20% Buffer B, followed by two elution steps of 60% and 100% Buffer B. Fractions containing GFP fluorescence (60% Buffer B elution) were collected and pooled. Protein purity was assessed by SDS-Page. Purified His-GFP-G-type lecRLK36-192 and His-GFP-L-type lecRLK30-281 were concentrated to approximately 1.5 mg/ml using a 30-kDa molecular weight cut-off Amicon Ultra centrifugal filter device (Merck Millipore) and dialyzed (3500 MWCO) into binding buffer without divalent metals (75 mM HEPES-HCl, pH 6.8; 150 NaCl) in the presence of CI ELEX® 100 Molecular Biology Grade Resin (1 g L-1 Bio-Rad, USA) (CHELEX® 100 Resin chelates polyvalent metal ions, with a selectivity for divalent over monovalent ions of approximately 5,000 to 1. The resin avidly binds divalent cations such as Mg2+, inactivating DNases and other enzymes, as well as binding other compounds that can interfere with enzyme-based applications such as PCR and ligation. Due to the high selectivity for divalent over monovalent ions, CHELEX® 100 Molecular Biology Grade Resin can be used for DNA purification from samples with high levels of salts) and used directly for binding experiments. Protein concentrations were determined with the Pierce BCA. Protein Assay Kit (Thermo Fisher Scientific, USA) and BSA standards.


Growth of Sphaerulina musiva in Liquid Culture


Sporulating 1-week old S. musiva cultures growing on solid K-V8 medium (V8 juice 180 ml/l, CaCO3 2 g/l, agar 2% v/v) were rinsed with 1 ml of sterile double distilled water, and the conidia were dislodged with an inoculating loop. For the inoculation of the liquid cultures, 200 μl aliquots of the spore suspensions were pipetted into 100 ml of liquid K-V8 medium in 250 ml Erlenmeyer flasks. The cultures were incubated at ambient temperature in darkness for five days. During the incubation, the cultures were constantly agitated at 150 rpm with an orbital platform shaker (Innova 2100, New Brunswick). To harvest the mycelium, the cultures were filtered with Miracloth. The harvested mycelium was rinsed with 50 ml of double distilled water and squeezed dry by pressing the mycelium inside the Miracloth between stacks of paper towels. Finally, 50 mg mycelium samples were collected and lyophilized for lectin binding assays.


Analysis of Lectin Binding to Sphaerulina musiva Cell Walls


In order to evaluate the ability of recombinant plant lectins to bind to S. musiva, cell walls from cultured fungi were sequentially extracted with cold-water, hot-water, and aqueous KOH (32), with minor modifications. Briefly, freeze dried fungal mycelium was resuspended in cold water (100 ml/g) containing sodium azide (0.02%) and extensively homogenized using a polytron homogenizer (Brinkmann Instruments, USA) in a cold room at 4° C. The homogenate was centrifuged (10,000 rpm, 15 min) and the pellet was washed extensively with cold water. The debris containing the cell walls was resuspended in hot water containing sodium azide (0.02%), homogenized again, and incubated at 60° C. overnight in a shaking incubator (250 rpm). The pellets were collected again by centrifugation and treated with hot water for 1 hr and centrifuged again. This was repeated another two times. The washed pellets were resuspended in 1 M KOH containing sodium borohydride (1%) and incubated overnight at 30° C. Next, residues were pelleted again and washed extensively with water. A portion of the hot water and KOH insoluble S. musiva cell walls were collected, washed extensively with acetone, and air dried under vacuum.


Lectin binding assays were carried out based on the methods of Lim et al. L et al, (1994), Biochem. Biophys. Res. Com. 202:1674-1680) with minor modifications. Microcrystalline cellulose (Avicel PH-101, SigmaAldrich, St. Louis, Mo.) was used as a control substrate for all binding assays. For lectin pull down assays, 2 mgs of each dry substrate were carefully weighed into tubes. Then 250 pi of protein (50 ug ml−1) in lectin binding buffer (75 mM HEPES-HCl pH 6.8; 150 mM NaCl; 5 mM MnCl2, 5 mM CaCl2, 1 mg ml-1 BSA) was added, and samples were incubated for 2 h at room temperature with end over end rotation. Samples were centrifuged (12,000 rpm, 5 min), and 100 μl of the supernatants containing the unbound proteins were assayed for GFP fluorescence (Ex 415, Em 550). The percent of bound enzyme was calculated by the depletion method (Chundawat S P, et al. (2011), J. Am. Chem. Soc., 133:11163-11174).


In vivo Overexpression of L-Type lecRLK and G-Type lecRLK in Populus Protoplasts


Protoplast transfection: Protoplasts from P. tremulaxP. alba clone INRA 717-1-B4 were 409 isolated and subsequently transfected, as previously described (Guo J, et al. (2012), PLoS One, 7:e44908). For overexpression, 10 μg of L-type lecRLK constructs with a 35S promoter and vector control were transfected into 100 μl of protoplasts. After 12 h incubation, protoplasts were collected by a 2 min centrifugation at 2,000×g and frozen in liquid nitrogen for the qRT-PCR experiment.


Generation of Transgenic Populus Hairy Roots


To generate binary vectors of G-type lecRLK for hairy roots transformation, the cDNA sequence was first cloned into pENTR/D TOPO vectors and then into the pGWB402omega binary vector by LR recombination reaction. The binary vector was transformed into A. rhizogenes strain ARqua1 by electroporation, and hairy roots were generated by transforming P. tremulaxP. alba clone INRA 717-1-B4 with A. rhizogenes (Yoshida K. et al., (2015), Plant physiol., 167:693-710). Hairy root cultures were inoculated with S. musiva in a similar manner to that described above. Briefly, each plate was sprayed with a suspension of 1×106 spores ml-1 of S. musiva isolate MN-14. The mock-inoculated roots were sprayed with sterile distilled water. After a 24 h incubation period samples were flash frozen in liquid nitrogen for RNA extraction and the qRT-PCR experiment.


RNA Extract and qRT-PCR


RNA was extracted from protoplasts and hairy roots samples using Plant RNA extraction kit (Sigma, St Louis, Mo.). cDNA synthesis was performed using DNAse free total RNA (1.5 μg), oligo dT primers and RevertAid Reverse Transcriptase (Thermofisher). Quantitative reverse transcriptase PCR (qRT-PCR) was performed using 3 ng cDNA, 250 nM gene specific primers and iTaq Universal SYBR Green Supermix (Bio Rad). Gene expression was calculated by 2-ddCt method using UBQ10b as internal control.











Primers:



(SEQ ID NO: 29)










UBQ10b_F:
5′GCCTTCGTGGTGGTTATTAAGC 3′













(SEQ ID NO: 30)










UBQ10b_R:
5′TCCAACAATGGCCAGTAAACAC 3′













(SEQ ID NO: 31)










BAK1a_F:
5′TGGCATCCTGATGAGAACAG 3′













(SEQ ID NO: 32)










BAK1a_R:
5′AAAGGTCCAAACCACTTACGC 3′













(SEQ ID NO: 33)










BAK1b_F:
5′GGAGATGGCATTTGTGAAGG 3′













(SEQ ID NO: 34)










BAK1b_R:
5′GCTCGAAAGATGACCAATCC 3′













(SEQ ID NO: 35)










WRKY40_F:
5′CATGGATGTCTTTCCCTCTTG 3′













(SEQ ID NO: 36)










WRKY40_R:
5′TTCTCTTTCTGCCTGTGTTCC 3′













(SEQ ID NO: 37)










WRKY70a_F:
5′ACTATCATCAAGCAGGGAAAGG 3′













(SEQ ID NO: 38)










WRKY70a_R:
5′TTCTGGAGGCGAATTTGAAG 3′













(SEQ ID NO: 39)










WRKY70b_F:
5′GAATCTGCTGATTTCGATGATG 3′













(SEQ ID NO: 40)










WRKY70b_R:
5′AGGCGGAAATTACAAAGAAGC 3′






Example 1: Discovering S. musiva Resistance and Susceptibility Loci in P. trichocarpa

In a replicated greenhouse experiment 3,404 plants, from a population of 1,081 unrelated trichocarpa genotypes, were characterized for post-inoculation phenotypic responses to S. musiva. Phenotypes were correlated to 8.2 million single nucleotide polymorphisms (SNPs) and insertion/deletions (indels). This process allowed identification of 82 candidate genes encompassing 113 polymorphisms within 5 months of planting the trees (Table 5). Notably, four of the most significant associations were to genes predicted to encode proteins with domains common to pattern recognition receptors (PRRs), including two paralogous leucine-rich receptor-like proteins (RLPs) [Potri.005G012100, p-value=1.56E-38; Potri.003G028200, p-value=2.78E-14], an L-type lectin receptor-like kinase (L-type lecRLK) [Potri.009G036300, p-value=2.115E-16] and a G-type lectin receptor-like kinase (G-type lecRLK) [Potri.005G018000, p-value=1.161E-13], See FIG. 1A-1E. Analyses of allelic effect direction suggested that the two RLPs and L-type lecRLK are associated with resistance whereas the G-type lecRLK is associated with susceptibility. Pairwise Linkage Disequilibrium (LD) for all four candidate loci decayed rapidly, falling below R2=0.10 within 50 bp. A similar rate of LD decay has been reported for R-genes in other plant species (Xing Y. et al., (2007), BMC Plant Biology, 7:43).


The two RLPs are predicted to contain an extracellular leucine-rich repeat domain, a transmembrane domain, and a short cytoplasmic tail, but lack a kinase domain. The two RLKs contain predicted extracellular domains and intercellular kinase domains. RLPs have been shown to interact with RLKs to perceive a ligand signal and trigger protein phosphorylation cascades (Liebrand et al., PNAS, 110, 10010-10015 (2013)). A similar protein-protein interaction has been described for resistance to both Cladosporium fulvum and Verticillium dahlia, where two RLPs, (Cf-4 or Ve1) interact with an RLK, (SOBIR1/EVR) in tomato to mediate resistance to C. fulvum and V. dahlia, respectively (Duplessis et al., Mol. Plant Microbe Interact. 24, 808-818 (2011)). The absence of kinase domains from the candidate RLPs of P. trichocarpa is indicative of the proteins forming a complex with the L-type lecRLK in a similar manner. It is postulated that resistant P. trichocarpa genotypes perceive an S. musiva ligand, resulting in resistance.


Example 2: Transcriptome Analysis of Resistant and Susceptible Genotypes

Transcriptome changes of resistant (BESC-22) and susceptible (BESC-801) genotypes were compared at 0-, 24-, and 72-h post-inoculation (hpi) with S. musiva. Transcriptional changes within (different time points) and between genotypes (same time points) were analyzed. In total 4,872 genes were differentially expressed between the 0- and 72-hpi in the resistant compared to 79 in the susceptible genotype. PFAM domain-enrichment analysis revealed major protein families associated with innate immunity responses, with >2× up-regulation in the resistant genotype and no response in the susceptible genotype. Interestingly, these results are inconsistent with previous observations on co-evolved pathosystems, which suggested that resistant and susceptible responses share similar sets of differentially expressed genes that vary only in timing and amplitude of expression (Chen, W. et al., Plant J., 46, 794-804 (2000).


A specific examination of transcriptional responses of the candidate genes in the resistant genotype, the two RLPs and the L-type lecRLK, revealed a peak in expression at the 24-h time-point; a pairwise comparison indicated that these genes were significantly different in terms their expression (FIG. 2A-2C). In contrast, none of these three loci showed changes in expression in the susceptible interaction (FIG. 2A-2C), Furthermore, RLPs and L-type LecRLK expression between the 0- and 24-h time-points correlated with the expression of six genes commonly used as markers for defense responses (FIG. 4A-4F). In contrast, the G-type lecRLK was abundantly expressed at each of the time points in the susceptible genotype but was marginally detectable in the resistant genotype (FIG. 2D). The data presented herein demonstrate that the G-type lecRLK locus is necessary for susceptibility of P. trichocarpa to S. musiva.


Example 3: Population-Wide Mutation Analysis of the Susceptibility and Resistance Loci

To correlate the predicted function of these loci within the P. trichocarpa population with susceptibility and resistance to the fungal pathogen the population-wide occurrence of mutations were examined using a SnpEff analysis (Cingolani P et al., Fly (Austin), 6: 80-92 (2012)). This revealed extensive occurrences of high-impact (deleterious) mutations (early translation termination, frame-shift, and changes in splice-site acceptor, and/or splice-site donor sequences) in the putative resistance-associated RLP-encoding loci (FIG. 2E). In contrast, the putative susceptibility G-type lecRLK locus was highly conserved across the population (FIG. 2E). Only two high-impact mutations were found in 1.5% and 8.0% of the population, respectively. The first is a premature stop codon at position 1441171 bp (G>A) on chromosome 9, that is predicted to truncating the protein to 5% of its length. The second is a frame-shift at position 1443941 bp (AGGG>AGG) on chromosome 9, which is predicted to result in a premature stop codon truncating the protein to 75% of its length. As expected the minority of individuals with these rare alleles were more resistant to the pathogen.


Example 4: RNA Seq Identifies Differentially Expressed S. musiva Genes

The samples used in the RNAseq experiments contained both host and pathogen transcripts. To exploit this transcriptome changes of the pathogen were examined, a challenge because the biomass of the pathogen does not increase substantially during the initial 24 hours. As a consequence, the amount of RNA is low, resulting in low read counts and low statistical power. Nonetheless, 16 and 44 differentially expressed S. musiva genes 24 hpi were identified in the resistant and susceptible interactions, respectively. Further inspection of the gene annotations revealed that 7 and 19 of the genes in the resistant and susceptible interactions, respectively, encoded small proteins, with no conserved domains and had predicted secretion signals. These are hallmarks of fungal effectors (LeBoldus, J. M. et al., Plant Ms., 94, 1238-1242 (2010)) that are likely involved in mediating interactions with host plants and potentially influencing the host responses described above.


Putative pattern recognition receptors were identified that were significant in their associations with resistance and susceptibility to S. musiva consistent with contrasting expression responses between resistant and susceptible genotypes. Furthermore, the loss of function in genes encoding immunity receptors (RLPs and L-type lecRLK) in parallel with the conservation of a susceptibility locus (G-type lecRLK) resulted in population-wide susceptibility of P. trichocarpa to the allopathic pathogen S. musiva. Conservation of the G-type lecRLK within the sampled population suggests that this locus is under purifying selection and has been exapted by S. musiva. In addition, the observation that resistance loci in the sampled population harbor many predicted high-impact mutations is consistent with the absence of selection pressure maintaining the ability of the host to recognize S. musiva. The prevalence of the functional susceptibility locus and rarity of functional resistance loci implies that riparian ecosystems where P. trichocarpa serves as a keystone species are extremely vulnerable to the continued spread of this invasive pathogen.


Example 5: Transcriptome Changes of Resistant (BESC-22) and Susceptible (BESC-801) Genotypes

Transcriptome changes of resistant (BESC-22) and susceptible (BESC-801) genotypes were determined at 0-, 24-, and 72-h post-inoculation (hpi) with S. musiva. The BESC-22 genotype was chosen for carrying functional alleles of the resistance-associated loci (RLP1, RLP2, and the L-type lecRLK) and a defective allele of the susceptibility-associated locus (G-type lecRLK). In contrast, BESC-801 was selected for carrying a functional allele of the susceptibility-associated locus (G-type lecRLK) and defective alleles of the resistance-associated loci (RLP1, RLP2, and the L-type lecRLK). Comparisons were made within (different time points) and between genotypes (same time points). In total 4,686 genes were differentially expressed between the 0- and 24-hpi in the resistant genotype compared to 76 in the susceptible genotype. Additionally, 16 of the 62 GWAS candidates exhibited differential expression. PFAM domain-enrichment analysis, comparing responses of resistant to susceptible genotypes, revealed major protein families associated with innate immunity responses with a ≥2× up-regulation in the resistant genotype.


The two RLPs and the L-type lecRLK, associated with resistance (FIGS. 1B, 1C and 1D), peaked in expression at 24-hpi (FIGS. 2A, 2B and 2C). In contrast, the three genes did not exhibit changes in expression in the susceptible genotype, regardless of the times compared. In the susceptible genotype, the G-type lecRLK, associated with susceptibility (FIG. 1E), was expressed at each examined time point. In the resistant genotype, expression of the G-type lecRLK was barely above the detectable threshold (FIG. 2D). The change in expression of six genes commonly used as markers for transcriptional reprogramming during host resistance were also compared between resistant and susceptible genotypes at 0-, 24-, and 72-hpi. All six of the marker genes peaked at 24-hpi in the resistant genotype. In the susceptible genotype, the six markers were expressed at statistically similar levels. The pattern of expression of all six marker genes is consistent with defense response signaling in plants described in the literature (Chinchilla D et al., (2009), Trends Plant Sci., 14:535-541; Xu X. et al., (2006), Plant Cell 18:1310-1326; Zhang Y. et al., (2003) Plant Cell, 15:2636-2646; Zhang Y. et al., (2010), Plant Cell, 22:3153-316).


Example 6: Overexpression Analyses

The N-terminal lectin domains of the L-type (AA 30-283) and G-type (AA 36-318) lecRLKs were expressed as a fusion to “superfolder” GFP in HEK293 cells (Urbanowicz Bret al., (2014), Plant 80:197-206; Meng L, et al. (2013), J. Biol. Chem., 288:34680-34698). The expressed proteins were purified and subsequently incubated with cell wall fractions of S. musiva. Microcrystalline cellulose was used as a binding substrate control and a non-catalytic fragment of Arabidopsis ERK1 was used as a protein control in all the experiments. The G-type and L-type lectin domains specifically bound to cell wall preparations of S. musiva, but not to the controls, indicating specificity for fungal cell wall carbohydrates or proteoglycans. The G-type lectin bound a larger proportion of the cell wall fractions than the L-type lectin regardless of treatment. Interestingly, binding of the L-type lectin to S. musiva significantly increased after treatment of the walls with indicating that recognition of the ligand is restricted by either alkaline-extractable cell wall components or esterification (Gilbert H J et al., (2013), Curr Opi. Struct, Biol., 23:669-677; Marcus S E, et al. (2008), BMC Plant Biology, 8:60). Very few LecRLKs have been functionally characterized. Ligand identification has been challenging, due to difficulties in expressing and purifying high-quality, functional preparations of these highly glycosylated eukaryotic proteins.


In summary, genes predicted to encode receptors that were significant in their association with resistance and susceptibility to S. musiva were identified. The population-wide allele analysis revealed that in the sampled population, the loci associated with resistance harbor many high-impact mutations, potentially impairing the ability of genotypes to recognize S. musiva and initiate an immune response. Furthermore, the loss of function in genes encoding putative immunity receptors (RLPs and L-type lecRLK) in parallel with the conservation of a locus implicated in susceptibility (G-type lecRLK) results in population-wide susceptibility of P. trichocarpa to the all allopatric pathogen S. musiva. The genes associated with host-pathogen interactions exhibited contrasting expression responses between resistant and susceptible genotypes. Biochemical analysis demonstrated that both the G-type and L-type lectin domains bind S. musiva cell walls. The associations and gene expression profiles are predictive of the resistance/susceptibility phenotype. As such, the use of high-resolution phenotyping and host resequencing across the species range enabled the identification of candidate loci associated with P. trichocarpa response to S. musiva. These loci can be incorporated into future breeding efforts that include marker-based selection of parents and progeny resistant to Septoria stem canker to potentially accelerate the mitigation of disease in native ecosystems.









TABLE 1







RLP1 Mutations















Genomic



Predicted



Chrom.
Position
Reference
Variant
Mutation type
impact





  1
Chr05
935174
C
T
STOP_GAINED
HIGH





  2
Chr05
935184
G
T
STOP_GAINED
HIGH





  3
Chr05
935919
G
T
STOP_GAINED
HIGH





  4
Chr05
937059
C
A
STOP_GAINED
HIGH





  5
Chr05
937313
C
T
STOP_GAINED
HIGH





  6
Chr05
937316
A
T
STOP_GAINED
HIGH





  7
Chr05
937747
A
C
STOP_GAINED
HIGH





  8
Chr05
934892
C
T
SPLICE_SITE_DONOR
HIGH





  9
Chr05
934831
C
G
SPLICE_SITE_ACCEPTOR
HIGH





 10
Chr05
934206
CAT
C
FRAME_SHIFT
HIGH





 11
Chr05
936990
CTTCAGCAGGT
C
FRAME_SHIFT
HIGH





(SEQ ID 








NO: 41)








 12
Chr05
937021
TC
TCC
FRAME_SHIFT
HIGH





 13
Chr05
937237
TAAAAC
TC
FRAME_SHIFT
HIGH





 14
Chr05
939353
T
TA
FRAME_SHIFT
HIGH





 15
Chr05
939360
CA
C
FRAME_SHIFT
HIGH





 16
Chr05
939608
T
A
START_GAINED
LOW





 17
Chr05
939658
T
C
START_GAINED
LOW





 18
Chr05
934166
C
T
NON_SYNONYMOUS_CODING
MODERATE





 19
Chr05
934176
G
T
NON_SYNONYMOUS_CODING
MODERATE





 20
Chr05
934177
C
A
NON_SYNONYMOUS_CODING
MODERATE





 21
Chr05
934183
T
G
NON_SYNONYMOUS_CODING
MODERATE





 22
Chr05
934192
G
C
NON_SYNONYMOUS_CODING
MODERATE





 23
Chr05
934202
T
A
NON_SYNONYMOUS_CODING
MODERATE





 24
Chr05
934203
T
A
NON_SYNONYMOUS_CODING
MODERATE





 25
Chr05
934225
G
A
NON_SYNONYMOUS_CODING
MODERATE





 26
Chr05
934254
T
A
NON_SYNONYMOUS_CODING
MODERATE





 27
Chr05
934255
T
G
NON_SYNONYMOUS_CODING
MODERATE





 28
Chr05
934274
C
G
NON_SYNONYMOUS_CODING
MODERATE





 29
Chr05
934294
C
T
NON_SYNONYMOUS_CODING
MODERATE





 30
Chr05
934336
T
G
NON_SYNONYMOUS_CODING
MODERATE





 31
Chr05
934408
C
A
NON_SYNONYMOUS_CODING
MODERATE





 32
Chr05
934429
G
A
NON_SYNONYMOUS_CODING
MODERATE





 33
Chr05
934430
G
A
NON_SYNONYMOUS_CODING
MODERATE





 34
Chr05
934441
T
G
NON_SYNONYMOUS_CODING
MODERATE





 35
Chr05
934460
G
A
NON_SYNONYMOUS_CODING
MODERATE





 36
Chr05
934469
C
T
NON_SYNONYMOUS_CODING
MODERATE





 37
Chr05
934471
G
A
NON_SYNONYMOUS_CODING
MODERATE





 38
Chr05
934477
T
G
NON_SYNONYMOUS_CODING
MODERATE





 39
Chr05
934496
C
T
NON_SYNONYMOUS_CODING
MODERATE





 40
Chr05
934510
T
A
NON_SYNONYMOUS_CODING
MODERATE





 41
Chr05
934522
G
C
NON_SYNONYMOUS_CODING
MODERATE





 42
Chr05
934550
T
A
NON_SYNONYMOUS_CODING
MODERATE





 43
Chr05
934556
C
G
NON_SYNONYMOUS_CODING
MODERATE





 44
Chr05
934564
A
G
NON_SYNONYMOUS_CODING
MODERATE





 45
Chr05
934565
T
C
NON_SYNONYMOUS_CODING
MODERATE





 46
Chr05
934566
A
T
NON_SYNONYMOUS_CODING
MODERATE





 47
Chr05
934568
T
C
NON_SYNONYMOUS_CODING
MODERATE





 48
Chr05
934570
T
C
NON_SYNONYMOUS_CODING
MODERATE





 49
Chr05
934573
T
A
NON_SYNONYMOUS_CODING
MODERATE





 50
Chr05
934576
A
G
NON_SYNONYMOUS_CODING
MODERATE





 51
Chr05
934577
G
A
NON_SYNONYMOUS_CODING
MODERATE





 52
Chr05
934580
A
G
NON_SYNONYMOUS_CODING
MODERATE





 53
Chr05
934585
C
T
NON_SYNONYMOUS_CODING
MODERATE





 54
Chr05
934597
A
T
NON_SYNONYMOUS_CODING
MODERATE





 55
Chr05
934598
T
G
NON_SYNONYMOUS_CODING
MODERATE





 56
Chr05
934604
C
T
NON_SYNONYMOUS_CODING
MODERATE





 57
Chr05
934618
C
T
NON_SYNONYMOUS_CODING
MODERATE





 58
Chr05
934619
C
T
NON_SYNONYMOUS_CODING
MODERATE





 59
Chr05
934630
T
C
NON_SYNONYMOUS_CODING
MODERATE





 60
Chr05
934633
G
A
NON_SYNONYMOUS_CODING
MODERATE





 61
Chr05
934639
G
C
NON_SYNONYMOUS_CODING
MODERATE





 62
Chr05
934640
T
C
NON_SYNONYMOUS_CODING
MODERATE





 63
Chr05
934652
C
G
NON_SYNONYMOUS_CODING
MODERATE





 64
Chr05
934672
G
A
NON_SYNONYMOUS_CODING
MODERATE





 65
Chr05
934689
T
G
NON_SYNONYMOUS_CODING
MODERATE





 66
Chr05
934708
A
T
NON_SYNONYMOUS_CODING
MODERATE





 67
Chr05
934716
A
C
NON_SYNONYMOUS_CODING
MODERATE





 68
Chr05
934721
T
C
NON_SYNONYMOUS_CODING
MODERATE





 69
Chr05
934733
G
T
NON_SYNONYMOUS_CODING
MODERATE





 70
Chr05
934743
G
C
NON_SYNONYMOUS_CODING
MODERATE





 71
Chr05
934753
C
A
NON_SYNONYMOUS_CODING
MODERATE





 72
Chr05
934759
G
A
NON_SYNONYMOUS_CODING
MODERATE





 73
Chr05
934768
T
C
NON_SYNONYMOUS_CODING
MODERATE





 74
Chr05
934780
T
G
NON_SYNONYMOUS_CODING
MODERATE





 75
Chr05
934818
C
A
NON_SYNONYMOUS_CODING
MODERATE





 76
Chr05
934829
G
T
NON_SYNONYMOUS_CODING
MODERATE





 77
Chr05
934896
G
A
NON_SYNONYMOUS_CODING
MODERATE





 78
Chr05
934905
T
C
NON_SYNONYMOUS_CODING
MODERATE





 79
Chr05
934906
A
G
NON_SYNONYMOUS_CODING
MODERATE





 80
Chr05
934911
T
G
NON_SYNONYMOUS_CODING
MODERATE





 81
Chr05
934914
T
A
NON_SYNONYMOUS_CODING
MODERATE





 82
Chr05
934959
C
A
NON_SYNONYMOUS_CODING
MODERATE





 83
Chr05
934966
C
G
NON_SYNONYMOUS_CODING
MODERATE





 84
Chr05
934975
T
G
NON_SYNONYMOUS_CODING
MODERATE





 85
Chr05
935029
C
T
NON_SYNONYMOUS_CODING
MODERATE





 86
Chr05
935035
C
T
NON_SYNONYMOUS_CODING
MODERATE





 87
Chr05
935041
A
G
NON_SYNONYMOUS_CODING
MODERATE





 88
Chr05
935075
A
C
NON_SYNONYMOUS_CODING
MODERATE





 89
Chr05
935082
C
A
NON_SYNONYMOUS_CODING
MODERATE





 90
Chr05
935097
C
G
NON_SYNONYMOUS_CODING
MODERATE





 91
Chr05
935099
C
A
NON_SYNONYMOUS_CODING
MODERATE





 92
Chr05
935100
T
C
NON_SYNONYMOUS_CODING
MODERATE





 93
Chr05
935101
G
C
NON_SYNONYMOUS_CODING
MODERATE





 94
Chr05
935102
C
A
NON_SYNONYMOUS_CODING
MODERATE





 95
Chr05
935106
C
T
NON_SYNONYMOUS_CODING
MODERATE





 96
Chr05
935110
T
A
NON_SYNONYMOUS_CODING
MODERATE





 97
Chr05
935112
A
T
NON_SYNONYMOUS_CODING
MODERATE





 98
Chr05
935113
G
T
NON_SYNONYMOUS_CODING
MODERATE





 99
Chr05
935118
G
A
NON_SYNONYMOUS_CODING
MODERATE





100
Chr05
935155
T
G
NON_SYNONYMOUS_CODING
MODERATE





101
Chr05
935178
A
G
NON_SYNONYMOUS_CODING
MODERATE





102
Chr05
935179
A
T
NON_SYNONYMOUS_CODING
MODERATE





103
Chr05
935187
A
G
NON_SYNONYMOUS_CODING
MODERATE





104
Chr05
935190
G
T
NON_SYNONYMOUS_CODING
MODERATE





105
Chr05
935191
C
G
NON_SYNONYMOUS_CODING
MODERATE





106
Chr05
935205
C
T
NON_SYNONYMOUS_CODING
MODERATE





107
Chr05
935221
C
A
NON_SYNONYMOUS_CODING
MODERATE





108
Chr05
935225
T
G
NON_SYNONYMOUS_CODING
MODERATE





109
Chr05
935240
A
C
NON_SYNONYMOUS_CODING
MODERATE





110
Chr05
935250
C
A
NON_SYNONYMOUS_CODING
MODERATE





111
Chr05
935256
T
C
NON_SYNONYMOUS_CODING
MODERATE





112
Chr05
935257
C
T
NON_SYNONYMOUS_CODING
MODERATE





113
Chr05
935267
G
T
NON_SYNONYMOUS_CODING
MODERATE





114
Chr05
935269
A
G
NON_SYNONYMOUS_CODING
MODERATE





115
Chr05
935272
C
T
NON_SYNONYMOUS_CODING
MODERATE





116
Chr05
935292
T
G
NON_SYNONYMOUS_CODING
MODERATE





117
Chr05
935319
T
A
NON_SYNONYMOUS_CODING
MODERATE





118
Chr05
935340
G
T
NON_SYNONYMOUS_CODING
MODERATE





119
Chr05
935341
T
C
NON_SYNONYMOUS_CODING
MODERATE





120
Chr05
935345
A
C
NON_SYNONYMOUS_CODING
MODERATE





121
Chr05
935354
C
A
NON_SYNONYMOUS_CODING
MODERATE





122
Chr05
935377
G
T
NON_SYNONYMOUS_CODING
MODERATE





123
Chr05
935400
T
G
NON_SYNONYMOUS_CODING
MODERATE





124
Chr05
935401
C
G
NON_SYNONYMOUS_CODING
MODERATE





125
Chr05
935403
A
C
NON_SYNONYMOUS_CODING
MODERATE





126
Chr05
935448
C
T
NON_SYNONYMOUS_CODING
MODERATE





127
Chr05
935464
T
C
NON_SYNONYMOUS_CODING
MODERATE





128
Chr05
935479
G
T
NON_SYNONYMOUS_CODING
MODERATE





129
Chr05
935501
G
C, T
NON_SYNONYMOUS_CODING
MODERATE





130
Chr05
935506
C
G
NON_SYNONYMOUS_CODING
MODERATE





131
Chr05
935509
C
T
NON_SYNONYMOUS_CODING
MODERATE





132
Chr05
935518
G
A
NON_SYNONYMOUS_CODING
MODERATE





133
Chr05
935523
T
G
NON_SYNONYMOUS_CODING
MODERATE





134
Chr05
935536
T
A
NON_SYNONYMOUS_CODING
MODERATE





135
Chr05
935541
A
G
NON_SYNONYMOUS_CODING
MODERATE





136
Chr05
935542
C
T
NON_SYNONYMOUS_CODING
MODERATE





137
Chr05
935553
T
C
NON_SYNONYMOUS_CODING
MODERATE





138
Chr05
935554
T
A
NON_SYNONYMOUS_CODING
MODERATE





139
Chr05
935559
G
A
NON_SYNONYMOUS_CODING
MODERATE





140
Chr05
935562
G
A
NON_SYNONYMOUS_CODING
MODERATE





141
Chr05
935576
C
G
NON_SYNONYMOUS_CODING
MODERATE





142
Chr05
935580
A
G
NON_SYNONYMOUS_CODING
MODERATE





143
Chr05
935589
A
C
NON_SYNONYMOUS_CODING
MODERATE





144
Chr05
935592
A
G
NON_SYNONYMOUS_CODING
MODERATE





145
Chr05
935593
A
T
NON_SYNONYMOUS_CODING
MODERATE





146
Chr05
935602
C
G
NON_SYNONYMOUS_CODING
MODERATE





147
Chr05
935611
A
C
NON_SYNONYMOUS_CODING
MODERATE





148
Chr05
935620
T
G
NON_SYNONYMOUS_CODING
MODERATE





149
Chr05
935628
G
C
NON_SYNONYMOUS_CODING
MODERATE





150
Chr05
935653
G
A
NON_SYNONYMOUS_CODING
MODERATE





151
Chr05
935662
C
G
NON_SYNONYMOUS_CODING
MODERATE





152
Chr05
935667
A
G
NON_SYNONYMOUS_CODING
MODERATE





153
Chr05
935668
C
T
NON_SYNONYMOUS_CODING
MODERATE





154
Chr05
935680
G
A
NON_SYNONYMOUS_CODING
MODERATE





155
Chr05
935689
C
G
NON_SYNONYMOUS_CODING
MODERATE





156
Chr05
935695
C
A
NON_SYNONYMOUS_CODING
MODERATE





157
Chr05
935697
A
C
NON_SYNONYMOUS_CODING
MODERATE





158
Chr05
935698
C
A
NON_SYNONYMOUS_CODING
MODERATE





159
Chr05
935701
G
A
NON_SYNONYMOUS_CODING
MODERATE





160
Chr05
935707
A
G
NON_SYNONYMOUS_CODING
MODERATE





161
Chr05
935714
C
A
NON_SYNONYMOUS_CODING
MODERATE





162
Chr05
935742
T
A
NON_SYNONYMOUS_CODING
MODERATE





163
Chr05
935745
G
T
NON_SYNONYMOUS_CODING
MODERATE





164
Chr05
935746
G
T
NON_SYNONYMOUS_CODING
MODERATE





165
Chr05
935775
A
T
NON_SYNONYMOUS_CODING
MODERATE





166
Chr05
935776
A
C
NON_SYNONYMOUS_CODING
MODERATE





167
Chr05
935778
C
T
NON_SYNONYMOUS_CODING
MODERATE





168
Chr05
935788
A
G
NON_SYNONYMOUS_CODING
MODERATE





169
Chr05
935793
G
A
NON_SYNONYMOUS_CODING
MODERATE





170
Chr05
935796
G
A
NON_SYNONYMOUS_CODING
MODERATE





171
Chr05
935799
G
A
NON_SYNONYMOUS_CODING
MODERATE





172
Chr05
935802
G
T
NON_SYNONYMOUS_CODING
MODERATE





173
Chr05
935815
G
A
NON_SYNONYMOUS_CODING
MODERATE





174
Chr05
935818
C
T
NON_SYNONYMOUS_CODING
MODERATE





175
Chr05
935820
G
C
NON_SYNONYMOUS_CODING
MODERATE





176
Chr05
935821
C
G
NON_SYNONYMOUS_CODING
MODERATE





177
Chr05
935824
T
C
NON_SYNONYMOUS_CODING
MODERATE





178
Chr05
935844
G
T
NON_SYNONYMOUS_CODING
MODERATE





179
Chr05
935845
C
T
NON_SYNONYMOUS_CODING
MODERATE





180
Chr05
935848
A
T
NON_SYNONYMOUS_CODING
MODERATE





181
Chr05
935851
A
C
NON_SYNONYMOUS_CODING
MODERATE





182
Chr05
935863
A
T
NON_SYNONYMOUS_CODING
MODERATE





183
Chr05
935890
T
C
NON_SYNONYMOUS_CODING
MODERATE





184
Chr05
935896
C
G
NON_SYNONYMOUS_CODING
MODERATE





185
Chr05
935905
G
A
NON_SYNONYMOUS_CODING
MODERATE





186
Chr05
935920
A
T
NON_SYNONYMOUS_CODING
MODERATE





187
Chr05
935925
T
A
NON_SYNONYMOUS_CODING
MODERATE





188
Chr05
935928
T
C
NON_SYNONYMOUS_CODING
MODERATE





189
Chr05
935929
G
T
NON_SYNONYMOUS_CODING
MODERATE





190
Chr05
935934
C
T
NON_SYNONYMOUS_CODING
MODERATE





191
Chr05
935938
T
G
NON_SYNONYMOUS_CODING
MODERATE





192
Chr05
935950
G
T
NON_SYNONYMOUS_CODING
MODERATE





193
Chr05
935951
G
C
NON_SYNONYMOUS_CODING
MODERATE





194
Chr05
935958
G
A
NON_SYNONYMOUS_CODING
MODERATE





195
Chr05
935959
A
G
NON_SYNONYMOUS_CODING
MODERATE





196
Chr05
935985
C
T
NON_SYNONYMOUS_CODING
MODERATE





197
Chr05
935986
G
A
NON_SYNONYMOUS_CODING
MODERATE





198
Chr05
935992
A
C
NON_SYNONYMOUS_CODING
MODERATE





199
Chr05
936000
A
G
NON_SYNONYMOUS_CODING
MODERATE





200
Chr05
936001
A
T
NON_SYNONYMOUS_CODING
MODERATE





201
Chr05
936009
A
G
NON_SYNONYMOUS_CODING
MODERATE





202
Chr05
936023
C
A
NON_SYNONYMOUS_CODING
MODERATE





203
Chr05
936025
A
C
NON_SYNONYMOUS_CODING
MODERATE





204
Chr05
936028
A
T
NON_SYNONYMOUS_CODING
MODERATE





205
Chr05
936040
C
T
NON_SYNONYMOUS_CODING
MODERATE





206
Chr05
936049
G
T
NON_SYNONYMOUS_CODING
MODERATE





207
Chr05
936058
C
T
NON_SYNONYMOUS_CODING
MODERATE





208
Chr05
936066
G
A
NON_SYNONYMOUS_CODING
MODERATE





209
Chr05
936067
A
G
NON_SYNONYMOUS_CODING
MODERATE





210
Chr05
936071
T
G
NON_SYNONYMOUS_CODING
MODERATE





211
Chr05
936072
T
A
NON_SYNONYMOUS_CODING
MODERATE





212
Chr05
936083
C
A
NON_SYNONYMOUS_CODING
MODERATE





213
Chr05
937007
C
T
NON_SYNONYMOUS_CODING
MODERATE





214
Chr05
937011
T
G
NON_SYNONYMOUS_CODING
MODERATE





215
Chr05
937019
A
C
NON_SYNONYMOUS_CODING
MODERATE





216
Chr05
937023
T
C
NON_SYNONYMOUS_CODING
MODERATE





217
Chr05
937024
G
C
NON_SYNONYMOUS_CODING
MODERATE





218
Chr05
937025
T
G
NON_SYNONYMOUS_CODING
MODERATE





219
Chr05
937026
T
C
NON_SYNONYMOUS_CODING
MODERATE





220
Chr05
937038
T
C
NON_SYNONYMOUS_CODING
MODERATE





221
Chr05
937055
T
G
NON_SYNONYMOUS_CODING
MODERATE





222
Chr05
937061
A
C
NON_SYNONYMOUS_CODING
MODERATE





223
Chr05
937068
T
C
NON_SYNONYMOUS_CODING
MODERATE





224
Chr05
937079
G
C
NON_SYNONYMOUS_CODING
MODERATE





225
Chr05
937080
C
T
NON_SYNONYMOUS_CODING
MODERATE





226
Chr05
937086
G
T
NON_SYNONYMOUS_CODING
MODERATE





227
Chr05
937094
T
C
NON_SYNONYMOUS_CODING
MODERATE





228
Chr05
937095
C
A
NON_SYNONYMOUS_CODING
MODERATE





229
Chr05
937104
A
C
NON_SYNONYMOUS_CODING
MODERATE





230
Chr05
937110
C
T
NON_SYNONYMOUS_CODING
MODERATE





231
Chr05
937118
G
C
NON_SYNONYMOUS_CODING
MODERATE





232
Chr05
937122
A
T
NON_SYNONYMOUS_CODING
MODERATE





233
Chr05
937129
C
A
NON_SYNONYMOUS_CODING
MODERATE





234
Chr05
937130
C
G
NON_SYNONYMOUS_CODING
MODERATE





235
Chr05
937131
A
C
NON_SYNONYMOUS_CODING
MODERATE





236
Chr05
937222
A
C
NON_SYNONYMOUS_CODING
MODERATE





237
Chr05
937227
T
G
NON_SYNONYMOUS_CODING
MODERATE





238
Chr05
937232
T
A
NON_SYNONYMOUS_CODING
MODERATE





239
Chr05
937233
T
G
NON_SYNONYMOUS_CODING
MODERATE





240
Chr05
937243
T
G
NON_SYNONYMOUS_CODING
MODERATE





241
Chr05
937247
A
T
NON_SYNONYMOUS_CODING
MODERATE





242
Chr05
937249
C
G
NON_SYNONYMOUS_CODING
MODERATE





243
Chr05
937254
G
A
NON_SYNONYMOUS_CODING
MODERATE





244
Chr05
937255
T
A
NON_SYNONYMOUS_CODING
MODERATE





245
Chr05
937286
T
C
NON_SYNONYMOUS_CODING
MODERATE





246
Chr05
937294
T
C
NON_SYNONYMOUS_CODING
MODERATE





247
Chr05
937311
G
A
NON_SYNONYMOUS_CODING
MODERATE





248
Chr05
937314
C
G
NON_SYNONYMOUS_CODING
MODERATE





249
Chr05
937315
A
G
NON_SYNONYMOUS_CODING
MODERATE





250
Chr05
937317
T
G
NON_SYNONYMOUS_CODING
MODERATE





251
Chr05
937320
A
G
NON_SYNONYMOUS_CODING
MODERATE





252
Chr05
937324
A
T
NON_SYNONYMOUS_CODING
MODERATE





253
Chr05
937329
G
A
NON_SYNONYMOUS_CODING
MODERATE





254
Chr05
937330
T
A
NON_SYNONYMOUS_CODING
MODERATE





255
Chr05
937337
A
T
NON_SYNONYMOUS_CODING
MODERATE





256
Chr05
937710
T
G
NON_SYNONYMOUS_CODING
MODERATE





257
Chr05
937713
G
A
NON_SYNONYMOUS_CODING
MODERATE





258
Chr05
937716
C
T
NON_SYNONYMOUS_CODING
MODERATE





259
Chr05
937725
C
T
NON_SYNONYMOUS_CODING
MODERATE





260
Chr05
937731
A
C
NON_SYNONYMOUS_CODING
MODERATE





261
Chr05
937733
A
C
NON_SYNONYMOUS_CODING
MODERATE





262
Chr05
937739
C
G
NON_SYNONYMOUS_CODING
MODERATE





263
Chr05
937740
C
T
NON_SYNONYMOUS_CODING
MODERATE





264
Chr05
937749
A
C
NON_SYNONYMOUS_CODING
MODERATE





265
Chr05
937764
T
A
NON_SYNONYMOUS_CODING
MODERATE





266
Chr05
937851
C
A
NON_SYNONYMOUS_CODING
MODERATE





267
Chr05
937853
A
G
NON_SYNONYMOUS_CODING
MODERATE





268
Chr05
937857
C
T
NON_SYNONYMOUS_CODING
MODERATE





269
Chr05
937862
A
G
NON_SYNONYMOUS_CODING
MODERATE





270
Chr05
938958
C
G
NON_SYNONYMOUS_CODING
MODERATE





271
Chr05
938964
C
A
NON_SYNONYMOUS_CODING
MODERATE





272
Chr05
938966
C
T
NON_SYNONYMOUS_CODING
MODERATE





273
Chr05
938967
C
T
NON_SYNONYMOUS_CODING
MODERATE





274
Chr05
938972
A
C
NON_SYNONYMOUS_CODING
MODERATE





275
Chr05
938973
A
G
NON_SYNONYMOUS_CODING
MODERATE





276
Chr05
938987
G
T
NON_SYNONYMOUS_CODING
MODERATE





277
Chr05
938990
T
A
NON_SYNONYMOUS_CODING
MODERATE





278
Chr05
938997
A
C
NON_SYNONYMOUS_CODING
MODERATE





279
Chr05
939020
G
A
NON_SYNONYMOUS_CODING
MODERATE





280
Chr05
939027
T
C
NON_SYNONYMOUS_CODING
MODERATE





281
Chr05
939036
C
T
NON_SYNONYMOUS_CODING
MODERATE





282
Chr05
939050
C
T
NON_SYNONYMOUS_CODING
MODERATE





283
Chr05
939060
A
C
NON_SYNONYMOUS_CODING
MODERATE





284
Chr05
939065
A
T
NON_SYNONYMOUS_CODING
MODERATE





285
Chr05
939069
C
T
NON_SYNONYMOUS_CODING
MODERATE





286
Chr05
939076
C
G
NON_SYNONYMOUS_CODING
MODERATE





287
Chr05
939090
A
G
NON_SYNONYMOUS_CODING
MODERATE





288
Chr05
939275
T
G
NON_SYNONYMOUS_CODING
MODERATE





289
Chr05
939279
T
G
NON_SYNONYMOUS_CODING
MODERATE





290
Chr05
939284
T
C
NON_SYNONYMOUS_CODING
MODERATE





291
Chr05
939285
C
A
NON_SYNONYMOUS_CODING
MODERATE





292
Chr05
939343
C
A
NON_SYNONYMOUS_CODING
MODERATE





293
Chr05
939347
C
A
NON_SYNONYMOUS_CODING
MODERATE





294
Chr05
939354
C
A
NON_SYNONYMOUS_CODING
MODERATE





295
Chr05
939363
A
T
NON_SYNONYMOUS_CODING
MODERATE





296
Chr05
939365
T
C
NON_SYNONYMOUS_CODING
MODERATE





297
Chr05
939366
G
C
NON_SYNONYMOUS_CODING
MODERATE





298
Chr05
939369
G
C
NON_SYNONYMOUS_CODING
MODERATE





299
Chr05
939375
G
T
NON_SYNONYMOUS_CODING
MODERATE





300
Chr05
939377
T
C
NON_SYNONYMOUS_CODING
MODERATE





301
Chr05
939386
C
T
NON_SYNONYMOUS_CODING
MODERATE





302
Chr05
939390
T
C
NON_SYNONYMOUS_CODING
MODERATE





303
Chr05
939392
G
T
NON_SYNONYMOUS_CODING
MODERATE





304
Chr05
939393
T
C
NON_SYNONYMOUS_CODING
MODERATE





305
Chr05
939395
G
A
NON_SYNONYMOUS_CODING
MODERATE





306
Chr05
939396
T
A
NON_SYNONYMOUS_CODING
MODERATE





307
Chr05
939407
T
A
NON_SYNONYMOUS_CODING
MODERATE





308
Chr05
939408
C
T
NON_SYNONYMOUS_CODING
MODERATE





309
Chr05
939414
C
A
NON_SYNONYMOUS_CODING
MODERATE





310
Chr05
939416
G
T
NON_SYNONYMOUS_CODING
MODERATE





311
Chr05
939438
T
C
NON_SYNONYMOUS_CODING
MODERATE





312
Chr05
939464
A
T
NON_SYNONYMOUS_CODING
MODERATE





313
Chr05
939471
C
A
NON_SYNONYMOUS_CODING
MODERATE





314
Chr05
939477
G
T
NON_SYNONYMOUS_CODING
MODERATE





315
Chr05
939479
A
G
NON_SYNONYMOUS_CODING
MODERATE





316
Chr05
939486
C
G
NON_SYNONYMOUS_CODING
MODERATE





317
Chr05
939506
A
G
NON_SYNONYMOUS_CODING
MODERATE





318
Chr05
939514
T
A
NON_SYNONYMOUS_CODING
MODERATE





319
Chr05
939520
C
A
NON_SYNONYMOUS_CODING
MODERATE





320
Chr05
939521
A
G
NON_SYNONYMOUS_CODING
MODERATE





321
Chr05
939537
G
A
NON_SYNONYMOUS_CODING
MODERATE





322
Chr05
939542
C
T
NON_SYNONYMOUS_CODING
MODERATE





323
Chr05
939547
A
T, G
NON_SYNONYMOUS_CODING
MODERATE





324
Chr05
939549
C
T
NON_SYNONYMOUS_CODING
MODERATE





325
Chr05
939560
G
A
NON_SYNONYMOUS_CODING
MODERATE





326
Chr05
939561
T
C
NON_SYNONYMOUS_CODING
MODERATE





327
Chr05
939569
G
A
NON_SYNONYMOUS_CODING
MODERATE





328
Chr05
939587
C
T
NON_SYNONYMOUS_CODING
MODERATE





329
Chr05
939592
T
A
NON_SYNONYMOUS_CODING
MODERATE





330
Chr05
939598
C
A
NON_SYNONYMOUS_CODING
MODERATE





331
Chr05
939600
T
C
NON_SYNONYMOUS_CODING
MODERATE





332
Chr05
937085
A
ATAT
CODON_INSERTION
MODERATE





333
Chr05
939336
AAT
AATTAT
CODON_INSERTION
MODERATE





334
Chr05
933925
CAGTA
CA
CODON_DELETION
MODERATE





335
Chr05
935584
GACC
GACCACC
CODON_CHANGE_PLUS_CODON_INSERTION
MODERATE





336
Chr05
939610
G
GATA
UTR_5_PRIME
MODIFIER





337
Chr05
939618
C
G
UTR_5_PRIME
MODIFIER





338
Chr05
939619
T
G
UTR_5_PRIME
MODIFIER





339
Chr05
939621
T
G
UTR_5_PRIME
MODIFIER





340
Chr05
939626
T
C
UTR_5_PRIME
MODIFIER





341
Chr05
939630
A
G
UTR_5_PRIME
MODIFIER





342
Chr05
939640
T
A
UTR_5_PRIME
MODIFIER





343
Chr05
939648
T
C
UTR_5_PRIME
MODIFIER





344
Chr05
939657
A
C
UTR_5_PRIME
MODIFIER





345
Chr05
939660
T
C
UTR_5_PRIME
MODIFIER





346
Chr05
939681
A
G
UTR_5_PRIME
MODIFIER





347
Chr05
939693
T
C
UTR_5_PRIME
MODIFIER





348
Chr05
933705
A
C
UTR_3_PRIME
MODIFIER





349
Chr05
933718
T
C
UTR_3_PRIME
MODIFIER





350
Chr05
933746
C
G
UTR_3_PRIME
MODIFIER





351
Chr05
933750
G
T
UTR_3_PRIME
MODIFIER





352
Chr05
933752
A
T
UTR_3_PRIME
MODIFIER





353
Chr05
933764
G
T
UTR_3_PRIME
MODIFIER





354
Chr05
933808
C
T
UTR_3_PRIME
MODIFIER





355
Chr05
933841
C
T
UTR_3_PRIME
MODIFIER





356
Chr05
933849
C
A
UTR_3_PRIME
MODIFIER





357
Chr05
933855
C
T
UTR_3_PRIME
MODIFIER





358
Chr05
933857
C
T
UTR_3_PRIME
MODIFIER





359
Chr05
933866
T
C
UTR_3_PRIME
MODIFIER





360
Chr05
933869
G
A
UTR_3_PRIME
MODIFIER
















TABLE 2







RLP2 Mutations















Gen.



Predicted



Chrom.
Pos.
Reference
Variant
Mutation type
impact





  1
Chr03
3509298
TGCC
TACGCC
FRAME_SHIFT
HIGH





  2
Chr03
3509624
CG
CAG
FRAME_SHIFT
HIGH





  3
Chr03
3510653
GA
G
FRAME_SHIFT
HIGH





  4
Chr03
3510717
TAAA
TAA
FRAME_SHIFT
HIGH





  5
Chr03
3511960
CT
CGTT
FRAME_SHIFT
HIGH





  6
Chr03
3511976
TGC
T
FRAME_SHIFT
HIGH





  7
Chr03
3511983
GTT
GATT
FRAME_SHIFT
HIGH





  8
Chr03
3511986
G
GC
FRAME_SHIFT
HIGH





  9
Chr03
3513689
TCC
TC
FRAME_SHIFT
HIGH





 10
Chr03
3513694
T
TTG
FRAME_SHIFT
HIGH





 11
Chr03
3513855
TCCATTACCTTCC
TC
FRAME_SHIFT
HIGH





(SEQ ID NO: 42)








 12
Chr03
3514020
ACTACCGTC
AC
FRAME_SHIFT
HIGH





 13
Chr03
3514031
CC
CTC
FRAME_SHIFT
HIGH





 14
Chr03
3511277
C
A
SPLICE_SITE_ACCEPTOR
HIGH





 15
Chr03
3511627
C
T
SPLICE_SITE_DONOR
HIGH





 16
Chr03
3509109
G
C
STOP_GAINED
HIGH





 17
Chr03
3509714
C
A
STOP_GAINED
HIGH





 18
Chr03
3510880
A
T
STOP_GAINED
HIGH





 19
Chr03
3511157
G
A
STOP_GAINED
HIGH





 20
Chr03
3511958
C
A
STOP_GAINED
HIGH





 21
Chr03
3511969
G
T
STOP_GAINED
HIGH





 22
Chr03
3513616
C
A
STOP_GAINED
HIGH





 23
Chr03
3513695
A
T
STOP_GAINED
HIGH





 24
Chr03
3514010
C
A
STOP_GAINED
HIGH





 25
Chr03
3514161
CAT
CATGAT
STOP_GAINED
HIGH





 26
Chr03
3510241
CAAAAA
CAAAAAAAA
CODON_CHANGE_PLUS_CODON_INSERTION
MODERATE





 27
Chr03
3510902
G
GTAT
CODON_CHANGE_PLUS_CODON_INSERTION
MODERATE





 28
Chr03
3511991
TA
TACAA
CODON_CHANGE_PLUS_CODON_INSERTION
MODERATE





 29
Chr03
3513680
ATT
ATTTTT
CODON_CHANGE_PLUS_CODON_INSERTION
MODERATE





 30
Chr03
3509303
TCTC
T
CODON_DELETION
MODERATE





 31
Chr03
3509997
CAGAAGAAGAA
CAGAAGAA
CODON_DELETION
MODERATE





(SEQ ID NO: 43)








 32
Chr03
3513587
ACCTCCT
ACCT
CODON_DELETION
MODERATE





 33
Chr03
3509291
ACACCAC
ACAGCACCAC
CODON_INSERTION
MODERATE





 34
Chr03
3510462
CA
CAGTA
CODON_INSERTION
MODERATE





 35
Chr03
3511996
T
TTAG
CODON_INSERTION
MODERATE





 36
Chr03
3513344
CT
CTTAT
CODON_INSERTION
MODERATE





 37
Chr03
3513610
CAT
CATAAT
CODON_INSERTION
MODERATE





 38
Chr03
3514144
G
GCCA
CODON_INSERTION
MODERATE





 39
Chr03
3509086
C
T
NON_SYNONYMOUS_CODING
MODERATE





 40
Chr03
3509087
G
A
NON_SYNONYMOUS_CODING
MODERATE





 41
Chr03
3509102
C
T
NON_SYNONYMOUS_CODING
MODERATE





 42
Chr03
3509113
C
T
NON_SYNONYMOUS_CODING
MODERATE





 43
Chr03
3509126
A
T
NON_SYNONYMOUS_CODING
MODERATE





 44
Chr03
3509128
T
C
NON_SYNONYMOUS_CODING
MODERATE





 45
Chr03
3509152
C
T
NON_SYNONYMOUS_CODING
MODERATE





 46
Chr03
3509153
G
A
NON_SYNONYMOUS_CODING
MODERATE





 47
Chr03
3509162
A
T
NON_SYNONYMOUS_CODING
MODERATE





 48
Chr03
3509177
G
A
NON_SYNONYMOUS_CODING
MODERATE





 49
Chr03
3509182
G
A
NON_SYNONYMOUS_CODING
MODERATE





 50
Chr03
3509183
C
T
NON_SYNONYMOUS_CODING
MODERATE





 51
Chr03
3509185
G
A
NON_SYNONYMOUS_CODING
MODERATE





 52
Chr03
3509191
G
A
NON_SYNONYMOUS_CODING
MODERATE





 53
Chr03
3509204
C
T
NON_SYNONYMOUS_CODING
MODERATE





 54
Chr03
3509206
G
A
NON_SYNONYMOUS_CODING
MODERATE





 55
Chr03
3509238
C
A
NON_SYNONYMOUS_CODING
MODERATE





 56
Chr03
3509240
C
T
NON_SYNONYMOUS_CODING
MODERATE





 57
Chr03
3509246
C
T
NON_SYNONYMOUS_CODING
MODERATE





 58
Chr03
3509254
C
T
NON_SYNONYMOUS_CODING
MODERATE





 59
Chr03
3509261
C
A
NON_SYNONYMOUS_CODING
MODERATE





 60
Chr03
3509263
C
G
NON_SYNONYMOUS_CODING
MODERATE





 61
Chr03
3509265
T
G
NON_SYNONYMOUS_CODING
MODERATE





 62
Chr03
3509276
T
C
NON_SYNONYMOUS_CODING
MODERATE





 63
Chr03
3509282
C
T
NON_SYNONYMOUS_CODING
MODERATE





 64
Chr03
3509284
G
A
NON_SYNONYMOUS_CODING
MODERATE





 65
Chr03
3509285
G
A
NON_SYNONYMOUS_CODING
MODERATE





 66
Chr03
3509309
T
C
NON_SYNONYMOUS_CODING
MODERATE





 67
Chr03
3509320
G
C
NON_SYNONYMOUS_CODING
MODERATE





 68
Chr03
3509344
G
T
NON_SYNONYMOUS_CODING
MODERATE





 69
Chr03
3509354
C
T
NON_SYNONYMOUS_CODING
MODERATE





 70
Chr03
3509362
C
T
NON_SYNONYMOUS_CODING
MODERATE





 71
Chr03
3509369
C
T
NON_SYNONYMOUS_CODING
MODERATE





 72
Chr03
3509377
C
G
NON_SYNONYMOUS_CODING
MODERATE





 73
Chr03
3509378
C
A
NON_SYNONYMOUS_CODING
MODERATE





 74
Chr03
3509389
A
T
NON_SYNONYMOUS_CODING
MODERATE





 75
Chr03
3509395
T
A
NON_SYNONYMOUS_CODING
MODERATE





 76
Chr03
3509404
T
C
NON_SYNONYMOUS_CODING
MODERATE





 77
Chr03
3509423
G
A
NON_SYNONYMOUS_CODING
MODERATE





 78
Chr03
3509426
C
T
NON_SYNONYMOUS_CODING
MODERATE





 79
Chr03
3509453
C
T
NON_SYNONYMOUS_CODING
MODERATE





 80
Chr03
3509456
C
T
NON_SYNONYMOUS_CODING
MODERATE





 81
Chr03
3509458
G
A
NON_SYNONYMOUS_CODING
MODERATE





 82
Chr03
3509462
A
G
NON_SYNONYMOUS_CODING
MODERATE





 83
Chr03
3509474
T
A
NON_SYNONYMOUS_CODING
MODERATE





 84
Chr03
3509476
G
A
NON_SYNONYMOUS_CODING
MODERATE





 85
Chr03
3509494
T
A
NON_SYNONYMOUS_CODING
MODERATE





 86
Chr03
3509517
A
C
NON_SYNONYMOUS_CODING
MODERATE





 87
Chr03
3509520
C
A
NON_SYNONYMOUS_CODING
MODERATE





 88
Chr03
3509521
A
T
NON_SYNONYMOUS_CODING
MODERATE





 89
Chr03
3509540
C
T
NON_SYNONYMOUS_CODING
MODERATE





 90
Chr03
3509546
T
C
NON_SYNONYMOUS_CODING
MODERATE





 91
Chr03
3509548
G
C
NON_SYNONYMOUS_CODING
MODERATE





 92
Chr03
3509552
C
T
NON_SYNONYMOUS_CODING
MODERATE





 93
Chr03
3509554
G
A
NON_SYNONYMOUS_CODING
MODERATE





 94
Chr03
3509579
C
A
NON_SYNONYMOUS_CODING
MODERATE





 95
Chr03
3509591
T
C
NON_SYNONYMOUS_CODING
MODERATE





 96
Chr03
3509593
C
G
NON_SYNONYMOUS_CODING
MODERATE





 97
Chr03
3509620
G
A
NON_SYNONYMOUS_CODING
MODERATE





 98
Chr03
3509627
T
C
NON_SYNONYMOUS_CODING
MODERATE





 99
Chr03
3509632
T
C
NON_SYNONYMOUS_CODING
MODERATE





100
Chr03
3509656
A
G
NON_SYNONYMOUS_CODING
MODERATE





101
Chr03
3509657
A
G
NON_SYNONYMOUS_CODING
MODERATE





102
Chr03
3509663
A
T
NON_SYNONYMOUS_CODING
MODERATE





103
Chr03
3509665
T
C
NON_SYNONYMOUS_CODING
MODERATE





104
Chr03
3509669
G
C
NON_SYNONYMOUS_CODING
MODERATE





105
Chr03
3509674
T
A
NON_SYNONYMOUS_CODING
MODERATE





106
Chr03
3509686
C
T
NON_SYNONYMOUS_CODING
MODERATE





107
Chr03
3509687
C
T
NON_SYNONYMOUS_CODING
MODERATE





108
Chr03
3509697
A
C
NON_SYNONYMOUS_CODING
MODERATE





109
Chr03
3509716
G
A
NON_SYNONYMOUS_CODING
MODERATE





110
Chr03
3509717
T
C
NON_SYNONYMOUS_CODING
MODERATE





111
Chr03
3509726
C
G
NON_SYNONYMOUS_CODING
MODERATE





112
Chr03
3509728
G
A
NON_SYNONYMOUS_CODING
MODERATE





113
Chr03
3509738
A
G
NON_SYNONYMOUS_CODING
MODERATE





114
Chr03
3509743
A
G
NON_SYNONYMOUS_CODING
MODERATE





115
Chr03
3509744
A
T
NON_SYNONYMOUS_CODING
MODERATE





116
Chr03
3509750
T
G
NON_SYNONYMOUS_CODING
MODERATE





117
Chr03
3509758
T
G
NON_SYNONYMOUS_CODING
MODERATE





118
Chr03
3509762
C
A
NON_SYNONYMOUS_CODING
MODERATE





119
Chr03
3509788
A
G
NON_SYNONYMOUS_CODING
MODERATE





120
Chr03
3509819
C
T
NON_SYNONYMOUS_CODING
MODERATE





121
Chr03
3509825
T
G
NON_SYNONYMOUS_CODING
MODERATE





122
Chr03
3509836
G
T
NON_SYNONYMOUS_CODING
MODERATE





123
Chr03
3509837
C
T
NON_SYNONYMOUS_CODING
MODERATE





124
Chr03
3509839
A
C
NON_SYNONYMOUS_CODING
MODERATE





125
Chr03
3509860
T
G
NON_SYNONYMOUS_CODING
MODERATE





126
Chr03
3509861
C
A
NON_SYNONYMOUS_CODING
MODERATE





127
Chr03
3509867
T
C
NON_SYNONYMOUS_CODING
MODERATE





128
Chr03
3509872
A
G
NON_SYNONYMOUS_CODING
MODERATE





129
Chr03
3509875
G
A
NON_SYNONYMOUS_CODING
MODERATE





130
Chr03
3509885
C
T
NON_SYNONYMOUS_CODING
MODERATE





131
Chr03
3509897
G
C
NON_SYNONYMOUS_CODING
MODERATE





132
Chr03
3509919
G
T
NON_SYNONYMOUS_CODING
MODERATE





133
Chr03
3509937
G
T
NON_SYNONYMOUS_CODING
MODERATE





134
Chr03
3509943
T
G
NON_SYNONYMOUS_CODING
MODERATE





135
Chr03
3509945
G
C
NON_SYNONYMOUS_CODING
MODERATE





136
Chr03
3509963
G
T
NON_SYNONYMOUS_CODING
MODERATE





137
Chr03
3509965
A
T
NON_SYNONYMOUS_CODING
MODERATE





138
Chr03
3509966
T
C
NON_SYNONYMOUS_CODING
MODERATE





139
Chr03
3509968
G
A
NON_SYNONYMOUS_CODING
MODERATE





140
Chr03
3509975
C
T
NON_SYNONYMOUS_CODING
MODERATE





141
Chr03
3509986
T
A
NON_SYNONYMOUS_CODING
MODERATE





142
Chr03
3509987
G
T
NON_SYNONYMOUS_CODING
MODERATE





143
Chr03
3509992
G
T
NON_SYNONYMOUS_CODING
MODERATE





144
Chr03
3509993
C
A
NON_SYNONYMOUS_CODING
MODERATE





145
Chr03
3509996
T
C
NON_SYNONYMOUS_CODING
MODERATE





146
Chr03
3510011
T
C
NON_SYNONYMOUS_CODING
MODERATE





147
Chr03
3510016
G
A
NON_SYNONYMOUS_CODING
MODERATE





148
Chr03
3510028
C
T
NON_SYNONYMOUS_CODING
MODERATE





149
Chr03
3510029
C
G
NON_SYNONYMOUS_CODING
MODERATE





150
Chr03
3510050
C
T
NON_SYNONYMOUS_CODING
MODERATE





151
Chr03
3510052
G
A
NON_SYNONYMOUS_CODING
MODERATE





152
Chr03
3510058
C
T
NON_SYNONYMOUS_CODING
MODERATE





153
Chr03
3510063
T
A
NON_SYNONYMOUS_CODING
MODERATE





154
Chr03
3510074
C
T
NON_SYNONYMOUS_CODING
MODERATE





155
Chr03
3510088
T
G
NON_SYNONYMOUS_CODING
MODERATE





156
Chr03
3510100
A
T
NON_SYNONYMOUS_CODING
MODERATE





157
Chr03
3510106
G
C
NON_SYNONYMOUS_CODING
MODERATE





158
Chr03
3510116
A
C
NON_SYNONYMOUS_CODING
MODERATE





159
Chr03
3510122
C
A
NON_SYNONYMOUS_CODING
MODERATE





160
Chr03
3510144
A
T
NON_SYNONYMOUS_CODING
MODERATE





161
Chr03
3510146
G
T
NON_SYNONYMOUS_CODING
MODERATE





162
Chr03
3510149
C
T
NON_SYNONYMOUS_CODING
MODERATE





163
Chr03
3510159
T
A
NON_SYNONYMOUS_CODING
MODERATE





164
Chr03
3510161
G
T
NON_SYNONYMOUS_CODING
MODERATE





165
Chr03
3510169
C
T
NON_SYNONYMOUS_CODING
MODERATE





166
Chr03
3510183
T
C
NON_SYNONYMOUS_CODING
MODERATE





167
Chr03
3510188
A
T
NON_SYNONYMOUS_CODING
MODERATE





168
Chr03
3510191
C
T
NON_SYNONYMOUS_CODING
MODERATE





169
Chr03
3510205
T
C
NON_SYNONYMOUS_CODING
MODERATE





170
Chr03
3510212
G
A
NON_SYNONYMOUS_CODING
MODERATE





171
Chr03
3510229
T
G
NON_SYNONYMOUS_CODING
MODERATE





172
Chr03
3510230
G
C
NON_SYNONYMOUS_CODING
MODERATE





173
Chr03
3510233
C
G
NON_SYNONYMOUS_CODING
MODERATE





174
Chr03
3510236
A
G
NON_SYNONYMOUS_CODING
MODERATE





175
Chr03
3510250
C
A
NON_SYNONYMOUS_CODING
MODERATE





176
Chr03
3510251
T
C
NON_SYNONYMOUS_CODING
MODERATE





177
Chr03
3510260
G
A
NON_SYNONYMOUS_CODING
MODERATE





178
Chr03
3510277
C
T
NON_SYNONYMOUS_CODING
MODERATE





179
Chr03
3510278
C
T
NON_SYNONYMOUS_CODING
MODERATE





180
Chr03
3510290
T
G
NON_SYNONYMOUS_CODING
MODERATE





181
Chr03
3510292
A
G
NON_SYNONYMOUS_CODING
MODERATE





182
Chr03
3510295
C
T
NON_SYNONYMOUS_CODING
MODERATE





183
Chr03
3510301
A
T
NON_SYNONYMOUS_CODING
MODERATE





184
Chr03
3510302
T
A
NON_SYNONYMOUS_CODING
MODERATE





185
Chr03
3510305
A
T
NON_SYNONYMOUS_CODING
MODERATE





186
Chr03
3510307
A
C
NON_SYNONYMOUS_CODING
MODERATE





187
Chr03
3510318
G
C
NON_SYNONYMOUS_CODING
MODERATE





188
Chr03
3510319
C
A
NON_SYNONYMOUS_CODING
MODERATE





189
Chr03
3510320
T
A
NON_SYNONYMOUS_CODING
MODERATE





190
Chr03
3510329
G
A
NON_SYNONYMOUS_CODING
MODERATE





191
Chr03
3510332
T
G
NON_SYNONYMOUS_CODING
MODERATE





192
Chr03
3510334
C
A
NON_SYNONYMOUS_CODING
MODERATE





193
Chr03
3510335
C
T
NON_SYNONYMOUS_CODING
MODERATE





194
Chr03
3510349
T
G
NON_SYNONYMOUS_CODING
MODERATE





195
Chr03
3510350
T
G
NON_SYNONYMOUS_CODING
MODERATE





196
Chr03
3510352
C
T
NON_SYNONYMOUS_CODING
MODERATE





197
Chr03
3510365
C
A
NON_SYNONYMOUS_CODING
MODERATE





198
Chr03
3510367
T
C
NON_SYNONYMOUS_CODING
MODERATE





199
Chr03
3510368
T
G
NON_SYNONYMOUS_CODING
MODERATE





200
Chr03
3510370
C
A
NON_SYNONYMOUS_CODING
MODERATE





201
Chr03
3510373
A
T
NON_SYNONYMOUS_CODING
MODERATE





202
Chr03
3510374
C
T
NON_SYNONYMOUS_CODING
MODERATE





203
Chr03
3510375
A
T
NON_SYNONYMOUS_CODING
MODERATE





204
Chr03
3510383
T
C
NON_SYNONYMOUS_CODING
MODERATE





205
Chr03
3510386
A
T
NON_SYNONYMOUS_CODING
MODERATE





206
Chr03
3510389
A
C
NON_SYNONYMOUS_CODING
MODERATE





207
Chr03
3510391
G
C
NON_SYNONYMOUS_CODING
MODERATE





208
Chr03
3510392
G
A
NON_SYNONYMOUS_CODING
MODERATE





209
Chr03
3510395
A
T
NON_SYNONYMOUS_CODING
MODERATE





210
Chr03
3510397
T
C
NON_SYNONYMOUS_CODING
MODERATE





211
Chr03
3510404
T
A
NON_SYNONYMOUS_CODING
MODERATE





212
Chr03
3510407
G
T
NON_SYNONYMOUS_CODING
MODERATE





213
Chr03
3510425
C
G
NON_SYNONYMOUS_CODING
MODERATE





214
Chr03
3510427
T
C
NON_SYNONYMOUS_CODING
MODERATE





215
Chr03
3510428
T
G
NON_SYNONYMOUS_CODING
MODERATE





216
Chr03
3510440
A
T
NON_SYNONYMOUS_CODING
MODERATE





217
Chr03
3510441
A
T
NON_SYNONYMOUS_CODING
MODERATE





218
Chr03
3510442
T
G
NON_SYNONYMOUS_CODING
MODERATE





219
Chr03
3510443
T
C
NON_SYNONYMOUS_CODING
MODERATE





220
Chr03
3510446
G
T
NON_SYNONYMOUS_CODING
MODERATE





221
Chr03
3510449
G
C
NON_SYNONYMOUS_CODING
MODERATE





222
Chr03
3510454
G
T
NON_SYNONYMOUS_CODING
MODERATE





223
Chr03
3510458
T
A
NON_SYNONYMOUS_CODING
MODERATE





224
Chr03
3510464
C
T
NON_SYNONYMOUS_CODING
MODERATE





225
Chr03
3510466
G
A
NON_SYNONYMOUS_CODING
MODERATE





226
Chr03
3510472
G
A
NON_SYNONYMOUS_CODING
MODERATE





227
Chr03
3510476
T
A
NON_SYNONYMOUS_CODING
MODERATE





228
Chr03
3510479
T
G
NON_SYNONYMOUS_CODING
MODERATE





229
Chr03
3510484
C
T
NON_SYNONYMOUS_CODING
MODERATE





230
Chr03
3510485
C
T
NON_SYNONYMOUS_CODING
MODERATE





231
Chr03
3510504
C
G
NON_SYNONYMOUS_CODING
MODERATE





232
Chr03
3510505
T
C
NON_SYNONYMOUS_CODING
MODERATE





233
Chr03
3510509
G
A
NON_SYNONYMOUS_CODING
MODERATE





234
Chr03
3510512
C
A
NON_SYNONYMOUS_CODING
MODERATE





235
Chr03
3510514
C
A
NON_SYNONYMOUS_CODING
MODERATE





236
Chr03
3510515
A
T
NON_SYNONYMOUS_CODING
MODERATE





237
Chr03
3510520
G
C
NON_SYNONYMOUS_CODING
MODERATE





238
Chr03
3510539
T
G
NON_SYNONYMOUS_CODING
MODERATE





239
Chr03
3510542
C
G
NON_SYNONYMOUS_CODING
MODERATE





240
Chr03
3510545
T
C
NON_SYNONYMOUS_CODING
MODERATE





241
Chr03
3510549
C
A
NON_SYNONYMOUS_CODING
MODERATE





242
Chr03
3510575
A
C
NON_SYNONYMOUS_CODING
MODERATE





243
Chr03
3510577
G
A
NON_SYNONYMOUS_CODING
MODERATE





244
Chr03
3510583
G
T
NON_SYNONYMOUS_CODING
MODERATE





245
Chr03
3510584
A
T
NON_SYNONYMOUS_CODING
MODERATE





246
Chr03
3510595
C
T
NON_SYNONYMOUS_CODING
MODERATE





247
Chr03
3510596
C
T
NON_SYNONYMOUS_CODING
MODERATE





248
Chr03
3510611
T
C
NON_SYNONYMOUS_CODING
MODERATE





249
Chr03
3510614
A
C
NON_SYNONYMOUS_CODING
MODERATE





250
Chr03
3510634
G
T
NON_SYNONYMOUS_CODING
MODERATE





251
Chr03
3510635
C
G
NON_SYNONYMOUS_CODING
MODERATE





252
Chr03
3510646
G
T
NON_SYNONYMOUS_CODING
MODERATE





253
Chr03
3510648
G
T
NON_SYNONYMOUS_CODING
MODERATE





254
Chr03
3510649
T
C
NON_SYNONYMOUS_CODING
MODERATE





255
Chr03
3510650
G
C
NON_SYNONYMOUS_CODING
MODERATE





256
Chr03
3510656
T
G
NON_SYNONYMOUS_CODING
MODERATE





257
Chr03
3510673
A
G
NON_SYNONYMOUS_CODING
MODERATE





258
Chr03
3510682
G
A
NON_SYNONYMOUS_CODING
MODERATE





259
Chr03
3510683
G
A
NON_SYNONYMOUS_CODING
MODERATE





260
Chr03
3510688
T
G
NON_SYNONYMOUS_CODING
MODERATE





261
Chr03
3510691
C
T
NON_SYNONYMOUS_CODING
MODERATE





262
Chr03
3510699
G
C
NON_SYNONYMOUS_CODING
MODERATE





263
Chr03
3510700
T
C
NON_SYNONYMOUS_CODING
MODERATE





264
Chr03
3510705
G
C
NON_SYNONYMOUS_CODING
MODERATE





265
Chr03
3510706
T
G
NON_SYNONYMOUS_CODING
MODERATE





266
Chr03
3510716
C
A
NON_SYNONYMOUS_CODING
MODERATE





267
Chr03
3510722
T
C
NON_SYNONYMOUS_CODING
MODERATE





268
Chr03
3510724
G
A
NON_SYNONYMOUS_CODING
MODERATE





269
Chr03
3510725
T
C
NON_SYNONYMOUS_CODING
MODERATE





270
Chr03
3510733
G
A
NON_SYNONYMOUS_CODING
MODERATE





271
Chr03
3510737
G
A
NON_SYNONYMOUS_CODING
MODERATE





272
Chr03
3510748
T
G
NON_SYNONYMOUS_CODING
MODERATE





273
Chr03
3510761
C
T
NON_SYNONYMOUS_CODING
MODERATE





274
Chr03
3510763
C
T
NON_SYNONYMOUS_CODING
MODERATE





275
Chr03
3510767
T
C
NON_SYNONYMOUS_CODING
MODERATE





276
Chr03
3510777
G
C
NON_SYNONYMOUS_CODING
MODERATE





277
Chr03
3510788
A
C
NON_SYNONYMOUS_CODING
MODERATE





278
Chr03
3510793
T
C
NON_SYNONYMOUS_CODING
MODERATE





279
Chr03
3510797
C
G
NON_SYNONYMOUS_CODING
MODERATE





280
Chr03
3510800
A
T
NON_SYNONYMOUS_CODING
MODERATE





281
Chr03
3510845
T
A
NON_SYNONYMOUS_CODING
MODERATE





282
Chr03
3510868
G
A
NON_SYNONYMOUS_CODING
MODERATE





283
Chr03
3510869
C
T
NON_SYNONYMOUS_CODING
MODERATE





284
Chr03
3510871
C
T
NON_SYNONYMOUS_CODING
MODERATE





285
Chr03
3510878
C
T
NON_SYNONYMOUS_CODING
MODERATE





286
Chr03
3510887
A
T
NON_SYNONYMOUS_CODING
MODERATE





287
Chr03
3510899
C
T
NON_SYNONYMOUS_CODING
MODERATE





288
Chr03
3510911
T
A
NON_SYNONYMOUS_CODING
MODERATE





289
Chr03
3510928
G
A
NON_SYNONYMOUS_CODING
MODERATE





290
Chr03
3510930
A
C
NON_SYNONYMOUS_CODING
MODERATE





291
Chr03
3510943
C
T
NON_SYNONYMOUS_CODING
MODERATE





292
Chr03
3510944
G
T
NON_SYNONYMOUS_CODING
MODERATE





293
Chr03
3510945
G
T
NON_SYNONYMOUS_CODING
MODERATE





294
Chr03
3510947
A
G
NON_SYNONYMOUS_CODING
MODERATE





295
Chr03
3510950
A
G
NON_SYNONYMOUS_CODING
MODERATE





296
Chr03
3510967
G
A
NON_SYNONYMOUS_CODING
MODERATE





297
Chr03
3510968
G
A
NON_SYNONYMOUS_CODING
MODERATE





298
Chr03
3510979
T
A
NON_SYNONYMOUS_CODING
MODERATE





299
Chr03
3510980
C
A
NON_SYNONYMOUS_CODING
MODERATE





300
Chr03
3510986
C
T
NON_SYNONYMOUS_CODING
MODERATE





301
Chr03
3510988
G
A
NON_SYNONYMOUS_CODING
MODERATE





302
Chr03
3510992
G
A
NON_SYNONYMOUS_CODING
MODERATE





303
Chr03
3510995
C
T
NON_SYNONYMOUS_CODING
MODERATE





304
Chr03
3510997
G
T
NON_SYNONYMOUS_CODING
MODERATE





305
Chr03
3511049
T
A
NON_SYNONYMOUS_CODING
MODERATE





306
Chr03
3511055
G
C
NON_SYNONYMOUS_CODING
MODERATE





307
Chr03
3511059
T
C
NON_SYNONYMOUS_CODING
MODERATE





308
Chr03
3511066
A
G
NON_SYNONYMOUS_CODING
MODERATE





309
Chr03
3511081
A
G
NON_SYNONYMOUS_CODING
MODERATE





310
Chr03
3511082
G
A
NON_SYNONYMOUS_CODING
MODERATE





311
Chr03
3511106
C
T
NON_SYNONYMOUS_CODING
MODERATE





312
Chr03
3511114
A
T
NON_SYNONYMOUS_CODING
MODERATE





313
Chr03
3511124
T
C
NON_SYNONYMOUS_CODING
MODERATE





314
Chr03
3511127
G
A
NON_SYNONYMOUS_CODING
MODERATE





315
Chr03
3511135
A
G
NON_SYNONYMOUS_CODING
MODERATE





316
Chr03
3511151
T
A
NON_SYNONYMOUS_CODING
MODERATE





317
Chr03
3511161
T
A
NON_SYNONYMOUS_CODING
MODERATE





318
Chr03
3511163
C
T
NON_SYNONYMOUS_CODING
MODERATE





319
Chr03
3511170
A
C
NON_SYNONYMOUS_CODING
MODERATE





320
Chr03
3511173
T
G
NON_SYNONYMOUS_CODING
MODERATE





321
Chr03
3511193
T
A
NON_SYNONYMOUS_CODING
MODERATE





322
Chr03
3511210
G
A
NON_SYNONYMOUS_CODING
MODERATE





323
Chr03
3511214
G
A
NON_SYNONYMOUS_CODING
MODERATE





324
Chr03
3511216
G
A
NON_SYNONYMOUS_CODING
MODERATE





325
Chr03
3511222
C
T
NON_SYNONYMOUS_CODING
MODERATE





326
Chr03
3511227
A
C
NON_SYNONYMOUS_CODING
MODERATE





327
Chr03
3511235
T
C
NON_SYNONYMOUS_CODING
MODERATE





328
Chr03
3511237
G
A
NON_SYNONYMOUS_CODING
MODERATE





329
Chr03
3511241
G
C
NON_SYNONYMOUS_CODING
MODERATE





330
Chr03
3511244
G
C
NON_SYNONYMOUS_CODING
MODERATE





331
Chr03
3511256
G
T
NON_SYNONYMOUS_CODING
MODERATE





332
Chr03
3511257
A
C
NON_SYNONYMOUS_CODING
MODERATE





333
Chr03
3511372
G
T
NON_SYNONYMOUS_CODING
MODERATE





334
Chr03
3511375
C
T
NON_SYNONYMOUS_CODING
MODERATE





335
Chr03
3511378
G
A
NON_SYNONYMOUS_CODING
MODERATE





336
Chr03
3511386
C
T
NON_SYNONYMOUS_CODING
MODERATE





337
Chr03
3511390
G
A
NON_SYNONYMOUS_CODING
MODERATE





338
Chr03
3511393
G
A
NON_SYNONYMOUS_CODING
MODERATE





339
Chr03
3511400
T
A
NON_SYNONYMOUS_CODING
MODERATE





340
Chr03
3511402
C
T
NON_SYNONYMOUS_CODING
MODERATE





341
Chr03
3511404
C
A
NON_SYNONYMOUS_CODING
MODERATE





342
Chr03
3511405
C
G
NON_SYNONYMOUS_CODING
MODERATE





343
Chr03
3511410
G
A
NON_SYNONYMOUS_CODING
MODERATE





344
Chr03
3511416
A
G
NON_SYNONYMOUS_CODING
MODERATE





345
Chr03
3511423
G
T
NON_SYNONYMOUS_CODING
MODERATE





346
Chr03
3511430
C
G
NON_SYNONYMOUS_CODING
MODERATE





347
Chr03
3511438
C
T
NON_SYNONYMOUS_CODING
MODERATE





348
Chr03
3511445
C
A
NON_SYNONYMOUS_CODING
MODERATE





349
Chr03
3511471
T
A
NON_SYNONYMOUS_CODING
MODERATE





350
Chr03
3511473
T
C
NON_SYNONYMOUS_CODING
MODERATE





351
Chr03
3511474
T
G
NON_SYNONYMOUS_CODING
MODERATE





352
Chr03
3511503
G
A
NON_SYNONYMOUS_CODING
MODERATE





353
Chr03
3511506
T
C
NON_SYNONYMOUS_CODING
MODERATE





354
Chr03
3511511
C
G
NON_SYNONYMOUS_CODING
MODERATE





355
Chr03
3511518
C
G
NON_SYNONYMOUS_CODING
MODERATE





356
Chr03
3511633
C
T
NON_SYNONYMOUS_CODING
MODERATE





357
Chr03
3511675
A
C
NON_SYNONYMOUS_CODING
MODERATE





358
Chr03
3511682
A
G
NON_SYNONYMOUS_CODING
MODERATE





359
Chr03
3511702
A
C
NON_SYNONYMOUS_CODING
MODERATE





360
Chr03
3511711
G
A
NON_SYNONYMOUS_CODING
MODERATE





361
Chr03
3511901
C
T
NON_SYNONYMOUS_CODING
MODERATE





362
Chr03
3511917
C
T
NON_SYNONYMOUS_CODING
MODERATE





363
Chr03
3511918
A
G
NON_SYNONYMOUS_CODING
MODERATE





364
Chr03
3511919
T
C
NON_SYNONYMOUS_CODING
MODERATE





365
Chr03
3511925
C
T
NON_SYNONYMOUS_CODING
MODERATE





366
Chr03
3511955
G
A
NON_SYNONYMOUS_CODING
MODERATE





367
Chr03
3511963
G
A
NON_SYNONYMOUS_CODING
MODERATE





368
Chr03
3511964
G
A
NON_SYNONYMOUS_CODING
MODERATE





369
Chr03
3511971
T
G
NON_SYNONYMOUS_CODING
MODERATE





370
Chr03
3511982
C
T
NON_SYNONYMOUS_CODING
MODERATE





371
Chr03
3511997
A
G
NON_SYNONYMOUS_CODING
MODERATE





372
Chr03
3511999
C
G
NON_SYNONYMOUS_CODING
MODERATE





373
Chr03
3512000
T
G
NON_SYNONYMOUS_CODING
MODERATE





374
Chr03
3512015
C
T
NON_SYNONYMOUS_CODING
MODERATE





375
Chr03
3512021
T
C
NON_SYNONYMOUS_CODING
MODERATE





376
Chr03
3512024
C
T
NON_SYNONYMOUS_CODING
MODERATE





377
Chr03
3512025
C
A
NON_SYNONYMOUS_CODING
MODERATE





378
Chr03
3512028
A
T
NON_SYNONYMOUS_CODING
MODERATE





379
Chr03
3512029
T
C
NON_SYNONYMOUS_CODING
MODERATE





380
Chr03
3512035
G
A
NON_SYNONYMOUS_CODING
MODERATE





381
Chr03
3512036
A
C
NON_SYNONYMOUS_CODING
MODERATE





382
Chr03
3512039
T
A
NON_SYNONYMOUS_CODING
MODERATE





383
Chr03
3512043
C
A
NON_SYNONYMOUS_CODING
MODERATE





384
Chr03
3512050
C
G
NON_SYNONYMOUS_CODING
MODERATE





385
Chr03
3513333
G
A
NON_SYNONYMOUS_CODING
MODERATE





386
Chr03
3513341
C
A
NON_SYNONYMOUS_CODING
MODERATE





387
Chr03
3513346
C
T, G
NON_SYNONYMOUS_CODING
MODERATE





388
Chr03
3513351
T
A
NON_SYNONYMOUS_CODING
MODERATE





389
Chr03
3513384
C
G
NON_SYNONYMOUS_CODING
MODERATE





390
Chr03
3513414
C
T
NON_SYNONYMOUS_CODING
MODERATE





391
Chr03
3513416
A
T
NON_SYNONYMOUS_CODING
MODERATE





392
Chr03
3513420
T
A
NON_SYNONYMOUS_CODING
MODERATE





393
Chr03
3513423
C
G
NON_SYNONYMOUS_CODING
MODERATE





394
Chr03
3513424
A
C
NON_SYNONYMOUS_CODING
MODERATE





395
Chr03
3513426
C
G
NON_SYNONYMOUS_CODING
MODERATE





396
Chr03
3513427
T
C
NON_SYNONYMOUS_CODING
MODERATE





397
Chr03
3513432
A
T
NON_SYNONYMOUS_CODING
MODERATE





398
Chr03
3513433
G
C
NON_SYNONYMOUS_CODING
MODERATE





399
Chr03
3513446
C
A
NON_SYNONYMOUS_CODING
MODERATE





400
Chr03
3513451
T
G
NON_SYNONYMOUS_CODING
MODERATE





401
Chr03
3513463
A
T
NON_SYNONYMOUS_CODING
MODERATE





402
Chr03
3513468
A
T
NON_SYNONYMOUS_CODING
MODERATE





403
Chr03
3513475
G
A
NON_SYNONYMOUS_CODING
MODERATE





404
Chr03
3513594
G
A
NON_SYNONYMOUS_CODING
MODERATE





405
Chr03
3513600
G
C
NON_SYNONYMOUS_CODING
MODERATE





406
Chr03
3513603
G
A
NON_SYNONYMOUS_CODING
MODERATE





407
Chr03
3513609
C
T
NON_SYNONYMOUS_CODING
MODERATE





408
Chr03
3513614
C
G
NON_SYNONYMOUS_CODING
MODERATE





409
Chr03
3513615
T
C
NON_SYNONYMOUS_CODING
MODERATE





410
Chr03
3513619
A
T
NON_SYNONYMOUS_CODING
MODERATE





411
Chr03
3513630
G
A
NON_SYNONYMOUS_CODING
MODERATE





412
Chr03
3513634
T
C
NON_SYNONYMOUS_CODING
MODERATE





413
Chr03
3513639
G
A
NON_SYNONYMOUS_CODING
MODERATE





414
Chr03
3513654
T
C
NON_SYNONYMOUS_CODING
MODERATE





415
Chr03
3513666
A
G
NON_SYNONYMOUS_CODING
MODERATE





416
Chr03
3513672
C
T
NON_SYNONYMOUS_CODING
MODERATE





417
Chr03
3513675
T
C
NON_SYNONYMOUS_CODING
MODERATE





418
Chr03
3513685
T
C
NON_SYNONYMOUS_CODING
MODERATE





419
Chr03
3513696
T
G
NON_SYNONYMOUS_CODING
MODERATE





420
Chr03
3513697
A
C
NON_SYNONYMOUS_CODING
MODERATE





421
Chr03
3513698
A
C
NON_SYNONYMOUS_CODING
MODERATE





422
Chr03
3513700
T
G
NON_SYNONYMOUS_CODING
MODERATE





423
Chr03
3513705
T
C
NON_SYNONYMOUS_CODING
MODERATE





424
Chr03
3513706
C
A
NON_SYNONYMOUS_CODING
MODERATE





425
Chr03
3513710
T
A
NON_SYNONYMOUS_CODING
MODERATE





426
Chr03
3513711
T
A
NON_SYNONYMOUS_CODING
MODERATE





427
Chr03
3513712
T
C
NON_SYNONYMOUS_CODING
MODERATE





428
Chr03
3513713
C
G
NON_SYNONYMOUS_CODING
MODERATE





429
Chr03
3513736
C
G
NON_SYNONYMOUS_CODING
MODERATE





430
Chr03
3513842
A
T
NON_SYNONYMOUS_CODING
MODERATE





431
Chr03
3513850
A
G
NON_SYNONYMOUS_CODING
MODERATE





432
Chr03
3513852
C
G
NON_SYNONYMOUS_CODING
MODERATE





433
Chr03
3513870
T
A
NON_SYNONYMOUS_CODING
MODERATE





434
Chr03
3513872
C
T
NON_SYNONYMOUS_CODING
MODERATE





435
Chr03
3513883
A
C
NON_SYNONYMOUS_CODING
MODERATE





436
Chr03
3513896
G
A
NON_SYNONYMOUS_CODING
MODERATE





437
Chr03
3513898
T
A
NON_SYNONYMOUS_CODING
MODERATE





438
Chr03
3513904
A
G
NON_SYNONYMOUS_CODING
MODERATE





439
Chr03
3513912
G
T
NON_SYNONYMOUS_CODING
MODERATE





440
Chr03
3513922
C
A
NON_SYNONYMOUS_CODING
MODERATE





441
Chr03
3513940
T
C
NON_SYNONYMOUS_CODING
MODERATE





442
Chr03
3513947
A
C
NON_SYNONYMOUS_CODING
MODERATE





443
Chr03
3513964
T
C
NON_SYNONYMOUS_CODING
MODERATE





444
Chr03
3513965
G
C
NON_SYNONYMOUS_CODING
MODERATE





445
Chr03
3513968
T
C
NON_SYNONYMOUS_CODING
MODERATE





446
Chr03
3513973
C
T
NON_SYNONYMOUS_CODING
MODERATE





447
Chr03
3513988
T
C
NON_SYNONYMOUS_CODING
MODERATE





448
Chr03
3513993
C
G
NON_SYNONYMOUS_CODING
MODERATE





449
Chr03
3514000
C
T
NON_SYNONYMOUS_CODING
MODERATE





450
Chr03
3514001
T
C
NON_SYNONYMOUS_CODING
MODERATE





451
Chr03
3514003
T
G
NON_SYNONYMOUS_CODING
MODERATE





452
Chr03
3514004
G
C
NON_SYNONYMOUS_CODING
MODERATE





453
Chr03
3514008
C
A
NON_SYNONYMOUS_CODING
MODERATE





454
Chr03
3514042
A
C
NON_SYNONYMOUS_CODING
MODERATE





455
Chr03
3514045
G
T
NON_SYNONYMOUS_CODING
MODERATE





456
Chr03
3514049
C
G
NON_SYNONYMOUS_CODING
MODERATE





457
Chr03
3514052
C
G
NON_SYNONYMOUS_CODING
MODERATE





458
Chr03
3514055
C
G
NON_SYNONYMOUS_CODING
MODERATE





459
Chr03
3514060
T
A
NON_SYNONYMOUS_CODING
MODERATE





460
Chr03
3514061
C
T
NON_SYNONYMOUS_CODING
MODERATE





461
Chr03
3514066
G
A
NON_SYNONYMOUS_CODING
MODERATE





462
Chr03
3514071
T
G
NON_SYNONYMOUS_CODING
MODERATE





463
Chr03
3514073
G
T
NON_SYNONYMOUS_CODING
MODERATE





464
Chr03
3514088
C
G
NON_SYNONYMOUS_CODING
MODERATE





465
Chr03
3514091
T
C
NON_SYNONYMOUS_CODING
MODERATE





466
Chr03
3514101
C
G
NON_SYNONYMOUS_CODING
MODERATE





467
Chr03
3514121
G
T
NON_SYNONYMOUS_CODING
MODERATE





468
Chr03
3514126
T
G
NON_SYNONYMOUS_CODING
MODERATE





469
Chr03
3514127
A
G
NON_SYNONYMOUS_CODING
MODERATE





470
Chr03
3514146
C
G
NON_SYNONYMOUS_CODING
MODERATE





471
Chr03
3514168
C
G
NON_SYNONYMOUS_CODING
MODERATE





472
Chr03
3514169
T
C
NON_SYNONYMOUS_CODING
MODERATE





473
Chr03
3508554
C
T
UTR_3_PRIME
MODIFIER





474
Chr03
3508559
G
A
UTR_3_PRIME
MODIFIER





475
Chr03
3508560
A
C
UTR_3_PRIME
MODIFIER





476
Chr03
3508562
G
A
UTR_3_PRIME
MODIFIER





477
Chr03
3508563
T
G
UTR_3_PRIME
MODIFIER





478
Chr03
3508566
TAAAAA
TAAAAAA
UTR_3_PRIME
MODIFIER





479
Chr03
3508574
GGAGTT
G
UTR_3_PRIME
MODIFIER





480
Chr03
3508583
GAATGGC
GATGGC
UTR_3_PRIME
MODIFIER





481
Chr03
3508594
A
T
UTR_3_PRIME
MODIFIER





482
Chr03
3508601
G
A
UTR_3_PRIME
MODIFIER





483
Chr03
3508606
T
C
UTR_3_PRIME
MODIFIER





484
Chr03
3508610
GTTAA
GTTAATTAA
UTR_3_PRIME
MODIFIER





485
Chr03
3508615
A
G
UTR_3_PRIME
MODIFIER





486
Chr03
3508623
C
T
UTR_3_PRIME
MODIFIER





487
Chr03
3508625
G
A
UTR_3_PRIME
MODIFIER





488
Chr03
3508628
G
A
UTR_3_PRIME
MODIFIER





489
Chr03
3508630
GAA
G
UTR_3_PRIME
MODIFIER





490
Chr03
3508634
G
A
UTR_3_PRIME
MODIFIER





491
Chr03
3508635
C
T
UTR_3_PRIME
MODIFIER





492
Chr03
3508640
A
T
UTR_3_PRIME
MODIFIER





493
Chr03
3508648
GGTGAAGAAGCAGA
TATGA
UTR_3_PRIME
MODIFIER





G








(SEQ ID NO: 44)








494
Chr03
3508680
G
A
UTR_3_PRIME
MODIFIER





495
Chr03
3508682
A
G
UTR_3_PRIME
MODIFIER





496
Chr03
3508683
G
A
UTR_3_PRIME
MODIFIER





497
Chr03
3508684
A
G
UTR_3_PRIME
MODIFIER





498
Chr03
3508685
G
T
UTR_3_PRIME
MODIFIER





499
Chr03
3508689
AAACGGCCAGGAAG
AG
UTR_3_PRIME
MODIFIER





G








(SEQ ID NO: 45)








500
Chr03
3508711
G
A
UTR_3_PRIME
MODIFIER





501
Chr03
3508713
A
G
UTR_3_PRIME
MODIFIER





502
Chr03
3508714
G
T
UTR_3_PRIME
MODIFIER





503
Chr03
3508716
A
T
UTR_3_PRIME
MODIFIER





504
Chr03
3508720
G
A
UTR_3_PRIME
MODIFIER





505
Chr03
3508724
C
T
UTR_3_PRIME
MODIFIER





506
Chr03
3508727
C
T
UTR_3_PRIME
MODIFIER





507
Chr03
3508728
T
C
UTR_3_PRIME
MODIFIER





508
Chr03
3508730
GC
G
UTR_3_PRIME
MODIFIER





509
Chr03
3508733
C
T
UTR_3_PRIME
MODIFIER





510
Chr03
3508734
C
T
UTR_3_PRIME
MODIFIER





511
Chr03
3508735
G
A
UTR_3_PRIME
MODIFIER





512
Chr03
3508740
C
T
UTR_3_PRIME
MODIFIER





513
Chr03
3508744
G
A
UTR_3_PRIME
MODIFIER





514
Chr03
3508745
C
G
UTR_3_PRIME
MODIFIER





515
Chr03
3508749
G
C
UTR_3_PRIME
MODIFIER





516
Chr03
3508751
TT
ATGAGGCAATTT
UTR_3_PRIME
MODIFIER






ATTTTCA








(SEQ ID NO: 46)







517
Chr03
3508758
A
C
UTR_3_PRIME
MODIFIER





518
Chr03
3508764
GGTCGCCCTTGAAAC
G
UTR_3_PRIME
MODIFIER





A








(SEQ ID NO: 47)








519
Chr03
3508792
G
A
UTR_3_PRIME
MODIFIER





520
Chr03
3508795
C
T
UTR_3_PRIME
MODIFIER





521
Chr03
3508797
T
A
UTR_3_PRIME
MODIFIER





522
Chr03
3508801
G
A
UTR_3_PRIME
MODIFIER





523
Chr03
3508809
T
A
UTR_3_PRIME
MODIFIER





524
Chr03
3508812
A
T
UTR_3_PRIME
MODIFIER





525
Chr03
3508814
T
C
UTR_3_PRIME
MODIFIER





526
Chr03
3508822
G
T
UTR_3_PRIME
MODIFIER





527
Chr03
3508826
C
A
UTR_3_PRIME
MODIFIER





528
Chr03
3508835
T
C
UTR_3_PRIME
MODIFIER





529
Chr03
3508837
C
T
UTR_3_PRIME
MODIFIER





530
Chr03
3508838
G
A
UTR_3_PRIME
MODIFIER





531
Chr03
3508839
G
A
UTR_3_PRIME
MODIFIER





532
Chr03
3508856
G
A
UTR_3_PRIME
MODIFIER





533
Chr03
3508860
G
T
UTR_3_PRIME
MODIFIER





534
Chr03
3508862
G
A
UTR_3_PRIME
MODIFIER





535
Chr03
3508867
C
T
UTR_3_PRIME
MODIFIER





536
Chr03
3508869
C
T
UTR_3_PRIME
MODIFIER





537
Chr03
3508871
C
T
UTR_3_PRIME
MODIFIER





538
Chr03
3508872
C
T
UTR_3_PRIME
MODIFIER





539
Chr03
3508874
G
A
UTR_3_PRIME
MODIFIER





540
Chr03
3508875
A
T
UTR_3_PRIME
MODIFIER





541
Chr03
3508877
T
A
UTR_3_PRIME
MODIFIER





542
Chr03
3508882
G
A
UTR_3_PRIME
MODIFIER





543
Chr03
3508884
C
A
UTR_3_PRIME
MODIFIER





544
Chr03
3508885
C
A
UTR_3_PRIME
MODIFIER





545
Chr03
3508886
A
G
UTR_3_PRIME
MODIFIER





546
Chr03
3508887
A
G
UTR_3_PRIME
MODIFIER





547
Chr03
3508890
CAAA
CAA
UTR_3_PRIME
MODIFIER





548
Chr03
3508894
T
C
UTR_3_PRIME
MODIFIER





549
Chr03
3508895
C
A
UTR_3_PRIME
MODIFIER





550
Chr03
3508896
A
T
UTR_3_PRIME
MODIFIER





551
Chr03
3508897
GUT
GTT
UTR_3_PRIME
MODIFIER





552
Chr03
3508907
T
A
UTR_3_PRIME
MODIFIER





553
Chr03
3508910
T
G
UTR_3_PRIME
MODIFIER





554
Chr03
3508912
A
G
UTR_3_PRIME
MODIFIER





555
Chr03
3508915
C
T
UTR_3_PRIME
MODIFIER





556
Chr03
3508917
G
A
UTR_3_PRIME
MODIFIER





557
Chr03
3508928
TCC
TC
UTR_3_PRIME
MODIFIER





558
Chr03
3508933
CTT
CTTT
UTR_3_PRIME
MODIFIER





559
Chr03
3508937
T
C
UTR_3_PRIME
MODIFIER





560
Chr03
3508940
A
G
UTR_3_PRIME
MODIFIER





561
Chr03
3508945
A
G
UTR_3_PRIME
MODIFIER





562
Chr03
3508946
C
A
UTR_3_PRIME
MODIFIER





563
Chr03
3508948
C
T
UTR_3_PRIME
MODIFIER





564
Chr03
3508954
A
G
UTR_3_PRIME
MODIFIER





565
Chr03
3508955
C
T
UTR_3_PRIME
MODIFIER





566
Chr03
3508957
A
T
UTR_3_PRIME
MODIFIER





567
Chr03
3508960
C
T
UTR_3_PRIME
MODIFIER





568
Chr03
3508971
G
A
UTR_3_PRIME
MODIFIER





569
Chr03
3508972
C
T
UTR_3_PRIME
MODIFIER





570
Chr03
3508973
T
C
UTR_3_PRIME
MODIFIER





571
Chr03
3508974
G
A
UTR_3_PRIME
MODIFIER





572
Chr03
3508976
G
A
UTR_3_PRIME
MODIFIER





573
Chr03
3508979
TAGAGA
TAGA
UTR_3_PRIME
MODIFIER





574
Chr03
3508985
T
C
UTR_3_PRIME
MODIFIER





575
Chr03
3508992
C
T
UTR_3_PRIME
MODIFIER





576
Chr03
3508995
C
T
UTR_3_PRIME
MODIFIER





577
Chr03
3509001
G
A
UTR_3_PRIME
MODIFIER





578
Chr03
3509003
C
A
UTR_3_PRIME
MODIFIER





579
Chr03
3509008
A
G
UTR_3_PRIME
MODIFIER





580
Chr03
3509010
T
A
UTR_3_PRIME
MODIFIER





581
Chr03
3509018
C
T
UTR_3_PRIME
MODIFIER





582
Chr03
3509020
A
T
UTR_3_PRIME
MODIFIER





583
Chr03
3509025
C
G
UTR_3_PRIME
MODIFIER





584
Chr03
3509037
A
G
UTR_3_PRIME
MODIFIER





585
Chr03
3509038
C
T
UTR_3_PRIME
MODIFIER





586
Chr03
3509039
G
A
UTR_3_PRIME
MODIFIER





587
Chr03
3509040
A
G
UTR_3_PRIME
MODIFIER





588
Chr03
3509042
C
T
UTR_3_PRIME
MODIFIER





589
Chr03
3509047
C
T
UTR_3_PRIME
MODIFIER





590
Chr03
3509050
C
T
UTR_3_PRIME
MODIFIER





591
Chr03
3509052
AT
AGT
UTR_3_PRIME
MODIFIER





592
Chr03
3514189
ATCT
TTAGATAATTCTAT
UTR_5_PRIME
MODIFIER






GAACT








(SEQ ID NO: 48)
















TABLE 3







L-Type lecRLK Mutations














Chrom.
Genomic Position
Reference
Variant
Mutation type
Predicted impact
















  1
Chr09
4552716
A
T
STOPGAINED
HIGH





  2
Chr09
4553229
G
T
STOPGAINED
HIGH





  3
Chr09
4551319
T
G
NON_SYNONYMOUS_CODING
MODERATE





  4
Chr09
4551325
T
A
NON_SYNONYMOUS_CODING
MODERATE





  5
Chr09
4551330
C
A
NON_SYNONYMOUS_CODING
MODERATE





  6
Chr09
4551349
T
C
NON_SYNONYMOUS_CODING
MODERATE





  7
Chr09
4551353
G
C
NON_SYNONYMOUS_CODING
MODERATE





  8
Chr09
4551366
G
A
NON_SYNONYMOUS_CODING
MODERATE





  9
Chr09
4551375
G
C
NON_SYNONYMOUS_CODING
MODERATE





 10
Chr09
4551383
C
G
NON_SYNONYMOUS_CODING
MODERATE





 11
Chr09
4551430
T
A
NON_SYNONYMOUS_CODING
MODERATE





 12
Chr09
4551478
C
A
NON_SYNONYMOUS_CODING
MODERATE





 13
Chr09
4551499
T
G
NON_SYNONYMOUS_CODING
MODERATE





 14
Chr09
4551583
T
C
NON_SYNONYMOUS_CODING
MODERATE





 15
Chr09
4551645
A
G
NON_SYNONYMOUS_CODING
MODERATE





 16
Chr09
4551664
C
T
NON_SYNONYMOUS_CODING
MODERATE





 17
Chr09
4551670
A
C
NON_SYNONYMOUS_CODING
MODERATE





 18
Chr09
4551702
G
A
NON_SYNONYMOUS_CODING
MODERATE





 19
Chr09
4551744
A
G
NON_SYNONYMOUS_CODING
MODERATE





 20
Chr09
4551748
G
A
NON_SYNONYMOUS_CODING
MODERATE





 21
Chr09
4551844
G
A
NON_SYNONYMOUS_CODING
MODERATE





 22
Chr09
4551870
G
A
NON_SYNONYMOUS_CODING
MODERATE





 23
Chr09
4551886
T
A
NON_SYNONYMOUS_CODING
MODERATE





 24
Chr09
4551919
T
G
NON_SYNONYMOUS_CODING
MODERATE





 25
Chr09
4552020
T
C
NON_SYNONYMOUS_CODING
MODERATE





 26
Chr09
4552063
G
C
NON_SYNONYMOUS_CODING
MODERATE





 27
Chr09
4552173
C
T
NON_SYNONYMOUS_CODING
MODERATE





 28
Chr09
4552237
C
T
NON_SYNONYMOUS_CODING
MODERATE





 29
Chr09
4552260
T
A
NON_SYNONYMOUS_CODING
MODERATE





 30
Chr09
4552312
C
G
NON_SYNONYMOUS_CODING
MODERATE





 31
Chr09
4552342
G
A
NON_SYNONYMOUS_CODING
MODERATE





 32
Chr09
4552362
G
C
NON_SYNONYMOUS_CODING
MODERATE





 33
Chr09
4552415
A
T
NON_SYNONYMOUS_CODING
MODERATE





 34
Chr09
4552431
A
C
NON_SYNONYMOUS_CODING
MODERATE





 35
Chr09
4552453
T
A
NON_SYNONYMOUS_CODING
MODERATE





 36
Chr09
4552486
T
C
NON_SYNONYMOUS_CODING
MODERATE





 37
Chr09
4552609
G
A
NON_SYNONYMOUS_CODING
MODERATE





 38
Chr09
4552666
C
T
NON_SYNONYMOUS_CODING
MODERATE





 39
Chr09
4552677
A
C
NON_SYNONYMOUS_CODING
MODERATE





 40
Chr09
4552694
G
C
NON_SYNONYMOUS_CODING
MODERATE





 41
Chr09
4552793
C
A
NON_SYNONYMOUS_CODING
MODERATE





 42
Chr09
4552878
G
A
NON_SYNONYMOUS_CODING
MODERATE





 43
Chr09
4552945
C
T
NON_SYNONYMOUS_CODING
MODERATE





 44
Chr09
4552947
G
T
NON_SYNONYMOUS_CODING
MODERATE





 45
Chr09
4552952
G
T
NON_SYNONYMOUS_CODING
MODERATE





 46
Chr09
4553016
G
A
NON_SYNONYMOUS_CODING
MODERATE





 47
Chr09
4553029
C
G
NON_SYNONYMOUS_CODING
MODERATE





 48
Chr09
4553059
T
A
NON_SYNONYMOUS_CODING
MODERATE





 49
Chr09
4553061
G
A
NON_SYNONYMOUS_CODING
MODERATE





 50
Chr09
4553071
T
C
NON_SYNONYMOUS_CODING
MODERATE





 51
Chr09
4553086
G
A
NON_SYNONYMOUS_CODING
MODERATE





 52
Chr09
4553097
C
T
NON_SYNONYMOUS_CODING
MODERATE





 53
Chr09
4553139
C
A
NON_SYNONYMOUS_CODING
MODERATE





 54
Chr09
4553145
T
G
NON_SYNONYMOUS_CODING
MODERATE





 55
Chr09
4553146
C
T
NON_SYNONYMOUS_CODING
MODERATE





 56
Chr09
4553178
G
A
NON_SYNONYMOUS_CODING
MODERATE





 57
Chr09
4553183
G
A
NON_SYNONYMOUS_CODING
MODERATE





 58
Chr09
4553200
G
C
NON_SYNONYMOUS_CODING
MODERATE





 59
Chr09
4553224
A
G
NON_SYNONYMOUS_CODING
MODERATE





 60
Chr09
4553251
C
G
NON_SYNONYMOUS_CODING
MODERATE





 61
Chr09
4553253
T
C
NON_SYNONYMOUS_CODING
MODERATE





 62
Chr09
4553257
A
G
NON_SYNONYMOUS_CODING
MODERATE





 63
Chr09
4553278
C
T
NON_SYNONYMOUS_CODING
MODERATE





 64
Chr09
4553287
T
G
NON_SYNONYMOUS_CODING
MODERATE





 65
Chr09
4553305
T
G
NON_SYNONYMOUS_CODING
MODERATE





 66
Chr09
4553335
A
G
UTR_3_PRIME
MODIFIER





 67
Chr09
4553350
C
A
UTR_3_PRIME
MODIFIER





 68
Chr09
4553355
A
C
UTR_3_PRIME
MODIFIER





 69
Chr09
4553356
C
T
UTR_3_PRIME
MODIFIER





 70
Chr09
4553359
A
C
UTR_3_PRIME
MODIFIER





 71
Chr09
4553360
A
T
UTR_3_PRIME
MODIFIER





 72
Chr09
4553389
G
T
UTR_3_PRIME
MODIFIER





 73
Chr09
4553402
A
C
UTR_3_PRIME
MODIFIER





 74
Chr09
4553417
T
G
UTR_3_PRIME
MODIFIER





 75
Chr09
4553443
T
C
UTR_3_PRIME
MODIFIER





 76
Chr09
4553447
C
T
UTR_3_PRIME
MODIFIER





 77
Chr09
4553448
A
T
UTR_3_PRIME
MODIFIER





 78
Chr09
4553458
A
G
UTR_3_PRIME
MODIFIER





 79
Chr09
4553466
A
G
UTR_3_PRIME
MODIFIER





 80
Chr09
4553468
A
G
UTR_3_PRIME
MODIFIER





 81
Chr09
4553469
C
A
UTR_3_PRIME
MODIFIER





 82
Chr09
4553472
A
C
UTR_3_PRIME
MODIFIER





 83
Chr09
4553488
T
A
UTR_3_PRIME
MODIFIER





 84
Chr09
4553505
A
T
UTR_3_PRIME
MODIFIER





 85
Chr09
4553507
C
T
UTR_3_PRIME
MODIFIER





 86
Chr09
4553508
A
T
UTR_3_PRIME
MODIFIER





 87
Chr09
4553511
C
G
UTR_3_PRIME
MODIFIER





 88
Chr09
4553513
A
C
UTR_3_PRIME
MODIFIER





 89
Chr09
4553515
C
A
UTR_3_PRIME
MODIFIER





 90
Chr09
4553519
G
A
UTR_3_PRIME
MODIFIER





 91
Chr09
4553573
GAAA
GAAAA
UTR_3_PRIME
MODIFIER





 92
Chr09
4553597
C
T
UTR_3_PRIME
MODIFIER





 93
Chr09
4553600
T
G
UTR_3_PRIME
MODIFIER





 94
Chr09
4553638
C
T
UTR_3_PRIME
MODIFIER





 95
Chr09
4553654
C
T
UTR_3_PRIME
MODIFIER





 96
Chr09
4553696
C
T
UTR_3_PRIME
MODIFIER





 97
Chr09
4553701
T
G
UTR_3_PRIME
MODIFIER





 98
Chr09
4553717
T
C
UTR_3_PRIME
MODIFIER





 99
Chr09
4553766
C
A
UTR_3_PRIME
MODIFIER





100
Chr09
4553770
A
C, T
UTR_3_PRIME
MODIFIER





101
Chr09
4553781
T
C
UTR_3_PRIME
MODIFIER





102
Chr09
4553806
A
G
UTR_3_PRIME
MODIFIER





103
Chr09
4553816
A
G
UTR_3_PRIME
MODIFIER





104
Chr09
4553817
C
G
UTR_3_PRIME
MODIFIER





105
Chr09
4553826
C
A
UTR_3_PRIME
MODIFIER





106
Chr09
4553843
A
G
UTR_3_PRIME
MODIFIER





107
Chr09
4553852
T
A
UTR_3_PRIME
MODIFIER





108
Chr09
4553861
C
A
UTR_3_PRIME
MODIFIER





109
Chr09
4553864
A
G
UTR_3_PRIME
MODIFIER





110
Chr09
4553881
T
C
UTR_3_PRIME
MODIFIER





111
Chr09
4553914
C
T
UTR_3_PRIME
MODIFIER





112
Chr09
4553927
T
A
UTR_3_PRIME
MODIFIER





113
Chr09
4553950
G
A
UTR_3_PRIME
MODIFIER





114
Chr09
4553952
C
G
UTR_3_PRIME
MODIFIER





115
Chr09
4553953
T
A
UTR_3_PRIME
MODIFIER





116
Chr09
4553959
C
T
UTR_3_PRIME
MODIFIER





117
Chr09
4553960
C
T
UTR_3_PRIME
MODIFIER





118
Chr09
4553961
G
C
UTR_3_PRIME
MODIFIER





119
Chr09
4553981
A
G
UTR_3_PRIME
MODIFIER





120
Chr09
4554000
A
T
UTR_3_PRIME
MODIFIER





121
Chr09
4554001
T
G
UTR_3_PRIME
MODIFIER





122
Chr09
4554003
G
C
UTR_3_PRIME
MODIFIER





123
Chr09
4554010
T
G
UTR_3_PRIME
MODIFIER





124
Chr09
4554033
C
T
UTR_3_PRIME
MODIFIER





125
Chr09
4554035
C
G
UTR_3_PRIME
MODIFIER





126
Chr09
4554037
CATATA
CATA
UTR_3_PRIME
MODIFIER





127
Chr09
4554046
GTTTT
GTT
UTR_3_PRIME
MODIFIER





128
Chr09
4554071
A
C
UTR_3_PRIME
MODIFIER





129
Chr09
4554079
A
G
UTR_3_PRIME
MODIFIER





130
Chr09
4554101
G
C
UTR_3_PRIME
MODIFIER





131
Chr09
4554104
GATATA
GATATATA
UTR_3_PRIME
MODIFIER





132
Chr09
4554112
C
T
UTR_3_PRIME
MODIFIER





133
Chr09
4554123
T
G
UTR_3_PRIME
MODIFIER





134
Chr09
4554127
C
T
UTR_3_PRIME
MODIFIER





135
Chr09
4554133
A
T
UTR_3_PRIME
MODIFIER





136
Chr09
4554137
T
A
UTR_3_PRIME
MODIFIER





137
Chr09
4554154
GAAAAA
GAAAA
UTR_3_PRIME
MODIFIER





138
Chr09
4554201
C
T
UTR_3_PRIME
MODIFIER





139
Chr09
4554213
T
C
UTR_3_PRIME
MODIFIER





140
Chr09
4554239
T
G
UTR_3_PRIME
MODIFIER





141
Chr09
4554265
G
T
UTR_3_PRIME
MODIFIER





142
Chr09
4554268
G
C
UTR_3_PRIME
MODIFIER





143
Chr09
4554269
T
C
UTR_3_PRIME
MODIFIER





144
Chr09
4554277
A
T
UTR_3_PRIME
MODIFIER





145
Chr09
4554310
C
A
UTR_3_PRIME
MODIFIER





146
Chr09
4554322
C
T
UTR_3_PRIME
MODIFIER





147
Chr09
4554323
G
A
UTR_3_PRIME
MODIFIER





148
Chr09
4554346
G
C
UTR_3_PRIME
MODIFIER





149
Chr09
4554352
G
A
UTR_3_PRIME
MODIFIER





150
Chr09
4554366
T
C
UTR_3_PRIME
MODIFIER





151
Chr09
4554377
T
C
UTR_3_PRIME
MODIFIER





152
Chr09
4554383
C
A
UTR_3_PRIME
MODIFIER





153
Chr09
4554390
G
C
UTR_3_PRIME
MODIFIER





154
Chr09
4554397
A
T
UTR_3_PRIME
MODIFIER





155
Chr09
4554417
A
C
UTR_3_PRIME
MODIFIER





156
Chr09
4554423
T
C
UTR_3_PRIME
MODIFIER





157
Chr09
4554431
G
A
UTR_3_PRIME
MODIFIER





158
Chr09
4554469
G
T
UTR_3_PRIME
MODIFIER





159
Chr09
4554471
TCCC
TCC
UTR_3_PRIME
MODIFIER





160
Chr09
4554489
C
A
UTR_3_PRIME
MODIFIER





161
Chr09
4554498
T
G
UTR_3_PRIME
MODIFIER





162
Chr09
4554514
T
G
UTR_3_PRIME
MODIFIER





163
Chr09
4554525
T
C
UTR_3_PRIME
MODIFIER





164
Chr09
4554538
G
A
UTR_3_PRIME
MODIFIER





165
Chr09
4554542
G
A
UTR_3_PRIME
MODIFIER





166
Chr09
4554555
T
G
UTR_3_PRIME
MODIFIER





167
Chr09
4554561
G
A
UTR_3_PRIME
MODIFIER





168
Chr09
4554568
G
A
UTR_3_PRIME
MODIFIER





169
Chr09
4554571
T
C
UTR_3_PRIME
MODIFIER





170
Chr09
4551139
C
A
UTR_5_PRIME
MODIFIER





171
Chr09
4551174
G
T
UTR_5_PRIME
MODIFIER





172
Chr09
4551180
G
C
UTR_5_PRIME
MODIFIER





173
Chr09
4551225
G
A
UTR_5_PRIME
MODIFIER





174
Chr09
4551234
G
T
UTR_5_PRIME
MODIFIER





175
Chr09
4551262
G
A
UTR_5_PRIME
MODIFIER





176
Chr09
4551268
G
C
UTR_5_PRIME
MODIFIER





177
Chr09
4551274
A
G
UTR_5_PRIME
MODIFIER





178
Chr09
4551293
T
A
UTR_5_PRIME
MODIFIER
















TABLE 4







G-type lecRLK Mutations














Chromosome
Genomic Position
Reference
Variant
Mutation type
Predicted impact
















 1
Chr05
1443941
AGGG
AGG
FRAME_SHIFT
HIGH





 2
Chr05
1441171
G
A
STOP_GAINED
HIGH





 3
Chr05
1440955
G
C
NON_SYNONYMOUS_CODING
MODERATE





 4
Chr05
1441257
A
C
NON_SYNONYMOUS_CODING
MODERATE





 5
Chr05
1441285
C
A
NON_SYNONYMOUS_CODING
MODERATE





 6
Chr05
1441299
G
A
NON_SYNONYMOUS_CODING
MODERATE





 7
Chr05
1441335
G
T
NON_SYNONYMOUS_CODING
MODERATE





 8
Chr05
1441342
G
C
NON_SYNONYMOUS_CODING
MODERATE





 9
Chr05
1441521
A
G
NON_SYNONYMOUS_CODING
MODERATE





10
Chr05
1441527
G
T
NON_SYNONYMOUS_CODING
MODERATE





11
Chr05
1441714
A
G
NON_SYNONYMOUS_CODING
MODERATE





12
Chr05
1441774
G
A
NON_SYNONYMOUS_CODING
MODERATE





13
Chr05
1441801
G
T
NON_SYNONYMOUS_CODING
MODERATE





14
Chr05
1442114
G
A
NON_SYNONYMOUS_CODING
MODERATE





15
Chr05
1442155
A
G
NON_SYNONYMOUS_CODING
MODERATE





16
Chr05
1442216
C
G
NON_SYNONYMOUS_CODING
MODERATE





17
Chr05
1442248
A
T
NON_SYNONYMOUS_CODING
MODERATE





18
Chr05
1443622
C
T
NON_SYNONYMOUS_CODING
MODERATE





19
Chr05
1443631
C
A
NON_SYNONYMOUS_CODING
MODERATE





20
Chr05
1443654
G
T
NON_SYNONYMOUS_CODING
MODERATE





21
Chr05
1443681
T
C
NON_SYNONYMOUS_CODING
MODERATE





22
Chr05
1443723
A
G
NON_SYNONYMOUS_CODING
MODERATE





23
Chr05
1443742
A
T
NON_SYNONYMOUS_CODING
MODERATE





24
Chr05
1443863
G
A
NON_SYNONYMOUS_CODING
MODERATE





25
Chr05
1443876
T
A
NON_SYNONYMOUS_CODING
MODERATE





26
Chr05
1443890
G
A
NON_SYNONYMOUS_CODING
MODERATE





27
Chr05
1444399
A
G
NON_SYNONYMOUS_CODING
MODERATE





28
Chr05
1444407
G
T
NON_SYNONYMOUS_CODING
MODERATE





29
Chr05
1444417
T
C
NON_SYNONYMOUS_CODING
MODERATE





30
Chr05
1444418
C
A
NON_SYNONYMOUS_CODING
MODERATE





31
Chr05
1444420
A
G
NON_SYNONYMOUS_CODING
MODERATE





32
Chr05
1444421
A
T
NON_SYNONYMOUS_CODING
MODERATE





33
Chr05
1444422
T
A
NON_SYNONYMOUS_CODING
MODERATE





34
Chr05
1444438
A
T
NON_SYNONYMOUS_CODING
MODERATE





35
Chr05
1444448
T
C
NON_SYNONYMOUS_CODING
MODERATE





36
Chr05
1444451
T
C
NON_SYNONYMOUS_CODING
MODERATE





37
Chr05
1444520
G
T
NON_SYNONYMOUS_CODING
MODERATE





38
Chr05
1444525
G
T
NON_SYNONYMOUS_CODING
MODERATE





39
Chr05
1444541
T
C
NON_SYNONYMOUS_CODING
MODERATE





40
Chr05
1444554
A
G
NON_SYNONYMOUS_CODING
MODERATE





41
Chr05
1444565
C
T
NON_SYNONYMOUS_CODING
MODERATE





42
Chr05
1444579
G
T
NON_SYNONYMOUS_CODING
MODERATE





43
Chr05
1444635
A
C
NON_SYNONYMOUS_CODING
MODERATE





44
Chr05
1444636
G
A
NON_SYNONYMOUS_CODING
MODERATE





45
Chr05
1444664
C
A
NON_SYNONYMOUS_CODING
MODERATE





46
Chr05
1444670
C
T
NON_SYNONYMOUS_CODING
MODERATE





47
Chr05
1444678
G
A
NON_SYNONYMOUS_CODING
MODERATE





48
Chr05
1444694
T
C
NON_SYNONYMOUS_CODING
MODERATE





49
Chr05
1444735
T
A
UTR_3_PRIME
MODIFIER





50
Chr05
1444736
G
T
UTR_3_PRIME
MODIFIER





51
Chr05
1444746
CAATA
CA
UTR_3_PRIME
MODIFIER





52
Chr05
1444751
T
C
UTR_3_PRIME
MODIFIER





53
Chr05
1444768
T
C
UTR_3_PRIME
MODIFIER





54
Chr05
1444769
G
A
UTR_3_PRIME
MODIFIER





55
Chr05
1444772
T
C
UTR_3_PRIME
MODIFIER





56
Chr05
1444778
G
C
UTR_3_PRIME
MODIFIER





57
Chr05
1444780
T
G
UTR_3_PRIME
MODIFIER





58
Chr05
1444855
C
A
UTR_3_PRIME
MODIFIER





59
Chr05
1444864
G
T
UTR_3_PRIME
MODIFIER





60
Chr05
1444877
A
C
UTR_3_PRIME
MODIFIER





61
Chr05
1444897
A
T
UTR_3_PRIME
MODIFIER





62
Chr05
1444911
C
A
UTR_3_PRIME
MODIFIER





63
Chr05
1444915
T
C
UTR_3_PRIME
MODIFIER





64
Chr05
1444940
T
G
UTR_3_PRIME
MODIFIER





65
Chr05
1444946
T
C
UTR_3_PRIME
MODIFIER
















TABLE 5







Significant GWAS associations after correcting for multiple testing.













Gene Model
Chrom.
SNP_Position
P-value
Annotation





  1
Potri.005G012100
Chr05
  942546
1.56E−38
Receptor like protein 9





  2
Potri.005G012100
Chr05
  942550
1.56E−38
Receptor like protein 9





  3
Potri.005G012100
Chr05
  942545
1.56E−38
Receptor like protein 9





  4
Potri.008G109900
Chr08
 6995698
1.64E−32
Aminoalcoholphosphotransferase 1





  5
Potri.008G109900
Chr08
 6995698
1.64E−32
Aminoalcoholphosphotransferase 1





  6
Potri.008G109900
Chr08
 6995698
1.64E−32
Aminoalcoholphosphotransferase 1





  7
Potri.008G109900
Chr08
 6995698
1.64E−32
Aminoalcoholphosphotransferase 1





  8
Potri.009G038300
Chr09
 4667416
1.57E−16
Hypothetical protein





  9
Potri.009G038300
Chr09
 4667416
1.57E−16
Hypothetical protein





 10
Potri.009G036300
Chr09
 4548711
2.15E−16
Concanavalin A-like lectin protein kinase







fam. Prot.





 11
Potri.003G028200
Chr03
 3517268
2.78E−14
Receptor like protein 9





 12
Potri.005G017800
Chr05
 1440266
1.61E−13
Hypothetical protein





 13
Potri.005G017900
Chr05
 1440266
1.61E−13
Photosystem II reaction center protein A





 14
Potri.005G018000
Chr05
 1440266
1.61E−13
Receptor kinase 3





 15
Potri.017G112200
Chr17
12775856
1.86E−12
DNAJ heat shock N-terminal domain-







containing protein





 16
Potri.017G112200
Chr17
12775856
1.86E−12
DNAJ heat shock N-terminal domain-







containing protein





 17
Potri.017G112100
Chr17
12775856
1.86E−12
ROTUNDIFOLIA like 21





 18
Potri.001G343800
Chr01
34910409
1.93E−12
NAC (No Apical Meristern) dom. transcr.







Reg. superfamily prot.





 19
Potri.001G343800
Chr01
34910409
1.93E−12
NAC domain containing protein 44





 20
Potri.013G134000
Chr13
14483703
3.68E−12
Acyl-CoA N-acyltransferases (NAT)







superfamily protein





 21
Potri.013G134100
Chr13
14483703
3.68E−12
Acyl-CoA N-acyltransferases (NAT)







superfamily protein





 22
Potri.T171100
scaf_1090
   11811
4.19E−12
Alpha/beta-Hydrolases superfamily protein





 23
Potri.005G006100
Chr05
  347660
4.50E−12
Glucose-6-phosphate dehydrogenase 4





 24
Potri.001G405800
Chr01
 4282396
6.70E−12
Hypothetical protein





 25
Potri.001G356900
Chr01
36549964
2.47E−11
Aspartic proteinase Al





 26
Potri.001G356900
Chr01
36549964
2.47E−11
Saposin-like aspartyl protease family







protein





 27
Potri.011G157900
Chrll
17521421
2.81E−11
FAD-binding Berberine family protein





 28
Potri.011G158000
Chr11
17521421
2.81E−11
FAD-binding Berberine family protein





 29
Potri.012G015200
Chr12
 1482730
4.63E−11
Hypothetical protein





 30
Potri.004G081000
Chr04
 6679501
6.06E−11
NAC domain containing protein 28





 31
Potri.012G017400
Chr12
 1637110
9.51E−11
Hypothetical protein





 32
Potri.014G175200
Chr14
14251122
1.29E−10
FRIGIDA-like protein





 33
Potri.014G175300
Chr14
14251122
1.29E−10
Tetratricopeptide repeat (TPR)-like







superfamily protein





 34
Potri.014G175400
Chr14
14255734
1.51E−10
Autophagocytosis-associated family







protein





 35
Potri.001G230100
Chr01
24216639
1.67E−10
Hypothetical protein





 36
Potri.001G230000
Chr01
24216639
1.67E−10
Callose synthase 1





 37
Potri.T124400
scaf_219
   20246
2.48E−10
Protein of unknown function (DUF784)





 38
Potri.014G175400
Chr14
14254718
2.63E−10
Autophagocytosis-associated family







protein





 39
Potri.014G175400
Chr14
14254989
2.88E−10
Autophagocytosis-associated family







protein





 40
Potri.019G103000
Chr19
13185553
3.13E−10
Protein of unknown function (DUF789)





 41
Potri.015G070600
Chr15
 9510893
3.35E−10
Aldehyde dehydrogenase 10A8





 42
Potri.001G123800
Chr01
10058355
3.58E−10
K+ uptake permease 11





 43
Potri.008G072200
Chr08
 4466268
4.13E−10
Glutaredoxin family protein





 44
Potri.014G175400
Chr14
14256095
4.17E−10
Autophagocytosis-associated family







protein





 45
Potri.005G124200
Chr05
 9704811
4.35E−10
Sulfite exporter TauE/SafE family protein





 46
Potri.014G175200
Chr14
14244625
4.93E−10
FRIGIDA-like protein





 47
Potri.002G227300
Chr02
21695916
5.70E−10
Cellulose synthase-like B4





 48
Potri.014G175400
Chr14
14255234
5.99E−10
Autophagocytosis-associated family







protein





 49
Potri.002G094200
Chr02
 6755705
6.83E−10
Related to AP2 4





 50
Potri.002G094000
Chr02
 6730841
6.99E−10
Glycosyl hydrolase family protein





 51
Potri.014G175200
Chr14
14245369
7.46E−10
FRIGIDA-like protein





 52
Potri.001G255200
Chr01
26481859
7.49E−10
Hypothetical protein





 53
Potri.014G175100
Chr14
14241230
7.71E−10
Hypothetical protein





 54
Potri.014G175200
Chr14
14241230
7.71E−10
FRIGIDA-like protein





 55
Potri.014G175400
Chr14
14256035
7.96E−10
Autophagocytosis-associated family







protein





 56
Potri.014G135900
Chr14
10379855
9.17E−10
Alpha/beta-Hydrolases superfamily







protein





 57
Potri.011G1.16600
Chill
14184154
9.28E−10
Hypothetical protein





 58
Potri.011G116700
Chr11
14184154
9.28E−10
Protein phosphatase 2C family protein





 59
Potri.014G175200
Chr14
14244219
1.21E−09
FRIGIDA-like protein





 60
Potri.014G175400
Chr14
14254916
1.23E−09
Autophagocytosis-associated family







protein





 61
Potri.014G175400
Chr14
14254848
1.23E−09
Autophagocytosis-associated family







protein





 62
Potri.014G175400
Chr14
14253905
1.27E−09
Autophagocytosis-associated family







protein





 63
Potri.014G175400
Chr14
14254273
1.32E−09
Autophagocytosis-associated family







protein





 64
Potri.014G175400
Chr14
14254137
1.32E−09
Autophagocytosis-associated family







protein





 65
Potri.014G175400
Chr14
14256452
0.34E−09
Autophagocytosis-associated family







protein





 66
Potri.001G376000
Chr01
39141278
1.38E−09
Hypothetical protein





 67
Potri.01.8G120400
Chr18
14437558
1.43E−09
Serine-rich protein-related





 68
Potri.T142000
scaf_376
   17926
1.45E−09
Hypothetical protein





 69
Potri.T142000
scaf_376
   17932
1.45E−09
Hypothetical protein





 70
Potri.001G360600
Chr01
37130691
1.45E−09
Beta-1,2-xylosyltransferase





 71
Potri.001G084500
Chr01
  671473
1.56E−09
Hypothetical protein





 72
Potri.005G229700
Chr05
23858336
1.90E−09
ADPGLC-PPase large subunit





 73
Potri.014G175400
Chr14
14253643
1.95E−09
Autophagocytosis-associated family







protein





 74
Potri.004G080800
Chr04
 6654075
2.10E−09
Protein prenylyltransferase superfamily







protein





 75
Potri.017G096300
Chr17
11367197
2.13E−09
Ralf-like 27





 76
Potri.010G225100
Chr10
20868986
2.16E−09
P-loop containing nucleoside triphosphate







hydrolases sup.fam. Prot.





 77
Potri.010G225000
Chr10
20868986
2.16E−09
SERINETIEIREONINE−PROTEIN KINASE WNK WITH







NO LYSINE -RELATED





 78
Potri.014G062900
Chr14
 4950047
2.19E−09
Receptor-like protein kinase-related







family protein





 79
Potri.002G094200
Chr02
 6754052
2.30E−09
Related to AP2 4





 80
Potri.011G153600
Chr11
17210797
2.44E−09
Hypothetical protein





 81
Potri.011G153500
Chrll
17210797
2.44E−09
HXXXD-type acyl-transferase family







protein





 82
Potri.009G083400
Chr09
 7856879
2.45E−09
Basic pathogenesis-related protein 1





 83
Potri.009G083500
Chr09
 7856879
2.45E−09
Cell wall/vacuolar inhibitor of







fructosidase 1





 84
Potri.017G054800
Chr17
 4860231
3.02E−09
Homeodomain-like superfamily protein





 85
Potri.014G175400
Chr14
14255253
3.11E−09
Autophagocytosis-associated family







protein





 86
Potri.001G294000
Chr01
29906043
3.17E−09
Voltage dependent anion channel 2





 87
Potri.014G175700
Chr14
14279419
3.22E−09
Alpha/beta-Hydrolases superfamily protein





 88
Potri.014G175400
Chr14
14253400
3.23E−09
Autophagocytosis-associated family







protein





 89
Potri.008G220900
Chr08
18637008
3.45E−09
Stigma-specific Stig1 family protein





 90
Potri.012G138700
Chr12
15331436
3.59E−09
Hypothetical protein





 91
Potri.013G116500
Chr13
12995989
4.09E−09
Gerrnin-like protein 5





 92
Potri.018G051500
Chr18
 5361852
4.11E−09
Hypothetical protein





 93
Potri.018G051600
Chr18
 5361852
4.11E−09
Mitochondrial transcription termination







factor family protein





 94
Potri.003G058000
Chr03
 8608000
4.21E−09
Pyridoxal phosphate PLP)-dependent







transferases superfamily protein





 95
Potri.003G058100
Chr03
 8608000
4.21E−09
Zinc ion binding;nucleic acid binding





 96
Potri.001G462200
Chr01
49633144
4.22E−09
FAD-binding Berberine family protein





 97
Potri.012G103600
Chr12
12790529
4.24E−09
Hypothetical protein





 98
Potri.012G103500
Chr12
12790529
4.24E−09
NAC domain containing protein 83





 99
Potri.012G103400
Chr12
12790529
4.24E−09
Translocase inner membrane subunit 8





100
Potri.007G138100
Chr07
14981038
4.32E−09
Erf domain protein 9





101
Potri.007G138000
Chr07
14981038
4.32E−09
Tyrosine transaminase family protein





102
Potri.001G059500
Chr01
 4572079
4.35E−09
Hypothetical protein





103
Potri.001G059600
Chr01
 4572079
4.35E−09
Hypothetical protein





104
Potri.001G059700
Chr01
 4572079
4.35E−09
Hypothetical protein





105
Potri.001G392500
Chr01
41105156
4.77E−09
Ubiquitin-conjugating enzyme 35





106
Potri.001G392500
Chr01
41105156
4.77E−09
Ubiquitin-conjugating enzyme 36





107
Potri.001G392500
Chr01
41105156
4.77E−09
Ubiquitin-conjugating enzyme 36





108
Potri.014G174800
Chr14
14190922
5.01E−09
Thioesterase/thiol ester dehydrase-







isomerase superfamily protein





109
Potri.014G1.68000
Chr14
13423394
5.24E−09
ATPase, F0 complex, subunit A protein





110
Potri.010G065200
Chr10
 9291084
5.28E−09
Auxin-induced protein 13





111
Potri.011G116600
Chr11
14183823
5.38E−09
Hypothetical protein





112
Potri.002G074700
Chr02
 5162812
5.75E−09
F-box/RNI-like superfamily protein





113
Potri.010G138500
Chr10
15105784
5.77E−09
P-loop containing nucleoside triphosphate







hydrolases superfamily protein








Claims
  • 1. A method of selecting a Populus plant resistant to a necrotrophic fungus comprising sequencing the Potri.003G028200, Potri.005G012100, and Potri.009G036300 genes of said plant, and;determining the functionality of the Potri.003G028200, Potri.005G012100, and Potri.009G036300 genes in said plant, thereby identifying that said plant is resistant to a necrotrophic fungus when each of the Potri.003G028200, Potri.005G012100, and Potri.009G036300 genes in said plant is substantially functional,wherein the Potri.003G028200 gene is substantially functional when the amino acid sequences of the Leucine-rich Repeat (LRR) domain, the plant specific Leucine-rich Repeat (LRR) domain and the signal peptide encoded by the RLP1 gene are identical to the respective domains of the protein encoded by the wild type Potri.003G028200 gene as defined by SEQ ID NO: 2;wherein Potri.005G012100 gene is substantially functional when the amino acid sequences of the Leucine-rich Repeat (LRR) domain, the plant specific Leucine-rich Repeat (LRR) domain and the signal peptide of the Potri.005G012100 gene are identical to the respective domains of the protein encoded by the wild type Potri.005G012100 gene as defined by SEQ ID NO: 4;and wherein L-type lecRLK gene is substantially functional when the amino acid sequences of the Protein Kinase domain, transmembrane domain, Legume lectin domain and the signal peptide of the L-type lecRLK gene are identical to the respective domains of the protein encoded by the wild type L-type lecRLK gene as defined by SEQ ID NO: 6.
  • 2. The method of claim 1, wherein said necrotropic fungus is from the Sphaerulina genus.
  • 3. The method of claim 2, wherein said necrotropic fungus is selected from the group consisting of Sphaerulina abeliceae, Sphaerulina aceris, Sphaerulina acetabulum, Sphaerulina acori, Sphaerulina aechmeae, Sphaerulina affinis, Sphaerulina albispiculata, Sphaerulina alni, Sphaerulina amelanchier, Sphaerulina amicta, Sphaerulina amphilomatis, Sphaerulina amygdali, Sphaerulina anemones, Sphaerulina annae, Sphaerulina antarctica, Sphaerulina arctica, Sphaerulina arthoniae, Sphaerulina assurgens, Sphaerulina aucubae, Sphaerulina azaleae, Sphaerulina baccarum, Sphaerulina bambusicola, Sphaerulina berberidis, Sphaerulina betulae, Sphaerulina blyttii, Sphaerulina bonariana, Sphaerulina boudieriana, Sphaerulina bryophila, Sphaerulina callista, Sphaerulina camelliae, Sphaerulina camelliae, Sphaerulina carestiae, Sphaerulina caricae, Sphaerulina caricis, Sphaerulina ceanothi, Sphaerulina centellae, Sphaerulina cercidis, Sphaerulina cetraricola, Sphaerulina cetrariicola, Sphaerulina chlorococca, Sphaerulina cibotii, Sphaerulina citri, Sphaerulina codiicola, Sphaerulina coffaeicola, Sphaerulina coffeicola, Sphaerulina concinna, Sphaerulina conflicta, Sphaerulina coriariae, Sphaerulina cornicola, Sphaerulina corniculata, Sphaerulina coronillae-junceae, Sphaerulina corynephora, Sphaerulina cucumeris, Sphaerulina cucurbitae, Sphaerulina datiscae, Sphaerulina diapensiae, Sphaerulina dioscoreae, Sphaerulina divergens, Sphaerulina dolichotera, Sphaerulina dryadis, Sphaerulina dryophila, Sphaerulina dubiella, Sphaerulina empetri, Sphaerulina endococcoidea, Sphaerulina epigaea, Sphaerulina eucalypti, Sphaerulina ferruginosa, Sphaerulina frondicola, Sphaerulina fuegiana, Sphaerulina gei, Sphaerulina gentianae, Sphaerulina gigantea, Sphaerulina giliae, Sphaerulina hainensis, Sphaerulina halophila, Sphaerulina hamadryadum, Sphaerulina hederae, Sphaerulina helicicola, Sphaerulina hyperici, Sphaerulina inaequalis, Sphaerulina inquinans, Sphaerulina intermedia, Sphaerulina intermixta, Sphaerulina Ipomoeae, Sphaerulina islandica, Sphaerulina iwatensis, Sphaerulina juglandis, Sphaerulina leightonii, Sphaerulina lepidiotae, Sphaerulina limnanthemi, Sphaerulina lini, Sphaerulina linicola, Sphaerulina ludwigiae, Sphaerulina mappiae, Sphaerulina marattiae, Sphaerulina marginata, Sphaerulina maroccana, Sphaerulina marsileae, Sphaerulina maydis, Sphaerulina menispermi, Sphaerulina microthyrioides, Sphaerulina mimosae-pigrae, Sphaerulina miyakei, Sphaerulina musae, Sphaerulina muscicola, Sphaerulina muscorum, Sphaerulina musicola, Sphaerulina musiva, Sphaerulina myriadea, Sphaerulina myriadea subsp. myriadea, Sphaerulina myrtillina, Sphaerulina naumovii, Sphaerulina nephromiaria, Sphaerulina oleifolia, Sphaerulina orae-maris, Sphaerulina oryzae, Sphaerulina oryzina, Sphaerulina oxalidis, Sphaerulina oxyacanthae, Sphaerulina pallens, Sphaerulina parvipuncta, Sphaerulina patriniae, Sphaerulina paulistana, Sphaerulina peckii, Sphaerulina pedicellata, Sphaerulina pelargonii, Sphaerulina phalaenopsidis, Sphaerulina phellogena, Sphaerulina phoenicis, Sphaerulina phyllostachydis, Sphaerulina pini, Sphaerulina plantaginea, Sphaerulina pleuropogonis, Sphaerulina polygonorum, Sphaerulina polypodii, Sphaerulina polypodii, Sphaerulina polyspora, Sphaerulina populi, Sphaerulina populicola, Sphaerulina porothelia, Sphaerulina potebniae, Sphaerulina potentillae, Sphaerulina poterii, Sphaerulina primulicola, Sphaerulina pruni, Sphaerulina pseudovirgaureae, Sphaerulina pterocarpi, Sphaerulina pulii, Sphaerulina quercicola, Sphaerulina quercifolia, Sphaerulina quitensis, Sphaerulina rehmiana, Sphaerulina rhabdoclinis, Sphaerulina rhodeae, Sphaerulina rhododendri, Sphaerulina rhododendricola, Sphaerulina rubi, Sphaerulina saccardiana, Sphaerulina saccardoana, Sphaerulina sacchari, Sphaerulina salicina, Sphaerulina sambucina, Sphaerulina sasae, Sphaerulina schaereri, Sphaerulina scirpi, Sphaerulina sepincola, Sphaerulina serograpta, Sphaerulina silacincola, Sphaerulina smilacincola, Sphaerulina socia, Sphaerulina spartii, Sphaerulina staphyleae, Sphaerulina staurochili, Sphaerulina steganostroma, Sphaerulina subgen, Pharcidiella, Sphaerulina subgen, Sphaerulina, Sphaerulina sub glacialis, Sphaerulina subtropica, Sphaerulina suchumica, Sphaerulina tabacinae, Sphaerulina tanaceti, Sphaerulina tarda, Sphaerulina taxi, Sphaerulina taxicola, Sphaerulina thujopsidis, Sphaerulina tiliaris, Sphaerulina tirolensis, Sphaerulina todeae, Sphaerulina trapae-bispinosae, Sphaerulina trifolii, Sphaerulina tritici, Sphaerulina umbilicata, Sphaerulina valerianae, Sphaerulina viciae, Sphaerulina vincae, Sphaerulina violae, Sphaerulina vismiae, Sphaerulina vulpina, Sphaerulina westendorpii, Sphaerulina worsdellii, Sphaerulina xerophylli, Sphaerulina yerbae, Sphaerulina ziziphi, Sphaerulina zizyphae, and Sphaerulina zizyphi.
  • 4. A method of determining necrotropic fungi resistance in a Populus plant comprising infecting said plant with a necrotropic fungus; anddetecting the expression level of at least one gene selected from the group consisting of Potri.003G028200, Potri.005G012100, and Potri.009G036300 genes before and after the infection, wherein a transient increase in the expression level of the at least one gene 24 hours after the infection indicates that the plant is resistant to said necrotropic fungus.
  • 5. The method of claim 4, wherein said necrotropic fungus is from genus Sphaerulina.
  • 6. The method of claim 5, wherein said necrotropic fungus is selected from the group consisting of Sphaerulina abeliceae, Sphaerulina aceris, Sphaerulina acetabulum, Sphaerulina acori, Sphaerulina aechmeae, Sphaerulina affinis, Sphaerulina albispiculata, Sphaerulina alni, Sphaerulina amelanchier, Sphaerulina amicta, Sphaerulina amphilomatis, Sphaerulina amygdali, Sphaerulina anemones, Sphaerulina annae, Sphaerulina antarctica, Sphaerulina arctica, Sphaerulina arthoniae, Sphaerulina assurgens, Sphaerulina aucubae, Sphaerulina azaleae, Sphaerulina baccarum, Sphaerulina bambusicola, Sphaerulina berberidis, Sphaerulina betulae, Sphaerulina blyttii, Sphaerulina bonariana, Sphaerulina boudieriana, Sphaerulina bryophila, Sphaerulina callista, Sphaerulina camelliae, Sphaerulina camelliae, Sphaerulina carestiae, Sphaerulina caricae, Sphaerulina caricis, Sphaerulina ceanothi, Sphaerulina centellae, Sphaerulina cercidis, Sphaerulina cetraricola, Sphaerulina cetrariicola, Sphaerulina chlorococca, Sphaerulina cibotii, Sphaerulina citri, Sphaerulina codiicola, Sphaerulina coffaeicola, Sphaerulina coffeicola, Sphaerulina concinna, Sphaerulina conflicta, Sphaerulina coriariae, Sphaerulina cornicola, Sphaerulina corniculata, Sphaerulina coronillae-junceae, Sphaerulina corynephora, Sphaerulina cucumeris, Sphaerulina cucurbitae, Sphaerulina datiscae, Sphaerulina diapensiae, Sphaerulina dioscoreae, Sphaerulina divergens, Sphaerulina dolichotera, Sphaerulina dryadis, Sphaerulina dryophila, Sphaerulina dubiella, Sphaerulina empetri, Sphaerulina endococcoidea, Sphaerulina epigaea, Sphaerulina eucalypti, Sphaerulina ferruginosa, Sphaerulina frondicola, Sphaerulina fuegiana, Sphaerulina gei, Sphaerulina gentianae, Sphaerulina gigantea, Sphaerulina giliae, Sphaerulina hainensis, Sphaerulina halophila, Sphaerulina hamadryadum, Sphaerulina hederae, Sphaerulina helicicola, Sphaerulina hyperici, Sphaerulina inaequalis, Sphaerulina inquinans, Sphaerulina intermedia, Sphaerulina intermixta, Sphaerulina Ipomoeae, Sphaerulina islandica, Sphaerulina iwatensis, Sphaerulina juglandis, Sphaerulina leightonii, Sphaerulina lepidiotae, Sphaerulina limnanthemi, Sphaerulina lini, Sphaerulina linicola, Sphaerulina ludwigiae, Sphaerulina mappiae, Sphaerulina marattiae, Sphaerulina marginata, Sphaerulina maroccana, Sphaerulina marsileae, Sphaerulina maydis, Sphaerulina menispermi, Sphaerulina microthyrioides, Sphaerulina mimosae-pigrae, Sphaerulina miyakei, Sphaerulina musae, Sphaerulina muscicola, Sphaerulina muscorum, Sphaerulina musicola, Sphaerulina musiva, Sphaerulina myriadea, Sphaerulina myriadea subsp. myriadea, Sphaerulina myrtillina, Sphaerulina naumovii, Sphaerulina nephromiaria, Sphaerulina oleifolia, Sphaerulina orae-maris, Sphaerulina oryzae, Sphaerulina oryzina, Sphaerulina oxalidis, Sphaerulina oxyacanthae, Sphaerulina pallens, Sphaerulina parvipuncta, Sphaerulina patriniae, Sphaerulina paulistana, Sphaerulina peckii, Sphaerulina pedicellata, Sphaerulina pelargonii, Sphaerulina phalaenopsidis, Sphaerulina phellogena, Sphaerulina phoenicis, Sphaerulina phyllostachydis, Sphaerulina pini, Sphaerulina plantaginea, Sphaerulina pleuropogonis, Sphaerulina polygonorum, Sphaerulina polypodii, Sphaerulina polypodii, Sphaerulina polyspora, Sphaerulina populi, Sphaerulina populicola, Sphaerulina porothelia, Sphaerulina potebniae, Sphaerulina potentillae, Sphaerulina poterii, Sphaerulina primulicola, Sphaerulina pruni, Sphaerulina pseudovirgaureae, Sphaerulina pterocarpi, Sphaerulina pulii, Sphaerulina quercicola, Sphaerulina quercifolia, Sphaerulina quitensis, Sphaerulina rehmiana, Sphaerulina rhabdoclinis, Sphaerulina rhodeae, Sphaerulina rhododendri, Sphaerulina rhododendricola, Sphaerulina rubi, Sphaerulina saccardiana, Sphaerulina saccardoana, Sphaerulina sacchari, Sphaerulina salicina, Sphaerulina sambucina, Sphaerulina sasae, Sphaerulina schaereri, Sphaerulina scirpi, Sphaerulina sepincola, Sphaerulina serograpta, Sphaerulina silacincola, Sphaerulina smilacincola, Sphaerulina socia, Sphaerulina spartii, Sphaerulina staphyleae, Sphaerulina staurochili, Sphaerulina steganostroma, Sphaerulina subgen, Pharcidiella, Sphaerulina subgen, Sphaerulina, Sphaerulina subglacialis, Sphaerulina subtropica, Sphaerulina suchumica, Sphaerulina tabacinae, Sphaerulina tanaceti, Sphaerulina tarda, Sphaerulina taxi, Sphaerulina taxicola, Sphaerulina thujopsidis, Sphaerulina tiliaris, Sphaerulina tirolensis, Sphaerulina todeae, Sphaerulina trapae-bispinosae, Sphaerulina trifolii, Sphaerulina tritici, Sphaerulina umbilicata, Sphaerulina valerianae, Sphaerulina viciae, Sphaerulina vincae, Sphaerulina violae, Sphaerulina vismiae, Sphaerulina vulpina, Sphaerulina westendorpii, Sphaerulina worsdellii, Sphaerulina xerophylli, Sphaerulina yerbae, Sphaerulina ziziphi, Sphaerulina zizyphae, and Sphaerulina zizyphi.
  • 7. A method of converting a necrotropic fungi-susceptible Populus plant into a necrotropic fungi-resistant Populus plant comprising sequencing the Potri.003G028200, Potri.005G012100, and Potri.009G036300 genes in said plant;determining the presence of a deleterious mutation in at least one of the Potri.003G028200, Potri.005G012100, and Potri.009G036300; andrestoring the function of said at least one of the Potri.003G028200, Potri.005G012100, Potri.009G036300 genes comprising said deleterious mutation.
  • 8. The method of claim 7, wherein said restoring of the function of said at least one of said Potri.003G028200, Potri.005G012100, Potri.009G036300 genes is achieved by CRISPR-mediated genome editing.
  • 9. The method of claim 8, wherein said CRISPR-mediated genome editing comprises introducing said plant a first nucleic acid encoding a Cas9 nuclease, a second nucleic acid comprising a guide RNA (gRNA) and a third nucleic acid comprising a homologous repair template of said at least one of the Potri.003G028200, Potri.005G012100, and Potri.009G036300 genes comprising said deleterious mutation.
  • 10. The method of claim 7, wherein said restoring of the function of said at least one of said Potri.003G028200, Potri.005G012100, Potri.009G036300 genes comprising said deleterious mutation is achieved by introducing into said plant at least one plasmid comprising a substantially functional Potri.003G028200, Potri.005G012100, or Potri.009G036300 gene corresponding to the at least one mutated Potri.003G028200, Potri.005G012100, or Potri.009G036300 gene.
  • 11. The method of claim 7, wherein the deleterious mutation in the Potri.003G028200 gene is selected from the group consisting of the genomic mutations described Table 1.
  • 12. The method of claim 7, wherein the deleterious mutation in the Potri.005G012100 gene is selected from the group consisting of the genomic mutations described Table 2.
  • 13. The method of claim 7, wherein the deleterious mutation in the Potri.009G036300 gene is selected from the group consisting of the genomic mutations described Table 3.
  • 14. The method of claim 7, further comprising inactivating the Potri.005G018000 gene in said plant.
  • 15. The method of claim 7, wherein said necrotropic fungus is from genus Sphaerulina.
  • 16. The method of claim 7, wherein said necrotropic fungus is selected from the group consisting of Sphaerulina musiva, Sphaerulina oryzina, Sphaerulina rehmiana and Sphaerulina rubi.
  • 17. A method of converting a necrotropic fungi-susceptible plant into a necrotropic fungi-resistant plant comprising inactivating a Potri.005G018000 gene in said plant.
  • 18. The method of claim 17, wherein said necrotropic fungus is from genus Sphaerulina.
  • 19. The method of claim 17, wherein said necrotropic fungus is selected from the group consisting of Sphaerulina musiva, Sphaerulina oryzina, Sphaerulina rehmiana and Sphaerulina rubi.
  • 20. A method of determining necrotropic fungi resistance in a Populus plant comprising infecting said plant with a necrotropic fungus; anddetermining the expression levels of one or more genes selected from the group consisting of Potri.003G028200, Potri.005G012100, Potri.009G036300, Potri.017G003600, Potri.T075000, Potri.017G035500, Potri.018G019700, Potri.013G090300 and Potri.013G090300 genes before and after the infection, wherein a transient increase in the expression level of said one or more genes around 24 hours after the infection indicates that the plant is resistant to said necrotropic fungus.
  • 21. The method of claim 20, wherein said necrotropic fungus is from genus Sphaerulina.
  • 22. The method of claim 20, wherein said necrotropic fungus is selected from the group consisting of Sphaerulina abeliceae, Sphaerulina aceris, Sphaerulina acetabulum, Sphaerulina acori, Sphaerulina aechmeae, Sphaerulina affinis, Sphaerulina albispiculata, Sphaerulina alni, Sphaerulina amelanchier, Sphaerulina amicta, Sphaerulina amphilomatis, Sphaerulina amygdali, Sphaerulina anemones, Sphaerulina annae, Sphaerulina antarctica, Sphaerulina arctica, Sphaerulina arthoniae, Sphaerulina assurgens, Sphaerulina aucubae, Sphaerulina azaleae, Sphaerulina baccarum, Sphaerulina bambusicola, Sphaerulina berberidis, Sphaerulina betulae, Sphaerulina blyttii, Sphaerulina bonariana, Sphaerulina boudieriana, Sphaerulina bryophila, Sphaerulina callista, Sphaerulina camelliae, Sphaerulina camelliae, Sphaerulina carestiae, Sphaerulina caricae, Sphaerulina caricis, Sphaerulina ceanothi, Sphaerulina centellae, Sphaerulina cercidis, Sphaerulina cetraricola, Sphaerulina cetrariicola, Sphaerulina chlorococca, Sphaerulina cibotii, Sphaerulina citri, Sphaerulina codiicola, Sphaerulina coffaeicola, Sphaerulina coffeicola, Sphaerulina concinna, Sphaerulina conflicta, Sphaerulina coriariae, Sphaerulina cornicola, Sphaerulina corniculata, Sphaerulina coronillae-junceae, Sphaerulina corynephora, Sphaerulina cucumeris, Sphaerulina cucurbitae, Sphaerulina datiscae, Sphaerulina diapensiae, Sphaerulina dioscoreae, Sphaerulina divergens, Sphaerulina dolichotera, Sphaerulina dryadis, Sphaerulina dryophila, Sphaerulina dubiella, Sphaerulina empetri, Sphaerulina endococcoidea, Sphaerulina epigaea, Sphaerulina eucalypti, Sphaerulina ferruginosa, Sphaerulina frondicola, Sphaerulina fuegiana, Sphaerulina gei, Sphaerulina gentianae, Sphaerulina gigantea, Sphaerulina giliae, Sphaerulina hainensis, Sphaerulina halophila, Sphaerulina hamadryadum, Sphaerulina hederae, Sphaerulina helicicola, Sphaerulina hyperici, Sphaerulina inaequalis, Sphaerulina inquinans, Sphaerulina intermedia, Sphaerulina intermixta, Sphaerulina Ipomoeae, Sphaerulina islandica, Sphaerulina iwatensis, Sphaerulina juglandis, Sphaerulina leightonii, Sphaerulina lepidiotae, Sphaerulina limnanthemi, Sphaerulina lini, Sphaerulina linicola, Sphaerulina ludwigiae, Sphaerulina mappiae, Sphaerulina marattiae, Sphaerulina marginata, Sphaerulina maroccana, Sphaerulina marsileae, Sphaerulina maydis, Sphaerulina menispermi, Sphaerulina microthyrioides, Sphaerulina mimosae-pigrae, Sphaerulina miyakei, Sphaerulina musae, Sphaerulina muscicola, Sphaerulina muscorum, Sphaerulina musicola, Sphaerulina musiva, Sphaerulina myriadea, Sphaerulina myriadea subsp. myriadea, Sphaerulina myrtillina, Sphaerulina naumovii, Sphaerulina nephromiaria, Sphaerulina oleifolia, Sphaerulina orae-maxis, Sphaerulina oryzae, Sphaerulina oryzina, Sphaerulina oxalidis, Sphaerulina oxyacanthae, Sphaerulina pallens, Sphaerulina parvipuncta, Sphaerulina patriniae, Sphaerulina paulistana, Sphaerulina peckii, Sphaerulina pedicellata, Sphaerulina pelargonii, Sphaerulina phalaenopsidis, Sphaerulina phellogena, Sphaerulina phoenicis, Sphaerulina phyllostachydis, Sphaerulina pini, Sphaerulina plantaginea, Sphaerulina pleuropogonis, Sphaerulina polygonorum, Sphaerulina polypodii, Sphaerulina polypodii, Sphaerulina polyspora, Sphaerulina populi, Sphaerulina populicola, Sphaerulina porothelia, Sphaerulina potebniae, Sphaerulina potentillae, Sphaerulina poterii, Sphaerulina primulicola, Sphaerulina pruni, Sphaerulina pseudovirgaureae, Sphaerulina pterocarpi, Sphaerulina pulii, Sphaerulina quercicola, Sphaerulina quercifolia, Sphaerulina quitensis, Sphaerulina rehmiana, Sphaerulina rhabdoclinis, Sphaerulina rhodeae, Sphaerulina rhododendri, Sphaerulina rhododendricola, Sphaerulina rubi, Sphaerulina saccardiana, Sphaerulina saccardoana, Sphaerulina sacchari, Sphaerulina salicina, Sphaerulina sambucina, Sphaerulina sasae, Sphaerulina schaereri, Sphaerulina scirpi, Sphaerulina sepincola, Sphaerulina serograpta, Sphaerulina silacincola, Sphaerulina smilacincola, Sphaerulina socia, Sphaerulina spartii, Sphaerulina staphyleae, Sphaerulina staurochili, Sphaerulina steganostroma, Sphaerulina subgen, Pharcidiella, Sphaerulina subgen, Sphaerulina, Sphaerulina sub glacialis, Sphaerulina subtropica, Sphaerulina suchumica, Sphaerulina tabacinae, Sphaerulina tanaceti, Sphaerulina tarda, Sphaerulina taxi, Sphaerulina taxicola, Sphaerulina thujopsidis, Sphaerulina tiliaris, Sphaerulina tirolensis, Sphaerulina todeae, Sphaerulina trapae-bispinosae, Sphaerulina trifolii, Sphaerulina tritici, Sphaerulina umbilicata, Sphaerulina valerianae, Sphaerulina viciae, Sphaerulina vincae, Sphaerulina violae, Sphaerulina vismiae, Sphaerulina vulpina, Sphaerulina westendorpii, Sphaerulina worsdellii, Sphaerulina xerophylli, Sphaerulina yerbae, Sphaerulina ziziphi, Sphaerulina zizyphae, and Sphaerulina zizyphi.
CROSS REFERENCE TO RELATED APPLICATIONS

This application claims the benefit of priority from U.S. Provisional Application No. 62/585,105, filed Nov. 13, 2017, the entire contents of which are incorporated herein by reference.

STATEMENT REGARDING FEDERALLY SPONSORED RESEARCH OR DEVELOPMENT

This invention was made with government support under a research project supported by Prime Contract No. DE-AC05-00OR22725 awarded by the U.S. Department of Energy. The government has certain rights in this invention.

Non-Patent Literature Citations (36)
Entry
Vaid et al (2013 Molecular Plant 6:1405-1418 (Year: 2013).
Leboldus, J.M., et al., “A method to induce stem cankers by inoculating nonwounded Populus clones with Septoria musiva spore suspensions”, Plant Dis., (2010), 94, 1238-1242.
Belhaj, et al., “Plant genome editing made easy: targeted mutagenesis in model and crop plants using the CRISPR/Cas system.” Plant methods, (2013), 9.1: 39.
Carroll, D. “Genome engineering with zinc-finger nucleases.” Genetics, (2011), 188.4: 773-782.
Liang, H., et al. “Comparative expression analysis of resistant and susceptible Populus clones inoculated with Septoria musiva.” Plant Science, (2014), 223: 69-78.
Newcombe, G., et al., “Recessive resistance to Septoria stem canker of hybrid poplar.” Phytopathology, (2001), 91.11:1081-1084.
Zhang Y. et al “Transcription activator-like effector nucleases enable efficient plant genome engineering.” Plant physiology, (2013), 161.1: 20-27.
Cobb, R.C., et al., “Ecosystem transformation by emerging infectious disease: loss of large tanoak from California forests”, J. Ecol., (2012), 100, 712-722.
Anagnostakis, S.L., “Chestnut blight: the classical problem of an introduced pathogen”, Mycologia, (1987), 79, 23-37.
Kinloch, Jr, B.B., “White pine blister rust in North America: past and prognosis”, Phytopathol., (2003), 93, 1044-1047.
Slavov, G.T., et al., “Genome resequencing reveals multiscale geographic structure and extensive linkage disequilibnum in the forest tree Populus trichocarpa”, New Phytol., (2012), 196, 713-725.
Herath, P. et al., “Anthopogenic signature in the incidence and distribution of an emerging pathogen of poplars”, Biol. Invasions, (2016), doi: 10.1007/s10530-015-1051-8.
Harvell, C.D. et al. “Climate Warming and Disease Risks for Terrestrial and Marine Biota”, Science, (2002), 296, 2158-2162.
Jones, J.D. et al., “The plant immune system”, Nature, (2006), 444, 323-329.
Shiu, S.H. et al., “Expansion of the receptor-like kinase/Pelle gene family and receptor-like proteins in Arabidopsis”, Plant Physiol., (2003), 132, 530-543.
Liebrand, T.W. et al., “Receptor-like kinase SOBIR1/EVR interacts with receptor-like proteins in plant immunity against fungal infection”, Proc. Natl. Acad. Sci. USA, (2013), 110, 10010-10015.
Duplessis, S. et al., “Melampsora larici-populina transcript profiling during germination and time-course infection of poplar leaves reveals dynamic expression patterns associated with virulence and biotrophy”, Mol. Plant Microbe Interact., (2011), 24, 808-818.
Chen, W. et al., “A B-lectin receptor-kinase gene conferring rice blast resistance”, Plant J., (2006), 46, 794-804.
Navarro-Gochicoa, M.T. et al., “Characterization of four lectin-like receptor kinases expressed in roots of Medicago truncatula: structure, location, regulation of expression, and potential role in the symbiosis with Sinorhizobium meliloti”, Plant Physiol., (2003), 133, 1893-1910.
Ohm, R.A. et al., “Diverse lifestyles and strategies of plant pathogenesis encoded in the genomes of eighteen Dothideomycete fungi”, PLoS Pathog., (2012), 8, e1003037.
Lorang, J. et al., “Tricking the guard: Exploiting plant defense for disease susceptibility”, Science, (2012), 338, 659-662.
Cingolani P, et al., “A program for annotating and predicting the effects of single nucleotide polymorphisms, SnpEff: SNPs in the genome of Drosophila melanogaster strain w1118; iso-2; iso-3”, Fly (Austin), (2012), 6: 80-92.
Joshi, N.A. et al., “Sickle: A sliding-window, adaptive, quality-based trimming tool for FastQ files” (V1.33). https://github.com/najoshi/sickle (2011).
Chinchilla, D., et al., “One for all: the receptor-associated kinase BAK1”, Trends Plant Sci., (2009), 14, 535-541.
Xu, X., et al. “Physical and functional interactions between pathogen-induced Arabidopsis WRKY18, WRKY40, and WRKY60 transcription factors”, Plant Cell, (2006), 18, 1310-1326.
Zhang, Y., et al., “A gain-of-function mutation in a plant disease resistance gene leads to constitutive activation of downstream signal transduction pathways in suppressor of npr1-1, constitutive 1”, Plant Cell, (2003), 15, 2636-2646.
Zhang, Y. et al., “Arabidopsis snc2-1D activates receptor-like protein-mediated immunity transduced through WRKY70”, Plant Cell, (2010), 22, 3153-316.
Burdon, J.J. et al., “Co-evolution of plants and their pathogens in natural habitats”, Science, (2009), 324, 755-756.
Boller, T. et al., “Innate immunity in plants: an arms race between pattern recognition receptors in plants and effectors in microbial pathogens”, Science, (2009), 324, 742-743.
Brasier, C.M. “Ophiostoma novo-ulmi sp. nov., causative agent of current Dutch elm disease pandemics”, Mycopathologia, (1991), 115, 151-161.
Tomlinson, I. “The discovery of ash dieback in the UK: the making of a focusing event”, Environ. Polit., (2015), 25, 1-23.
Tobias, P.A. et al., “Tree immunity: Growing old without antibodies”, Trends Plant Sci., (2014), 19, 367-370.
Feau, N., et al., “Recent advances related to poplar leaf spot and canker caused by Septoria musiva”, Can. J. Plant Pathol., (2010), 32, 122-134.
Kang, H. M. et al., “Variance component model to account for sample structure in genome-wide association studies”, Nat. Genet., (2010), 42, 348-354.
Trapnell, C. et al., “Differential gene and transcript expression analysis of RNAseq experiments with TopHat and Cufflinks”, Nat Protoc., (2012), 7, 562-578.
Langmead, B. et al., “Fast gapped-read alignment with Bowtie 2”, Nat. Methods, (2012), 9, 357-359.
Related Publications (1)
Number Date Country
20190194763 A1 Jun 2019 US
Provisional Applications (1)
Number Date Country
62585105 Nov 2017 US