Inheritance of Resistance to Race 5 of Powdery Mildew fungus Podosphaera xanthii in Melon and development of Race 5-Specific High Resolution Melting Markers

DOI: https://doi.org/10.21203/rs.3.rs-1433034/v1

Abstract

Powdery mildew (PM), caused by the biotrophic fungus Podosphaera xanthii, drastically reduces the yield and quality of melon (Cucumis melo L.). Knowledge on the genetic control and high throughput molecular markers linked with resistance against this disease are essential for breeding programs. The bioassay study of the F1 and F2 populations derived from the parents, ‘PMR 5’ (♂) and ‘SCNU1154’ (♀) revealed a monogenic dominant nature of resistance to the devastating race, race 5. Besides, we developed three SNP based high resolution melting markers, PMm-HRM-1, PMm-HRM-2, and PMm-HRM-3 based on the previously identified SNPs on chromosome 12 and validated those using 10 melon lines and 137 F2 population. Among these, the SNP of marker PMm-HRM-1 causes a missense mutation (Lysine → Glutamic acid) in the LRR region of MELO3C002393 and were able to distinguish the resistant vs susceptible genotypes from 10 diverse melon population and the segregating F2 population with more than 90% genotyping efficiency. Other two markers were based on intergenic SNPs and had more than 80% genotyping efficiency F2 population. These markers will be helpful to melon breeders to develop melon cultivars resistant to P. xanthii race 5 via marker assisted breeding programs.

Introduction

Melon (Cucumis melo L.) is a fruit crop of Cucurbitaceae family that is widely grown across the world in both temperate and tropical regions due to its high flavor, taste and nutritional value (Fernández-Trujillo et al. 2011). Melon fruit contains important nutritional compounds including sugar, vitamins, minerals, and antioxidants that play significant roles in human health (Lester 2008). The average production of melon is more than 33 million tons per year (FAOstat 2018). Every year, almost 25% of crops are lost owing to diseases caused by fungal, bacterial, viral, and insect pests (Agrios 1997).

Powdery mildew (PM) is one of the most devastating and widespread diseases of Cucurbitaceae vegetables, caused by two biotrophic fungi Podosphaera xanthii or Golovinomyces cichoracearum of which the former one has been reported in Korea (Lee et al. 2014; Kim et al. 2016a; Kim et al. 2016b). Among the twenty-eight reported races of P. xanthii that cause powdery mildew in melon (McCreight 2006), races 1, 2, and 3 are prevalent in America and races 0, 4, and 5 were identified in France (Bardin et al. 1999). Previous studies characterized races 1, N1, N2, and 5 that cause powdery mildew in melon (Hosoya et al. 1999) and later, seven different races (race 1, 2, 3, 4, 5, 6, and 7) has been reported (Kuzuya et al. 2004) followed by a new race, N5 in Japan (Kim et al. 2016b). Recently, we reported two new races, KN1 and KN2 that cause serious disease on melon in South Korea (Hong et al. 2018; Kim et al. 2016a; Kim et al. 2016b). Despite moderate success in controlling P. xanthii by agrochemicals, cost effectiveness, development of pathogenic resistance to fungicides due to long term use and ecological hazard is of great concern. This can be addressed by development of resistance cultivars. However, for race 5, molecular markers and elite varieties are yet to be reported.

Twelve major quantitative trait loci (QTLs) related to resistance to different races of powdery mildew have been identified in melon (Liu et al. 2010). Genes and QTLs conferring resistance to powdery mildew have been reported in chromosomes 2, 5 and 12 (Ning et al. 2014). Among them, Pm-R1-2 were against races 1 and Pm-R5 on LG V was against race 5 in the TGR-1551 line (Yuste-Lisbona et al. 2010). Using simple sequence repeat (SSR) markers the QTL PmV.1 against races 1, 2, and 3 and QTL PmXII.1 against races 1, 2, and 5 on LG XII was identified in PI 124112 (Perchepied et al. 2005).

Resistant (R) genes play important roles in resistance to plant disease (Ellis et al. 2000; Harris et al. 2013). R genes have been reported in several plant species, including Arabidopsis thaliana Oryza sativa and Cucumis sativus (Meyers et al. 2003; Monosi et al. 2004; Wan et al. 2013). R genes are high-confidence candidate genes for conferring resistance to disease and can easily be turned into molecular markers suing SSRs, SNPs and insertion/deletions (InDels). Molecular markers have been instrumental in the selection of disease-resistant cultivars and accelerating breeding cycles. High throughput molecular markers against powdery mildew are scarce. We previously reported race 5 specific single nucleotide polymorphisms (SNPs) from whole-genome re-sequencing (WGR) on chromosomes 2, 5 and 12 (Natarajan et al. 2016; Howlader et al. 2020) and developed dCAPs markers based on three SNPs of chromosome 12 (Natarajan et al. 2016; Howlader et al. 2020). These markers needed to be converted to high resolution melting (HRM) to facilitate mass screening. Besides, the inheritance of resistance to P. xanthii race 5 has not been investigated yet. In this study, we therefore aimed to determine the inheritance pattern of resistance to P. xanthii race 5 in melon and develop high throughput HRM markers.

Materials And Methods

Plant materials and growth conditions

The melon parental lines, ‘PMR 5’ (♂) and ‘SCNU1154’ (♀), resistant and susceptible to Podosphaera xanthii race 5, respectively were used to develop F1 and F2 generation. Besides, the susceptible lines (susceptible to P. xanthii race 5) Edisto, WMR29, PMR 45 and NSL 74171; and resistant lines MR1, PI 414723, PI 124112 and NSL 86629 were used to validate the developed markers. All the seeds were obtained from Department of Horticulture, Sunchon National University, Korea (Kim et al. 2016a; Kim et al. 2016b). Plants were grown in a plant culture chamber at 25 ± 2°C under a long-day conditions (14h-light and 10h- dark cycle/80–120 µmol·m− 2·s− 1 PPFD) with 60% relative humidity.

Powdery Mildew Culture And Inoculation

P. xanthii race 5 was obtained from the Department of Horticulture, Sunchon National University, Korea (Kim et al. 2015). P. xanthii race 5 were cultured on melon leaves in petri dishes on agar medium (Agar powder 6 g.L-1, Saccharose 10 g.L-1, D-Mannitol 20 g.L-1) and cultured leaves were maintained in a plant culture chamber. For P. xanthii race 5 inoculation, melon plants were inoculated with P. xanthii when the third true leaf was fully open by hand using a spray bottle with a spore concentration of 5 x 105 spores/ml, whereas control plants were sprayed with plain water. To maintain over 95% humidity, inoculated plants were covered with a plastic cover.

Assessment of P. xanthii race 5 resistance and statistical analysis

Inoculated leaves evaluated the disease symptoms at two weeks after inoculation (WAI). The plants were considered P. xanthii race 5-susceptible when the white spores of PM covered more than 10% of the overall melon leaves (Fig. 1). Goodness-of-fit of the segregating population were tested to determine the pattern of inheritance using PRISM 6 software (ver. 6.01, GraphPad Inc., San Diego, USA).

Extraction Of Genomic Dna And High Resolution Melting Analysis

Genomic DNA (gDNA) was extracted from young leaves of ten melon plants using DNeasy Plant Mini Kit (QIAZEN, Hilden, Germany) according to the manufacturer’s instructions. The concentration and quality of total gDNA were determined using an ND-1000 Micro-spectrophotometer (NanoDrop Technologies Inc., Wilmington, DE, USA High resolution melting (HRM) analysis combined with 3’-blocked and unlabeled oligonucleotide probe (HybProbe) specific to the SNP site was used to detect SNPs. The Primers used in this study were synthesized by Macrogen, Seoul, Korea (Table 1). The gDNA was then used for HRM analysis with a LightCycler 96 instrument (Roche, Mannheim, Germany). HRM was performed in 10 µL reaction mixtures containing 1 µL at 5ng/µL, 0.1 µL forward primer, 0.5 µL reverse primer, 0.5 µL probe (10 pmol), 0.3 µL SYTO 9 fluorescent dye (Invitrogen, Thermo Fisher Scientific, USA), 5 µL HS prime LP premix (GENETBIO, Daejeon, Korea), and 2.6 µl DDW. HRM conditions were as follows: an initial preincubation at 95°C for 300 s; followed by 40 cycle of 3 step amplification (95°C for 10 s, 64°C to 56°C for 15 s under touch down and 72°C for 15s); four readings per °C at the final step after 60 s at 95°C, 60 s at 40°C, and 1 s at 97°C. HRM data was performed using LightCycler 96 software at 100% discrimination for delta Tm and curve shape with a 0.2 positive/negative threshold level.

Table 1

Primer and probe sequences used for discriminating the resistance vs susceptible genotypes via High Resolution Melting (HRM) assay.

Marker name

SNP name

Primer (5’-3’)

SNPs

Direction

Sequence

PMm-HRM-1

SNPR5-119

Forward

CAAATAAAGAACCTTCAGTTTGAATGG

 
   

Reverse

TGAGTTTAACAATTACCAAAATTCATGG

 
   

Probe

GTTTATCTTTTGCCTCGATGCGAAA

T > C

PMm-HRM-2

SNPR5-120

Forward

TATTAGATAAGGAATCAGCCCTTCG

 
   

Reverse

GTTAGCCAAATGCAGATCAAATCAG

 
   

Probe

TGGATCTGAATGGTTTCCTGAAAC

G > A

PMm–HRM-3

SNPR5-121

Forward

ATATTAGATAAGGAATCAGCCCTTCG

 
   

Reverse

CATATCATTTTACATATACCAACCTAGC

 
   

Probe

TTTCCTGAAACTGGGATTCCGTTTA

T > A

Bold and underlined letter indicate SNP position.

Results

Inheritance of resistance to P. xanthii race 5 in melon

An F2 population derived from a cross between the race 5-susceptbile melon line, SCNU1154 and -resistant line, PMR 5 to investigate the inheritance pattern of P. xanthii race 5 resistance in melon (Fig. S1). The susceptible parental line, SCNU1154 had more than 50% PM infected leaf area, while less than 10% of the leaf area were affected in resistant parental line, PMR 5 (Fig. 2) by P. xanthii race 5. Furthermore, bioassay results revealed that the F1 (SCNU1154 x PMR 5) plants had less than 10% infected leaf area, indicating that resistance to P. xanthii race 5 is inherited as a dominant trait. Among the 137 P. xanthii race 5 inoculated F2 plants, 104 plants showed resistance and 33 plants showed susceptible reactions. A chi-square (χ2) test revealed that resistance to P. xanthii race 5 segregates at a 3:1 (resistant: susceptible) ratio, consistent with a single dominant gene conferring resistance. (Table 2).

Table 2

Inheritance of P. xanthii race 5 resistance in Cucumis melo.

Crosses

Generation

Number of Susceptible plants

Number of Resistant Plants

Expected

ratio (S:R)

Chi-Square

(χ2)

p

SCUN1154 ♀ (S)

P1

12

0

-

-

-

PMR 5 ♂ (R)

P2

0

12

-

-

-

PMR 5 x SCUN1154

F1

0

12

-

-

-

PMR 5 x SCUN1154

F2

33

104

1:3

0.06

0.805

Resistant and susceptible genotypes are assessed by > 10% and < 10% of PM affected leaf area, respectively.

Development Of Snp Markers Using The Hrm Method

The identification of P. xanthii race 5-resistant genotypes are necessary for the development of P. xanthii race 5-resistant melon cultivars. Our research group recently reported three candidate SNPs in a P. xanthii race 5 resistance genes on chromosome 12 (Table 3) (Natarajan et al. 2016; Howlader et al. 2020). Using these three SNPs of chromosome 12, we designed primers and probes for high resolution melting (HRM) assay to detect polymorphism in PMR 5, SCNU1154 and F1 generation (Fig. 3; Table 1 and Table S1).

Table 3

Genomic location of SNPs and their variation with the melon genome.

Chromosome

SNP name

SNP position

Gene

Ref*

SCNU1154

PMR 5

Chr12

SNPR5-119

23,192,595

Intragenic region

(Exon)

MELO3C002393

T

C/C

T/T

Chr12

SNPR5-120

23,769,828

Intergenic region

MELO3C002316-

MELO3C002317

G

A/A

G/G

Chr12

SNPR5-121

23,769,833

Intergenic region

MELO3C002316-

MELO3C002317

T

A/A

T/T

*C. melo genome database

Validation Of The Hrm Markers

We used 10 diverse melon lines (Fig. 3 and Table S1) and 137 F2 populations inoculated with P. xanthii race 5 to validate the association of three HRM markers, PMm-HRM-1, PMm-HRM-2, and PMm-HRM-3 with resistance to PM (Table S2). Among the 10 diverse melon lines, the HRM markers, PMm-HRM-2 and PMm-HRM-3 successfully distinguished resistance vs susceptible genotypes of all while the genotyping of the marker, PMm-HRM-1 was miss-matched for only two genotypes (PI 124112 and NSL 86629) (Fig. S2 and Table S1). However, the genotypes Edisto, WMR29, PMR45 and NSL 74171 showed different melting curve peaks for the marker PMm-HRM-3 (Fig. S3) which could be due to genetic differences of these two genotypes with other genotypes. HRM assay of the 137 F2 individuals also indicated high detection (of resistance status) accuracy of 90.07%, 87.23% and 82.27% for the developed markers, PMm-HRM-1, PMm-HRM-2 and PMm-HRM-3, respectively. High correlations between the phenotypic and genotypic assays with the diverse melon genotypes and 137segregating F2 individuals indicate the close linkage of these three SNPs, SNPR5-119, SNPR5-120 and SNPR5-121 with P. xanthii race 5 resistance in melon (Table S2).

Discussion

The development of PM resistance melon lines is essential to combat this devastating disease. We investigated the inheritance pattern of resistance to PM against a widespread Korean race, race 5 and developed high throughput molecular markers for selecting resistant lines. In our bioassay after inoculation with P. xanthii race 5, the F1 populations from a cross between P. xanthii race 5-susceptbile (SCNU1154) and –resistant (PMR 5) lines were resistant, indicating the dominant nature of resistance to PM (Fig. 3 and Table 2). A phenotypic ratio of 3:1 (resistant: susceptible) was found in 137 F2 plants, indicating a monogenic trait of resistance to P. xanthii race 5 (Table S2). Various patterns of inheritance of resistance to powdery mildew in melon were previously identified including polygenic against race N1 (Kim et al. 2016b), partial-dominant against KN1 (Nou, IS. unpublished data), co-dominant against race 1, 2 and 5 (Yuste-Lisbona et al. 2011) and dominant against race 1, pxCh1 and KN2 (Fukino et al. 2008; Liu et al. 2010; Nou, IS. unpublished data). Development of markers, especially the high throughput ones, is essential for mass screening and speed breeding these days (Wanga et al. 2021; Watson et al. 2018; Thomson 2014). As to the markers for selecting resistant vs susceptible lines, several SSR markers including CMBR150 and CMBR111 (Fukino et al. 2008), CMN1-38 (Fukino et al. 2007), CMBR120 (Kim et al. 2016b) and TJ29 (Gonzalo et al. 2005); SRAP marker Pm-8 (Liu et al. 2010) and CAPs markers, CAPS-Dde I (Zhang et al. 2013), and PM2-CAPS and PM5-CAPS (Yuste-Lisbona et al. 2011) were linked with linked to PM resistance against specific races. These markers were mainly used to developed linkage map and are of low throughput. SNPs, these days, can easily be identified and SNPs linked with specific phenotypic expressions can be used for developing high throughput genotyping upon validation in diverse natural population and in developed segregating populations (Mammadov et al. 2012; He et al. 2014; Thomson 2014; Yang et al. 2015)

Based on the whole Genome Re-Sequencing of PM susceptible genotype, SCNU1154 and resistant genotypes, Edisto47, MR-1, and PMR5, we have identified the genome-wide SNPs, of which 112 SNPs and 12 InDels were observed in powdery mildew responsive chromosomes, chromosomes 2, 5 and 12 (Natarajan et al. 2016; Howlader et al. 2020). Among these, three polymorphic SNPs namely, SNPR5-119, SNPR5-120 and SNPR5-121 demonstrated race 5‑specific genetic variation in melon (Kim et al. 2016a; Kim et al. 2016b). Among these, three SNPs, namely, SNPR5_119, SNPR5_120, and SNPR5_121 on chromosome 12 (closely located to the SSR marker CMBR150) were later identified to be associated with the phenotypic variation against race 5-specific susceptible (SCNU1154, PMR45, WMR29, and Edisto47) and resistant (PI414723, PMR5, and MR1) lines in C. melo via derived cleaved amplified polymorphic sequence (dCAPS) assay, indicating their linkage with resistance against PM race-5 (Howlader et al. 2020). Here, we designed HRM markers and validated their genotyping efficacy in wide range of diverse natural population and the developed F2 segregating generations. Among these three markers, PMm-HRM-1 showed more than 90% accuracy in genotyping the resistance status of both natural and F2 segregating populations, opposed to only ∼80% accuracy of the other two markers, PMm-HRM-2 and PMm-HRM-3 in F2 population (Table S1). The SNPs, SNPR5-120 and SNPR5-121 are located in the intergenic region between the genes, MELO3C002316 and MELO3C002317. Whereas, SNPR5-119 is located in the intragenic region of the intron-less leucine-rich repeat (LRR) receptor-like protein kinase family gene, MELO3C002393 on chromosome 12 (Table 3). Plant R genes are mainly encoded nucleotide-binding site leucine-rich repeat (NBS-LRRs), LRR, receptor-like protein kinases (RLKs) and LRR-RLKs domains, all of which are involved in plant defense against pathogens (Ellis et al. 2000; Harris et al. 2013; Kourelis and Van Der Hoorn 2018; Brotman et al. 2013; Marone et al. 2013). The LRR domain provides pathogen recognition specificity (DeYoung and Innes 2006; Eitas and Dangl 2010). Moreover, the NBS-LRR domain in plant immune receptors relied on the LRR domain for perform many important roles (Padmanabhan et al. 2009), and mutations in the LRR domain may result in a susceptible phenotype. SNPR5-119 results in a missense mutation (Lysine → Glutamic acid) in the LRR region of MELO3C002393 indicating its potential role in eventual protein product and thereby, influencing the ability to confer resistance against race 5 (Fig. S4). Taken together, these findings suggest that the SNP maker, SNPR5-119 may play potential roles and can effectively be used in HRM assay to detect P. xanthii race 5 resistant and susceptible melon genotypes and hence, can be used as high throughput molecular markers in MAS Based breeding programs.

Declarations

Ethics approval and consent to participate

Not applicable.

Consent for publication

Not applicable.

Availability of data and materials

The raw sequence data from this study have been deposited in the publicly accessible National Center for Biotechnology Information (NCBI, https://www.ncbi.nlm.nih.gov/) database as PRJNA804585. The datasets supporting the conclusions of this article are included within the article and its additional files. 

Competing interests

The authors declare that they have no competing interests.

Funding

This research was supported by Basic Science Research Program through the National Research Foundation of Korea (NRF) funded by the Ministry of Education (2020R1A6A3A13077074).

Author’s contributions

I.-S.N. and H.-J.J. conceptualized the work, J.-E.H. conducted all experiments and J.-E.H. & M.R.H. prepared the data, interpreted the results, and wrote the manuscript. All authors read and approved the final manuscript.

Acknowledgements

Not applicable.

Statement

All our experiments complied with local and national regulations.

References

  1. Agrios G (1997) How plants defend themselves against pathogens.Plant pathology:93–114
  2. Bardin M, Carlier J, Nicot P (1999) Genetic differentiation in the French population of Erysiphe cichoracearum, a causal agent of powdery mildew of cucurbits. Plant Pathol 48(4):531–540
  3. Brotman Y, Normantovich M, Goldenberg Z, Zvirin Z, Kovalski I, Stovbun N, Doniger T, Bolger AM, Troadec C, Bendahmane A (2013) Dual resistance of melon to Fusarium oxysporum races 0 and 2 and to Papaya ring-spot virus is controlled by a pair of head-to-head-oriented NB-LRR genes of unusual architecture. Mol Plant 6(1):235–238
  4. DeYoung BJ, Innes RW (2006) Plant NBS-LRR proteins in pathogen sensing and host defense. Nat Immunol 7(12):1243–1249
  5. Eitas TK, Dangl JL (2010) NB-LRR proteins: pairs, pieces, perception, partners, and pathways. Curr Opin Plant Biol 13(4):472–477
  6. Ellis J, Dodds P, Pryor T (2000) Structure, function and evolution of plant disease resistance genes. Curr Opin Plant Biol 3(4):278–284
  7. Fernández-Trujillo JP, Picó B, Garcia‐Mas J, Álvarez JM, Monforte AJ (2011) Breeding for fruit quality in melon. Breeding for fruit quality:261–278
  8. Fukino N, Ohara T, Monforte AJ, Sugiyama M, Sakata Y, Kunihisa M, Matsumoto S (2008) Identification of QTLs for resistance to powdery mildew and SSR markers diagnostic for powdery mildew resistance genes in melon (Cucumis melo L.). Theor Appl Genet 118(1):165–175
  9. Harris CJ, Slootweg EJ, Goverse A, Baulcombe DC (2013) Stepwise artificial evolution of a plant disease resistance gene. Proceedings of the National Academy of Sciences 110 (52):21189–21194
  10. He J, Zhao X, Laroche A, Lu Z-X, Liu H, Li Z (2014) Genotyping-by-sequencing (GBS), an ultimate marker-assisted selection (MAS) tool to accelerate plant breeding. Front Plant Sci 5:484
  11. Hong Y-J, Hossain MR, Kim H-T, Park J-I, Nou I-S (2018) Identification of two new races of Podosphaera xanthii causing powdery mildew in melon in South Korea. plant Pathol J 34(3):182
  12. Hosoya K, Narisawa K, Pitrat M, Ezura H (1999) Race identification in powdery mildew (Sphaerotheca fuliginea) on melon (Cucumis melo) in Japan. Plant Breeding 118(3):259–262
  13. Howlader J, Hong Y, Natarajan S, Sumi KR, Kim H-T, Park J-I, Nou I-S (2020) Development of powdery mildew race 5-specific SNP markers in Cucumis melo L. using whole-genome resequencing. Hortic Environ Biotechnol 61(2):347–357
  14. Kim H-t, Park J-i, Ishikawa T, Kuzuya M, Horii M, Yashiro K, Nou I-s (2015) Development of molecular marker to select resistant lines and to differentiate the races related to powdery mildew in melon (Cucumis melo L.). J Plant Biotechnol 42(4):284–289
  15. Kim H-t, Park J-i, Nou I-s (2016a) Identification of fungal races that cause powdery mildew in melon (Cucumis melo L.) and selection of resistant commercial melon cultivars against the identified races in Korea. J Plant Biotechnol 43(1):58–65
  16. Kim H-T, Park J-I, Robin AHK, Ishikawa T, Kuzuya M, Horii M, Yashiro K, Nou I-S (2016b) Identification of a new race and development of DNA markers associated with powdery mildew in melon. Plant Breed Biotechnol 4(2):225–233
  17. Kourelis J, Van Der Hoorn RA (2018) Defended to the nines: 25 years of resistance gene cloning identifies nine mechanisms for R protein function. Plant Cell 30(2):285–299
  18. Kuzuya M, Yashiro K, Tomita K (2004) Melon [Cucumis melo] breeding for resistance to powdery mildew in respect to its races. In: Proceedings of Vegetable and Tea Science (Japan),
  19. Lee JH, Jang KS, Lee WJ, Choi YH, Choi GJ (2014) Resistance of cucurbits to Podosphaera xanthii race 1. Hortic Sci Technol 32(5):673–683
  20. Lester GE (2008) Antioxidant, sugar, mineral, and phytonutrient concentrations across edible fruit tissues of orange-fleshed honeydew melon (Cucumis melo L.). J Agric Food Chem 56(10):3694–3698
  21. Liu L, Chen Y, Su Z, Zhang H, Zhu W (2010) A sequence-amplified characterized region marker for a single, dominant gene in melon PI 134198 that confers resistance to a unique race of Podosphaera xanthii in China. HortScience 45(9):1407–1410
  22. Mammadov J, Aggarwal R, Buyyarapu R, Kumpatla S (2012) SNP markers and their impact on plant breeding. International journal of plant genomics 2012
  23. Marone D, Russo MA, Laidò G, De Leonardis AM, Mastrangelo AM (2013) Plant nucleotide binding site–leucine-rich repeat (NBS-LRR) genes: active guardians in host defense responses. Int J Mol Sci 14(4):7302–7326
  24. McCreight JD (2006) Melon-powdery mildew interactions reveal variation in melon cultigens and Podosphaera xanthii races 1 and 2. J Am Soc Hortic Sci 131(1):59–65
  25. Meyers BC, Kozik A, Griego A, Kuang H, Michelmore RW (2003) Genome-wide analysis of NBS-LRR–encoding genes in Arabidopsis. Plant Cell 15(4):809–834
  26. Monosi B, Wisser R, Pennill L, Hulbert S (2004) Full-genome analysis of resistance gene homologues in rice. Theor Appl Genet 109(7):1434–1447
  27. Natarajan S, Kim H-T, Thamilarasan SK, Veerappan K, Park J-I, Nou I-S (2016) Whole genome re-sequencing and characterization of powdery mildew disease-associated allelic variation in melon. PLoS ONE 11(6):e0157524
  28. Ning X, Wang X, Gao X, Zhang Z, Zhang L, Yan W, Li G (2014) Inheritances and location of powdery mildew resistance gene in melon Edisto47. Euphytica 195(3):345–353
  29. Padmanabhan M, Cournoyer P, Dinesh-Kumar S (2009) The leucine‐rich repeat domain in plant innate immunity: a wealth of possibilities. Cell Microbiol 11(2):191–198
  30. Perchepied L, Bardin M, Dogimont C, Pitrat M (2005) Relationship between loci conferring downy mildew and powdery mildew resistance in melon assessed by quantitative trait loci mapping. Phytopathology 95(5):556–565
  31. Thomson MJ (2014) High-throughput SNP genotyping to accelerate crop improvement. Plant Breed Biotechnol 2(3):195–212
  32. Wan H, Yuan W, Bo K, Shen J, Pang X, Chen J (2013) Genome-wide analysis of NBS-encoding disease resistance genes in Cucumis sativus and phylogenetic study of NBS-encoding genes in Cucurbitaceae crops. BMC Genomics 14(1):1–15
  33. Wanga MA, Shimelis H, Mashilo J, Laing MD (2021) Opportunities and challenges of speed breeding: A review. Plant Breeding 140(2):185–194
  34. Watson A, Ghosh S, Williams MJ, Cuddy WS, Simmonds J, Rey M-D, Asyraf Md Hatta M, Hinchliffe A, Steed A, Reynolds D (2018) Speed breeding is a powerful tool to accelerate crop research and breeding. Nat plants 4(1):23–29
  35. Yang H, Li C, Lam H-M, Clements J, Yan G, Zhao S (2015) Sequencing consolidates molecular markers with plant breeding practice. Theor Appl Genet 128(5):779–795
  36. Yuste-Lisbona FJ, Capel C, Gómez-Guillamón ML, Capel J, López-Sesé AI, Lozano R (2011) Codominant PCR-based markers and candidate genes for powdery mildew resistance in melon (Cucumis melo L.). Theor Appl Genet 122(4):747–758
  37. Yuste-Lisbona F, López‐Sesé A, Gómez‐Guillamón M (2010) Inheritance of resistance to races 1, 2 and 5 of powdery mildew in the melon TGR‐1551. Plant Breeding 129(1):72–75
  38. Zhang C, Ren Y, Guo S, Zhang H, Gong G, Du Y, Xu Y (2013) Application of comparative genomics in developing markers tightly linked to the Pm-2F gene for powdery mildew resistance in melon (Cucumis melo L.). Euphytica 190(2):157–168