Acessibilidade / Reportar erro

Rpp genes conferring resistance to Asian soybean rust in F2 population in the field conditions

ABSTRACT

In this study, the aim of this study was to identify the source of resistance using KASP markers developed for Rpp1Rpp5 and screening for resistance in field trials in F2 populations. Ten F2 soybean (Glycine max (L.) Merrill) populations derived from crosses between rust-susceptible (55I57RSF IPRO, 63I64RSF IPRO) and rust-resistant sources (PI 200492, PI 594538A, PI 587880A, PI 594723, PI 230970, PI 506764, PI 459025A and PI 200487) were evaluated. All F2 plants were individually evaluated in field conditions for ASR phenotypic reactions and classified according to sporulation level. KASP markers were developed according to assays associated with Rpp genes available at SoyBase. Based on a slight difference in map position and different phenotypic disease reactions of PI 200492, we suggest that PI 594723 carries a resistance gene Rpp1-b. The Rpp1-b gene from PI 594723 was mapped on Chr 18 in a 12.4 cM region. The PIs carrying Rpp1-b (PI 594723, PI 587880A, and 594538A) showed strong resistance to ASR compared to the lines carrying Rpp1 (PI 200492). A total of 26 KASP markers were significantly associated (P < 0.01) with ASR resistance. Among those, M1, M5, and M6 (Rpp1), M13 and M14 (Rpp2), M16, M17 and M20 (Rpp3), M25 and M26 (Rpp4), and M27 and M28 (Rpp5) have the potential to be used in marker-assisted selection strategies.

Key words
Phakopsora pachyrhizi ; linkage mapping; KASP markers; Glycine max

Introduction

Asian soybean rust (ASR), caused by the biotrophic fungus Phakopsora pachyrhizi Syd. & P. Syd, is considered as one of the most damaging soybean (Glycine max (L.) Merrill) diseases worldwide (Godoy et al. 2016Godoy, C.V., Seixas, C.D.S., Soares, R.M., Marcelino-Guimarães, F.C., Meyer, M.C. and Costamilan, L.M. (2016). Asian soybean rust in Brazil: past, present, and future. Pesquisa agropecuária brasileira, 51, 407–421. https://doi.org/10.1590/S0100-204X2016000500002
https://doi.org/10.1590/S0100-204X201600...
; Langenbach et al. 2016Langenbach, C., Campe, R., Beyer, S.F., Mueller, A.N. and Conrath, U. (2016). Fighting Asian Soybean Rust. Frontiers in Plant Science, 7.). Because of the pathogen dissemination and yield losses, greater effort is needed to discover new resistant sources and genes (Meira et al. 2020Meira, D., Woyann, L.G., Bozi, A.H., Milioli, A.S., Beche, E., Panho, M.C., Madella, L.A., Barrionuevo, F., Marchioro, V.S. and Benin, G. (2020). Asian soybean rust: a scientometric approach of Phakopsora pachyrhizi studies. Euphytica, 216, 133. https://doi.org/10.1007/s10681-020-02667-x
https://doi.org/10.1007/s10681-020-02667...
). The pathogen can infect 31 leguminous species in natural conditions, such as G. max, Glycine soja, and Vigna unguiculata, and more than 60 different species in controlled conditions (Goellner et al. 2010Goellner, K., Loehrer, M., Langenbach, C., Conrath, U., Koch, E. and Schaffrath, U. (2010). Phakopsora pachyrhizi, the causal agent of Asian soybean rust. Molecular Plant Pathology, 11, 169–177. https://doi.org/10.1111/j.1364-3703.2009.00589.x
https://doi.org/10.1111/j.1364-3703.2009...
).

Phakopsora pachyrhizi is present in the main soybean producer regions, mainly because of the windborne urediniospores dispersion. When the urediniospores reach the leaf, ideal conditions of surface moisture and temperature (17 to 28 ºC) initiate the germination process in a couple of hours. Most rust species enter the leaf through the stomata, but P. pachyrhizi utilizes an appressorial peg to directly penetrates the leaf epidermal cell wall. After the latent period of five to eight days, small chlorotic spots on older leaves are observed on the abaxial side. Later the lesions advance to volcano-shaped uredina, which produce innumerous urediniospores responsible for the new infection cycle (Goellner et al. 2010Goellner, K., Loehrer, M., Langenbach, C., Conrath, U., Koch, E. and Schaffrath, U. (2010). Phakopsora pachyrhizi, the causal agent of Asian soybean rust. Molecular Plant Pathology, 11, 169–177. https://doi.org/10.1111/j.1364-3703.2009.00589.x
https://doi.org/10.1111/j.1364-3703.2009...
). ASR causes early defoliation and reduces photosynthetic area, resulting in yield losses and increased costs (Godoy et al. 2016Godoy, C.V., Seixas, C.D.S., Soares, R.M., Marcelino-Guimarães, F.C., Meyer, M.C. and Costamilan, L.M. (2016). Asian soybean rust in Brazil: past, present, and future. Pesquisa agropecuária brasileira, 51, 407–421. https://doi.org/10.1590/S0100-204X2016000500002
https://doi.org/10.1590/S0100-204X201600...
; Langenbach et al. 2016Langenbach, C., Campe, R., Beyer, S.F., Mueller, A.N. and Conrath, U. (2016). Fighting Asian Soybean Rust. Frontiers in Plant Science, 7.).

Several methods have been developed to control ASR, such as field monitoring, elimination of secondary hosts, use of soybean-free periods to break the fungus cycle, fungicides, and genetic resistance (Kendrick et al. 2011Kendrick, M.D., Harris, D.K., Ha, B.K., Hyten, D.L., Cregan, P.B., Frederick, R.D., Boerma, H.R. and Pedley, K.F. (2011). Identification of a Second Asian Soybean Rust Resistance Gene in Hyuuga Soybean. Phytopathology, 101, 535–543. https://doi.org/10.1094/PHYTO-09-10-0257
https://doi.org/10.1094/PHYTO-09-10-0257...
). In the last few years, fungicide efficiency has decreased due to the intense use and lower pathogen sensitivity to different fungicide modes of action (Goellner et al. 2010Goellner, K., Loehrer, M., Langenbach, C., Conrath, U., Koch, E. and Schaffrath, U. (2010). Phakopsora pachyrhizi, the causal agent of Asian soybean rust. Molecular Plant Pathology, 11, 169–177. https://doi.org/10.1111/j.1364-3703.2009.00589.x
https://doi.org/10.1111/j.1364-3703.2009...
; Langenbach et al. 2016Langenbach, C., Campe, R., Beyer, S.F., Mueller, A.N. and Conrath, U. (2016). Fighting Asian Soybean Rust. Frontiers in Plant Science, 7.). Thus, soybean breeders and geneticists have focused on incorporating genetic resistance or tolerance in high-yielding materials, combining different control methods through an integrated management approach.

The Rpp genes confer hypersensitivity reactions to the pathogen known as reddish brown (RB) lesions (Miles et al. 2011Miles, M.R., Bonde, M.R., Nester, S.E., Berner, D.K., Frederick, R.D. and Hartman, G.L. (2011). Characterizing Resistance to Phakopsora pachyrhizi in Soybean. Plant Disease, 95, 577–581. https://doi.org/10.1094/PDIS-06-10-0450
https://doi.org/10.1094/PDIS-06-10-0450...
). The resistant phenotype to ASR is classified in RB1 to RB3 according to the level of sporulation, in contrast the susceptible phenotype presents abundant sporulation, known as TAN lesions. The hypersensitive response occurs when the plant detects microbial effectors by plant resistance proteins (R), elicits effector-triggered immunity, and promotes localized cell death (Boller and Felix 2009Boller, T. and Felix, G. (2009). A Renaissance of elicitors: perception of microbe-associated molecular patterns and danger signals by pattern-recognition receptors. Annual Review of Plant Biology, 60, 379–406. https://doi.org/10.1146/annurev.arplant.57.032905.10534
https://doi.org/10.1146/annurev.arplant....
). Until now, seven different loci of qualitative resistance have been identified: Rpp1 on the chromosome (Chr) 18 (Hyten et al. 2007Hyten, D.L., Hartman, G.L., Nelson, R.L., Frederick, R.D., Concibido, V.C., Narvel, J.M. and Cregan, P.B. (2007). Map Location of the Rpp1 Locus That Confers Resistance to Soybean Rust in Soybean. Crop Science, 47, 837–838. https://doi.org/10.2135/cropsci2006.07.0484
https://doi.org/10.2135/cropsci2006.07.0...
); Rpp2 on Chr 16 (Silva et al. 2008Silva, D.C.G., Yamanaka, N., Brogin, R.L., Arias, C.A.A., Nepomuceno, A.L., Di Mauro, A.O., Pereira, S.S., Nogueira, L.M., Passianotto, A.L., Abdelnoor, R.V. (2008). Molecular mapping of two loci that confer resistance to Asian rust in soybean. Theoretical Applied Genetic, 117, 57–63. https://doi.org/10.1007/s00122-008-0752-0
https://doi.org/10.1007/s00122-008-0752-...
; Yu et al. 2015Yu, N., Kim, M., King, Z.R., Harris, D.K., Buck, J.W., Li, Z. and Diers, B.W. (2015). Fine mapping of the Asian soybean rust resistance gene Rpp2 from soybean PI 230970. Theoretical Applied Genetic, 128, 387–396. https://doi.org/10.1007/s00122-014-2438-0
https://doi.org/10.1007/s00122-014-2438-...
); Rpp3 on Chr 6 (Hyten et al. 2009Hyten, D.L., Smith, J.R., Frederick, R.D., Tucker, M.L., Song, Q. and Cregan, P.B. (2009). Bulked Segregant Analysis Using the GoldenGate Assay to Locate the Rpp3 Locus that Confers Resistance to Soybean Rust in Soybean. Crop Science, 49, 265–271. https://doi.org/10.2135/cropsci2008.08.0511
https://doi.org/10.2135/cropsci2008.08.0...
); Rpp4 on Chr 18 (Garcia et al. 2008Garcia, A., Calvo, É.S., Souza K.R.A., Harada, A., Hiromoto, D.M. and Vieira, L.G.E. (2008). Molecular mapping of soybean rust (Phakopsora pachyrhizi) resistance genes: discovery of a novel locus and alleles. Theoretical Applied Genetic, 117, 545–553. https://doi.org/10.1007/s00122-008-0798-z
https://doi.org/10.1007/s00122-008-0798-...
; Hartwig 1986Hartwig, E.E. (1986). Identification of a Fourth Major Gene Conferring Resistance to Soybean Rust. Crop Science, 26. https://doi.org/10.2135/cropsci1986.0011183X002600060010x
https://doi.org/10.2135/cropsci1986.0011...
); Rpp5 on Chr 3 (Garcia et al. 2008Garcia, A., Calvo, É.S., Souza K.R.A., Harada, A., Hiromoto, D.M. and Vieira, L.G.E. (2008). Molecular mapping of soybean rust (Phakopsora pachyrhizi) resistance genes: discovery of a novel locus and alleles. Theoretical Applied Genetic, 117, 545–553. https://doi.org/10.1007/s00122-008-0798-z
https://doi.org/10.1007/s00122-008-0798-...
); Rpp6 on Chr 18 (Li et al. 2012Li, S., Smith, J.R., Ray, J.D. and Frederick, R.D. (2012). Identification of a new soybean rust resistance gene in PI 567102B. Theoretical Applied Genetic, 125, 133–142. https://doi.org/10.1007/s00122-012-1821-y
https://doi.org/10.1007/s00122-012-1821-...
); and recently Rpp7 on Chr 19 (Childs et al. 2018Childs, S.P., King, Z.R., Walker, D.R., Harris, D.K., Pedley, K.F.., Buck, JW., Boerma, H.R. and Li, Z. (2018). Discovery of a seventh Rpp soybean rust resistance locus in soybean accession PI 605823. Theoretical Applied Genetic 131, 27–41. https://doi.org/10.1007/s00122-017-2983-4
https://doi.org/10.1007/s00122-017-2983-...
), and two different alleles of Rpp1 were described, Rpp1-b (Chakraborty et al. 2009Chakraborty, N., Curley, J., Frederick, R.D., Hyten, D.L., Nelson, R.L., Hartman, G.L. and Diers, B.W. (2009). Mapping and Confirmation of a New Allele at Rpp1 from Soybean PI 594538A Conferring RB Lesion–Type Resistance to Soybean Rust. Crop Science, 49, 783–790. https://doi.org/10.2135/cropsci2008.06.0335
https://doi.org/10.2135/cropsci2008.06.0...
; Chen et al. 2015Chen, H., Zhao, S., Yang, Z., Sha, A., Wan, Q., Zhang, C., Chen, L., Yuan, S., Qiu, D., Chen, S., Shan, Z. and Zhou, X. (2015). Genetic analysis and molecular mapping of resistance gene to Phakopsora pachyrhizi in soybean germplasm SX6907. Theoretical Applied Genetic, 128, 733–743. https://doi.org/10.1007/s00122-015-2468-2
https://doi.org/10.1007/s00122-015-2468-...
) and Rpp1? (Ray et al. 2009Ray, J.D., Morel, W., Smith, J.R., Frederick, R.D. and Miles, M.R. (2009). Genetics and mapping of adult plant rust resistance in soybean PI 587886 and PI 587880A. Theoretical Applied Genetic, 119, 271–280. https://doi.org/10.1007/s00122-009-1036-z
https://doi.org/10.1007/s00122-009-1036-...
).

Long-term resistance is difficult to achieve due to the diversity of pathogen isolates and race-specific monogenic resistance of each Rpp gene against ASR isolates (Aoyagi et al. 2020Aoyagi, L.N., Muraki, Y. and Yamanaka, N. (2020). Characterization of three soybean landraces resistant to Asian soybean rust disease. Molecular Breeding, 40, 53. https://doi.org/10.1007/s11032-020-01132-w
https://doi.org/10.1007/s11032-020-01132...
). The same resistance source may present different phenotypic reactions according to the geographic origin of the isolate. In general, the Brazilian ASR isolates are known as the most aggressive (Aoyagi et al. 2020Aoyagi, L.N., Muraki, Y. and Yamanaka, N. (2020). Characterization of three soybean landraces resistant to Asian soybean rust disease. Molecular Breeding, 40, 53. https://doi.org/10.1007/s11032-020-01132-w
https://doi.org/10.1007/s11032-020-01132...
). The Rpp1 (PI 200492) is highly resistant to Japanese and Mexican ASR isolates, but a lack of resistance has been reported to Brazilian ASR isolates (Akamatsu et al. 2017Akamatsu, H., Yamanaka, N., Soares, R.M., Ivancovich, A.G., Lavilla, M.A., Bogado, A.N., Morel, G., Scholz, R., Yamaoka, Y. and Kato, M. (2017). Pathogenic Variation of South American Phakopsora pachyrhizi Populations Isolated from Soybeans from 2010 to 2015. Japan Agricultural Research Quarterly, 51, 221–232. https://doi.org/10.6090/jarq.51.221
https://doi.org/10.6090/jarq.51.221...
; Aoyagi et al. 2020Aoyagi, L.N., Muraki, Y. and Yamanaka, N. (2020). Characterization of three soybean landraces resistant to Asian soybean rust disease. Molecular Breeding, 40, 53. https://doi.org/10.1007/s11032-020-01132-w
https://doi.org/10.1007/s11032-020-01132...
; Hossain et al. 2015Hossain, M.M., Akamatsu, H., Morishita, M., Mori, T., Yamaoka, Y., Suenaga, K., Soares, R.M., Bogado, A.N., Ivancovich, A.J.G. and Yamanaka, N. (2015). Molecular mapping of Asian soybean rust resistance in soybean landraces PI 594767A, PI 587905 and PI 416764. Plant Pathology, 64, 147–156. https://doi.org/10.1111/ppa.12226
https://doi.org/10.1111/ppa.12226...
). In contrast, the Rpp1-b (PI 587880A, PI 594538A) is resistant to most Brazilian ASR isolates (Akamatsu et al. 2017Akamatsu, H., Yamanaka, N., Soares, R.M., Ivancovich, A.G., Lavilla, M.A., Bogado, A.N., Morel, G., Scholz, R., Yamaoka, Y. and Kato, M. (2017). Pathogenic Variation of South American Phakopsora pachyrhizi Populations Isolated from Soybeans from 2010 to 2015. Japan Agricultural Research Quarterly, 51, 221–232. https://doi.org/10.6090/jarq.51.221
https://doi.org/10.6090/jarq.51.221...
; Ray et al. 2009Ray, J.D., Morel, W., Smith, J.R., Frederick, R.D. and Miles, M.R. (2009). Genetics and mapping of adult plant rust resistance in soybean PI 587886 and PI 587880A. Theoretical Applied Genetic, 119, 271–280. https://doi.org/10.1007/s00122-009-1036-z
https://doi.org/10.1007/s00122-009-1036-...
; Yamanaka et al. 2016Yamanaka, N., Morishita, M., Mori, T., Muraki, Y., Hasegawa, M., Hossain, M.D.M., Yamaoka, Y., and Kato, M. (2016). The locus for resistance to Asian soybean rust in PI 587855. Plant Breeding, 135, 621–626. https://doi.org/10.1111/pbr.12392
https://doi.org/10.1111/pbr.12392...
, including field isolates (Panho et al. 2022Panho, M.C., Fernandes, R.A.T., Menegazzi, C.P., Campagnolli, O.R., Quadra, F.C., Madella, L.A., Meira, D., Malone, G., Brito Junior, S.L. and Benin, G. (2022). Rpp-Gene pyramiding confers higher resistance level to Asian soybean rust. Euphytica, 218, 172. https://doi.org/10.1007/s10681-022-03123-8
https://doi.org/10.1007/s10681-022-03123...
), highlighting a clear allelic difference between Rpp1 and Rpp1-b.

Introgression of resistance genes from plant introductions (PIs) in elite lines is an efficient way to develop varieties resistant to ASR. Marker-assisted selection (MAS) may enable selection in early generations, reducing phenotyping time and selecting only plants with the desirable allele combination, and identifying genes. Single nucleotide polymorphism (SNP) markers have been used extensively, mainly due to high throughput and low cost. In this way, a genotyping strategy using KASP (Kompetitive Allele-Specific PCR) methodology is a high-throughput and breeder-friendly.

The hypothetically Rpp1-b presents in PI 594723 due to the phenotype similarity to PIs carrying Rpp1-b (Li 2009Li, S. (2009). Reaction of Soybean Rust-Resistant Lines Identified in Paraguay to Mississippi Isolates of Phakopsora pachyrhizi. Crop Science, 49, 887–894. https://doi.org/10.2135/cropsci2008.06.0305
https://doi.org/10.2135/cropsci2008.06.0...
) can be verified using MAS and KASP markers. Thus, the aim of this study was to identify the source of resistance using KASP markers developed for Rpp1Rpp5 and screening for resistance in field trials in F2 populations.

METHODS

Plant material

Ten F2 populations derived from single crosses between different soybean rust-susceptible cultivars and the resistant sources (PIs) carrying Rpp genes were made (Table 1). The susceptible parents (55I57RSF IPRO and 63I64RSF IPRO) used in the crosses were highly cultivated in Brazil. Crosses were performed in two years, in 2017 for populations 1 to 4 and 2018 for populations 5 to 10. The resistant sources (PIs) were used as males, and the susceptible soybean cultivars were female. F1 hybrids were grown in greenhouse conditions, and seeds were bulk harvested to produce the F2 generation.

Table 1
Crosses between the soybean rust-susceptible parental and resistant sources (PI) and crop season of field experiments.

Crosses were performed in a greenhouse at GDM Genética do Brasil, in Porto Nacional, State of Tocantins - Brazil. The F1s obtained were advanced in greenhouse. The field experiments were designed to evaluate all the F2 populations and were performed in two phases in the experimental area of GDM Genética do Brasil, in Cambé, State of Paraná - Brazil. First, during the 2017/18 crop season, F2 plants of populations 1 – Rpp1 (54 individuals), 2 – Rpp1-b (75 individuals), 3 – Rpp1-b (70 individuals), and 4 – Rpp1* (69 individuals) were grown. During the 2018/19 crop season, F2 plants of populations 5 – Rpp1* (298 individuals), 6 – Rpp2 (277 individuals), 7 – Rpp3, 5 (288 individuals), 8 – Rpp4 (291 individuals), 9 – Rpp5 (284 individuals), and 10 – Rpp5 (284 individuals) were grown (Table 2).

Table 2
Segregation ratios of phenotypic reaction to Asian soybean rust (ASR) in F2 soybean populations.

The resistance sources and susceptible cultivars had four replications in each crop season. Each plot was composed of two rows spacing of 0.5 m and a row length of 3 m, with a density of 10 seed·m-1. An experimental planter was used for sowing the populations on a non-preferential date (December) to enable the natural occurrence and development of Asian soybean rust. No fungicide application was made to control the disease.

Resistance evaluation

All F2 plants were evaluated individually, totaling 1990 individuals used to disease rating, and 50 plants from each resistant and susceptible parent were rated. All F2 plants were evaluated for ASR phenotypic reactions in the R5 growth stage (Fehr et al. 1971Fehr, W.R., Caviness, C.E., Burmood, D.T. and Pennington, J.S. (1971). Stage of Development Descriptions for Soybeans, Glycine Max (L.) Merrill1. Crop Science, 11, 929-931. https://doi.org/10.2135/cropsci1971.0011183X001100060051x
https://doi.org/10.2135/cropsci1971.0011...
). Three infected leaves in the middle third of each plant were visually evaluated, according to a sporulation level (SL) scale adapted from Yamanaka et al. (2010)Yamanaka, N., Yamaoka, Y., Kato, M., Lemos, N.G., Passianotto, A.L.L., Santos, J.V.M., Benitez, E.R., Abdelnoor, R.V., Soares, R.M. and Suenaga, K. (2010). Development of classification criteria for resistance to soybean rust and differences in virulence among Japanese and Brazilian rust populations. Tropical plant pathology. 35, 153–162. https://doi.org/10.1590/S1982-56762010000300003
https://doi.org/10.1590/S1982-5676201000...
and Miles et al. (2011)Miles, M.R., Bonde, M.R., Nester, S.E., Berner, D.K., Frederick, R.D. and Hartman, G.L. (2011). Characterizing Resistance to Phakopsora pachyrhizi in Soybean. Plant Disease, 95, 577–581. https://doi.org/10.1094/PDIS-06-10-0450
https://doi.org/10.1094/PDIS-06-10-0450...
. Lesion types were recorded as immune (IM - 0), no sporulation of reddish-brown lesions (RB1 - 1), little sporulation (RB2 - 2), moderate sporulation (RB3 - 3), and reaction for abundant sporulation (TAN - 4) (Fig. 1).

Figure 1
Evaluation scale used for rating the phenotypic reaction to Phakopsora pachyrhizi in soybean genotypes and F2 populations, classified as immune (IM - 0), no sporulation of reddish-brown lesions (RB1 - 1), little sporulation (RB2 - 2), moderate sporulation (RB3 - 3), and reaction for abundant sporulation (TAN - 4). a) PI 594538A (Rpp1-b), b) PI 587880A (Rpp1-b), c) PI 594723 (Rpp1), d) 55i57RSF IPRO x PI 594723, e) PI 200492 (Rpp1), and f) 55i57RSF IPRO.

KASP markers

The SNP markers used in this study were developed based on molecular markers linked to Rpp genes available at the SoyBase (https://www.soybase.org – Wm82 Glyma 2.0) and in the literature (Table 3). In the first step, the susceptible and resistant parents were analysed by genotyping by sequencing to explore in high density the SNPs around the mapped gene region. Using this information, polymorphic markers between parents were defined to use in gene mapping and marker assisted selection. Twelve KASP markers were used to map the Rpp1 gene in populations 1 to 4 (Supplementals Table S1, Table S2). KASP markers highly associated with Rpp1 (Supplemental Table S3) and markers developed for Rpp2, Rpp3, Rpp4, and Rpp5 were used to map Rpp genes in populations 5 to 10 (Supplemental Table S2).

Table 3
Resistance loci to Asian soybean rust (ASR) mapped with molecular markers available at the SoyBase (https://www.soybase.org).

DNA analysis

DNA was extracted from young leaf tissue of each F2 plant at the V4 growth stage, using a silica column kit of LGC Genomics (Teddington, UK). Genotyping assays were tested in a 96-well format and set up as 10 µL reactions (4.85 µL of template (50–75 ng of DNA), 5.0 µL of 2 x Kaspar mix, and 0.15 µL of primer mix). PCR was performed according to the protocol: an initial 15 min at 94 ºC; 10 Touchdown cycles of 94 ºC for 20 s, 65-57 ºC for 60 s (dropping 0.8 ºC per cycle); 26 amplification cycles of 94 ºC for 20 s, 57 ºC for 60 s; with final extension for 7 min at 72 ºC. The fluorescence data were collected in the pre-read and post-read stages (37 ºC for 1 min). Data were automatically processed using KBioscience Kraken software and visually checked using KBioscience SNPViewer (LGC Limited, UK).

Statistical analysis

Observed and expected segregation ratios of ASR resistance and KASP markers were tested using Chi-square (χ2) analysis. The expected segregations were 1:2:1 (dominant homozygous, heterozygous, and recessive homozygous) to markers, 3:1 (resistance and susceptibility to ASR) to phenotype, and 15:1 to population 7 (Rpp3, 5) with two genes. Phenotypic data were converted into resistant (R) summing IM - 0, RB1 - 1, and RB2 - 2 plants; and susceptible (S) adding the number of plants with RB3 - 3 and TAN - 4 lesions.

Linkage map analysis was performed to each mapping population (10 populations) using the MSTmap software (http://mstmap.org/mstmap_online.html), with Single LG to grouping LOD (logarithm of the odds), a threshold of 15 cM to no mapping distance, and Kosambi mapping function to convert recombination values into map distances (cM). Linkage maps were constructed targeting regions (Table 2) associated with Rpp genes (Fig. 4, Supplementals Fig. S1 and Fig. S2).

QTL mapping was performed using the composite interval mapping (CIM) functionality in the R package qtl (Broman et al. 2003Broman, K.W., Wu, H., Sen, Ś. and Churchill, G.A. (2003). R/qtl: QTL mapping in experimental crosses. Bioinformatics, 19, 889–890. https://doi.org/10.1093/bioinformatics/btg112
https://doi.org/10.1093/bioinformatics/b...
). QTL positions for lesion type were defined as the peaks of maximum LOD score, and the significance thresholds were calculated by a 1000 permutation test analysis at α ≤ 0.05 significance level. QTL intervals were estimated via loading function, using 1.5-LOD support confident intervals. Additive allelic effects were estimated by substituting resistant allele (AA) to susceptible allele (BB). Single marker regression analysis was performed for each marker to test the significant association between markers and the ASR phenotypes and determine the phenotypic variation explained by each KASP marker

RESULTS AND DISCUSSION

Phenotype resistance

The susceptible parents 55I57RSF IPRO and 63I64RSF IPRO produced TAN lesions, confirming the pathogen presence and susceptibility (Fig. 1, Fig. 2 and Fig. 3). Differences were observed in phenotypic response to ASR among Rpp1 sources (Fig. 1 and Fig. 2). PI 200492 (Rpp1, Chr 18) showed high susceptibility (RB3 lesions), and immune (IM) response was observed by PI 594538A (Rpp1-b, Chr 18) and PI 587880A (Rpp1-b, Chr 18). PI 594723 (Rpp1*) carrying unknown Rpp1 allele, previously unmapped, showed strong resistance to ASR, with RB1 lesion type.

Population 1 (P1 – Rpp1) did not fit the expected segregation ratio of 3:1 (Table 3). P2 – Rpp1-b and P3 – Rpp1-b, with the Rpp1 allele variation in resistance sources PI 594538A (Rpp1-b) and PI 587880A (Rpp1-b), respectively, fit the expected phenotypic segregation (3:1), showing immunity (IM) reaction to ASR (Table 3 and Fig. 2). In P2 – Rpp1-b, 28% of the 75 plants showed an immune response to P. pachyrhizi, and in P3, 23% of 70 plants presented immune response (Fig. 2b and 2c). PI 594723 (Rpp1*) revealed strong resistance with reddish brown lesions and no visible sporulation (RB1). P4 – Rpp1* and P5 – Rpp1* fit the expected segregation ratio (Table 3). With a total of 69 and 298 plants, these populations showed 50.7% and 68.5% of the plants as RB1 and RB2, respectively (Fig. 2d, Fig. 3a).

Figure 2
Frequency distributions of phenotypic reactions to Asian soybean rust (ASR) in F2 soybean populations performed the 2017/18 crop season. a) Population 1 - Rpp1 (55I57RSF IPRO x PI 200492. b) Population 2 - Rpp1-b (55I57RSF IPRO x PI 594538A. c) Population 3 - Rpp1-b (55I57RSF IPRO x PI 587880A). d) Population 4 - Rpp1* (55I57RSF IPRO x PI 594723).

The resistant parent of P6 – Rpp2 (PI 230970, Chr 16) showed a strong phenotypic reaction as RB1 lesions. P6 – Rpp2 with 277 plants presented 42% of the plants with RB2 lesions, and 17% and 32% of the plants showed RB1 and RB3 phenotypic reactions to ASR, respectively (Fig. 3b). PI 506764 carries Rpp3 (Chr 6) and Rpp5 (Chr 3) genes and presented an RB2 reaction to ASR (Fig. 3c). P7 - Rpp3, 5 has PI 506764 resistant genes and showed a weak resistance to ASR, with over 70% of 288 plants presenting RB2 or RB3 lesions.

Population P8 - Rpp4 showed weak resistance to ASR with 79% of the plants with RB2 or RB3 lesions of 291 plants. This weak resistance to ASR is related to the disease reaction from the resistance source PI 459025A (Fig. 3d). P9 - Rpp5 and P10 - Rpp5, with 284 plants each population, carried the resistant allele Rpp5 (Chr 3) from PI 200487 and showed no sporulation lesion type (RB1) in only 14% of the plants, RB2 in ~40%, and RB3 in 25% to 29.6% (Fig. 3e and 3f).

Mapping of resistance loci to ASR

Genotypic data revealed an association between the phenotypic reaction to ASR and KASP markers for all populations evaluated, except for P1 – Rpp1 (PI 200492) (Table 4 and Supplemental Table S3). In P1, no markers showed significant association to phenotypic reaction (Supplemental Table S3). P2 and P3, carrying Rpp1-b (Chr 18) of PI 594538A and PI 587880A, respectively, presented a QTL in the same region, with a LOD peak at marker M6, and an additive effect ranged from 1.70 to 1.77 (Table 4). The QTL identified in P2 and P3 was responsible for 68 and 57% of the phenotypic reaction to ASR. The resistance locus Rpp1-b in P2 was mapped between M5 and M10 (6.5 cM) and between M4 and M10 (8.2 cM) in P3 (Supplemental Figure S1). The Chi-square (x2) test revealed that all KASP markers mapped in P2 and P3 satisfactorily fitted the expected ratio for co-dominant inheritance (1:2:1) (Supplemental Table S3).

Figure 3
Frequency distributions of phenotypic reaction to Asian soybean rust (ASR) in F2 soybean populations performed in 2018/2019 crop season. a) Population 5 - Rpp1* (63I64RSF IPRO x PI 594723); b) Population 6 – Rpp2 (55I57RSF IPRO x PI 230970); c) Population 7 – Rpp3, 5 (55I57RSF IPRO x PI 506764); d) Population 8 – Rpp4 (55I57RSF IPRO x PI 459025A); e) Population 9 – Rpp5 (55I57RSF IPRO x PI 200487); f) Population 10 – Rpp5 (63I64RSF IPRO x PI 200487).

PI 594723 presented strong resistance to ASR (Fig. 2d and Fig. 3a), and it was hypothesized that PI 594723 carries an unknown Rpp1* gene. A significant QTL was detected in P4 – Rpp1* (PI 594723) between markers M1 and M6 on Chr 18 (Table 4) and validated in a different genetic background (P5). The QTL on P4 and P5 accounted for 42.2 and 27.8% of the phenotypic variation (Table 4 and Fig. 4). The additive effects of this locus to increase susceptibility ranged from 0.67 to 0.80. In P6 – Rpp2 (PI 230970), a QTL was identified on Chr 16 between markers M13 and M14 (3 cM), with the peak at M14 and explaining 14.1% of the phenotypic variation for ASR resistance in the population (Table 4, Supplemental Fig. S1). All markers were significantly associated with ASR (Supplemental Table S3).

Table 4
Summary of quantitative trait loci (QTL) for lesion type to Asian soybean rust (ASR) in ten F2 soybean populations.
Figure 4
Compared linkage map location of Rpp1 conferring resistance to Asian soybean rust (ASR) on Chr 18 with the location of Rpp1 mapped in PI 200492 by (Hyten et al. 2007Hyten, D.L., Hartman, G.L., Nelson, R.L., Frederick, R.D., Concibido, V.C., Narvel, J.M. and Cregan, P.B. (2007). Map Location of the Rpp1 Locus That Confers Resistance to Soybean Rust in Soybean. Crop Science, 47, 837–838. https://doi.org/10.2135/cropsci2006.07.0484
https://doi.org/10.2135/cropsci2006.07.0...
), Rpp1-b mapped in PI 594538A by (Chakraborty et al. 2009Chakraborty, N., Curley, J., Frederick, R.D., Hyten, D.L., Nelson, R.L., Hartman, G.L. and Diers, B.W. (2009). Mapping and Confirmation of a New Allele at Rpp1 from Soybean PI 594538A Conferring RB Lesion–Type Resistance to Soybean Rust. Crop Science, 49, 783–790. https://doi.org/10.2135/cropsci2008.06.0335
https://doi.org/10.2135/cropsci2008.06.0...
), Rpp1-b mapped in PI 587880A by (Ray et al. 2009Ray, J.D., Morel, W., Smith, J.R., Frederick, R.D. and Miles, M.R. (2009). Genetics and mapping of adult plant rust resistance in soybean PI 587886 and PI 587880A. Theoretical Applied Genetic, 119, 271–280. https://doi.org/10.1007/s00122-009-1036-z
https://doi.org/10.1007/s00122-009-1036-...
), and Rpp1-b mapped in this study in PI 594723. Map location of Rpp1-b in PI 594723 was based on the segregation of two trials composed of 69 and 298 F2 soybean plants for Population 4 - Rpp1* (55i57RSF x PI 594723) and Population 5 - Rpp1* (63i64RSF x PI 594723).

The Rpp3 and Rpp5 loci were confirmed in population P7, and all KASP markers used were associated (P ≤ 0.002) with ASR (Table 4). The Rpp5 locus was mapped between markers M28 and M27 on Chr 3, and explained 5.8% of the phenotypic variation for ASR (Table 4). Rpp3 was mapped on Chr 6 between markers M20 and M17 (Supplemental Fig. S2) and explained 12.4% of the phenotypic response to ASR resistance (Table 4).

Genotypic data revealed a QTL for ASR on Chr 18 between the markers M26 and M22 on P8 – Rpp4 (Table 4 and Supplemental Fig. S2), confirming the Rpp4 locus in the PI 459025A (Silva et al. 2008Silva, D.C.G., Yamanaka, N., Brogin, R.L., Arias, C.A.A., Nepomuceno, A.L., Di Mauro, A.O., Pereira, S.S., Nogueira, L.M., Passianotto, A.L., Abdelnoor, R.V. (2008). Molecular mapping of two loci that confer resistance to Asian rust in soybean. Theoretical Applied Genetic, 117, 57–63. https://doi.org/10.1007/s00122-008-0752-0
https://doi.org/10.1007/s00122-008-0752-...
). M26 was associated (P ≤ 0.009) with ASR and explained 3.17% of the phenotypic variation for the trait (Supplemental Table S3). Populations P9 and P10 have the Rpp5 from PI 200487. The Rpp5 locus was mapped between the markers M27 and M28 (Supplemental Fig. S2) and QTL explained 5.8% to 6.4% of the phenotypic variation (Table 4). The additive effect for the Rpp locus ranged from 0.38 to 0.44.

Several factors could lead to inconsistent results in the segregation ratio of F2 soybean populations evaluated in this study. The trials were conducted in field conditions, where the combination of different ASR isolates, natural infection, and weather conditions could promote high inoculum pressure. In addition, the ASR isolates presented in Brazil are considered more virulent than ones found in Japan, Argentina, and Paraguay (Aoyagi et al. 2020Aoyagi, L.N., Muraki, Y. and Yamanaka, N. (2020). Characterization of three soybean landraces resistant to Asian soybean rust disease. Molecular Breeding, 40, 53. https://doi.org/10.1007/s11032-020-01132-w
https://doi.org/10.1007/s11032-020-01132...
; Yamanaka et al. 2010Yamanaka, N., Yamaoka, Y., Kato, M., Lemos, N.G., Passianotto, A.L.L., Santos, J.V.M., Benitez, E.R., Abdelnoor, R.V., Soares, R.M. and Suenaga, K. (2010). Development of classification criteria for resistance to soybean rust and differences in virulence among Japanese and Brazilian rust populations. Tropical plant pathology. 35, 153–162. https://doi.org/10.1590/S1982-56762010000300003
https://doi.org/10.1590/S1982-5676201000...
.

A comparison of ASR reactions of PI 594723 with other PIs carrying Rpp1 (PI 200492) and Rpp1-b (PI 594538A and PI 587880A) showed higher similarity to Rpp1-b phenotypic response. The PI 594723 presented strong resistance, while the PI 200492 (Rpp1) presented RB3 lesions, classified as weak resistance. The higher susceptibility against ASR from PI 200492 demonstrates the inefficiency in genetic control using Rpp1 in the study conditions. Akamatsu et al. (2017)Akamatsu, H., Yamanaka, N., Soares, R.M., Ivancovich, A.G., Lavilla, M.A., Bogado, A.N., Morel, G., Scholz, R., Yamaoka, Y. and Kato, M. (2017). Pathogenic Variation of South American Phakopsora pachyrhizi Populations Isolated from Soybeans from 2010 to 2015. Japan Agricultural Research Quarterly, 51, 221–232. https://doi.org/10.6090/jarq.51.221
https://doi.org/10.6090/jarq.51.221...
observed susceptibility response from PI 200492 against several South America (Brazil, Argentina, and Paraguay) rust isolates.

PI 587880A and PI 594538A were classified as immune to ASR, and showed less sporulation than PI 200492 (Fig. 2a). Aoyagi et al. (2020)Aoyagi, L.N., Muraki, Y. and Yamanaka, N. (2020). Characterization of three soybean landraces resistant to Asian soybean rust disease. Molecular Breeding, 40, 53. https://doi.org/10.1007/s11032-020-01132-w
https://doi.org/10.1007/s11032-020-01132...
reported clear differences in the ASR reactions from genotypes carrying Rpp1 and Rpp1-b and among sources of Rpp1 such as PI 587886, Himeshirazu, and PI 200492, showing infection reactions of susceptibility, high resistance, and immunity depending on the rust isolate. Panho et al. (2022)Panho, M.C., Fernandes, R.A.T., Menegazzi, C.P., Campagnolli, O.R., Quadra, F.C., Madella, L.A., Meira, D., Malone, G., Brito Junior, S.L. and Benin, G. (2022). Rpp-Gene pyramiding confers higher resistance level to Asian soybean rust. Euphytica, 218, 172. https://doi.org/10.1007/s10681-022-03123-8
https://doi.org/10.1007/s10681-022-03123...
classified PI 587880A and PI 594538A (Rpp1-b) genotypes as resistant, while PI 200492 (Rpp1) was classified as susceptible to field isolates in Brazil. Our results suggested that Rpp1-b has a higher genetic control against ASR than Rpp1.

The phenotypic reaction against ASR and mapping location suggested that PI 594723 carries Rpp1-b locus. Ray et al. (2009)Ray, J.D., Morel, W., Smith, J.R., Frederick, R.D. and Miles, M.R. (2009). Genetics and mapping of adult plant rust resistance in soybean PI 587886 and PI 587880A. Theoretical Applied Genetic, 119, 271–280. https://doi.org/10.1007/s00122-009-1036-z
https://doi.org/10.1007/s00122-009-1036-...
identified the gene Rpp1-b on Chr 18 from PI 587880A in the same region where we identified the Rpp1* locus on P4 and P5. In a few studies performed with PI 594723, Miles et al. (2008)Miles, M.R., Morel, W., Ray, J.D., Smith, J.R., Frederick, R.D. and Hartman, G.L. (2008). Adult Plant Evaluation of Soybean Accessions for Resistance to Phakopsora pachyrhizi in the Field and Greenhouse in Paraguay. Plant Disease, 92, 96–105. https://doi.org/10.1094/PDIS-92-1-0096
https://doi.org/10.1094/PDIS-92-1-0096...
reported resistant RB lesion type, with reduced sporulation level and low severity, in greenhouse and field conditions in Paraguay. However, Li (2009)Li, S. (2009). Reaction of Soybean Rust-Resistant Lines Identified in Paraguay to Mississippi Isolates of Phakopsora pachyrhizi. Crop Science, 49, 887–894. https://doi.org/10.2135/cropsci2008.06.0305
https://doi.org/10.2135/cropsci2008.06.0...
observed moderate resistance to Mississippi isolates.

Pedley et al. (2019)Pedley, K.F., Pandey, A.K., Ruck, A., Lincoln, L.M., Whitham, S.A. and Graham, M.A. (2019). Rpp1 encodes a ULP1-NBS-LRR protein that controls immunity to Phakopsora pachyrhizi in soybean. MPMI 32, 120–133. https://doi.org/10.1094/MPMI-07-18-0198-FI
https://doi.org/10.1094/MPMI-07-18-0198-...
identified eight genes that encode leucine-rich repeat (NBS-LRR) protein at the Rpp1 locus. Four of these genes contain a novel ubiquitin-like protease 1 (ULP1) domain (Pedley et al. 2019Pedley, K.F., Pandey, A.K., Ruck, A., Lincoln, L.M., Whitham, S.A. and Graham, M.A. (2019). Rpp1 encodes a ULP1-NBS-LRR protein that controls immunity to Phakopsora pachyrhizi in soybean. MPMI 32, 120–133. https://doi.org/10.1094/MPMI-07-18-0198-FI
https://doi.org/10.1094/MPMI-07-18-0198-...
). Only three of these genes, R3 – R5, are located within markers Sct_187 and Sat_064 that define the Rpp1 locus (Hyten et al. 2007Hyten, D.L., Hartman, G.L., Nelson, R.L., Frederick, R.D., Concibido, V.C., Narvel, J.M. and Cregan, P.B. (2007). Map Location of the Rpp1 Locus That Confers Resistance to Soybean Rust in Soybean. Crop Science, 47, 837–838. https://doi.org/10.2135/cropsci2006.07.0484
https://doi.org/10.2135/cropsci2006.07.0...
). This might explain the immunity and hypersensibility reaction to ASR observed in this study to PI 587880A, PI 594538A, and PI 594723 carrying Rpp1-b (Fig. 1). Chakraborty et al. (2009)Chakraborty, N., Curley, J., Frederick, R.D., Hyten, D.L., Nelson, R.L., Hartman, G.L. and Diers, B.W. (2009). Mapping and Confirmation of a New Allele at Rpp1 from Soybean PI 594538A Conferring RB Lesion–Type Resistance to Soybean Rust. Crop Science, 49, 783–790. https://doi.org/10.2135/cropsci2008.06.0335
https://doi.org/10.2135/cropsci2008.06.0...
mapped Rpp1-b on PI 594538A between markers Sat_064 and Sat_372, which agree with the physical position of R6 to R8. The Rpp1-b mapped on PI 587880A was located between markers Sat_191 and Sat_187 (Ray et al. 2009Ray, J.D., Morel, W., Smith, J.R., Frederick, R.D. and Miles, M.R. (2009). Genetics and mapping of adult plant rust resistance in soybean PI 587886 and PI 587880A. Theoretical Applied Genetic, 119, 271–280. https://doi.org/10.1007/s00122-009-1036-z
https://doi.org/10.1007/s00122-009-1036-...
), which is in the same physical position of R1 and R8 resistance genes. Thus, according to the mapping proposed of PI 594723, eight genes homologous to the NBS-LRR family of disease R genes could be present (Pedley et al. 2019Pedley, K.F., Pandey, A.K., Ruck, A., Lincoln, L.M., Whitham, S.A. and Graham, M.A. (2019). Rpp1 encodes a ULP1-NBS-LRR protein that controls immunity to Phakopsora pachyrhizi in soybean. MPMI 32, 120–133. https://doi.org/10.1094/MPMI-07-18-0198-FI
https://doi.org/10.1094/MPMI-07-18-0198-...
).

The markers previously mapped to Rpp1-b in PI 594723 (M1, M6, and M11) were confirmed in the P5 - Rpp1-b. This population avoids pathogen infection through hypersensitive reactions, resulting in lesions without sporulation, known as RB1 (Fig. 1). This resistant source has great potential to be used in breeding for ASR resistance, especially in South America. The flanking and interval KASP marker used in these populations (P4 and P5 – Rpp1-b) allows it to select plants with strong resistance.

The PI 230970 carries the dominant gene Rpp2 on Chr 16 (Hartwig and Bromfield, 1983Hartwig, E.E. and Bromfield, K.R. (1983). Relationships Among Three Genes Conferring Specific Resistance to Rust in Soybeans. Crop Science, 23. https://doi.org/10.2135/cropsci1983.0011183X002300020012x
https://doi.org/10.2135/cropsci1983.0011...
; Silva et al. 2008Silva, D.C.G., Yamanaka, N., Brogin, R.L., Arias, C.A.A., Nepomuceno, A.L., Di Mauro, A.O., Pereira, S.S., Nogueira, L.M., Passianotto, A.L., Abdelnoor, R.V. (2008). Molecular mapping of two loci that confer resistance to Asian rust in soybean. Theoretical Applied Genetic, 117, 57–63. https://doi.org/10.1007/s00122-008-0752-0
https://doi.org/10.1007/s00122-008-0752-...
). In addition, Yu et al. (2015)Yu, N., Kim, M., King, Z.R., Harris, D.K., Buck, J.W., Li, Z. and Diers, B.W. (2015). Fine mapping of the Asian soybean rust resistance gene Rpp2 from soybean PI 230970. Theoretical Applied Genetic, 128, 387–396. https://doi.org/10.1007/s00122-014-2438-0
https://doi.org/10.1007/s00122-014-2438-...
fine mapped Rpp2 from PI 230970 into a 188.1 kb region. Our results confirmed the Rpp2 gene from PI 230970 on Chr 16. However, the phenotypic segregation ratio for P6 – Rpp2 did not follow the expected 3:1 ratio. An explanation for that may be the presence of multiple rust isolates in the area since we had a natural infestation. Garcia et al. (2008)Garcia, A., Calvo, É.S., Souza K.R.A., Harada, A., Hiromoto, D.M. and Vieira, L.G.E. (2008). Molecular mapping of soybean rust (Phakopsora pachyrhizi) resistance genes: discovery of a novel locus and alleles. Theoretical Applied Genetic, 117, 545–553. https://doi.org/10.1007/s00122-008-0798-z
https://doi.org/10.1007/s00122-008-0798-...
observed a similar trend when they used a different ASR isolate than previously used by Bromfield and Hartwig (1980)Bromfield, K.R. and Hartwig, E.E. (1980). Resistance to soybean rust and mode of inheritance. Crop Science, 20, 254–255. to map Rpp2 from PI 230970.

PI 506764 contains alleles of Rpp3 and Rpp5 and represents a natural case of gene pyramiding. Rpp3 was mapped on Chr 6 between Satt307 and satt460 (Hyten et al. 2009Hyten, D.L., Smith, J.R., Frederick, R.D., Tucker, M.L., Song, Q. and Cregan, P.B. (2009). Bulked Segregant Analysis Using the GoldenGate Assay to Locate the Rpp3 Locus that Confers Resistance to Soybean Rust in Soybean. Crop Science, 49, 265–271. https://doi.org/10.2135/cropsci2008.08.0511
https://doi.org/10.2135/cropsci2008.08.0...
), and Rpp5 on Chr 3 between Sat_275 and Sat_280 (Kendrick et al. 2011Kendrick, M.D., Harris, D.K., Ha, B.K., Hyten, D.L., Cregan, P.B., Frederick, R.D., Boerma, H.R. and Pedley, K.F. (2011). Identification of a Second Asian Soybean Rust Resistance Gene in Hyuuga Soybean. Phytopathology, 101, 535–543. https://doi.org/10.1094/PHYTO-09-10-0257
https://doi.org/10.1094/PHYTO-09-10-0257...
). Aoyagi et al. (2020)Aoyagi, L.N., Muraki, Y. and Yamanaka, N. (2020). Characterization of three soybean landraces resistant to Asian soybean rust disease. Molecular Breeding, 40, 53. https://doi.org/10.1007/s11032-020-01132-w
https://doi.org/10.1007/s11032-020-01132...
genotyped soybean landraces (WV51 and WC61) carrying Rpp3 and reported different phenotypic reactions to isolates, presenting slight resistance to Brazilian isolates agreeing with our results. The Rpp5 (PI 200487), mapped in Chr 3 between markers Sat_275 and Sat_280 (Garcia et al. 2008Garcia, A., Calvo, É.S., Souza K.R.A., Harada, A., Hiromoto, D.M. and Vieira, L.G.E. (2008). Molecular mapping of soybean rust (Phakopsora pachyrhizi) resistance genes: discovery of a novel locus and alleles. Theoretical Applied Genetic, 117, 545–553. https://doi.org/10.1007/s00122-008-0798-z
https://doi.org/10.1007/s00122-008-0798-...
) showed great potential to be used in breeding programs. Our results demonstrated the contribution of Rpp5 to increase levels of resistance in pyramided lines containing Rpp3 + Rpp5 (Fig. S3).

The resistant source carrying Rpp4 (PI 459025A) presented satisfactory resistance to ASR. According to Hossain and Yamanaka (2019)Hossain, M.D.M. and Yamanaka, N. (2019). Pathogenic variation of Asian soybean rust pathogen in Bangladesh. Journal Genetic Plant Pathology, 85, 90–100. https://doi.org/10.1007/s10327-018-0825-0
https://doi.org/10.1007/s10327-018-0825-...
, this PI showed strong resistance against 80% of isolates from Bangladesh and Japan. However, when submitted to South American isolates (Brazil, Argentina, and Paraguay), the PI 459025A showed resistance to 50% of the isolates. Rpp4 and Rpp1 were mapped in the same linkage group on Chr 18, and this region is considered a hotspot for ASR resistance in soybean (Hyten et al. 2007Hyten, D.L., Hartman, G.L., Nelson, R.L., Frederick, R.D., Concibido, V.C., Narvel, J.M. and Cregan, P.B. (2007). Map Location of the Rpp1 Locus That Confers Resistance to Soybean Rust in Soybean. Crop Science, 47, 837–838. https://doi.org/10.2135/cropsci2006.07.0484
https://doi.org/10.2135/cropsci2006.07.0...
; Silva et al. 2008Silva, D.C.G., Yamanaka, N., Brogin, R.L., Arias, C.A.A., Nepomuceno, A.L., Di Mauro, A.O., Pereira, S.S., Nogueira, L.M., Passianotto, A.L., Abdelnoor, R.V. (2008). Molecular mapping of two loci that confer resistance to Asian rust in soybean. Theoretical Applied Genetic, 117, 57–63. https://doi.org/10.1007/s00122-008-0752-0
https://doi.org/10.1007/s00122-008-0752-...
). Previous studies with Rpp4 verified a biphasic response to ASR, proposing that the gene detect effectors in the haustoria developing stage due to one or more of the multiple TIR-NBS-LRR candidate genes in the region (Meyer et al. 2009Meyer, J.D.F., Silva, D.C.G., Yang, C., Pedley, K.F., Zhang, C., van de Mortel, M., Hill, J.H., Shoemaker, R.C., Abdelnoor, R.V., Whitham, S.A. and Graham, M.A. (2009). Identification and Analyses of Candidate Genes for Rpp4-Mediated Resistance to Asian Soybean Rust in Soybean. Plant Physiology, 150, 295–307. https://doi.org/10.1104/pp.108.134551
https://doi.org/10.1104/pp.108.134551...
). These authors support the hypothesis that susceptibility to ASR can be associated with small amino acid differences responsible for playing a key role in resistance.

Pyramiding resistant genes in a single line can confer more durable and broad-spectrum resistance to a pathogen. Yamanaka and Hossain (2019)Yamanaka, N. and Hossain, M.D.M. (2019). Pyramiding three rust-resistance genes confers a high level of resistance in soybean (Glycine max). Plant Breeding, 138, 686–695. https://doi.org/10.1111/pbr.12720
https://doi.org/10.1111/pbr.12720...
observed highly resistance to ASR when combined in one line multiple Rpp genes depending on the isolate. The KASP markers validated in this study might be used in MAS strategies to pyramiding different Rpp genes in one single line.

CONCLUSION

In conclusion, based on a slight difference in map position and a different reaction to ASR of PI 200492, the data suggested that PI 594723 carries a resistance gene Rpp1-b. The PIs carrying Rpp1-b (PI 594723, PI 587880A, and 594538A) showed strong resistance to ASR and generated high resistance plants when crossed with susceptible commercial cultivars. A total of 26 KASP markers were significantly associated (P < 0.01) with ASR and successfully mapped the resistant loci Rpp1, Rpp2, Rpp3, Rpp4, and Rpp5. Among the 26 KASP markers M1, M5, and M6 (Rpp1), M13 and M14 (Rpp2), M16, M17 and M20 (Rpp3), M25 and M26 (Rpp4), and M27 and M28 (Rpp5) have the potential to be used in marker-assisted selection strategies.

ACKNOWLEDGMENTS

We thank GDM Seeds for providing funds and resources to support this project.

  • How to cite: Meira, D., Batti, V. B. B., Woyann, L. G., Milioli, A. S., Bozi, A. H., Beche, E., Panho, M. C., Barrinouevo, F., Madella, L. A., Malone, G., Brito Júnior, S. L., Finatto, T. and Benin, G. (2023). Rpp genes conferring resistance to Asian soybean rust in F2 population in the field conditions. Bragantia, 82, e20230099. https://doi.org/10.1590/1678-4499.20230099
  • Coordenação de Aperfeiçoamento de Pessoal de Nível Superior
    Finance code 001

DATA AVAILABILITY STATEMENT

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior

https://doi.org/10.13039/501100002322

Finance code 001

REFERENCES

  • Akamatsu, H., Yamanaka, N., Soares, R.M., Ivancovich, A.G., Lavilla, M.A., Bogado, A.N., Morel, G., Scholz, R., Yamaoka, Y. and Kato, M. (2017). Pathogenic Variation of South American Phakopsora pachyrhizi Populations Isolated from Soybeans from 2010 to 2015. Japan Agricultural Research Quarterly, 51, 221–232. https://doi.org/10.6090/jarq.51.221
    » https://doi.org/10.6090/jarq.51.221
  • Aoyagi, L.N., Muraki, Y. and Yamanaka, N. (2020). Characterization of three soybean landraces resistant to Asian soybean rust disease. Molecular Breeding, 40, 53. https://doi.org/10.1007/s11032-020-01132-w
    » https://doi.org/10.1007/s11032-020-01132-w
  • Boller, T. and Felix, G. (2009). A Renaissance of elicitors: perception of microbe-associated molecular patterns and danger signals by pattern-recognition receptors. Annual Review of Plant Biology, 60, 379–406. https://doi.org/10.1146/annurev.arplant.57.032905.10534
    » https://doi.org/10.1146/annurev.arplant.57.032905.10534
  • Broman, K.W., Wu, H., Sen, Ś. and Churchill, G.A. (2003). R/qtl: QTL mapping in experimental crosses. Bioinformatics, 19, 889–890. https://doi.org/10.1093/bioinformatics/btg112
    » https://doi.org/10.1093/bioinformatics/btg112
  • Bromfield, K.R. and Hartwig, E.E. (1980). Resistance to soybean rust and mode of inheritance. Crop Science, 20, 254–255.
  • Chakraborty, N., Curley, J., Frederick, R.D., Hyten, D.L., Nelson, R.L., Hartman, G.L. and Diers, B.W. (2009). Mapping and Confirmation of a New Allele at Rpp1 from Soybean PI 594538A Conferring RB Lesion–Type Resistance to Soybean Rust. Crop Science, 49, 783–790. https://doi.org/10.2135/cropsci2008.06.0335
    » https://doi.org/10.2135/cropsci2008.06.0335
  • Chen, H., Zhao, S., Yang, Z., Sha, A., Wan, Q., Zhang, C., Chen, L., Yuan, S., Qiu, D., Chen, S., Shan, Z. and Zhou, X. (2015). Genetic analysis and molecular mapping of resistance gene to Phakopsora pachyrhizi in soybean germplasm SX6907. Theoretical Applied Genetic, 128, 733–743. https://doi.org/10.1007/s00122-015-2468-2
    » https://doi.org/10.1007/s00122-015-2468-2
  • Childs, S.P., King, Z.R., Walker, D.R., Harris, D.K., Pedley, K.F.., Buck, JW., Boerma, H.R. and Li, Z. (2018). Discovery of a seventh Rpp soybean rust resistance locus in soybean accession PI 605823. Theoretical Applied Genetic 131, 27–41. https://doi.org/10.1007/s00122-017-2983-4
    » https://doi.org/10.1007/s00122-017-2983-4
  • Fehr, W.R., Caviness, C.E., Burmood, D.T. and Pennington, J.S. (1971). Stage of Development Descriptions for Soybeans, Glycine Max (L.) Merrill1. Crop Science, 11, 929-931. https://doi.org/10.2135/cropsci1971.0011183X001100060051x
    » https://doi.org/10.2135/cropsci1971.0011183X001100060051x
  • Garcia, A., Calvo, É.S., Souza K.R.A., Harada, A., Hiromoto, D.M. and Vieira, L.G.E. (2008). Molecular mapping of soybean rust (Phakopsora pachyrhizi) resistance genes: discovery of a novel locus and alleles. Theoretical Applied Genetic, 117, 545–553. https://doi.org/10.1007/s00122-008-0798-z
    » https://doi.org/10.1007/s00122-008-0798-z
  • Godoy, C.V., Seixas, C.D.S., Soares, R.M., Marcelino-Guimarães, F.C., Meyer, M.C. and Costamilan, L.M. (2016). Asian soybean rust in Brazil: past, present, and future. Pesquisa agropecuária brasileira, 51, 407–421. https://doi.org/10.1590/S0100-204X2016000500002
    » https://doi.org/10.1590/S0100-204X2016000500002
  • Goellner, K., Loehrer, M., Langenbach, C., Conrath, U., Koch, E. and Schaffrath, U. (2010). Phakopsora pachyrhizi, the causal agent of Asian soybean rust. Molecular Plant Pathology, 11, 169–177. https://doi.org/10.1111/j.1364-3703.2009.00589.x
    » https://doi.org/10.1111/j.1364-3703.2009.00589.x
  • Hartwig, E.E. (1986). Identification of a Fourth Major Gene Conferring Resistance to Soybean Rust. Crop Science, 26. https://doi.org/10.2135/cropsci1986.0011183X002600060010x
    » https://doi.org/10.2135/cropsci1986.0011183X002600060010x
  • Hartwig, E.E. and Bromfield, K.R. (1983). Relationships Among Three Genes Conferring Specific Resistance to Rust in Soybeans. Crop Science, 23. https://doi.org/10.2135/cropsci1983.0011183X002300020012x
    » https://doi.org/10.2135/cropsci1983.0011183X002300020012x
  • Hossain, M.D.M. and Yamanaka, N. (2019). Pathogenic variation of Asian soybean rust pathogen in Bangladesh. Journal Genetic Plant Pathology, 85, 90–100. https://doi.org/10.1007/s10327-018-0825-0
    » https://doi.org/10.1007/s10327-018-0825-0
  • Hossain, M.M., Akamatsu, H., Morishita, M., Mori, T., Yamaoka, Y., Suenaga, K., Soares, R.M., Bogado, A.N., Ivancovich, A.J.G. and Yamanaka, N. (2015). Molecular mapping of Asian soybean rust resistance in soybean landraces PI 594767A, PI 587905 and PI 416764. Plant Pathology, 64, 147–156. https://doi.org/10.1111/ppa.12226
    » https://doi.org/10.1111/ppa.12226
  • Hyten, D.L., Hartman, G.L., Nelson, R.L., Frederick, R.D., Concibido, V.C., Narvel, J.M. and Cregan, P.B. (2007). Map Location of the Rpp1 Locus That Confers Resistance to Soybean Rust in Soybean. Crop Science, 47, 837–838. https://doi.org/10.2135/cropsci2006.07.0484
    » https://doi.org/10.2135/cropsci2006.07.0484
  • Hyten, D.L., Smith, J.R., Frederick, R.D., Tucker, M.L., Song, Q. and Cregan, P.B. (2009). Bulked Segregant Analysis Using the GoldenGate Assay to Locate the Rpp3 Locus that Confers Resistance to Soybean Rust in Soybean. Crop Science, 49, 265–271. https://doi.org/10.2135/cropsci2008.08.0511
    » https://doi.org/10.2135/cropsci2008.08.0511
  • Kendrick, M.D., Harris, D.K., Ha, B.K., Hyten, D.L., Cregan, P.B., Frederick, R.D., Boerma, H.R. and Pedley, K.F. (2011). Identification of a Second Asian Soybean Rust Resistance Gene in Hyuuga Soybean. Phytopathology, 101, 535–543. https://doi.org/10.1094/PHYTO-09-10-0257
    » https://doi.org/10.1094/PHYTO-09-10-0257
  • Langenbach, C., Campe, R., Beyer, S.F., Mueller, A.N. and Conrath, U. (2016). Fighting Asian Soybean Rust. Frontiers in Plant Science, 7.
  • Li, S. (2009). Reaction of Soybean Rust-Resistant Lines Identified in Paraguay to Mississippi Isolates of Phakopsora pachyrhizi Crop Science, 49, 887–894. https://doi.org/10.2135/cropsci2008.06.0305
    » https://doi.org/10.2135/cropsci2008.06.0305
  • Li, S., Smith, J.R., Ray, J.D. and Frederick, R.D. (2012). Identification of a new soybean rust resistance gene in PI 567102B. Theoretical Applied Genetic, 125, 133–142. https://doi.org/10.1007/s00122-012-1821-y
    » https://doi.org/10.1007/s00122-012-1821-y
  • Meira, D., Woyann, L.G., Bozi, A.H., Milioli, A.S., Beche, E., Panho, M.C., Madella, L.A., Barrionuevo, F., Marchioro, V.S. and Benin, G. (2020). Asian soybean rust: a scientometric approach of Phakopsora pachyrhizi studies. Euphytica, 216, 133. https://doi.org/10.1007/s10681-020-02667-x
    » https://doi.org/10.1007/s10681-020-02667-x
  • Meyer, J.D.F., Silva, D.C.G., Yang, C., Pedley, K.F., Zhang, C., van de Mortel, M., Hill, J.H., Shoemaker, R.C., Abdelnoor, R.V., Whitham, S.A. and Graham, M.A. (2009). Identification and Analyses of Candidate Genes for Rpp4-Mediated Resistance to Asian Soybean Rust in Soybean. Plant Physiology, 150, 295–307. https://doi.org/10.1104/pp.108.134551
    » https://doi.org/10.1104/pp.108.134551
  • Miles, M.R., Bonde, M.R., Nester, S.E., Berner, D.K., Frederick, R.D. and Hartman, G.L. (2011). Characterizing Resistance to Phakopsora pachyrhizi in Soybean. Plant Disease, 95, 577–581. https://doi.org/10.1094/PDIS-06-10-0450
    » https://doi.org/10.1094/PDIS-06-10-0450
  • Miles, M.R., Morel, W., Ray, J.D., Smith, J.R., Frederick, R.D. and Hartman, G.L. (2008). Adult Plant Evaluation of Soybean Accessions for Resistance to Phakopsora pachyrhizi in the Field and Greenhouse in Paraguay. Plant Disease, 92, 96–105. https://doi.org/10.1094/PDIS-92-1-0096
    » https://doi.org/10.1094/PDIS-92-1-0096
  • Panho, M.C., Fernandes, R.A.T., Menegazzi, C.P., Campagnolli, O.R., Quadra, F.C., Madella, L.A., Meira, D., Malone, G., Brito Junior, S.L. and Benin, G. (2022). Rpp-Gene pyramiding confers higher resistance level to Asian soybean rust. Euphytica, 218, 172. https://doi.org/10.1007/s10681-022-03123-8
    » https://doi.org/10.1007/s10681-022-03123-8
  • Pedley, K.F., Pandey, A.K., Ruck, A., Lincoln, L.M., Whitham, S.A. and Graham, M.A. (2019). Rpp1 encodes a ULP1-NBS-LRR protein that controls immunity to Phakopsora pachyrhizi in soybean. MPMI 32, 120–133. https://doi.org/10.1094/MPMI-07-18-0198-FI
    » https://doi.org/10.1094/MPMI-07-18-0198-FI
  • Ray, J.D., Morel, W., Smith, J.R., Frederick, R.D. and Miles, M.R. (2009). Genetics and mapping of adult plant rust resistance in soybean PI 587886 and PI 587880A. Theoretical Applied Genetic, 119, 271–280. https://doi.org/10.1007/s00122-009-1036-z
    » https://doi.org/10.1007/s00122-009-1036-z
  • Silva, D.C.G., Yamanaka, N., Brogin, R.L., Arias, C.A.A., Nepomuceno, A.L., Di Mauro, A.O., Pereira, S.S., Nogueira, L.M., Passianotto, A.L., Abdelnoor, R.V. (2008). Molecular mapping of two loci that confer resistance to Asian rust in soybean. Theoretical Applied Genetic, 117, 57–63. https://doi.org/10.1007/s00122-008-0752-0
    » https://doi.org/10.1007/s00122-008-0752-0
  • Yamanaka, N. and Hossain, M.D.M. (2019). Pyramiding three rust-resistance genes confers a high level of resistance in soybean (Glycine max). Plant Breeding, 138, 686–695. https://doi.org/10.1111/pbr.12720
    » https://doi.org/10.1111/pbr.12720
  • Yamanaka, N., Morishita, M., Mori, T., Muraki, Y., Hasegawa, M., Hossain, M.D.M., Yamaoka, Y., and Kato, M. (2016). The locus for resistance to Asian soybean rust in PI 587855. Plant Breeding, 135, 621–626. https://doi.org/10.1111/pbr.12392
    » https://doi.org/10.1111/pbr.12392
  • Yamanaka, N., Yamaoka, Y., Kato, M., Lemos, N.G., Passianotto, A.L.L., Santos, J.V.M., Benitez, E.R., Abdelnoor, R.V., Soares, R.M. and Suenaga, K. (2010). Development of classification criteria for resistance to soybean rust and differences in virulence among Japanese and Brazilian rust populations. Tropical plant pathology. 35, 153–162. https://doi.org/10.1590/S1982-56762010000300003
    » https://doi.org/10.1590/S1982-56762010000300003
  • Yu, N., Kim, M., King, Z.R., Harris, D.K., Buck, J.W., Li, Z. and Diers, B.W. (2015). Fine mapping of the Asian soybean rust resistance gene Rpp2 from soybean PI 230970. Theoretical Applied Genetic, 128, 387–396. https://doi.org/10.1007/s00122-014-2438-0
    » https://doi.org/10.1007/s00122-014-2438-0

Edited by

Section Editor: Carlos Alberto Scapim https://orcid.org/0000-0002-7047-9606

Publication Dates

  • Publication in this collection
    30 Oct 2023
  • Date of issue
    2023

History

  • Received
    27 Jan 2023
  • Accepted
    04 Sept 2023
Instituto Agronômico de Campinas Avenida Barão de Itapura, 1481, 13020-902, Tel.: +55 19 2137-0653, Fax: +55 19 2137-0666 - Campinas - SP - Brazil
E-mail: bragantia@iac.sp.gov.br