Abstract
Key message
Fifteen and eleven loci, with most loci being novel, were identified to associate with seedling and adult resistances, respectively, to the durum-specific races of leaf rust pathogen in cultivated emmer.
Abstract
Leaf rust, caused by Puccinia triticina (Pt), constantly threatens durum (Triticum turgidum ssp. durum) and bread wheat (Triticum aestivum) production worldwide. A Pt race BBBQD detected in California in 2009 poses a potential threat to durum production in North America because resistance source to this race is rare in durum germplasm. To find new resistance sources, we assessed a panel of 180 cultivated emmer wheat (Triticum turgidum ssp. dicoccum) accessions for seedling resistance to BBBQD and for adult resistance to a mixture of durum-specific races BBBQJ, CCMSS, and MCDSS in the field, and genotyped the panel using genotype-by-sequencing (GBS) and the 9 K SNP (Single Nucleotide Polymorphism) Infinium array. The results showed 24 and nine accessions consistently exhibited seedling and adult resistance, respectively, with two accessions providing resistance at both stages. We performed genome-wide association studies using 46,383 GBS and 4,331 9 K SNP markers and identified 15 quantitative trait loci (QTL) for seedling resistance located mostly on chromosomes 2B and 6B, and 11 QTL for adult resistance on 2B, 3B and 6A. Of these QTL, one might be associated with leaf rust resistance (Lr) gene Lr53, and two with the QTL previously reported in durum or hexaploid wheat. The remaining QTL are potentially associated with new Lr genes. Further linkage analysis and gene cloning are necessary to identify the causal genes underlying these QTL. The emmer accessions with high levels of resistance will be useful for developing mapping populations and adapted durum germplasm and varieties with resistance to the durum-specific races.
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All data generated or analyzed during this study are included in this published article and its supplementary information files.
Change history
23 March 2023
A Correction to this paper has been published: https://doi.org/10.1007/s00122-023-04323-z
References
Aboukhaddour R, Fetch T, McCallum BD, Harding MW, Beres BL, Graf RJ (2020) Wheat diseases on the prairies: a Canadian story. Plant Pathol 69:418–432. https://doi.org/10.1111/ppa.13147
Amo A, Soriano JM (2022) Unravelling consensus genomic regions conferring leaf rust resistance in wheat via meta-QTL analysis. Plant Genome 15(1):e20185. https://doi.org/10.1002/tpg2.20185
Anikster Y, Bushnell WR, Roelfs AP, Eilam T, Manisterski J (1997) Puccinia recondita causing leaf rust on cultivated wheats, wild wheats, and rye. Can J Bot 75:2082–2096. https://doi.org/10.1139/b97-919
Aoun M, Breiland M, Turner MK, Loladze A, Chao S, Xu SS, Ammar K, Anderson JA, Kolmer JA, Acevedo M (2016) Genome-wide association mapping of leaf rust response in a durum wheat worldwide germplasm collection. Plant Genome 9(3):plantgenome2016-01. https://doi.org/10.3835/plantgenome2016.01.0008
Aoun M, Kolmer JA, Rouse MN, Chao S, Bulbula WD, Elias EM, Acevedo M (2017) Inheritance and bulked segregant analysis of leaf rust and stem rust resistance in durum wheat genotypes. Phytopathology 107:1496–1506. https://doi.org/10.1094/PHYTO-12-16-0444-R
Bradbury PJ, Zhang Z, Kroon DE, Casstevens TM, Ramdoss Y, Buckler ES (2007) Tassel: software for association mapping of complex traits in diverse samples. Bioinformatics 23:2633–2635. https://doi.org/10.1093/bioinformatics/btm308
Carpenter NR, Griffey CA, Rosso L, Malla S, Chao S, Brown-Guedira GL (2018) Mapping Lr18: a leaf rust resistance gene widely deployed in soft red winter wheat. J Plant Dis Biomark 1(1):4–10
Cavanagh CR, Chao S, Wang S, Huang BE, Stephen S, Kiani S, Forrest K, Saintenac C, Brown-Guedira GL, Akhunova A, See D, Bai G, Pumphrey M, Tomar L, Wong D, Kong S, Reynolds M, da Silva ML, Bockelman H, Talbert L, Anderson JA, Dreisigacker S, Baenziger S, Carter A, Korzun V, Morrell PL, Dubcovsky J, Morell MK, Sorrells ME, Hayden MJ, Akhunov E (2013) Genome-wide comparative diversity uncovers multiple targets of selection for improvement in hexaploid wheat landraces and cultivars. Proc Natl Acad Sci USA 110:8057–8062. https://doi.org/10.1073/pnas.121713311
Chai Y, Pardey PG, Hurley TM, Senay SD, Beddow JM (2020) A probabilistic bio-economic assessment of the global consequences of wheat leaf rust. Phytopathology 110:1886–1896. https://doi.org/10.1094/PHYTO-02-20-0032-R
Chu C-G, Friesen TL, Xu SS, Faris JD, Kolmer JA (2009) Identification of novel QTLs for seedling and adult plant leaf rust resistance in a wheat doubled haploid population. Theort Appl Genet 119:263–269. https://doi.org/10.1007/s00122-009-1035-0
Cloutier S, McCallum BD, Loutre C, Banks TW, Wicker T, Feuillet C, Keller B, Jordan MC (2007) Leaf rust resistance gene Lr1, isolated from bread wheat (Triticum aestivum L.) is a member of the large psr567 gene family. Plant Mol Biol 65:93–106. https://doi.org/10.1007/s11103-007-9201-8
Dadkhodaie NA, Karaoglou H, Wellings CR, Park RF (2011) Mapping genes Lr53 and Yr35 on the short arm of chromosome 6B of common wheat with microsatellite markers and studies of their association with Lr36. Theor Appl Genet 122:479–487. https://doi.org/10.1007/s00122-010-1462-y
Earl DA, vonHoldt BM (2012) Structure harvester: a website and program for visualizing structure output and implementing the Evanno method. Conserv Genet Resour 4:359–361. https://doi.org/10.1007/s12686-011-9548-7
Ellis JG, Lagudah ES, Spielmeyer W, Dodds PN (2014) The past, present and future of breeding rust resistant wheat. Front Plant Sci 5:641. https://doi.org/10.3389/fpls.2014.00641
Evanno G, Regnaut S, Goudet J (2005) Detecting the number of clusters of individuals using the software structure: a simulation study. Mol Ecol 14:2611–2620. https://doi.org/10.1111/j.1365-294X.2005.02553.x
Fatima F, McCallum BD, Pozniak CJ, Hiebert CW, McCartney CA, Fedak G, You FM, Cloutier S (2020) Identification of new leaf rust resistance loci in wheat and wild relatives by array-based SNP genotyping and association genetics. Front Plant Sci 11:583738. https://doi.org/10.3389/fpls.2020.583738
Feuillet C, Travella S, Stein N, Albar L, Nublat A, Keller B (2003) Map-based isolation of the leaf rust disease resistance gene Lr10 from the hexaploid wheat (Triticum aestivum L.) genome. Proc Natl Acad Sci USA 100:15253–15258. https://doi.org/10.1073/pnas.2435133100
Friebe B, Jiang J, Raupp WJ, McIntosh RA, Gill BS (1996) Characterization of wheat-alien translocations conferring resistance to diseases and pests: current status. Euphytica 91:59–87. https://doi.org/10.1007/bf00035277
Fu D, Uauy C, Distelfeld A, Blechl A, Epstein L, Chen X, Sela H, Fahima T, Dubcovsky J (2009) A kinase-START gene confers temperature-dependent resistance to wheat stripe rust. Science 323:1357–1360. https://doi.org/10.1126/science.1166289
Gao L, Turner MK, Chao S, Kolmer J, Anderson JA (2016) Genome wide association study of seedling and adult plant leaf rust resistance in elite spring wheat breeding lines. PLoS ONE 11(2):e0148671. https://doi.org/10.1371/journal.pone.0148671
Gerechter-Amitai ZK, van Silfhout CH, Grama A, Kleitman F (1989) Yr15 - a new gene for resistance to Puccinia striiformis in Triticum dicoccoides sel. G-25. Euphytica 43:187–190. https://doi.org/10.1007/bf00037912
Glaubitz JC, Casstevens TM, Lu F, Harriman J, Elshire RJ, Sun Q, Buckler ES (2014) TASSEL-GBS: a high capacity genotyping by sequencing analysis pipeline. PLoS ONE 9(2):e90346. https://doi.org/10.1371/journal.pone.0090346
Herrera-Foessel SA, Singh RP, Huerta-Espino J, Rosewarne GM, Periyannan SK, Viccars L, Calvo-Salazar V, Lan C, Lagudah ES (2012) Lr68: a new gene conferring slow rusting resistance to leaf rust in wheat. Theort Appl Genet 124:1475–1486. https://doi.org/10.1007/s00122-012-1802-1
Herrera-Foessel SA, Singh RP, Lillemo M, Huerta-Espino J, Bhavani S, Singh S, Lan C, Calvo-Salazar V, Lagudah ES (2014) Lr67/Yr46 confers adult plant resistance to stem rust and powdery mildew in wheat. Theort Appl Genet 127:781–789. https://doi.org/10.1007/s00122-013-2256-9
Huang L, Brooks SA, Li W, Fellers JP, Trick HN, Gill BS (2003) Map-based cloning of leaf rust resistance gene Lr21 from the large and polyploid genome of bread wheat. Genetics 164:655–664. https://doi.org/10.1093/genetics/164.2.655
Huang M, Liu X, Zhou Y, Summers RM, Zhang Z (2018) Blink: a package for the next level of genome-wide association studies with both individuals and markers in the millions. Gigascience 8(2):1–12. https://doi.org/10.1093/gigascience/giy154
Huerta-Espino J, Singh RP, Herrera-Foessel SA, Pérez-López JB, Figueroa-López P (2008) First detection of virulence in Puccinia triticina to resistance genes Lr27 + Lr31 present in durum wheat in Mexico. Plant Dis 93:110. https://doi.org/10.1094/PDIS-93-1-0110C
Huerta-Espino J, Singh RP, Germán S, McCallum BD, Park RF, Chen WQ, Bhardwaj SC, Goyeau H (2011) Global status of wheat leaf rust caused by Puccinia triticina. Euphytica 179:143–160. https://doi.org/10.1007/s10681-011-0361-x
Huerta-Espino J (1992) Analysis of wheat leaf and stem rust virulence on a worldwide basis. PhD thesis, University of Minnesota, St Paul
International Wheat Genome Sequencing Consortium (IWGSC) (2018) Shifting the limits in wheat research and breeding using a fully annotated reference genome. Science 361(6403):eaar7191. https://doi.org/10.1126/science.aar7191
Kolmer JA (2005) Tracking wheat rust on a continental scale. Curr Opin Plant Biol 8:441–449. https://doi.org/10.1016/j.pbi.2005.05.001
Kolmer J (2013) Leaf rust of wheat: pathogen biology, variation and host resistance. Forests 4(1):70–84. https://doi.org/10.3390/f4010070
Kolmer JA (2015) First report of a wheat leaf rust (Puccinia triticina) phenotype with high virulence to durum wheat in the Great Plains region of the United States. Plant Dis 99:156. https://doi.org/10.1094/PDIS-06-14-0667-PDN
Kolmer JA, Acevedo MA (2016) Genetically divergent types of the wheat leaf fungus Puccinia triticina in Ethiopia, a center of tetraploid wheat diversity. Phytopathology 106:380–385. https://doi.org/10.1094/PHYTO-10-15-0247-R
Kolmer JA, Long DL, Hughes ME (2009) Physiologic specialization of Puccinia triticina on wheat in the United States in 2007. Plant Dis 93:538–544. https://doi.org/10.1094/PDIS-93-5-0538
Kolmer JA, Herman AD, Fellers JP (2022) Genotype groups of the wheat leaf rust fungus Puccinia triticina in the United States as determined by genotyping by sequencing. Phytopathology 112:653–662. https://doi.org/10.1094/PHYTO-03-21-0125-R
Krattinger SG, Lagudah ES, Spielmeyer W, Singh RP, Huerta-Espino J, McFadden H, Bossolini E, Selter LL, Keller B (2009) A putative ABC transporter confers durable resistance to multiple fungal pathogens in wheat. Science 323:1360–1363. https://doi.org/10.1126/science.1166453
Langmead B, Salzberg S (2012) Fast gapped-read alignment with Bowtie2. Nat Methods 9:357–359. https://doi.org/10.1038/nmeth.1923
Lischer HEL, Excoffier L (2012) PGDSpider: an automated data conversion tool for connecting population genetics and genomics programs. Bioinformatics 28:298–299. https://doi.org/10.1093/bioinformatics/btr642
Liu X, Huang M, Fan B, Buckler ES, Zhang Z (2016) Iterative usage of fixed and random effect models for powerful and efficient genome-wide association studies. PLoS Genet 12(3):e1005767. https://doi.org/10.1371/journal.pgen.1005767
Liu Y, Zhang Q, Salsman E, Fiedler JD, Hegstad JB, Liu Z, Faris JD, Xu SS, Li X (2020) QTL mapping of resistance to tan spot induced by race 2 of Pyrenophora tritici-repentis in tetraploid wheat. Theort Appl Genet 133:433–442. https://doi.org/10.1007/s00122-019-03474-2
Marais GF, Pretorius ZA, Wellings CR, McCallum B, Marais AS (2005) Leaf rust and stripe rust resistance genes transferred to common wheat from Triticum dicoccoides. Euphytica 143:115–123
McFadden ES (1930) A successful transfer of emmer characters to vulgare wheat. J Am Soc Agron 22:1020–1034
McIntosh RA, Miller TE, Chapman V (1982) Cytogenetical studies in wheat XII. Lr28 for resistance to Puccinia recondita and Sr34 for resistance to P. graminis tritici. Z Pflanzenzucht 89:295–306
McIntosh RA, Wellings CR, Park RF (1995) Wheat rusts: an atlas of resistance genes. CSIRO Publications, Melbourne
McIntosh RA, Dubcovsky J, Rogers WJ, Morris C, Appels R, Xia XC (2013) Catalogue of gene symbols for wheat. https://shigen.nig.ac.jp/wheat/komugi/genes/symbolClassList.jsp Accessed 23 Oct 2022
McIntosh RA, Dubcovsky J, Rogers WJ, Morris C, Appels R, Xia XC (2014) Catalogue of gene symbols for wheat: 2013–2014 supplement. https://shigen.nig.ac.jp/wheat/komugi/genes/symbolClassList.jsp Accessed 23 Oct 2022
McIntosh RA, Dubcovsky J, Rogers WJ, Morris C, Appels R, Xia XC (2016) Catalogue of gene symbols for wheat: 2015–2016 supplement. https://shigen.nig.ac.jp/wheat/komugi/genes/symbolClassList.jsp Accessed 23 Oct 2022
McIntosh RA, Dubcovsky J, Rogers WJ, Xia XC, Raupp WJ (2018) Catalogue of gene symbols for wheat: 2018 supplement. https://wheat.pw.usda.gov/GG3/wgc Accessed 23 Oct 23, 2022
McIntosh RA, Dubcovsky J, Rogers WJ, Xia XC, Raupp WJ (2020) Catalogue of gene symbols for wheat: 2020 supplement. https://wheat.pw.usda.gov/GG3/wgc Accessed 23 Oct 2022
Mondal S, Rutkoski JE, Velu G, Singh PK, Crespo-Herrera LA, Guzmán C, Bhavani S, Lan C, He X, Singh RP (2016) Harnessing diversity in wheat to enhance grain yield, climate resilience, disease and insect pest resistance and nutrition through conventional and modern breeding approaches. Front Plant Sci 7:991. https://doi.org/10.3389/fpls.2016.00991
Money D, Gardner KM, Migicovsky Z, Schwaninger H, Zhong GY, Myles S (2015) LinkImpute: fast and accurate genotype imputation for nonmodel organisms. G3: Genes Genomes Genet 5:2383–2390. https://doi.org/10.1534/g3.115.021667
Moore JW, Herrera-Foessel S, Lan C, Schnippenkoetter W, Ayliffe M, Huerta-Espino J, Lillemo M, Viccars L, Milne R et al (2015) A recently evolved hexose transporter variant confers resistance to multiple pathogens in wheat. Nat Genet 47:1494–1498. https://doi.org/10.1038/ng.3439
Naik S, Gill KS, Prakasa Rao VS, Gupta VS, Tamhankar SA, Pujar S, Gill BS, Ranjekar PK (1998) Identification of a STS marker linked to the Aegilops speltoides-derived leaf rust resistance gene Lr28 in wheat. Theort Appl Genet 97:535–540. https://doi.org/10.1007/s001220050928
Newcomb M, Acevedo M, Bockelman HE, Brown-Guedira G, Goates BJ, Jackson EW, Jin Y, Njau P, Rouse MN, Singh D, Wanyera R, Bonman JM (2013) Field resistance to the Ug99 race group of the stem rust pathogen in spring wheat landraces. Plant Dis 97:882–890. https://doi.org/10.1094/PDIS-02-12-0200-RE
Omara RI, Nehela Y, Mabrouk OI, Elsharkawy MM (2021) The emergence of new aggressive leaf rust races with the potential to supplant the resistance of wheat cultivars. Biology (basel) 10(9):925. https://doi.org/10.3390/biology10090925
Patil I (2021) Visualizations with statistical details: the ‘ggstatsplot’ approach. J Open Source Software 6(61):3167. https://doi.org/10.21105/joss.03167
Peng JH, Fahima T, Röder MS, Li YC, Dahan A, Grama A, Ronin YI, Korol AB, Nevo E (1999) Microsatellite tagging of the stripe-rust resistance gene YrH52 derived from wild emmer wheat, Triticum dicoccoides, and suggestive negative crossover interference on chromosome 1B. Z Genet Breed Res 98:862–872. https://doi.org/10.1007/s001220051145
Peterson RF, Campbell AB, Hannah AE (1948) A diagrammatic scale for estimating rust intensity on leaves and stems of cereals. Can J Res 26:496–500. https://doi.org/10.1139/cjr48c-033
Poland JA, Brown PJ, Sorrells ME, Jannink J-L (2012) Development of high-density genetic maps for barley and wheat using a novel two-enzyme genotyping-by-sequencing approach. PLoS ONE 7(2):e32253. https://doi.org/10.1371/journal.pone.0032253
Popat R, Patel R, Parmar D (2020) Variability: genetic variability analysis for plant breeding research. R package version 0.1.0. https://cran.r-project.org/web/packages/variability/index.html
Pritchard JK, Stephens M, Donnelly P (2000) Inference of population structure using multilocus genotype data. Genetics 155:945–959. https://doi.org/10.1093/genetics/155.2.945
Roelfs AP, Singh RP, Saari EE (1992) Rust diseases of wheat: concepts and methods of disease management. CIMMYT, Mexico
Savary S, Willocquet L, Pethybridge SJ, Esker P, McRoberts N, Nelson A (2019) The global burden of pathogens and pests on major food crops. Nat Ecol Evol 3:430–439. https://doi.org/10.1038/s41559-018-0793-y
Sharma JS, Zhang Q, Rouse MN, Klindworth DL, Friesen TL, Long Y, Olivera PD, Jin Y, McClean PE, Xu SS, Faris JD (2019) Mapping and characterization of two stem rust resistance genes derived from cultivated emmer wheat accession PI 193883. Theort Appl Genet 132:3177–3189. https://doi.org/10.1007/s00122-019-03417-x
Singh RP, Huerta-Espino J, Pfeiffer W, Figueroa-Lopez P (2004) Occurrence and impact of a new leaf rust race on durum wheat in northwestern Mexico from 2001 to 2003. Plant Dis 88:703–708. https://doi.org/10.1094/PDIS.2004.88.7.703
Singh R, Herrera-Foessel S, Huerta-Espino J, Bariana H, Bansal U, Mccallum B, Hiebert C, Bhavani S, Singh S, Lan C, Lagudah ES (2012) Lr34/Yr18/Sr57/Pm38/Bdv1/Ltn1 confers slow rusting, adult plant resistance to Puccinia graminis tritici. In: The 13th International Cereal Rusts and Powdery Mildews Conference, Beijing, China
Singh RP, Herrera-Foessel SA, Huerta-Espino J, Lan C, Basnet BR, Bhavani S, Singh RP, Herrera-Foessel SA, Espino J, Lan CX, Basnet BR, Lagudah ES (2013) Pleiotropic gene Lr46/Yr29/Pm39/Ltn2 confers slow rusting, adult plant resistance to wheat stem rust fungus. In: Proceedings Borlaug Global Rust Initiative, 2013 Technical Workshop. New Delhi, India
Sohail Y, Bansal U, Bariana H, Chhuneja P, Mumtaz A, Rattu A, Trethowan R (2014) Identification of an Lr28-linked co-dominant molecular marker in wheat (Triticum aestivum L.). Aust J Crop Sci 8:1210–1215. https://doi.org/10.13140/2.1.4628.5444
Team RC (2013) R: a language and environment for statistical computing. Vienna, Austria. https://www.R-project.org/
Thind AK, Wicker T, Šimková H, Fossati D, Moullet O, Brabant C, Vrána J, Doležel J, Krattinger SG (2017) Rapid cloning of genes in hexaploid wheat using cultivar-specific long-range chromosome assembly. Nat Biotechnol 35:793–796. https://doi.org/10.1038/nbt.3877
Uauy C, Brevis JC, Chen X, Khan I, Jackson L, Chicaiza O, Distelfeld A, Fahima T, Dubcovsky J (2005) High-temperature adult-plant (HTAP) stripe rust resistance gene Yr36 from Triticum turgidum ssp. dicoccoides is closely linked to the grain protein content locus Gpc-B1. Theor Appl Genet 112:97–105. https://doi.org/10.1007/s00122-005-0109-x
Wang J, Zhang Z (2021) GAPIT version 3: boosting power and accuracy for genomic association and prediction. Genomics Proteom Bioinform 19:629–640. https://doi.org/10.1016/j.gpb.2021.08.005
Wang S, Wong D, Forrest K, Allen A, Chao S, Huang BE, Maccaferri M, Salvi S, Milner SG, Cattivelli L et al (2014) Characterization of polyploid wheat genomic diversity using a high-density 90,000 single nucleotide polymorphism array. Plant Biotechnol J 12:787–796. https://doi.org/10.1111/pbi.12183
Wei T, Simko V (2021) R package “corrplot”: visualization of a correlation matrix. https://github.com/taiyun/corrplot
Wickham H (2016) ggplot2: elegant graphics for data analysis. Springer, New York
Williams ND, Gough FJ (1965) Inheritance of stem rust reaction in a khapli Emmer cross 1. Crop Sci 5:145–147. https://doi.org/10.2135/cropsci1965.0011183x000500020013x
Xu X, Kolmer J, Li G, Tan C, Carver BF, Bian R, Bernardo A, Bai G (2022) Identification and characterization of the novel leaf rust resistance gene Lr81 in wheat. Theort Appl Genet 135:2725–2734. https://doi.org/10.1007/s00122-022-04145-5
Yin L, Zhang H, Tang Z, Xu J, Yin D, Zhang Z, Yuan X, Zhu M, Zhao S, Li X, Liu X (2021) rMVP: a memory-efficient, visualization-enhanced, and parallel-accelerated tool for genome-wide association study. Genom Proteom Bioinforma 19:619–628. https://doi.org/10.1016/j.gpb.2020.10.007
Yu L-X, Morgounov A, Wanyera R, Keser M, Singh SK, Sorrells M (2012) Identification of Ug99 stem rust resistance loci in winter wheat germplasm using genome-wide association analysis. Theort Appl Genet 125:749–758. https://doi.org/10.1007/s00122-012-1867-x
Zaharieva M, Ayana NG, Hakimi AA, Misra SC, Monneveux P (2010) Cultivated emmer wheat (Triticum dicoccon Schrank), an old crop with promising future: a review. Genet Resour Crop Evol 57:937–962. https://doi.org/10.1007/s10722-010-9572-6
Zetzsche H, Serfling A, Ordon F (2019) Breeding progress in seedling resistance against various races of stripe and leaf rust in European bread wheat. Crop Breed Genet Genom 1:e190021. https://doi.org/10.20900/cbgg20190021
Zhang Z, Ersoz E, Lai CQ, Todhunter RJ, Tiwari HK, Gore MA, Bradbury PJ, Yu J, Arnett DK, Ordovas JM, Buckler ES (2010) Mixed linear model approach adapted for genome-wide association studies. Nat Genet 42:355–360. https://doi.org/10.1038/ng.546
Zhang D, Bowden RL, Yu J, Carver BF, Bai G (2014) Association analysis of stem rust resistance in US winter wheat. PLoS One 9(7):e103747. https://doi.org/10.1371/journal.pone.0103747
Zhang P, Yan X, Gebrewahid T-W, Zhou Y, Yang E, Xia X, He Z, Li Z, Liu D (2021) Genome-wide association mapping of leaf rust and stripe rust resistance in wheat accessions using the 90K SNP array. Theort Appl Genet 134:1233–1251. https://doi.org/10.1007/s00122-021-03769-3
Funding
We thank the Shiaoman Chao and Mary Osenga at USDA-ARS Small Grains Genotyping Laboratory at Fargo, ND for genotyping the emmer wheat panel using the wheat 9 K SNP iSelect assay. This research was supported in part by the USDA-ARS CRIS Project No. 3060-21000-038-00D and 2030-21430-014-00D, Non-Assistance Cooperative Agreement No. 58-3060-9-031, and an appointment to the Agricultural Research Service (ARS) Research Participation Program administered by the Oak Ridge Institute for Science and Education (ORISE) through an interagency agreement between the United States Department of Energy (DOE) and the United States Department of Agriculture (USDA). ORISE is managed by Oak Ridge Associated Universities (ORAU) under DOE contract number DE-SC0014664. QS was partially supported by China Scholarship Council. Mention of trade names or commercial products in this article is solely for the purpose of providing specific information and does not imply recommendation or endorsement by the U.S. Department of Agriculture.
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SX and MA conceived and initiated the project. QZ prepared and increased seed stocks of the emmer panel. QS and MA performed the phenotype analysis and XL and JF (Fiedler) genotyped the emmer panel with the GBS method. QS conducted preliminary analysis for dissertation research advised by SX, XC, JF (Faris) and GX and assisted in manuscript preparation. DL performed all the data and bioinformatic analyses and wrote the manuscript assisted with SX and YG. UG and MA performed gene postulations. All authors reviewed and revised the manuscript.
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Lhamo, D., Sun, Q., Zhang, Q. et al. Genome-wide association analyses of leaf rust resistance in cultivated emmer wheat. Theor Appl Genet 136, 20 (2023). https://doi.org/10.1007/s00122-023-04281-6
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DOI: https://doi.org/10.1007/s00122-023-04281-6