Academic Journal
Genome-wide association studies reveal genomic regions for kernel-related traits in durum wheat.
| Title: | Genome-wide association studies reveal genomic regions for kernel-related traits in durum wheat. |
|---|---|
| Authors: | Achilli AL; Crop Development Centre and Department of Plant Sciences, University of Saskatchewan, Saskatoon, SK, Canada. ana.achilli@usask.ca.; Centro de Recursos Naturales Renovables de la Zona Semiárida, Consejo Nacional de Investigaciones Científicas y Técnicas (CERZOS-CONICET), Bahía Blanca, Buenos Aires, Argentina. ana.achilli@usask.ca.; Departamento de Agronomía, Universidad Nacional del Sur, Bahía Blanca, Buenos Aires, Argentina. ana.achilli@usask.ca., Roncallo PF; Centro de Recursos Naturales Renovables de la Zona Semiárida, Consejo Nacional de Investigaciones Científicas y Técnicas (CERZOS-CONICET), Bahía Blanca, Buenos Aires, Argentina.; Departamento de Agronomía, Universidad Nacional del Sur, Bahía Blanca, Buenos Aires, Argentina., Rodrigo JM; Centro de Recursos Naturales Renovables de la Zona Semiárida, Consejo Nacional de Investigaciones Científicas y Técnicas (CERZOS-CONICET), Bahía Blanca, Buenos Aires, Argentina.; Departamento de Agronomía, Universidad Nacional del Sur, Bahía Blanca, Buenos Aires, Argentina., Pozniak CJ; Crop Development Centre and Department of Plant Sciences, University of Saskatchewan, Saskatoon, SK, Canada., Echenique VC; Centro de Recursos Naturales Renovables de la Zona Semiárida, Consejo Nacional de Investigaciones Científicas y Técnicas (CERZOS-CONICET), Bahía Blanca, Buenos Aires, Argentina. echeniq@cerzos-conicet.gob.ar. |
| Source: | TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik [Theor Appl Genet] 2026 Oct 01; Vol. 139 (10). Date of Electronic Publication: 2026 Oct 01. |
| Publication Type: | Journal Article |
| Language: | English |
| Journal Info: | Publisher: Springer Country of Publication: Germany NLM ID: 0145600 Publication Model: Electronic Cited Medium: Internet ISSN: 1432-2242 (Electronic) Linking ISSN: 00405752 NLM ISO Abbreviation: Theor Appl Genet Subsets: MEDLINE |
| Imprint Name(s): | Original Publication: Berlin, New York, Springer |
| MeSH Terms: | Triticum*/genetics , Seeds*/genetics , Genome-Wide Association Study* , Genome, Plant*, Chromosomes, Plant/genetics ; Polymorphism, Single Nucleotide ; Phenotype ; Chromosome Mapping ; Genotype ; Genetic Markers ; Quantitative Trait Loci ; Genetic Association Studies ; Linkage Disequilibrium |
| Abstract: | Kernel size and shape-related traits affect grain yield and semolina milling potential, both of which are important targets of durum wheat improvement programs. However, the genetic basis of these traits in durum wheat are largely unknown. In this study, we examined the genetic bases of kernel size and shape-related traits in a diverse panel of 170 genotypes, comprised mostly of Argentinian cultivars. Genotypes were characterized phenotypically in four field experiments in Argentina and genotypically using the 35K Axiom Wheat Breeder SNP Array. High phenotypic variability and heritability values were observed for all studied traits. Thousand kernel weight showed strong correlations with kernel area and factor form density, followed by kernel width, length and perimeter. Using genome-wide association mapping, a total of 80 marker-trait associations (MTAs) were identified over the FDR threshold (P < 0.00001). Of them, 23 MTAs were identified for best linear unbiased predictors (BLUPs) across the four environments or at least in two single environments, and ten SNPs located on 1B, 2A, 2B, 3B, 6A, and 7A chromosomes were identified by multiple mapping methods. Three of these SNPs, located on chromosome 2A, were selected as particularly interesting since they were identified by all three mapping methods tested. Two haplotype blocks (of 24.2 and 16.6 Mb) contain the SNPs of chromosome 2A, and both were strongly associated with most kernel traits. These haplotypes were not linked to Ppd-A1 gene and thus represent promising targets for further validation and implementation in molecular assisted breeding to improve kernel related traits in durum wheat. (© 2026. The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature.) |
| Competing Interests: | Declarations. Conflict of interest: The authors declare no conflict of interest. |
| References: | Achilli AL, Roncallo PF, Larsen AO, Dreisigacker S, Echenique V (2022a) Population structure, allelic variation at Rht-B1 and Ppd-A1 loci and its effects on agronomic traits in Argentinian durum wheat. Sci Rep 12:9629. https://doi.org/10.1038/s41598-022-13563-w. (PMID: 10.1038/s41598-022-13563-w356889079187632) Achilli AL, Roncallo PF, Echenique V (2022b) Genetic Gains in Grain Yield and Agronomic Traits of Argentinian Durum Wheat from 1934 to 2015. Agronomy 12(9):2151. https://doi.org/10.3390/agronomy12092151. (PMID: 10.3390/agronomy12092151) Achilli AL, Avci MI, Haile T, Martínez-Peña R, Peters Haugrud A (2025) Genetic Gains in Durum Wheat (Triticum turgidum ssp. durum) Across the Globe: Yield, Quality and Adapting for Variable Weather Patterns. Plant Breeding. https://doi.org/10.1111/pbr.70029. (PMID: 10.1111/pbr.70029) Alemu A, Feyissa T, Tuberosa R, Maccaferri M, Sciara G, Letta T, Abeyo B (2020) Genome-wide association mapping for grain shape and color traits in Ethiopian durum wheat (Triticum turgidum ssp. durum). Crop J 8:757–768. https://doi.org/10.1016/j.cj.2020.01.001. (PMID: 10.1016/j.cj.2020.01.001) Alexander DH, Lange K (2011) Enhancements to the ADMIXTURE algorithm for individual ancestry estimation. BMC Bioinformatics 12:246. https://doi.org/10.1186/1471-2105-12-246. (PMID: 10.1186/1471-2105-12-246216829213146885) Allen AM, Winfield MO, Burridge AJ, Downie RC, Benbow HR, Barker GL, Wilkinson PA, Coghill J, Waterfall C, Davassi A et al (2017) Characterization of a Wheat Breeders’ Array suitable for high-throughput SNP genotyping of global accessions of hexaploid bread wheat (Triticum aestivum). Plant Biotechnol J 15(3):390–401. https://doi.org/10.1111/pbi.12635. (PMID: 10.1111/pbi.1263527627182) Alqudah AM, Sallam A, Baenziger PS, Börner A (2020) GWAS: Fast-forwarding gene identification and characterization in temperate Cereals: lessons from Barley – A review. J Adv Res 22:119–135. https://doi.org/10.1016/j.jare.2019.10.013. (PMID: 10.1016/j.jare.2019.10.01331956447) Araus JL, Slafer GA, Reynolds MP, Royo C (2002) Plant breeding and drought in C3 cereals: what should we breed for? Ann Bot 89(7):7925–7940. https://doi.org/10.1093/aob/mcf049. (PMID: 10.1093/aob/mcf049) Arriagada O, Marcotuli I, Gadaleta A, Schwember AR (2020) Molecular Mapping and Genomics of Grain Yield in Durum Wheat: A Review. Int J Mol Sci 21(19):7021. https://doi.org/10.3390/ijms21197021. (PMID: 10.3390/ijms21197021329876667582296) Calderini DF, Castillo FM, Arenas-M A, Molero G, Reynolds MP, Craze M, Bowden S, Milner MJ, Wallington EJ, Dowle A, Gomez LD, McQueen-Mason SJ (2021) Overcoming the trade-off between grain weight and number in wheat by the ectopic expression of expansin in developing seeds leads to increased yield potential. New Phytol 230(2):629–640. https://doi.org/10.1111/nph.17048. (PMID: 10.1111/nph.1704833124693) Chen G, Zhang H, Deng Z, Wu R, Li D, Wang M, Tian J (2016) Genome-wide association study for kernel weight-related traits using SNPs in a Chinese winter wheat population. Euphytica 212:173–185. https://doi.org/10.1007/s10681-016-1750-y. (PMID: 10.1007/s10681-016-1750-y) Colasuonno P, Lozito ML, Marcotuli I, Nigro D, Giancaspro A, Mangini G, De Vita P, Mastrangelo AM, Pecchioni N, Houston K et al (2017) The carotenoid biosynthetic and catabolic genes in wheat and their association with yellow pigments. BMC Genomics 18(1):122. https://doi.org/10.1186/s12864-016-3395-6. (PMID: 10.1186/s12864-016-3395-6281434005286776) Desiderio F, Zarei L, Licciardello S, Cheghamirza K, Farshadfar E, Virzi N, Sciacca F, Bagnaresi P, Battaglia R, Guerra D et al (2019) Genomic Regions From an Iranian Landrace Increase Kernel Size in Durum Wheat. Front Plant Sci 10:448. https://doi.org/10.3389/fpls.2019.00448. (PMID: 10.3389/fpls.2019.00448310575716482228) Dholakia BB, Ammiraju JSS, Singh H, Lagu MD, Röder MS, Rao VS, Dhaliwal HS, Ranjekar PK, Gupta VS, Weber WE (2003) Molecular marker analysis of kernel size and shape in bread wheat. Plant Breeding 122:392–395. https://doi.org/10.1046/j.1439-0523.2003.00896.x. (PMID: 10.1046/j.1439-0523.2003.00896.x) Dreisigacker S, Sehgal D, Reyes-Jaimez AE, Luna-Garrido B, Muñoz-Zavala S, Núñez-Ríos C, Mollins J, Mall S (2016) CIMMYT Wheat Molecular Genetics. Laboratory Protocols and Applications to Wheat Breeding. Fatiukha A, Filler N, Lupo I, Lidzbarsky G, Klymiuk V, Korol AB, Pozniak C, Fahima T, Krugman T (2020) Grain protein content and thousand kernel weight QTLs identified in a durum × wild emmer wheat mapping population tested in five environments. Theor Appl Genet 133:119–131. https://doi.org/10.1007/s00122-019-03444-8. (PMID: 10.1007/s00122-019-03444-831562566) Foulkes MJ, Slafer GA, Davies WJ, Berry PM, Sylvester-Bradley R, Martre P, Calderini DF, Griffiths S, Reynolds MP (2011) Raising yield potential of wheat. III. Optimizing partitioning to grain while maintaining lodging resistance. J Exp Bot 62(2):469–486. https://doi.org/10.1093/jxb/erq300. (PMID: 10.1093/jxb/erq30020952627) García-Puebla CA, Heredia-Olea E, López-Córdova JP, Dórame-Miranda RF, Padilla-Torres CV, Félix FR, López-Ahumada GA (2023) Use of durum wheat (Triticum Durum L.) with yellow berry as an alternative to malts in the production of ale-type beer: Physicochemical, quality of malts, and sensorial analysis. J Cereal Sci Volume 109:103613. https://doi.org/10.1016/j.jcs.2022.103613. (PMID: 10.1016/j.jcs.2022.103613) Gegas VC, Nazari A, Griffiths S, Simmonds J, Fish L, Orford S, Sayers L, Doonan JH, Snape JW (2010) A genetic framework for grain size and shape variation in wheat. Plant Cell 22(4):1046–1056. https://doi.org/10.1105/tpc.110.074153. (PMID: 10.1105/tpc.110.074153203637702879751) Giraldo P, Benavente E, Manzano-Agugliaro F, Gimenez E (2019) Worldwide Research Trends on Wheat and Barley: A Bibliometric Comparative Analysis. Agronomy 9(7):352. https://doi.org/10.3390/agronomy9070352. (PMID: 10.3390/agronomy9070352) Golan G, Ayalon I, Perry A, Zimran G, Ade-Ajayi T, Mosquna A, Distelfeld A, Peleg Z (2019) GNI-A1 mediates trade-off between grain number and grain weight in tetraploid wheat. Theor Appl Genet 132(8):2353–2365. https://doi.org/10.1007/s00122-019-03358-5. (PMID: 10.1007/s00122-019-03358-531079164) Graziani M, Maccaferri M, Royo C, Salvatorelli F, Tuberosa R (2014) QTL dissection of yield components and morpho-physiological traits in a durum wheat elite population tested in contrasting thermo-pluviometric conditions. Crop Pasture Sci 65:80–95. https://doi.org/10.1071/CP13349. (PMID: 10.1071/CP13349) Haile J, Miloudi N, Hammer K, Badebo A, Röder MS (2012) Qtl Mapping Of Resistance To Race Ug99 Of Puccinia Graminis F. Sp Tritici In Durum Wheat (Triticum Durum Desf). Mol Breeding 30(3):1479–1493. https://doi.org/10.1007/s11032-012-9734-7. (PMID: 10.1007/s11032-012-9734-7) Peters Haugrud AR, Achilli AL, Martínez-Peña R, Klymiuk V (2025) Future of durum wheat research and breeding: Insights from early career researchers. The Plant Genome 18, e20453 https://doi.org/10.1002/tpg2.20453. Komatsuda T, Pourkheirandish M, He C, Azhaguvel P, Kanamori H, Perovic D, Stein N, Graner A, Wicker T, Tagiri A, Lundqvist U, Fujimura T, Matsuoka M, Matsumoto T, Yano M (2007) Six-rowed barley originated from a mutation in a homeodomain-leucine zipper I-class homeobox gene. Proc Natl Acad Sci U S A 104(4):1424-9. https://doi.org/10.1073/pnas.0608580104. Liu F, Wen W, Liu J, Zhang Y, Cao S, He Z, Rasheed A, Jin H, Zhang C, Yan J et al (2019) Genetic architecture of grain yield in bread wheat based on genome-wide association studies. BMC Plant Biol 19(1):168. https://doi.org/10.1186/s12870-019-1781-3. (PMID: 10.1186/s12870-019-1781-3310359206489268) Liu W, Maccaferri M, Rynearson S, Letta T, Zegeye H, Tuberosa R, Chen X, Pumphrey M (2017a) Novel Sources of Stripe Rust Resistance Identified by Genome-Wide Association Mapping in Ethiopian Durum Wheat (Triticum turgidum ssp. durum). Front Plant Sci 8:774. https://doi.org/10.3389/fpls.2017.00774. (PMID: 10.3389/fpls.2017.00774285533065427679) Liu W, Maccaferri M, Chen X et al (2017b) Genome-wide association mapping reveals a rich genetic architecture of stripe rust resistance loci in emmer wheat (Triticum turgidum ssp. dicoccum). Theor Appl Genet 130:2249–2270. https://doi.org/10.1007/s00122-017-2957-6. (PMID: 10.1007/s00122-017-2957-6287703015641275) Liu H, Li H, Hao C, Wang K, Wang Y, Qin L, An D, Li T, Zhang X (2020) TaDA1 , a conserved negative regulator of kernel size, has an additive effect with TaGW2 in common wheat (Triticum aestivum L.). Plant Biotechnol. J. https://doi.org/10.1111/pbi.13298. Liu X, Yin L, Zhang H, Li X, Zhao S (2022) Performing Genome-Wide Association Studies Using rMVP. In: Torkamaneh D, Belzile F (eds) Genome-Wide Association Studies. Methods in Molecular Biology, vol 2481. Humana, New York, NY. https://doi.org/10.1007/978-1-0716-2237-7_14. (PMID: 10.1007/978-1-0716-2237-7_14) Lo Valvo PJ, Miralles DJ, Serrago RA (2018) Genetic progress in Argentine bread wheat varieties released between 1918 and 2011: Changes in physiological and numerical yield components. Field Crop Res 221:314–321. https://doi.org/10.1016/j.fcr.2017.08.014. (PMID: 10.1016/j.fcr.2017.08.014) Ma J, Ding P, Liu J, Li T, Zou Y, Habib A, Mu Y, Tang H, Jiang Q, Liu Y et al (2019) Identification and validation of a major and stably expressed QTL for spikelet number per spike in bread wheat. Theor Appl Genet 132(11):3155–3167. https://doi.org/10.1007/s00122-019-03415-z. (PMID: 10.1007/s00122-019-03415-z31435704) Maccaferri M, Sanguineti MC, Corneti S, Ortega JL, Salem MB, Bort J, DeAmbrogio E, del Moral LF, Demontis A, El-Ahmed A et al (2008) Quantitative trait loci for grain yield and adaptation of durum wheat (Triticum durum Desf.) across a wide range of water availability. Genetics 178(1):489–511. https://doi.org/10.1534/genetics.107.077297. (PMID: 10.1534/genetics.107.077297182023902206097) Maccaferri M, Harris NS, Twardziok SO, Pasam RK, Gundlach H, Spannagl M, Ormanbekova D, Lux T, Prade VM, Milner SG et al (2019) Durum wheat genome reveals past domestication signatures and future improvement targets. Nat Genet 51:88. https://doi.org/10.1038/s41588-019-0381-3. (PMID: 10.1038/s41588-019-0381-3) Madani A, Rad AS, Pazoki A, Nourmohammadi G, Zarghami R (2010) Wheat ( Triticum aestivum L.) grain filling and dry matter partitioning responses to source:sink modifi cations under postanthesis water and nitrogen deficiency. Acta Scientiarum. Agronomy 32(1), 145-151. https://doi.org/10.4025/actasciagron.v32i1.6273. Mangini G, Gadaleta A, Colasuonno P, Marcotuli I, Signorile AM, Simeone R, De Vita P, Mastrangelo AM, Laidò G, Pecchioni N et al (2018) Genetic dissection of the relationships between grain yield components by genome-wide association mapping in a collection of tetraploid wheats. PLoS ONE 13(1):e0190162. https://doi.org/10.1371/journal.pone.0190162. (PMID: 10.1371/journal.pone.0190162293248035764242) Milner SG, Maccaferri M, Huang BE, Mantovani P, Massi A, Frascaroli E, Tuberosa R, salvi S (2015) A multiparental cross population for mapping QTL for agronomic traits in durum wheat (Triticum turgidum ssp. durum). Plant Biotch J 14(2):735–748. https://doi.org/10.1111/pbi.12424. (PMID: 10.1111/pbi.12424) Miralles DJ, Slafer GA (1995) Yield, biomass and yield components in dwarf, semi-dwarf and tall isogenic lines of spring wheat under recommended and late sowing dates. Plant Breed 114:392–396. https://doi.org/10.1111/j.1439-0523.1995.tb00818.x. (PMID: 10.1111/j.1439-0523.1995.tb00818.x) Muhammad A, Hu W, Li Z, Li J, Xie G, Wang J, Wang L (2020) Appraising the Genetic Architecture of Kernel Traits in Hexaploid Wheat Using GWAS. Int J Mol Sci 21(16):5649. https://doi.org/10.3390/ijms21165649. (PMID: 10.3390/ijms21165649327817527460857) Olivoto T, Lúcio AD (2020) metan: An R package for multi-environment trial analysis. Methods Ecol Evol 11(6):783–789. https://doi.org/10.1111/2041-210X.13384. (PMID: 10.1111/2041-210X.13384) Peleg Z, Fahima T, Korol AB, Abbo S, Saranga Y (2011) Genetic analysis of wheat domestication and evolution under domestication. J Exp Bot 62(14):5051–5061. https://doi.org/10.1093/jxb/err206. (PMID: 10.1093/jxb/err206217781833193012) Purcell S, Neale B, Todd-Brown K, Thomas L, Ferreira MA, Bender D et al (2007) PLINK: a toolset for whole-genome association and population-based linkage analysis. Am J Hum Genet 81:559–575. https://doi.org/10.1086/519795. (PMID: 10.1086/519795177019011950838) Ramya P, Chaubal A, Kulkarni K, Gupta L, Kadoo N, Dhaliwal HS, Chhuneja P, Lagu M, Gupta V (2010) QTL mapping of 1000-kernel weight, kernel length, and kernel width in bread wheat (Triticum aestivum L). J Appl Genet 51(4):421–429. https://doi.org/10.1007/BF03208872. (PMID: 10.1007/BF0320887221063060) Roncallo PF, Akkiraju PC, Cervigni GL, Echenique V (2017) QTL mapping and analysis of epistatic interactions for grain yield and yield-related traits in Triticum turgidum L. var. durum. Euphytica 213:277. https://doi.org/10.1007/s10681-017-2058-2. (PMID: 10.1007/s10681-017-2058-2) Roncallo PF, Beaufort V, Larsen AO, Dreisigacker S, Echenique V (2019) Genetic diversity and linkage disequilibrium using SNP (KASP) and AFLP markers in a worldwide durum wheat (Triticum turgidum L. var durum) collection. PLoS ONE 14:e0218562. https://doi.org/10.1371/journal.pone.0218562. (PMID: 10.1371/journal.pone.0218562312517526741835) Roncallo PF, Larsen AO, Achilli AL, Pierre CS, Gallo CA, Dreisigacker S, Echenique V (2021) Linkage disequilibrium patterns, population structure and diversity analysis in a worldwide durum wheat collection including Argentinian genotypes. BMC Genom 22:1–17. https://doi.org/10.1186/s12864-021-07519-z. (PMID: 10.1186/s12864-021-07519-z) Ruan Y, Comeau A, Langevin F, Hucl P, Clarke JM, Brule-Babel A, Pozniak CJ (2012) Identification of novel QTL for resistance to Fusarium head blight in a tetraploid wheat population. Genome 55(12):853–864. https://doi.org/10.1139/gen-2012-0110. (PMID: 10.1139/gen-2012-011023231604) Russo MA, Ficco DBM, Laidò G, Marone D, Papa R, Blanco A, Gadaleta A, De Vita P, Mastrangelo AM (2014) A dense durum wheat × T. dicoccum linkage map based on SNP markers for the study of seed morphology. Mol Breed 34:1579–1597. https://doi.org/10.1007/s11032-014-0181-5. (PMID: 10.1007/s11032-014-0181-5) Sadras VO (2007) Evolutionary aspects of the trade-off between seed size and number in crops. Field Crops Res 100:125–138. https://doi.org/10.1016/j.fcr.2006.07.004. (PMID: 10.1016/j.fcr.2006.07.004) Schierenbeck M, Alqudah AM, Lohwasser U, Tarawneh RA, Simón MR, Börner A (2021) Genetic dissection of grain architecture-related traits in a winter wheat population. BMC Plant Biol 21(1):417. https://doi.org/10.1186/s12870-021-03183-3. (PMID: 10.1186/s12870-021-03183-3345075518431894) Schneider C, Rasband W, Eliceiri K (2012) NIH Image to ImageJ: 25 years of image analysis. Nat Methods 9:671–675. https://doi.org/10.1038/nmeth.2089. (PMID: 10.1038/nmeth.2089229308345554542) Simmonds J, Scott P, Leverington-Waite M et al (2014) Identification and independent validation of a stable yield and thousand grain weight QTL on chromosome 6A of hexaploid wheat (Triticum aestivum L). BMC Plant Biol 14:191. https://doi.org/10.1186/s12870-014-0191-9. (PMID: 10.1186/s12870-014-0191-9250346434105860) Slafer GA, Andrade FH (1989) Genetic Improvement in Bread Wheat (Triticum aestivum) Yield in Argentina. Field Crop Res 21:289–296. https://doi.org/10.1016/0378-4290(89)90010-5. (PMID: 10.1016/0378-4290(89)90010-5) Slafer GA, Andrade FH, Satorre EH (1990) Genetic-improvement effects on pre-anthesis physiological attributes related to wheat grain-yield. Field Crop Res 23:255–263. https://doi.org/10.1016/0378-4290(90)90058-J. (PMID: 10.1016/0378-4290(90)90058-J) Slafer GA, Savin R, Sadras VO (2014) Coarse and fine regulation of wheat yield components in response to genotype and environment. Field Crop Res 157:71–83. https://doi.org/10.1016/j.fcr.2013.12.004. (PMID: 10.1016/j.fcr.2013.12.004) Slafer GA, Foulkes MJ, Reynolds MP, Murchie EH, Carmo-Silva E, Flavell R et al (2023) A ‘wiring diagram’ for sink strength traits impacting wheat yield potential. J Exp Bot 74:40–71. https://doi.org/10.1093/jxb/erac410. (PMID: 10.1093/jxb/erac410363340529786893) Soriano JM, Malosetti M, Roselló M, Sorrells ME, Royo C (2017) Dissecting the old Mediterranean durum wheat genetic architecture for phenology, biomass and yield formation by association mapping and QTL meta-analysis. PLoS ONE 12(5):e0178290. https://doi.org/10.1371/journal.pone.0178290. (PMID: 10.1371/journal.pone.0178290285424885444813) Sun L, Huang S, Sun G, Zhang Y, Hu X, Nevo E, Peng J, Sun D (2020) SNP-based association study of kernel architecture in a worldwide collection of durum wheat germplasm. PLoS ONE 15(2):e0229159. https://doi.org/10.1371/journal. (PMID: 10.1371/journal320590287021289) Tang D, Chen M, Huang X, Zhang G, Zeng L, Zhang G, Wu S, Wang Y (2023) SRplot: A free online platform for data visualization and graphing. PLoS ONE 18(11):e0294236. https://doi.org/10.1371/journal.pone.0294236. (PMID: 10.1371/journal.pone.02942363794383010635526) Thirulogachandar V, Govind G, Hensel G, Kale SM, Kuhlmann M, Eschen-Lippold L, Rutten T, Koppolu R, Rajaraman J, Palakolanu SR, Seiler C, Sakuma S, Jayakodi M, Lee J, Kumlehn J, Komatsuda T, Schnurbusch T, Sreenivasulu N (2024) HOMEOBOX2, the paralog of SIX-ROWED SPIKE1/HOMEOBOX1, is dispensable for barley spikelet development. J Exp Bot. 75(10):2900-2916. https://doi.org/10.1093/jxb/erae044. Vicentin L, Canales J, Calderini DF (2024) The trade-off between grain weight and grain number in wheat is explained by the overlapping of the key phases determining these major yield components. Front Plant Sci 15:1380429. https://doi.org/10.3389/fpls.2024.1380429. (PMID: 10.3389/fpls.2024.13804293891982511196766) Wang K, Fu BX (2020) Inter-Relationships between Test Weight, Thousand Kernel Weight, Kernel Size Distribution and Their Effects on Durum Wheat Milling, Semolina Composition and Pasta Processing Quality. Foods 9:1308. https://doi.org/10.3390/foods9091308. (PMID: 10.3390/foods9091308329480417555757) Wang J, Zhang Z (2021) GAPIT Version 3: Boosting Power and Accuracy for Genomic Association and Prediction. Genom Proteom Bioinform 19(4):629–640. https://doi.org/10.1016/j.gpb.2021.08.005. (PMID: 10.1016/j.gpb.2021.08.005) Wei T, Simko V, Levy M, Xie Y, Jin Y, Zemla J (2017) Package ‘corrplot’. Stat 56:e24. Wickham H (2011) ggplot2. WIREs Comp Stat 3:180–185. https://doi.org/10.1002/wics.147. (PMID: 10.1002/wics.147) Yao E, Blake VC, Cooper L, Wight CP, Michel S, Cagirici HB, Lazo GR, Birkett CL, Waring DJ, Jannink J, Holmes I, Waters AJ, Eickholt DP, Sen TZ (2022) GrainGenes: a data-rich repository for small grains genetics and genomics. Database 2022:baac034. https://doi.org/10.1093/database/baac034. (PMID: 10.1093/database/baac034356161189216595) Zhang H, Zhang L, Wang C et al (2016) Molecular mapping and marker development for the Triticum dicoccoides-derived stripe rust resistance gene YrSM139-1B in bread wheat cv. Shaanmai 139. Theor Appl Genet 129:369–376. https://doi.org/10.1007/s00122-015-2633-7. (PMID: 10.1007/s00122-015-2633-726649867) |
| Grant Information: | PICT 2015 - 1401 Agencia Nacional de Promoción Científica y Tecnológica |
| Substance Nomenclature: | 0 (Genetic Markers) |
| Entry Date(s): | Date Created: 20261001 Date Completed: 20261001 Latest Revision: 20261023 |
| Update Code: | 20261023 |
| DOI: | 10.1007/s00122-026-05379-3 |
| PMID: | 42820948 |
| Database: | MEDLINE |
| ISSN: | 1432-2242 |
|---|---|
| DOI: | 10.1007/s00122-026-05379-3 |