Genome-wide association study for identification of SNP markers associated with barley spike productivity (Hordeum vulgare L.)
Abstract
Background. Barley (Hordeum vulgare L.) is an important cereal crop with a wide range of uses. Barley yield is a complex indicator consisting of some yield structure components. Identification of molecular markers linked to spike morphology is of great importance for barley breeding improvement. The objective of this study was to search for significant markers and identify loci associated with barley spike traits through a genome-wide association study (GWAS).
Materials and methods. In 2021–2023, 199 accessions of spring barley of different breeding levels from the VIR collection were studied in the fields of Pushkin and Pavlovsk Laboratories of VIR. The set included 103 accessions of six-row and 96 accessions of two-row barley of various origin. Genotyping was conducted using the Barley 50K Illumina Infinium iSELECT chip. GWAS was performed in the R using the mixed linear model with a kinship matrix (MLM).
Results. A wide diversity of yield structure characters: spike length (SL), spikelet number per spike (SN), grain number per spike (GN), grain weight per spike (GW), and thousand-grain weight (TGW), was shown depending on spike row number and environmental impacts. As a result of GWAS, 129 markers associated with yield indicators were identified: 12 for SL, 73 for SN, 19 for GN, 9 for GW, and 16 for TGW. Significant markers were matched with genomic regions on all barley chromosomes. Some of them are associated with already known Vrs genes on the first five chromosomes. A protein–protein interaction analysis with k-means identified three functional clusters, including 19 SNPs linked to orthologous genes for spike development.
Conclusion. The identified markers, loci, and protein interactions are interesting for further studies of the spike architecture and quantitative traits contributing to barley yield.
About the Authors
K. A. LukinaRussian Federation
Kseniia A. Lukina, Postgraduate Student, Associate Researcher, VIR
42, 44 Bolshaya Morskaya Street, St. Petersburg 190000, Russia
I. V. Rozanova
Russian Federation
Irina V. Rozanova, Cand. Sci. (Biology), Senior Researcher, Sirius University of Science and Technology, Research Center of Genetics and Life Sciences
1 Olimpiysky Ave., Sirius Settlem., Sirius Federal Territory, Krasnodar Territory 354340, Russia
O. N. Kovaleva
Russian Federation
Olga N. Kovaleva, Cand. Sci. (Biology), Leading Researcher, VIR
42, 44 Bolshaya Morskaya Street, St. Petersburg 190000, Russia
N. A. Shvachko
Russian Federation
Nataliya A. Shvachko, Cand. Sci. (Biology), Leading Researcher, VIR
42, 44 Bolshaya Morskaya Street, St. Petersburg 190000, Russia
I. G. Loskutov
Russian Federation
Igor G. Loskutov, Dr. Sci. (Biology), Chief Researcher, Head of a Department, VIR
42, 44 Bolshaya Morskaya Street, St. Petersburg 190000, Russia
References
1. Afanasenko O., Rozanova I., Gofman A., Lashina N., Novakazi F., Mironenko N. et al. Validation of molecular markers of barley net blotch resistance loci on chromosome 3H for marker-assisted selection. Agriculture. 2022;12(4):439. DOI: 10.3390/agriculture12040439
2. Alqudah A.M., Sallam A., Baenziger P.S., Börner A. GWAS: Fast-forwarding gene identification and characterization in temperate Cereals: lessons from Barley – A review. Journal of Advanced Research. 2020;22:119-135. DOI: 10.1016/j.jare.2019.10.013
3. Alqudah A.M., Sharma R., Pasam R.K., Graner A., Kilian B., Schnurbusch T. Genetic dissection of photoperiod response based on GWAS of pre-anthesis phase duration in spring barley. PLoS One. 2014;9(11):e113120. DOI: 10.1371/journal.pone.0113120
4. Barleymap: [website]. Available from: https://barleymap.eead.csic.es/barleymap [accessed Apr. 12, 2025].
5. Bayer M.M., Rapazote-Flores P., Ganal M., Hedley P.E., Macaulay M., Plieske J. et al. Development and evaluation of a barley 50k iSelect SNP array. Frontiers in Plant Science. 2017;8:1792. DOI: 10.3389/fpls.2017.01792
6. Belcher A.R., Graebner R.C., Cuesta-Marcos A., Fisk S., Filichkin T., Smith K.P. et al. Registration of the TCAP FAC-WIN6 barley panel for genomewide association studies. Journal of Plant Registrations. 2015;9(3):411-418. DOI: 10.3198/jpr2014.12.0083crmp
7. Bull H., Casao M.C., Zwirek M., Flavell A.J., Thomas W.T.B., Guo W. et al. Barley SIX-ROWED SPIKE3 encodes a putative Jumonji C-type H3K9me2/me3 demethylase that represses lateral spikelet fertility. Nature Communications. 2017;8(1):936. DOI: 10.1038/s41467-017-00940-7
8. Cantalapiedra C.P., Boudiar R., Casas A.M., Igartua E., Contreras-Moreira B. BARLEYMAP: physical and genetic mapping of nucleotide sequences and annotation of surrounding loci in barley. Molecular Breeding. 2015;35(1):13. DOI: 10.1007/s11032-015-0253-1
9. Cockram J., White J., Zuluaga D.L., Smith D., Comadran J., Macaulay M. et al. Genome-wide association mapping to candidate polymorphism resolution in the unsequenced barley genome. Proceedings of the National Academy of Sciences of the United States of America. 2010;107(50):21611-21616. DOI: 10.1073/pnas.1010179107
10. EnsemblPlants: [website]. Available from: https://plants.ensembl.org/index.html [accessed Apr. 12, 2025].
11. Faccini N., Delbono S., Oǧuz A.Ç., Cattivelli L., Vale G., Tondelli A. Resistance of European spring 2-row barley cultivars to Pyrenophora graminea and detection of associated loci. Agronomy. 2021;11(2):374. DOI: 10.3390/agronomy11020374
12. FAOSTAT. Food and Agriculture Organization of the United Nations. Statistics: [website]. Available from: https://www.fao.org/statistics/en [accessed Apr. 12, 2025].
13. Fériani W., Rezgui S., Cherif M. Detection of QTL and QTL × environment interaction for scald resistance in a two-row × six-row cross of barley. Cereal Research Communications. 2020;48(2):187-193. DOI: 10.1007/s42976-020-00024-1
14. Frichot E., François O. LEA: An R package for landscape and ecological association studies. Methods in Ecology and Evolution. 2015;6(8):925-929. DOI: 10.1111/2041-210x.12382
15. Geng L., Li M., Xie S., Wu D., Ye L., Zhang G. Identification of genetic loci and candidate genes related to β-glucan content in barley grain by genome-wide association study in International Barley Core Selected Collection. Molecular Breeding. 2021;41(1):6. DOI: 10.1007/s11032-020-01199-5
16. Haaning A.M., Smith K.P., Brown-Guedira G.L., Chao S., Tyagi P., Muehlbauer G.J. Natural genetic variation underlying tiller development in barley (Hordeum vulgare L). G3 (Bethesda). 2020;10(4):1197-1212. DOI: 10.1534/g3.119.400612
17. Hommel G. A stagewise rejective multiple test procedure based on a modified Bonferroni test. Biometrika. 1988;75(2):383-386. DOI: 10.2307/2336190
18. Huang X., Han B. Natural variations and genome-wide association studies in crop plants. Annual Review of Plant Biology. 2014;65:531-551. DOI: 10.1146/annurev-arplant-050213-035715
19. Hussain W. GWAS and population structure codes. GitHub; 2018. Available from: https://whussain2.github.io/Materials/Teaching/GWAS_R.html [accessed Mar. 12, 2025].
20. Komatsuda T., Pourkheirandish M., He C., Azhaguvel P., Kanamori H., Perovic D. et al. Six-rowed barley originated from a mutation in a homeodomain-leucine zipper I-class homeobox gene. Proceedings of the National Academy of Sciences of the United States of America. 2007;104(4):1424-1429. DOI: 10.1073/pnas.0608580104
21. Koppolu R., Anwar N., Sakuma S., Tagiri A., Lundqvist U., Pourkheirandish M. et al. Six-rowed spike4 (Vrs4) controls spikelet determinacy and row-type in barley. Proceedings of the National Academy of Sciences of the United States of America. 2013;110(32):13198-13203. DOI: 10.1073/pnas.1221950110
22. Koppolu R., Schnurbusch T. Developmental pathways for shaping spike inflorescence architecture in barley and wheat. Journal of Integrative Plant Biology. 2019;61(3):278-295. DOI: 10.1111/jipb.12771
23. Loskutov I.G., Kovaleva O.N., Blinova E.V. Guidelines for the study and preservation of the world collection of barley and oats (Metodicheskiye ukazaniya po izucheniyu i sokhraneniyu mirovoy kollektsii yachmenya i ovsa). St. Petersburg: VIR; 2012. [in Russian]
24. Lukyanova M.V., Trofimovskaya A.Y., Gudkova G.N., Terentieva I.A., Yarosh N.P. Flora of cultivated plants. Vol. 2 (Pt 2). Barley (Yachmen). V.D. Kobylyansky, M.V. Lukyanova (eds). Leningrad: Agropromizdat; 1990. [in Russian]
25. Lundqvist U. Scandinavian mutation research in barley – a historical review. Hereditas. 2014;151(6):123-131. DOI: 10.1111/hrd2.00077
26. Mascher M., Gundlach H., Himmelbach A., Beier S., Twardziok S.O., Wicker T. et al. A chromosome conformation capture ordered sequence of the barley genome. Nature. 2017;544(7651):427-433. DOI: 10.1038/nature22043
27. Mascher M., Richmond T.A., Gerhardt D.J., Himmelbach A., Clissold L., Sampath D. et al. Barley whole exome capture: a tool for genomic research in the genus Hordeum and beyond. The Plant Journal. 2013;76(3):494-505. DOI: 10.1111/tpj.12294
28. Mascher M., Wicker T., Jenkins J., Plott C., Lux T., Koh C.S. et al. Long-read sequence assembly: a technical evaluation in barley. The Plant Cell. 2021;33(6):1888-1906. DOI: 10.1093/plcell/koab077
29. NCBI. National Center for Biotechnology Information: [website]. Available from: https://www.ncbi.nlm.nih.gov [accessed Apr. 12, 2025].
30. Pasam R.K., Sharma R., Malosetti M., van Eeuwijk F.A., Haseneyer G., Kilian B. et al. Genome-wide association studies for agronomical traits in a world wide spring barley collection. BMC Plant Biology. 2012;12:16. DOI: 10.1186/1471-2229-12-16
31. Ramsay L., Comadran J., Druka A., Marshall D.F., Thomas W.T.B., Macaulay M. et al. INTERMEDIUM-C, a modifier of lateral spikelet fertility in barley, is an ortholog of the maize domestication gene TEOSINTE BRANCHED 1. Nature Genetics. 2011;43(2):169-172. DOI: 10.1038/ng.745
32. Rozanova I.V., Grigoriev Y.N., Efimov V.M., Igoshin A.V., Khlestkina E.K. Genetic dissection of spike productivity traits in the Siberian collection of spring barley. Biomolecules. 2023;13(6):909. DOI: 10.3390/biom13060909
33. Rozanova I.V., Khlestkina E.K. NGS sequencing in barley breeding and genetic studies. Vavilov Journal of Genetics and Breeding. 2020;24(4):348-355. [in Russian]. DOI: 10.18699/VJ20.627
34. STRING. Protein–Protein Interaction Networks: [website]. Available from: https://string-db.org [accessed Apr. 12, 2025].
35. Surin N.A. Adaptive potential of grain varieties of Siberian breeding and ways of its improvement (wheat, barley, oats): a monograph (Adaptivny potentsial sortov zernovykh kultur sibirskoy selektsii i puti yego sovershenstvovaniya [pshenitsa, yachmen, oves]: monografiya). Novosibirsk; 2011. [in Russian]
36. Thabet S.G., Moursi Y.S., Karam M.A., Graner A., Alqudah A.M. Genetic basis of drought tolerance during seed germination in barley. PLoS One. 2018;13(11):e0206682. DOI: 10.1371/journal.pone.0206682
37. Trofimovskaya A.Ya. Barley (evolution, classification, and breeding) (Yachmen [evolyutsiya, klassifikatsiya, selektsiya]). Leningrad: Kolos; 1972.
38. Van Esse G.W., Walla A., Finke A., Koornneef M., Pecinka A., von Korff M. Six-Rowed Spike3 (VRS3) is a histone demethylase that controls lateral spikelet development in barley. Plant Physiology. 2017;174(4):2397-2408. DOI: 10.1104/pp.17.00108
39. Wang M., Jiang N., Jia T., Leach L., Cockram J., Comadran J. et al. Genome-wide association mapping of agronomic and morphologic traits in highly structured populations of barley cultivars. Theoretical and Applied Genetics. 2012;124(2):233-246. DOI: 10.1007/s00122-011-1697-2
40. Weather and Climate (Pogoda i klimat: [website]. [in Russian]. URL: http://www.pogodaiklimat.ru [дата обращения: 20.01.2024].
41. Youssef H.M., Eggert K., Koppolu R., Alqudah A.M., Poursarebani N., Fazeli A. et al. VRS2 regulates hormone-mediated inflorescence patterning in barley. Nature Genetics. 2017;49:157-161. DOI: 10.1038/ng.3717
Supplementary files
Review
For citations:
Lukina K.A., Rozanova I.V., Kovaleva O.N., Shvachko N.A., Loskutov I.G. Genome-wide association study for identification of SNP markers associated with barley spike productivity (Hordeum vulgare L.). Proceedings on applied botany, genetics and breeding.






























