SNP markers associated with agronomic traits under drought and heat stress in wheat

Document Type : Original research paper

Authors
1 Kohgiluyeh and Boyerahmad Agricultural and Natural Resources Research and Education Center, Agricultural Research, Education and Extension Organization(AREEO), Yasuj, Iran
2 Department of Agronomy and Plant Breeding, College of Agriculture, Isfahan University of Technology, Isfahan 8415683111, Iran
3 Dryland Agricultural Research Institute, Agricultural Research, Education and Extension Organization (AREEO), Gachsaran 7589172050, Iran
Abstract
Drought and heat stresses present significant challenges in agriculture production. This study evaluated CIMMYT-Mexico Core Germplasm (CIMCOG) under drought, heat, and their combined stress over two growing seasons. The germplasm was genotyped with a 35K Axiom® SNP Array to identify associations with the studied traits under these environmental conditions. The Best Linear Unbiased Predictors (BLUPs) of each line were used to calculate marker-trait associations using 16063 SNP markers with a mixed linear model (MLM). For genome-wide association mapping (GWAM), the highest number of associations was obtained for test weight (32), followed by grain hardness (17). In the case of grain yield, six SNPs were detected in association with the trait only under heat stress conditions. When applying a P-value threshold of <0.001, GWAM identified several significant associations: 11 under normal conditions, 31 under drought stress, 10 under heat stress, and 10 under combined drought-heat stress. These associations were distributed across most wheat chromosomes. The identified SNPs explained between 18% and 35.2% of the phenotypic variance. Notably, six SNPs were shared between heat and combined drought-heat stress conditions. These findings provide valuable insights for breeding programs aimed at enhancing wheat tolerance to abiotic stresses.
Keywords
Subjects

Arzani, A., and Ashraf, M. (2017). Cultivated ancient wheats (Triticum spp.): A potential source of health‐beneficial food products. Compr. Rev. Food Sci. Food Saf. 16(3): 477-488.
Barbujani, G., and Belle, E.M. (2006). Genomic boundaries between human populations. Hum. Hered. 61(1): 15-21.
Bennani, S., Birouk, A., Jlibene, M., Sanchez-Garcia, M., Nsarellah, N., Gaboun, F., and Tadesse, W. (2022). Drought-tolerance QTLs associated with grain yield and related traits in spring bread wheat. Plants 11(7): 986.
Börner, A., Schumann, E., Fürste, A., Cöster, H., Leithold, B., Röder, M., and Weber, W. (2002). Mapping of quantitative trait loci determining agronomic important characters in hexaploid wheat (Triticum aestivum L.). Theor. Appl. Genet. 105: 921-936.
Cadalen, T., Sourdille, P., Charmet, G., Tixier, M.-H., Gay, G., Boeuf, C., Bernard, S., Leroy, P., and Bernard, M. (1998). Molecular markers linked to genes affecting plant height in wheat using a doubled-haploid population. Theor. Appl. Genet. 96: 933-940.
Crossa, J., Burgueno, J., Dreisigacker, S., Vargas, M., Herrera-Foessel, S.A., Lillemo, M., Singh, R.P., Trethowan, R., Warburton, M., and Franco, J. (2007). Association analysis of historical bread wheat germplasm using additive genetic covariance of relatives and population structure. Genetics 177(3): 1889-1913.
Dan, L., Zhao, D.-H., Zeng, J.-Q., Shawai, R.S., Tong, J.-Y., Ming, L., Li, F.-J., Shuo, Z., Hu, W.-l., and Xia, X.-C. (2023). Identification of genetic loci for grain yield-related traits in the wheat population Zhongmai 578/Jimai 22. J. Integr. Agric. 22(7): 1985-1999.
Dodig, D., Zoric, M., Kobiljski, B., Savic, J., Kandic, V., Quarrie, S., and Barnes, J. (2012). Genetic and association mapping study of wheat agronomic traits under contrasting water regimes. Int. J. Mol. Sci. 13(5): 6167-6188.
El-Feki, W.M., Byrne, P.F., Reid, S.D., and Haley, S.D. (2018). Mapping quantitative trait loci for agronomic traits in winter wheat under different soil moisture levels. Agronomy 8(8): 133.
Erena, M.F., Lohraseb, I., Munoz-Santa, I., Taylor, J.D., Emebiri, L.C., and Collins, N.C. (2021). The WtmsDW locus on wheat chromosome 2B controls major natural variation for floret sterility responses to heat stress at booting stage. Front. Plant Sci. 12: 635397.
Evanno, G., Regnaut, S., and Goudet, J. (2005). Detecting the number of clusters of individuals using the software STRUCTURE: a simulation study. Mol. Ecol. 14(8): 2611-2620.
Govta, N., Polda, I., Sela, H., Cohen, Y., Beckles, D.M., Korol, A.B., Fahima, T., Saranga, Y., and Krugman, T. (2022). Genome-wide association study in bread wheat identifies genomic regions associated with grain yield and quality under contrasting water availability. Int. J. Mol. Sci. 23(18): 10575.
Haghpanah, M., Hashemipetroudi, S., Arzani, A., and Araniti, F. (2024). Drought tolerance in plants: physiological and molecular responses. Plants 13(21): 2962.
Haghpanah, M., Najafi-Zarini, H., and Babaeian-Jelodar, N. (2023). Differential physiological and molecular responses of susceptible and resistant tomato genotypes to Alternaria solani infection. J. Crop Prot. 12(3): 227-240.
He, X., Lu, M., Cao, J., Pan, X., Lu, J., Zhao, L., Zhang, H., Chang, C., Wang, J., and Ma, C. (2023). Genome-wide association analysis of grain hardness in common wheat. Genes 14(3): 672.
Hu, X., Ren, J., Ren, X., Huang, S., Sabiel, S.A., Luo, M., Nevo, E., Fu, C., Peng, J., and Sun, D. (2015). Association of agronomic traits with SNP markers in durum wheat (Triticum turgidum L. durum (Desf.)). PLoS One 10(6): e0130854.
Huang, X., Cloutier, S., Lycar, L., Radovanovic, N., Humphreys, D., Noll, J., Somers, D., and Brown, P. (2006). Molecular detection of QTLs for agronomic and quality traits in a doubled haploid population derived from two Canadian wheats (Triticum aestivum L.). Theor. Appl. Genet. 113: 753-766.
Hyles, J., Bloomfield, M.T., Hunt, J.R., Trethowan, R.M., and Trevaskis, B. (2020). Phenology and related traits for wheat adaptation. Heredity 125(6): 417-430.
Jahani, M., Mohammadi-Nejad, G., Nakhoda, B., and Rieseberg, L.H. (2019). Genetic dissection of epistatic and QTL by environment interaction effects in three bread wheat genetic backgrounds for yield-related traits under saline conditions. Euphytica 215(6): 103.
Juliana, P., Poland, J., Huerta-Espino, J., Shrestha, S., Crossa, J., Crespo-Herrera, L., Toledo, F.H., Govindan, V., Mondal, S., and Kumar, U. (2019). Improving grain yield, stress resilience and quality of bread wheat using large-scale genomics. Nat. Genet. 51(10): 1530-1539.
Kumar, V., Singh, A., Mithra, S.A., Krishnamurthy, S., Parida, S.K., Jain, S., Tiwari, K.K., Kumar, P., Rao, A.R., and Sharma, S. (2015). Genome-wide association mapping of salinity tolerance in rice (Oryza sativa). DNA Res. 22(2): 133-145.
Langridge, P., and Reynolds, M. (2021). Breeding for drought and heat tolerance in wheat. Theor. Appl. Genet. 134: 1753-1769.
Liao, S., Xu, Z., Fan, X., Zhou, Q., Liu, X., Jiang, C., Chen, L., Lin, D., Feng, B., & Wang, T. (2024). Genetic dissection and validation of a major QTL for grain weight on chromosome 3B in bread wheat (Triticum aestivum L.). J. Integr. Agric. 23(1): 77–92. doi: //doi.org/10.1016/j.jia.2023.04.023.
Mahdavi, S., Arzani, A., Maibody, S.A.M., and Mehrabi, A.A. (2021). Photosynthetic and yield performance of wheat (Triticum aestivum L.) under sowing in hot environment. Acta Physiol. Plant 43(7): 106.
Mazumder, A.K., Yadav, R., Kumar, M., Babu, P., Kumar, N., Singh, S.K., Solanke, A.U., Wani, S.H., Alalawy, A.I., and Alasmari, A. (2024). Discovering novel genomic regions explaining adaptation of bread wheat to conservation agriculture through GWAS. Sci. Rep. 14(1): 16351.
McCartney, C., Somers, D., Humphreys, D., Lukow, O., Ames, N., Noll, J., Cloutier, S., and McCallum, B. (2005). Mapping quantitative trait loci controlling agronomic traits in the spring wheat cross RL4452×'AC Domain'. Genome 48(5): 870-883.
Mukherjee, S., Mishra, A., and Trenberth, K.E. (2018). Climate change and drought: a perspective on drought indices. Curr. Clim. Change Rep. 4: 145-163.
Neumann, K., Kobiljski, B., Denčić, S., Varshney, R., and Börner, A. (2011). Genome-wide association mapping: a case study in bread wheat (Triticum aestivum L.). Mol.  Breed. 27: 37-58.
Okuda, R., Tabara, A., Okusu, H., and Seguchi, M. (2016). Measurement of water absorption in wheat flour by mixograph test. Food Sci. Technol. Res. 22(6): 841-846.
Osborne, B., and Anderssen, R. (2003). Single‐kernel characterization principles and applications. Cereal Chem. 80(5): 613-622.
Pritchard, J.K., Stephens, M., and Donnelly, P. (2000). Inference of population structure using multilocus genotype data. Genetics 155(2): 945-959.
Ramya, K., Jain, N., Gandhi, N., Arora, A., Singh, P., Singh, A.M., Singh, G.P., and Prabhu, K. (2017). Assessing heat stress tolerance and genetic diversity among exotic and Indian wheat genotypes using simple sequence repeats and agro-physiological traits. Plant Genet. Res. 15(3): 208-220.
Rehman Arif, M.A., Attaria, F., Shokat, S., Akram, S., Waheed, M.Q., Arif, A., and Börner, A. (2020). Mapping of QTLs associated with yield and yield related traits in durum wheat (Triticum durum Desf.) under irrigated and drought conditions. Int. J. Mol. Sci. 21(7): 2372.
Rosenberg, N.A., Pritchard, J.K., Weber, J.L., Cann, H.M., Kidd, K.K., Zhivotovsky, L.A., and Feldman, M.W. (2002). Genetic structure of human populations. Science 298(5602): 2381-2385.
Saneoka, H., Nagasaka, C., Hahn, D.T., Yang, W.-J., Premachandra, G.S., Joly, R.J., and Rhodes, D. (1995). Salt tolerance of glycinebetaine-deficient and-containing maize lines. Plant Physiol. 107(2): 631-638.
Sareen, S., Budhlakoti, N., Mishra, K., Bharad, S., Potdukhe, N., Tyagi, B.S., and Singh, G.P. (2023). Resilience to terminal drought, heat, and their combination stress in wheat genotypes. Agronomy 13(3): 891.
Sato, H., Mizoi, J., Shinozaki, K., and Yamaguchi‐Shinozaki, K. (2024). Complex plant responses to drought and heat stress under climate change. Plant J. 117(6): 1873-1892.
Schmidt, J., Tricker, P.J., Eckermann, P., Kalambettu, P., Garcia, M., and Fleury, D. (2020). Novel alleles for combined drought and heat stress tolerance in wheat. Front. Plant Sci. 10: 1800.
Sinha, N., Priyanka, V., Ramya, K., Leena, T., Bhat, J., Harikrishna, Jain, N., Singh, P., Singh, G., and Prabhu, K. (2018). Assessment of marker-trait associations for drought and heat tolerance in bread wheat. Cereal Res. Commun. 46(4): 639-649.
Snape, J., Butterworth, K., Whitechurch, E., and Worland, A. (2001). Waiting for fine times: genetics of flowering time in wheat. . Euphytica 119: 185-190.
Sukumaran, S., Reynolds, M.P., and Sansaloni, C. (2018). Genome-wide association analyses identify QTL hotspots for yield and component traits in durum wheat grown under yield potential, drought, and heat stress environments. Front. Plant Sci. 9: 81.
Touzy, G., Lafarge, S., Redondo, E., Lievin, V., Decoopman, X., Le Gouis, J., and Praud, S. (2022). Identification of QTLs affecting post-anthesis heat stress responses in European bread wheat. Theor. Appl. Genet. 135(3): 947-964.
Vaezi, B., Arzani, A., and Roberts, T.H. (2024). How Do Drought, Heat Stress, and Their Combination Impact Stem Reserve Mobilization in Wheat Genotypes? Agronomy 14(8): 1867.
Vanniarajan, C., Vinod, K., and Pereira, A. (2012). Molecular evaluation of genetic diversity and association studies in rice (Oryza sativa L.). Genetics 91: 9-19.
Vigouroux, Y., Glaubitz, J.C., Matsuoka, Y., Goodman, M.M., Sánchez G, J., and Doebley, J. (2008). Population structure and genetic diversity of New World maize races assessed by DNA microsatellites. Am. J. Bot. 95(10): 1240-1253.
Vukasovic, S., Alahmad, S., Christopher, J., Snowdon, R.J., Stahl, A., and Hickey, L.T. (2022). Dissecting the genetics of early vigour to design drought-adapted wheat. Front. Plant Sci. 12: 754439.
Yao, J., Wang, L., Liu, L., Zhao, C., and Zheng, Y. (2009). Association mapping of agronomic traits on chromosome 2A of wheat. Genetica 137: 67-75.
Zhao, D., Yang, L., Liu, D., Zeng, J., Cao, S., Xia, X., Yan, J., Song, X., He, Z., and Zhang, Y. (2021). Fine mapping and validation of a major QTL for grain weight on chromosome 5B in bread wheat. Theor. Appl. Genet. 134: 3731-3741.
Zhao, J., Sun, L., Gao, H., Hu, M., Mu, L., Cheng, X., Wang, J., Zhao, Y., Li, Q., and Wang, P. (2023). Genome-wide association study of yield-related traits in common wheat (Triticum aestivum L.) under normal and drought treatment conditions. Front. Plant Sci. 13: 1098560.
 
Volume 13, Issue 1
June 2025
Pages 19-38

  • Receive Date 10 January 2025
  • Revise Date 17 February 2025
  • Accept Date 26 February 2025
  • First Publish Date 26 February 2025