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高光谱反射率作为一种高通量无损表型分析工具在田间条件下评估春小麦新品系耐盐性的潜在应用

Potential Use of Hyperspectral Reflectance as a High-Throughput Nondestructive Phenotyping Tool for Assessing Salt Tolerance in Advanced Spring Wheat Lines under Field Conditions.

作者信息

El-Hendawy Salah, Al-Suhaibani Nasser, Mubushar Muhammad, Tahir Muhammad Usman, Refay Yahya, Tola ElKamil

机构信息

Department of Plant Production, College of Food and Agriculture Sciences, King Saud University, Riyadh 11451, Saudi Arabia.

Department of Agronomy, Faculty of Agriculture, Suez Canal University, Ismailia 41522, Egypt.

出版信息

Plants (Basel). 2021 Nov 19;10(11):2512. doi: 10.3390/plants10112512.

Abstract

The incorporation of stress tolerance indices (STIs) with the early estimation of grain yield (GY) in an expeditious and nondestructive manner can enable breeders for ensuring the success of genotype development for a wide range of environmental conditions. In this study, the relative performance of GY for sixty-four spring wheat germplasm under the control and 15.0 dS m NaCl were compared through different STIs, and the ability of a hyperspectral reflectance tool for the early estimation of GY and STIs was assessed using twenty spectral reflectance indices (SRIs; 10 vegetation SRIs and 10 water SRIs). The results showed that salinity treatments, genotypes, and their interactions had significant effects on the GY and nearly all SRIs. Significant genotypic variations were also observed for all STIs. Based on the GY under the control (GYc) and salinity (GYs) conditions and all STIs, the tested genotypes were classified into three salinity tolerance groups (salt-tolerant, salt-sensitive, and moderately salt-tolerant groups). Most vegetation and water SRIs showed strong relationships with the GYc, stress tolerance index (STI), and geometric mean productivity (GMP); moderate relationships with GYs and sometimes with the tolerance index (TOL); and weak relationships with the yield stability index (YSI) and stress susceptibility index (SSI). Obvious differences in the spectral reflectance curves were found among the three salinity tolerance groups under the control and salinity conditions. Stepwise multiple linear regressions identified three SRIs from each vegetation and water SRI as the most influential indices that contributed the most variation in the GY. These SRIs were much more effective in estimating the GYc (R = 0.64 - 0.79) than GYs (R = 0.38 - 0.47). They also provided a much accurate estimation of the GYc and GYs for the moderately salt-tolerant genotype group; YSI, SSI, and TOL for the salt-sensitive genotypes group; and STI and GMP for all the three salinity tolerance groups. Overall, the results of this study highlight the potential of using a hyperspectral reflectance tool in breeding programs for phenotyping a sufficient number of genotypes under a wide range of environmental conditions in a cost-effective, noninvasive, and expeditious manner. This will aid in accelerating the development of genotypes for salinity conditions in breeding programs.

摘要

将耐逆性指标(STIs)与谷物产量(GY)的早期估算以快速且无损的方式相结合,能够使育种者确保在广泛的环境条件下基因型培育的成功。在本研究中,通过不同的STIs比较了64个春小麦种质在对照和15.0 dS m NaCl条件下GY的相对表现,并使用20个光谱反射指数(SRIs;10个植被SRIs和10个水分SRIs)评估了高光谱反射工具对GY和STIs进行早期估算的能力。结果表明,盐度处理、基因型及其相互作用对GY和几乎所有SRIs都有显著影响。所有STIs也观察到显著的基因型变异。基于对照(GYc)和盐度(GYs)条件下的GY以及所有STIs,将测试的基因型分为三个耐盐性组(耐盐组、盐敏感组和中度耐盐组)。大多数植被和水分SRIs与GYc、耐逆性指数(STI)和几何平均生产力(GMP)表现出强相关性;与GYs以及有时与耐逆性指数(TOL)表现出中等相关性;与产量稳定性指数(YSI)和胁迫敏感性指数(SSI)表现出弱相关性。在对照和盐度条件下,三个耐盐性组之间的光谱反射曲线存在明显差异。逐步多元线性回归从每个植被和水分SRI中确定了三个SRIs作为对GY变异贡献最大的最具影响力的指数。这些SRIs在估算GYc(R = 0.64 - 0.79)方面比估算GYs(R = 0.38 - 0.47)更有效。它们还为中度耐盐基因型组的GYc和GYs、盐敏感基因型组的YSI、SSI和TOL以及所有三个耐盐性组的STI和GMP提供了更准确的估算。总体而言,本研究结果突出了在育种计划中使用高光谱反射工具的潜力,即以具有成本效益、非侵入性和快速的方式在广泛的环境条件下表型分析足够数量的基因型。这将有助于加速育种计划中耐盐基因型的培育。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/da49/8624136/9ba7c84120b5/plants-10-02512-g001.jpg

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