Rice Breeding Innovation Platform, International Rice Research Institute (IRRI), 4031, Los Baños, Laguna, Philippines.
Southeast Asian Regional Center for Graduate Study and Research in Agriculture (SEARCA) and University of Philippines, 4031, Los Baños, Laguna, Philippines.
Theor Appl Genet. 2024 Jan 31;137(2):37. doi: 10.1007/s00122-024-04545-9.
Estimating genetic gains and formulating a future salinity elite breeding panel for rice pave the way for developing better high-yielding salinity tolerant lines with enhanced genetic gains. Genetic gain is a crucial parameter to check the breeding program's success and help optimize future breeding strategies for enhanced genetic gains. To estimate the genetic gains in IRRI's salinity breeding program and identify the best genotypes based on high breeding values for grain yield (kg/ha), we analyzed the historical data from the trials conducted in the IRRI, Philippines and Bangladesh. A two-stage mixed-model approach accounting for experimental design factors and a relationship matrix was fitted to obtain the breeding values for grain yield and estimate genetic trends. A positive genetic trend of 0.1% per annum with a yield advantage of 1.52 kg/ha was observed in IRRI, Philippines. In Bangladesh, we observed a genetic gain of 0.31% per annum with a yield advantage of 14.02 kg/ha. In the released varieties, we observed a genetic gain of 0.12% per annum with a 2.2 kg/ha/year yield advantage in the IRRI, Philippines. For the Bangladesh dataset, a genetic gain of 0.14% per annum with a yield advantage of 5.9 kg/ha/year was observed in the released varieties. Based on breeding values for grain yield, a core set of the top 145 genotypes with higher breeding values of > 2400 kg/ha in the IRRI, Philippines, and > 3500 kg/ha in Bangladesh with a reliability of > 0.4 were selected to develop the elite breeding panel. Conclusively, a recurrent selection breeding strategy integrated with novel technologies like genomic selection and speed breeding is highly required to achieve higher genetic gains in IRRI's salinity breeding programs.
估计遗传增益并为水稻制定未来的耐盐精英育种计划,为开发具有更高遗传增益的高产耐盐性品种铺平了道路。遗传增益是检查育种计划成功的关键参数,并有助于优化未来的育种策略以获得更高的遗传增益。为了估计国际水稻研究所(IRRI)盐度育种计划的遗传增益,并根据产量(kg/ha)的高育种值确定最佳基因型,我们分析了在 IRRI、菲律宾和孟加拉国进行的试验的历史数据。采用两阶段混合模型方法,考虑了试验设计因素和关系矩阵,以获得产量的育种值并估计遗传趋势。在 IRRI,菲律宾观察到每年 0.1%的正遗传趋势,产量优势为 1.52kg/ha。在孟加拉国,我们观察到每年 0.31%的遗传增益,产量优势为 14.02kg/ha。在已发布的品种中,我们观察到每年 0.12%的遗传增益,IRRI,菲律宾的产量优势为 2.2kg/ha/年。对于孟加拉国数据集,在已发布的品种中观察到每年 0.14%的遗传增益,产量优势为 5.9kg/ha/年。基于产量的育种值,在 IRRI 选择了菲律宾的前 145 个基因型,这些基因型的育种值较高(>2400kg/ha),在孟加拉国的可靠性较高(>0.4),以建立精英育种计划。综上所述,需要综合使用常规选择育种策略和基因组选择、快速育种等新技术,才能在 IRRI 的耐盐性育种计划中获得更高的遗传增益。