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利用系谱法基于估计育种值对同源四倍体马铃薯(L.)的块茎产量和晚疫病抗性进行预测。

Prediction based on estimated breeding values using genealogy for tuber yield and late blight resistance in auto-tetraploid potato ( L.).

作者信息

Sood Salej, Bhardwaj Vinay, Kaushik S K, Sharma Sanjeev

机构信息

ICAR-Central Potato Research Institute, Shimla, HP, India.

ICAR-National Bureau of Plant Genetic Resources, New Delhi, India.

出版信息

Heliyon. 2020 Nov 30;6(11):e05624. doi: 10.1016/j.heliyon.2020.e05624. eCollection 2020 Nov.

DOI:10.1016/j.heliyon.2020.e05624
PMID:33305041
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7710635/
Abstract

Estimated breeding values using best linear unbiased prediction (BLUP) through pedigree relationship can enhance selection efficiency and save time as well as resources in autotetraploid potato breeding program. Here, we used historical preliminary yield evaluation trials data of 469-619 breeding lines for tuber yield and late blight resistance to estimate heritability and BLUP based breeding values modelling auto-tetraploid inheritance in mixed model analysis. The pedigree file had a depth of 3-4 generations with total 370 individuals including 111 founders. Heritability estimates varied from 0.15 for marketable tuber yield to 0.47 for late blight resistance computed using A matrix. The prediction accuracy for total tuber yield, marketable tuber yield and late blight resistance (AUDPC) was 0.53 ± 0.02, 0.44 ± 0.02 and 0.81 ± 0.01, respectively. The prediction accuracy was highest for late blight resistance and moderate for total and marketable tuber yield. The prediction bias measured as regression of observed phenotype values on predicted values for late blight resistance was almost nil in comparison to total and marketable tuber yield. Moderate to high prediction accuracies for tuber yields and late blight resistance suggest the selection of genotypes based on EBVs in Indian potato breeding programme for higher genetic gain.

摘要

通过系谱关系采用最佳线性无偏预测(BLUP)估计育种值,可以提高同源四倍体马铃薯育种计划的选择效率,节省时间和资源。在此,我们利用469 - 619个育种系的历史初步产量评估试验数据,对块茎产量和晚疫病抗性进行分析,以估计遗传力,并在混合模型分析中基于BLUP对同源四倍体遗传进行育种值建模。系谱文件有3 - 4代的深度,共有370个个体,包括111个创始个体。使用A矩阵计算得出,可销售块茎产量的遗传力估计值为0.15,晚疫病抗性的遗传力估计值为0.47。总块茎产量、可销售块茎产量和晚疫病抗性(AUDPC)的预测准确性分别为0.53±0.02、0.44±0.02和0.81±0.01。晚疫病抗性的预测准确性最高,总块茎产量和可销售块茎产量的预测准确性中等。与总块茎产量和可销售块茎产量相比,晚疫病抗性的预测偏差(以观察到的表型值对预测值的回归衡量)几乎为零。块茎产量和晚疫病抗性的预测准确性从中等到较高,这表明在印度马铃薯育种计划中基于估计育种值选择基因型以获得更高的遗传增益。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7e7/7710635/410a3fb028eb/gr4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7e7/7710635/bd05ec874ac3/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7e7/7710635/2dd337905ef5/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7e7/7710635/d8428ac723fd/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7e7/7710635/410a3fb028eb/gr4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7e7/7710635/bd05ec874ac3/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7e7/7710635/2dd337905ef5/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7e7/7710635/d8428ac723fd/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7e7/7710635/410a3fb028eb/gr4.jpg

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