Ceballos Hernán, Pérez Juan C, Joaqui Barandica Orlando, Lenis Jorge I, Morante Nelson, Calle Fernando, Pino Lizbeth, Hershey Clair H
International Center for Tropical Agriculture Santiago de Cali, Colombia.
International Center for Tropical AgricultureSantiago de Cali, Colombia; Corporación Colombiana de Investigación AgropecuariaSanta Marta, Colombia.
Front Plant Sci. 2016 Aug 29;7:1227. doi: 10.3389/fpls.2016.01227. eCollection 2016.
Breeding cassava relies on several selection stages (single row trial-SRT; preliminary; advanced; and uniform yield trials-UYT). This study uses data from 14 years of evaluations. From more than 20,000 genotypes initially evaluated only 114 reached the last stage. The objective was to assess how the data at SRT could be used to predict the probabilities of genotypes reaching the UYT. Phenotypic data from each genotype at SRT was integrated into the selection index (SIN) used by the cassava breeding program. Average SIN from all the progenies derived from each progenitor was then obtained. Average SIN is an approximation of the breeding value of each progenitor. Data clearly suggested that some genotypes were better progenitors than others (e.g., high number of their progenies reaching the UYT), suggesting important variation in breeding values of progenitors. However, regression of average SIN of each parental genotype on the number of their respective progenies reaching UYT resulted in a negligible coefficient of determination (r (2) = 0.05). Breeding value (e.g., average SIN) at SRT was not efficient predicting which genotypes were more likely to reach the UYT stage. Number of families and progenies derived from a given progenitor were more efficient predicting the probabilities of the progeny from a given parent reaching the UYT stage. Large within-family genetic variation tends to mask the true breeding value of each progenitor. The use of partially inbred progenitors (e.g., S1 or S2 genotypes) would reduce the within-family genetic variation thus making the assessment of breeding value more accurate. Moreover, partial inbreeding of progenitors can improve the breeding value of the original (S0) parental material and sharply accelerate genetic gains. For instance, homozygous S1 genotypes for the dominant resistance to cassava mosaic disease (CMD) could be generated and selected. All gametes from these selected S1 genotypes would carry the desirable allele and 100% of their progenies would be resistant. Only half the gametes produced by the heterozygous S0 progenitor would carry the allele of interest. For other characteristics, progenies from the S1 genotypes should be, at worst, similar to those generated by the S0 progenitors.
木薯育种依赖于几个选择阶段(单行试验-SRT;初级试验;高级试验;以及统一产量试验-UYT)。本研究使用了14年评估的数据。最初评估的20000多个基因型中,只有114个进入了最后阶段。目的是评估SRT阶段的数据如何用于预测基因型进入UYT阶段的概率。将每个基因型在SRT阶段的表型数据整合到木薯育种计划使用的选择指数(SIN)中。然后获得每个亲本衍生的所有后代的平均SIN。平均SIN是每个亲本育种值的近似值。数据清楚地表明,一些基因型比其他基因型更适合作为亲本(例如,它们的大量后代进入了UYT阶段),这表明亲本的育种值存在重要差异。然而,将每个亲本基因型的平均SIN对其各自进入UYT阶段的后代数量进行回归,得到的决定系数可以忽略不计(r(2)=0.05)。SRT阶段的育种值(例如平均SIN)在预测哪些基因型更有可能进入UYT阶段方面并不有效。来自给定亲本的家系和后代数量在预测给定亲本的后代进入UYT阶段的概率方面更有效。家系内较大的遗传变异往往会掩盖每个亲本的真实育种值。使用部分近交后代(例如S1或S2基因型)将减少家系内的遗传变异,从而使育种值的评估更加准确。此外,亲本的部分近交可以提高原始(S0)亲本材料的育种值,并大幅加速遗传增益。例如,可以产生并选择对木薯花叶病(CMD)具有显性抗性的纯合S1基因型。这些选定的S1基因型产生的所有配子都将携带所需的等位基因,其100%的后代将具有抗性。杂合S0亲本产生的配子只有一半会携带感兴趣的等位基因。对于其他性状,S1基因型的后代在最坏的情况下应该与S0亲本产生的后代相似。