Assessing genetic variation, genotype-environment interactions, and genomic prediction for cassava garri quality

IF 2 3区 农林科学 Q2 AGRONOMY
Crop Science Pub Date : 2025-05-28 DOI:10.1002/csc2.70032
Chinedozi Amaefula, Tesfahun Alemu Setotaw, Justice Obinna Okoronkwo, Ugo Chijioke, Lydia Chidinma Ezenwaka, Joseph Onyeka, Ismail Rabbi, Hale Ann Tufan, Chiedozie Ngozi Egesi, Jean-Luc Jannink
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Abstract

In this study, we assessed the genetic and genotype by environment interaction variation and genomic prediction of the garri quality traits of cassava (Manihot esculenta Crantz). The study was conducted in the National Root Crop Research Institute experimental sites in Umudike and Otobi, Nigeria, in two planting seasons of 2021 and 2022. We estimated the broad and narrow-sense heritability and correlation among measured physicochemical parameters on the garri and dried cassava roots (chips). A fivefold cross-validation scheme was used to calculate the accuracy of the genomic prediction. A significant negative correlation was observed between dry matter content, swelling index, water absorption capacity, and amylose content in garri. The swelling index had a significant negative correlation with swelling power, bulk density, amylose content of cassava chips, crude fiber, and dry matter content. Bulk density had a significant negative correlation with the crude fiber of garri and a positive correlation with the amylose content of cassava chips, the crude fiber of cassava chips, and the dry matter content. Broad-sense heritability ranged between 0 and 0.19 for garri traits and 0.02 and 0.49 for chips. Narrow-sense heritability ranged between 0 and 0.18 for garri quality traits and 0 and 0.20 for chips. A significant genotype × environment effect was observed for most of the evaluated traits of chips and garri quality. The predictability of the sugar content, swelling index, swelling power, and water absorption capacity of garri was higher than that of the amylose content, bulk density, and starch content of garri. There was low predictive accuracy for the quality traits garri studied. The sugar content, swelling power, and water absorption capacity of cassava chips averaged approximately 20%. This study provides valuable insights into assessing the genetic variation, correlation, and genomic selection within breeding programs aimed at enhancing the quality traits of cassava for end users.

评估遗传变异、基因型-环境相互作用和木薯肉酱质量的基因组预测
本研究通过环境互作变异和基因组预测对木薯(Manihot esculenta Crantz)肉糜品质性状的遗传和基因型进行了评价。该研究于2021年和2022年两个种植季节在尼日利亚乌穆代克和Otobi的国家根茎作物研究所试验点进行。我们估计了garri和干木薯根(片)的物理化学参数之间的广义和狭义遗传力和相关性。采用五重交叉验证方案来计算基因组预测的准确性。肉苁蓉干物质含量、溶胀指数、吸水能力与直链淀粉含量呈显著负相关。膨化指数与膨化力、容重、木薯碎直链淀粉含量、粗纤维含量、干物质含量呈显著负相关。容重与肉糜粗纤维呈显著负相关,与木薯片直链淀粉含量、木薯片粗纤维含量、干物质含量呈正相关。garri性状的广义遗传率为0 ~ 0.19,chip性状的广义遗传率为0.02 ~ 0.49。肉鸡品质性状的狭义遗传率在0 ~ 0.18之间,肉片的狭义遗传率在0 ~ 0.20之间。肉片和肉糜品质的大部分评价性状均存在显著的基因型×环境效应。garri的糖含量、溶胀指数、溶胀力和吸水能力的可预测性高于garri的直链淀粉含量、容重和淀粉含量。garri研究的品质性状预测准确率较低。木薯片的含糖量、膨胀力和吸水能力平均约为20%。该研究为评估遗传变异、相关性和育种计划中的基因组选择提供了有价值的见解,旨在为最终用户提高木薯的品质性状。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Crop Science
Crop Science 农林科学-农艺学
CiteScore
4.50
自引率
8.70%
发文量
197
审稿时长
3 months
期刊介绍: Articles in Crop Science are of interest to researchers, policy makers, educators, and practitioners. The scope of articles in Crop Science includes crop breeding and genetics; crop physiology and metabolism; crop ecology, production, and management; seed physiology, production, and technology; turfgrass science; forage and grazing land ecology and management; genomics, molecular genetics, and biotechnology; germplasm collections and their use; and biomedical, health beneficial, and nutritionally enhanced plants. Crop Science publishes thematic collections of articles across its scope and includes topical Review and Interpretation, and Perspectives articles.
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