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通过全基因组关联分析、连锁分析和基因组预测研究热带玉米种质中玉米褪绿斑驳病毒和玉米致死坏死的遗传结构。

Genetic architecture of maize chlorotic mottle virus and maize lethal necrosis through GWAS, linkage analysis and genomic prediction in tropical maize germplasm.

机构信息

International Maize and Wheat Improvement Center (CIMMYT), P.O. Box 1041-00621, Village Market, Nairobi, 00621, Kenya.

Department of Plant Breeding and Biotechnology, University of Eldoret (UoE), P.O. Box 1125, Eldoret, 30100, Kenya.

出版信息

Theor Appl Genet. 2019 Aug;132(8):2381-2399. doi: 10.1007/s00122-019-03360-x. Epub 2019 May 16.

Abstract

Analysis of the genetic architecture of MCMV and MLN resistance in maize doubled-haploid populations revealed QTLs with major effects on chromosomes 3 and 6 that were consistent across genetic backgrounds and environments. Two major-effect QTLs, qMCMV3-108/qMLN3-108 and qMCMV6-17/qMLN6-17, were identified as conferring resistance to both MCMV and MLN. Maize lethal necrosis (MLN) is a serious threat to the food security of maize-growing smallholders in sub-Saharan Africa. The ability of the maize chlorotic mottle virus (MCMV) to interact with other members of the Potyviridae causes severe yield losses in the form of MLN. The objective of the present study was to gain insights and validate the genetic architecture of resistance to MCMV and MLN in maize. We applied linkage mapping to three doubled-haploid populations and a genome-wide association study (GWAS) on 380 diverse maize lines. For all the populations, phenotypic variation for MCMV and MLN was significant, and heritability was moderate to high. Linkage mapping revealed 13 quantitative trait loci (QTLs) for MCMV resistance and 12 QTLs conferring MLN resistance. One major-effect QTL, qMCMV3-108/qMLN3-108, was consistent across populations for both MCMV and MLN resistance. Joint linkage association mapping (JLAM) revealed 18 and 21 main-effect QTLs for MCMV and MLN resistance, respectively. Another major-effect QTL, qMCMV6-17/qMLN6-17, was detected for both MCMV and MLN resistance. The GWAS revealed a total of 54 SNPs (MCMV-13 and MLN-41) significantly associated (P ≤ 5.60 × 10) with MCMV and MLN resistance. Most of the GWAS-identified SNPs were within or adjacent to the QTLs detected through linkage mapping. The prediction accuracy for within populations as well as the combined populations is promising; however, the accuracy was low across populations. Overall, MCMV resistance is controlled by a few major and many minor-effect loci and seems more complex than the genetic architecture for MLN resistance.

摘要

玉米双单倍体群体中 MCMV 和 MLN 抗性的遗传结构分析揭示了在不同遗传背景和环境下对第 3 和第 6 染色体具有主要效应的 QTL。两个主要效应 QTL,qMCMV3-108/qMLN3-108 和 qMCMV6-17/qMLN6-17,被鉴定为同时赋予了对 MCMV 和 MLN 的抗性。玉米坏死性条纹病(MLN)是撒哈拉以南非洲玉米种植小农粮食安全的严重威胁。玉米褪绿斑驳病毒(MCMV)与其他 Potyviridae 成员相互作用的能力导致了以 MLN 形式的严重产量损失。本研究的目的是深入了解和验证玉米对 MCMV 和 MLN 抗性的遗传结构。我们应用连锁作图对三个双单倍体群体和 380 个不同玉米系进行了全基因组关联研究(GWAS)。对于所有群体,MCMV 和 MLN 的表型变异均显著,遗传力为中等到高度。连锁作图揭示了 13 个对 MCMV 抗性的数量性状位点(QTL)和 12 个赋予 MLN 抗性的 QTL。一个主要效应 QTL,qMCMV3-108/qMLN3-108,在所有群体中对 MCMV 和 MLN 的抗性都是一致的。联合连锁关联作图(JLAM)分别检测到 18 个和 21 个对 MCMV 和 MLN 抗性的主效 QTL。另一个主要效应 QTL,qMCMV6-17/qMLN6-17,被检测到对 MCMV 和 MLN 均有抗性。GWAS 共发现 54 个 SNP(MCMV-13 和 MLN-41)与 MCMV 和 MLN 抗性显著相关(P≤5.60×10)。大多数 GWAS 鉴定的 SNP 位于连锁作图检测到的 QTL 内或附近。在群体内和群体间的预测准确率都很有希望;然而,在群体间的准确率较低。总体而言,MCMV 抗性受少数主要和许多次要效应位点控制,似乎比 MLN 抗性的遗传结构更为复杂。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5b7c/6647133/d41ef72c7086/122_2019_3360_Fig1_HTML.jpg

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