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鲜食玉米的全基因组关联分析

Genome-Wide Association Analysis of Fresh Maize.

作者信息

Guo Suying, Zhao Rengui, Lan Jinhao

机构信息

College of Agronomy, Jilin Agricultural University, Changchun 130118, China.

College of Agronomy, Qingdao Agricultural University, Qingdao 266109, China.

出版信息

Int J Mol Sci. 2025 Aug 1;26(15):7431. doi: 10.3390/ijms26157431.

DOI:10.3390/ijms26157431
PMID:40806560
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12347161/
Abstract

This study measured eight key phenotypic traits across 259 fresh maize inbred lines, including plant height and spike length. A total of 82 single nucleotide polymorphisms (SNPs) significantly associated with these phenotypes were identified by applying a mixed linear model to calculate the best linear unbiased prediction (BLUP) values and integrating genome-wide genotypic data through genome-wide association analysis (GWAS). A further analysis of significant SNPs contributed to the identification of 63 candidate genes with functional annotations. Notably, 11 major candidate genes were identified from multi-trait association loci, all of which exhibited highly significant P-values (<0.0001) and explained between 7.21% and 12.78% of phenotypic variation. These 11 genes, located on chromosomes 1, 3, 4, 5, 6, and 9, were functionally involved in signaling, metabolic regulation, structural maintenance, and stress response, and are likely to play crucial roles in the growth and physiological processes of fresh maize inbred lines. The functional genes identified in this study have significant implications for the development of molecular markers, the optimization of breeding strategies, and the enhancement of quality in fresh maize.

摘要

本研究测定了259个鲜食玉米自交系的八个关键表型性状,包括株高和穗长。通过应用混合线性模型计算最佳线性无偏预测(BLUP)值,并通过全基因组关联分析(GWAS)整合全基因组基因型数据,共鉴定出82个与这些表型显著相关的单核苷酸多态性(SNP)。对显著SNP的进一步分析有助于鉴定63个具有功能注释的候选基因。值得注意的是,从多性状关联位点鉴定出11个主要候选基因,所有这些基因均表现出高度显著的P值(<0.0001),并解释了7.21%至12.78%的表型变异。这11个基因位于第1、3、4、5、6和9号染色体上,在功能上参与信号传导、代谢调控、结构维持和应激反应,可能在鲜食玉米自交系的生长和生理过程中发挥关键作用。本研究中鉴定出的功能基因对分子标记的开发、育种策略的优化以及鲜食玉米品质的提高具有重要意义。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7daf/12347161/0ff3dd2e283d/ijms-26-07431-g010.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7daf/12347161/67a2764e1b4e/ijms-26-07431-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7daf/12347161/47a2031bca02/ijms-26-07431-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7daf/12347161/6dafbefa0f21/ijms-26-07431-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7daf/12347161/75cafb253562/ijms-26-07431-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7daf/12347161/c971198f0c87/ijms-26-07431-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7daf/12347161/2c4f6d9e1e24/ijms-26-07431-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7daf/12347161/fe324ead3d1a/ijms-26-07431-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7daf/12347161/c57b722efdca/ijms-26-07431-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7daf/12347161/2fdc3b83a670/ijms-26-07431-g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7daf/12347161/0ff3dd2e283d/ijms-26-07431-g010.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7daf/12347161/67a2764e1b4e/ijms-26-07431-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7daf/12347161/47a2031bca02/ijms-26-07431-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7daf/12347161/6dafbefa0f21/ijms-26-07431-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7daf/12347161/75cafb253562/ijms-26-07431-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7daf/12347161/c971198f0c87/ijms-26-07431-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7daf/12347161/2c4f6d9e1e24/ijms-26-07431-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7daf/12347161/fe324ead3d1a/ijms-26-07431-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7daf/12347161/c57b722efdca/ijms-26-07431-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7daf/12347161/2fdc3b83a670/ijms-26-07431-g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7daf/12347161/0ff3dd2e283d/ijms-26-07431-g010.jpg

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本文引用的文献

1
Integration of high-throughput phenotyping, GWAS, and predictive models reveals the genetic architecture of plant height in maize.高通量表型分析、全基因组关联研究(GWAS)和预测模型的整合揭示了玉米株高的遗传结构。
Mol Plant. 2023 Feb 6;16(2):354-373. doi: 10.1016/j.molp.2022.11.016. Epub 2022 Nov 29.
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Targeted suppression of gibberellin biosynthetic genes ZmGA20ox3 and ZmGA20ox5 produces a short stature maize ideotype.靶向抑制赤霉素生物合成基因 ZmGA20ox3 和 ZmGA20ox5 可产生矮秆玉米理想株型。
Plant Biotechnol J. 2022 Jun;20(6):1140-1153. doi: 10.1111/pbi.13797. Epub 2022 Mar 9.
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Structural variation at the maize WUSCHEL1 locus alters stem cell organization in inflorescences.
玉米 WUSCHEL1 基因座的结构变异改变了花序中的干细胞组织。
Nat Commun. 2021 Apr 22;12(1):2378. doi: 10.1038/s41467-021-22699-8.
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Maize ZmRPH1 encodes a microtubule-associated protein that controls plant and ear height.玉米ZmRPH1编码一种控制株高和穗位高的微管相关蛋白。
Plant Biotechnol J. 2020 Jun;18(6):1345-1347. doi: 10.1111/pbi.13292. Epub 2019 Dec 3.
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Genome-Wide Association Study and Pathway-Level Analysis of Kernel Color in Maize.玉米籽粒颜色的全基因组关联研究和途径水平分析。
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Genetic dissection of maize plant architecture with an ultra-high density bin map based on recombinant inbred lines.基于重组自交系的超高密度bin图谱对玉米株型进行遗传剖析。
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FASCIATED EAR4 encodes a bZIP transcription factor that regulates shoot meristem size in maize.簇生穗4编码一种bZIP转录因子,该因子调控玉米茎尖分生组织的大小。
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The boron efflux transporter ROTTEN EAR is required for maize inflorescence development and fertility.硼外流转运蛋白ROTTEN EAR是玉米花序发育和育性所必需的。
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ZmGA3ox2, a candidate gene for a major QTL, qPH3.1, for plant height in maize.ZmGA3ox2,玉米株高主效 QTL qPH3.1 的候选基因。
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