Phenotype identification and genome-wide association study of ear-internode vascular bundles in maize (Zea mays).

IF 2.7 3区 生物学 Q2 PLANT SCIENCES Journal of Plant Research Pub Date : 2024-11-01 Epub Date: 2024-08-07 DOI:10.1007/s10265-024-01565-w
Huan Zhao, Ying Zhang, Xianju Lu, Yanxin Zhao, Chuanyu Wang, Weiliang Wen, Minxiao Duan, Shuaihao Zhao, Jinglu Wang, Xinyu Guo
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Abstract

The vascular bundle in the ear-internode of maize is a key conduit for transporting photosynthetic materials between "source" and "sink", making it critically important to examine its micro-phenotypes and genetic architecture to identify advantageous characteristics and cultivate high-yielding and high-quality varieties. Unfortunately, the limited observation methods and scope of study precludes any comprehensive and systematic investigations into the microscopic phenotypes and genetic mechanisms of vascular bundle in maize ear-internode. In this study, 47 phenotypic traits were extracted in 495 maize inbred lines using micro computed tomography (Micro-CT) scanning technology and a deep learning-based phenotype acquisition method for stem vascular bundle, which included stem slice-related, epidermis zone-related, periphery zone-related, inner zone-related and vascular bundles-related traits. Phenotypic analysis indicated that there was extensive phenotypic variation of vascular bundle traits in ear-internode, especially that in the inner zone. Of these, 30 phenotypic traits with heritability greater than 0.70 were conducted for GWAS, and a total of 4,225 significant SNPs and 416 candidate genes with detailed functional annotations were identified. Furthermore, 20 genes were highly expressed in stem-related tissues, especially in maize internodes. Functional analysis of candidate genes indicated that the pathways obtained for candidate genes of different trait groups were distinct, mainly involved in vitamin synthesis and metabolism, transport of substances, carbohydrate derivative catabolic process, protein transport and localization, and anatomical structure development. The results of this study will help to further understand the phenotypic traits of stem vascular bundles and provide a reference for revealing the genetic mechanism of maize ear-internode vascular bundles.

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玉米(Zea mays)穗间维管束的表型鉴定和全基因组关联研究。
玉米穗间维管束是 "源 "和 "汇 "之间运输光合物质的关键通道,因此研究其微观表型和遗传结构对识别其优势特性和培育高产优质品种至关重要。遗憾的是,由于观察方法和研究范围有限,无法对玉米穗间维管束的微观表型和遗传机制进行全面系统的研究。本研究利用微计算机断层扫描(Micro-CT)技术和基于深度学习的茎维管束表型获取方法,提取了495个玉米近交系的47个表型性状,包括茎片相关性状、表皮区相关性状、外围区相关性状、内部区相关性状和维管束相关性状。表型分析表明,穗间维管束性状存在广泛的表型差异,尤其是内区维管束性状。对其中遗传率大于 0.70 的 30 个表型性状进行了 GWAS 分析,共鉴定出 4,225 个显著的 SNP 和 416 个具有详细功能注释的候选基因。此外,有 20 个基因在茎相关组织中高表达,尤其是在玉米节间。候选基因的功能分析表明,不同性状组的候选基因所获得的通路各不相同,主要涉及维生素合成与代谢、物质转运、碳水化合物衍生物分解过程、蛋白质转运与定位以及解剖结构发育。该研究结果有助于进一步了解茎维管束的表型性状,为揭示玉米穗间维管束的遗传机制提供参考。
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来源期刊
Journal of Plant Research
Journal of Plant Research 生物-植物科学
CiteScore
5.40
自引率
3.60%
发文量
59
审稿时长
1 months
期刊介绍: The Journal of Plant Research is an international publication that gathers and disseminates fundamental knowledge in all areas of plant sciences. Coverage extends to every corner of the field, including such topics as evolutionary biology, phylogeography, phylogeny, taxonomy, genetics, ecology, morphology, physiology, developmental biology, cell biology, molecular biology, biochemistry, biophysics, bioinformatics, and systems biology. The journal presents full-length research articles that describe original and fundamental findings of significance that contribute to understanding of plants, as well as shorter communications reporting significant new findings, technical notes on new methodology, and invited review articles.
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