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影响脱氧雪腐镰刀菌烯醇感染小麦高光谱表型的基因组区域。

Genomic regions influencing the hyperspectral phenome of deoxynivalenol infected wheat.

机构信息

Department of Plant, Soil, and Microbial Sciences, Michigan State University, East Lansing, MI, 48823, USA.

Department of Plant Pathology, University of Minnesota, St. Paul, MN, 55108, USA.

出版信息

Sci Rep. 2024 Aug 20;14(1):19340. doi: 10.1038/s41598-024-69830-5.

Abstract

The quantitative nature of fusarium head blight (FHB) resistance requires further exploration of the wheat genome to identify regions conferring resistance. In this study, we explored the application of hyperspectral imaging of Fusarium-infected wheat kernels and identified regions of the wheat genome contributing significantly to the accumulation of Deoxynivalenol (DON) mycotoxin. Strong correlations were identified between hyperspectral reflectance values for 204 wavebands in the 397-673 nm range and DON mycotoxin. Dimensionality reduction using principal components was performed for all 204 wavebands and 38 sliding windows across the range of wavebands. The first principal component (PC1) of all 204 wavebands explained 70% of the total variation in waveband reflectance values and was highly correlated with DON mycotoxin. PC1 was used as a phenotype in a genome wide association study and a large effect QTL on chromosome 2D was identified for PC1 of all wavebands as well as nearly all 38 sliding windows. The allele contributing variation in PC1 values also led to a substantial reduction in DON. The 2D polymorphism affecting DON levels localized to the exon of TraesCS2D02G524600 which is upregulated in wheat spike and rachis tissues during FHB infection. This work demonstrates the value of hyperspectral imaging as a correlated trait for investigating the genetic basis of resistance and developing wheat varieties with enhanced resistance to FHB.

摘要

镰刀菌穗腐病(FHB)抗性的定量性质要求进一步探索小麦基因组,以鉴定赋予抗性的区域。在这项研究中,我们探索了利用受镰刀菌感染的小麦籽粒高光谱成像,并确定了对脱氧雪腐镰刀菌烯醇(DON)真菌毒素积累有重要贡献的小麦基因组区域。在 397-673nm 范围内的 204 个波段的高光谱反射率值与 DON 真菌毒素之间存在强烈的相关性。对所有 204 个波段和 38 个波段范围内的滑动窗口进行了主成分降维处理。所有 204 个波段的第一主成分(PC1)解释了波段反射率值总变化的 70%,与 DON 真菌毒素高度相关。PC1 被用作全基因组关联研究中的表型,在 2D 染色体上鉴定出了一个与所有波段以及几乎所有 38 个滑动窗口的 PC1 相关的大效应 QTL。导致 PC1 值变化的等位基因也导致 DON 大量减少。影响 DON 水平的 2D 多态性定位于 TraesCS2D02G524600 的外显子,该基因在 FHB 感染期间在小麦穗和穗轴组织中上调。这项工作证明了高光谱成像作为一种相关性状,用于研究抗性的遗传基础和开发具有增强 FHB 抗性的小麦品种的价值。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8531/11336138/756b60a14724/41598_2024_69830_Fig1_HTML.jpg

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