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Classification and identification of arabidopsis cell wall mutants using fourier transfrom infrared (FT-IR) microspectroscopy

机译:使用红外光谱(FT-IR)对拟南芥细胞壁突变体进行分类和鉴定

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摘要

We have developed a novel procedure for the rapid classification and identification of Arabidopsis mutants with altered cell wall architecture based on Fourier-Transform infrared (FT-IR) micro-spectroscopy. FT-IR transmission spectra were sampled from native 4 day-old dark-grown hypocotyls of 46 mutants and wild type treated with various drugs. The Mahalanobis distance between mutants, calculated from the spectral information after compression with the Discriminant Variables Selection procedure, was used for a hierarchical cluster analysis. Despite the completely unsupervised nature of the classification procedure we show that all mutants with cellulose defects appeared in the same cluster. In addition, mutant alleles of similar strength for several unrelated loci were also clustered, which demonstrates the sensitivity of the method to detect a wide array of cell wall defects. Comparing the cellulose-deficient cluster with the cluster that contained wild type controls led to the identification of wavenumbers that were diagnostic for altered cellulose content in the context of an intact cell wall. The results show that FT-IR spectra can be used to identify different classes of mutants and to characterize cell wall changes at a microscopic level in unknown mutants. This procedure significantly accelerates the identification and classification of cell wall mutants, which makes cell wall polysaccharides more accessible to functional genomics approaches.
机译:我们已经开发了一种新的程序,用于基于傅立叶变换红外(FT-IR)显微光谱技术的已改变细胞壁结构的拟南芥突变体的快速分类和鉴定。 FT-IR透射光谱是从天然的4天黑长成的下胚轴中提取的,这些下胚轴有46个突变体,并用各种药物处理过。根据判别变量选择程序压缩后的光谱信息计算得出的突变体之间的马氏距离,用于层次聚类分析。尽管分类程序完全不受监督,但我们证明所有具有纤维素缺陷的突变体均出现在同一簇中。此外,还对几个无关基因座具有相似强度的突变等位基因进行了聚类,这证明了该方法检测多种细胞壁缺陷的敏感性。将缺乏纤维素的簇与含有野生型对照的簇进行比较,导致鉴定出波数,这些波数可在完整细胞壁的情况下诊断纤维素含量的变化。结果表明,FT-IR光谱可用于鉴定不同类别的突变体,并在微观水平上表征未知突变体中细胞壁的变化。此过程极大地加速了细胞壁突变体的鉴定和分类,这使细胞壁多糖更容易被功能基因组学方法使用。

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