首页> 美国卫生研究院文献>ACS Omega >Surface-Enhanced Raman Spectroscopy for Monitoring the Biochemical Changes Due to DNA Mutations Induced by CRISPR-Cas9 Genome Editing in the Aspergillus niger Fungus
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Surface-Enhanced Raman Spectroscopy for Monitoring the Biochemical Changes Due to DNA Mutations Induced by CRISPR-Cas9 Genome Editing in the Aspergillus niger Fungus

机译:表面增强拉曼光谱法用于监测黑曲霉中 CRISPR-Cas9 基因组编辑诱导的 DNA 突变引起的生化变化

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摘要

In this study, surface-enhanced Raman spectroscopy (SERS) technique, along with principal component analysis (PCA) and partial least-squares discriminant analysis (PLS-DA), is used as a simple, quick, and cost-effective analysis method for identifying biochemical changes occurring due to induced mutations in the Aspergillus niger fungus strain. The goal of this study is to identify the biochemical changes in the mutated fungal cells (cell mass) as compared to the control/nonmutated cells. Furthermore, multivariate data analysis tools, including PCA and PLS-DA, are used to further confirm the differentiating SERS spectral features among fungal samples. The mutations are caused in A. niger by the clustered regularly interspaced palindromic repeat CRISPR-Cas9 genomic editing method to improve their biotechnological potential for the production of cellulase enzyme. SERS was employed to detect the changes in the cells of mutated A. niger fungal strains, including one mutant producing low levels of an enzyme and another mutant producing high levels of the enzyme as a result of mutation as compared with an unmutated fungal strain as a control sample. The distinctive features of SERS corresponding to nucleic acids and proteins appear at 546, 622, 655, 738, 802, 835, 959, 1025, 1157, 1245, 1331, 1398, and 1469 cm–1. Furthermore, PLS-DA is used to confirm the 89% accuracy, 87.7% precision, 87% sensitivity, and 88.9% specificity of this method, and the value of the area under the curve (AUROC) is 0.67. It has been shown that surface-enhanced Raman spectroscopy is an effective method for identifying and differentiating biochemical changes in genome-modified fungal samples.
机译:在这项研究中,表面增强拉曼光谱 (SERS) 技术以及主成分分析 (PCA) 和偏最小二乘判别分析 (PLS-DA) 被用作一种简单、快速且具有成本效益的分析方法,用于识别由于黑曲霉菌株的诱导突变而发生的生化变化。本研究的目的是确定与对照/未突变细胞相比,突变真菌细胞(细胞团)的生化变化。此外,多变量数据分析工具,包括 PCA 和 PLS-DA,用于进一步确认真菌样品之间的差异化 SERS 光谱特征。这些突变是在黑曲霉中由成簇的规则间隔回文重复 CRISPR-Cas9 基因组编辑方法引起的,以提高它们生产纤维素酶的生物技术潜力。采用 SERS 检测突变的黑曲霉真菌菌株的细胞变化,包括一种突变体产生低水平的酶,另一种突变体由于突变而产生高水平的酶,与未突变的真菌菌株作为对照样品相比。对应于核酸和蛋白质的 SERS 的显著特征出现在 546、622、655、738、802、835、959、1025、1157、1245、1331、1398 和 1469 cm–1 处。此外,PLS-DA 用于确认 89% 准确度、87.7% 精密度、87% 灵敏度和 88.该方法的特异性为 9%,曲线下面积 (AUROC) 值为 0.67。研究表明,表面增强拉曼光谱是鉴定和区分基因组修饰真菌样品中生化变化的有效方法。

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