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Cryptococcus neoformans Chemotyping by Quantitative Analysis of 1H Nuclear Magnetic Resonance Spectra of Glucuronoxylomannans with a Computer-Simulated Artificial Neural Network

机译:通过计算机模拟人工神经网络对葡糖醛酸甘露聚糖的1H核磁共振光谱进行定量分析对新隐球菌进行化学分型

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摘要

The complete assignment of the proton chemical shifts obtained by nuclear magnetic resonance (NMR) spectroscopy of de-O-acetylated glucuronoxylomannans (GXMs) from Cryptococcus neoformans permitted the high-resolution determination of the total structure of any GXM. Six structural motifs based on an α-(1→3)-mannotriose substituted with variable quantities of 2-O-β- and 4-O-β-xylopyranosyl and 2-O-β-glucopyranosyluronic acid were identified. The chemical shifts of only the anomeric protons of the mannosyl residues served as structure reporter groups (SRG) for the identification and quantitation of the six triads present in any GXM. The assigned protons for the mannosyl residues resonated at clearly distinguishable positions in the spectrum and supplied all the information essential for the assignment of the complete GXM structure. This technique for assigning structure is referred to as the SRG concept. The SRG concept was used to analyze the distribution of the six mannosyl triads of GXMs obtained from 106 isolates of C. neoformans. The six mannosyl triads occurred singularly or in combination with one or more of the other triads. The identification and quantitation of the SRG were simplified by using a computer-simulated artificial neural network (ANN) to automatically analyze the SRG region of the one-dimensional proton NMR spectra. The occurrence and relative distribution of the six mannosyl triads were used to chemotype C. neoformans on the basis of subtle variations in GXM structure determined by analysis of the SRG region of the proton NMR spectrum by the ANN. The data for the distribution of the six SRGs from GXMs of 106 isolates of C. neoformans yielded eight chemotypes, Chem1 through Chem8.
机译:通过核磁共振(NMR)光谱从新隐隐球菌获得的质子化学位移的完整分配可以对任何GXM的总结构进行高分辨率测定。鉴定了基于α-(1→3)-甘露三糖的六个结构基序,所述α-(1→3)-甘露三糖被2-O-β-和4-O-β-吡喃木糖基和2-O-β-吡喃葡萄糖基糖醛酸取代。仅甘露糖基残基的异头质子的化学位移用作结构报告基团(SRG),用于鉴定和定量存在于任何GXM中的六个三联体。甘露糖基残基的分配质子在光谱中明显可区分的位置发生共振,并提供了分配完整GXM结构所必需的所有信息。这种分配结构的技术称为SRG概念。 SRG概念用于分析从106个新孢梭菌分离物中获得的GXM的六个甘露糖基三联体的分布。六个甘露糖基三联体单独或与一个或多个其他三联体结合出现。通过使用计算机模拟的人工神经网络(ANN)自动分析一维质子NMR光谱的SRG区域,简化了SRG的鉴定和定量。六个甘露糖基三联体的出现和相对分布被用来对新孢梭菌进行化学分型,这是基于通过ANN分析质子NMR光谱的SRG区而确定的GXM结构的细微变化。 106个新孢梭菌分离株的GXM分布的六个SRG的数据产生了8种化学型,即Chem1至Chem8。

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