The Application of Hierarchical Cluster Analysis to Lignins Classification Based on Data of High-Resolution NMR and Solid-State NMR Spectra on 13C Nuclei

IF 1.1 4区 物理与天体物理 Q4 PHYSICS, ATOMIC, MOLECULAR & CHEMICAL
Ilya A. Grishanovich, Yuliya A. Sypalova, Semyon L. Shestakov, Alexandr Yu. Kozhevnikov
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引用次数: 0

Abstract

Lignin is the second most abundant biological polymer on Earth with a complex chemical structure. A large amount of different technical lignins are produced as a waste product of the pulp and paper industry and are not used rationally. The study of the structure of such lignins is relevant due to their potential applications. It is important to obtain comprehensive knowledge about the structure of lignin macromolecule and to classify lignins based on it. High-resolution nuclear magnetic resonance (NMR) experiments for dissolved samples are widely used to study this biopolymer. However, this approach does not allow researching insoluble technical lignins. Solid-state NMR spectroscopy may become a solution to this problem. In this paper, we propose an approach to classify the degree of lignin alteration by clustering of solid-state spectra with hierarchical cluster analysis method. This approach is important because of the lack of direct correlations between the NMR spectra of lignins in the dissolved and solid states, which is based on experimental data.

Abstract Image

基于 13C 核的高分辨率 NMR 和固态 NMR 光谱数据的层次聚类分析在木质素分类中的应用
木质素是地球上含量第二高的生物聚合物,具有复杂的化学结构。作为纸浆和造纸工业的废品,产生了大量不同的工业木质素,但并未得到合理利用。由于这些木质素具有潜在的应用价值,因此对其结构进行研究具有重要意义。全面了解木质素大分子结构并据此对木质素进行分类非常重要。针对溶解样品的高分辨率核磁共振(NMR)实验被广泛用于研究这种生物聚合物。然而,这种方法无法研究不溶解的工业木质素。固态 NMR 光谱可能会成为这一问题的解决方案。在本文中,我们提出了一种通过分层聚类分析法对固态光谱进行聚类来对木质素的改变程度进行分类的方法。这种方法之所以重要,是因为基于实验数据,木质素在溶解态和固态的核磁共振光谱之间缺乏直接的相关性。
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来源期刊
Applied Magnetic Resonance
Applied Magnetic Resonance 物理-光谱学
CiteScore
1.90
自引率
10.00%
发文量
59
审稿时长
2.3 months
期刊介绍: Applied Magnetic Resonance provides an international forum for the application of magnetic resonance in physics, chemistry, biology, medicine, geochemistry, ecology, engineering, and related fields. The contents include articles with a strong emphasis on new applications, and on new experimental methods. Additional features include book reviews and Letters to the Editor.
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