Department of Integrated Traditional Chinese and Western Medicine, Xiangya Hospital, Central South University.
Yunnan Food Safety Research Institute, Kunming University of Science and Technology.
ASN Neuro. 2020 Jan-Dec;12:1759091420910957. doi: 10.1177/1759091420910957.
Metabolomics is an emerging tool to uncover the complex pathogenesis of disease, as well as the multitargets of traditional Chinese medicines, with chemometric analysis being a key step. However, conventional algorithms are not suitable for directly analyzing data at all times. The variable iterative space shrinkage approach-partial least squares-discriminant analysis, a novel algorithm for data mining, was first explored to screen metabolic varieties to reveal the multitargets of Xuefu Zhuyu decoction (XFZY) against traumatic brain injury (TBI) by the 7th day. Rat plasma from Sham, Vehicle, and XFZY groups was used for gas chromatography/mass spectrometry-based metabolomics. This method showed an improved discrimination ability (area under the curve = 93.64%). Threonine, -4-hydroxyproline, and creatinine were identified as the direct metabolic targets of XFZY against TBI. Five metabolic pathways affected by XFZY in TBI rats, were enriched using Metabolic Pathway Analysis web tool (i.e., phenylalanine, tyrosine, and tryptophan biosynthesis; phenylalanine metabolism; galactose metabolism; alanine, aspartate, and glutamate metabolism; and tryptophan metabolism). In conclusion, metabolomics coupled with variable iterative space shrinkage approach-partial least squares-discriminant analysis model may be a valuable tool for identifying the holistic molecular mechanisms involved in the effects of traditional Chinese medicine, such as XFZY.
代谢组学是一种新兴的工具,可以揭示疾病的复杂发病机制,以及中药的多靶点,化学计量学分析是关键步骤。然而,传统的算法并不总是适合直接分析数据。变量迭代空间收缩法-偏最小二乘判别分析,一种新的数据挖掘算法,首次被探索用于筛选代谢物,以揭示血府逐瘀汤(XFZY)对创伤性脑损伤(TBI)的多靶点作用,至第 7 天。使用气相色谱/质谱代谢组学方法检测假手术、载体和 XFZY 组大鼠的血浆。该方法显示出更好的判别能力(曲线下面积=93.64%)。苏氨酸、-4-羟脯氨酸和肌酸被鉴定为 XFZY 直接针对 TBI 的代谢靶点。使用代谢途径分析网络工具(即苯丙氨酸、酪氨酸和色氨酸生物合成;苯丙氨酸代谢;半乳糖代谢;丙氨酸、天冬氨酸和谷氨酸代谢;色氨酸代谢)富集了 XFZY 对 TBI 大鼠影响的 5 条代谢途径。总之,代谢组学结合变量迭代空间收缩法-偏最小二乘判别分析模型可能是一种有价值的工具,可用于识别中药(如 XFZY)作用的整体分子机制。