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主成分分析(PCA)在多活性真菌评估与筛选中的应用

Application of Principal Component Analysis (PCA) to the Evaluation and Screening of Multiactivity Fungi.

作者信息

Yang Zonglin, Shi Yaqi, Li Pinglin, Pan Kanghong, Li Guoqiang, Li Xianguo, Yao Shuo, Zhang Dahai

机构信息

Key Laboratory of Marine Chemistry Theory and Technology (Ocean University of China), Ministry of Education, Qingdao, 266100 China.

College of Chemistry and Chemical Engineering, Ocean University of China, Qingdao, 266100 China.

出版信息

J Ocean Univ China. 2022;21(3):763-772. doi: 10.1007/s11802-022-5096-x. Epub 2022 May 13.

Abstract

Continued innovation in screening methodologies remains important for the discovery of high-quality multiactive fungi, which have been of great significance to the development of new drugs. Mangrove-derived fungi, which are well recognized as prolific sources of natural products, are worth sustained attention and further study. In this study, 118 fungi, which mainly included spp. (34.62%) and spp. (15.38%), were isolated from the mangrove ecosystem of the Maowei Sea, and 83.1% of the cultured fungi showed at least one bioactivity in four antibacterial and three antioxidant assays. To accurately evaluate the fungal bioactivities, the fungi with multiple bioactivities were successfully evaluated and screened by principal component analysis (PCA), and this analysis provided a dataset for comparing and selecting multibioactive fungi. Among the 118 mangrove-derived fungi tested in this study, spp. showed the best comprehensive activity. Fungi such as and , which exhibited high comprehensive bioactivity as determined by the PCA, have great potential in the exploitation of natural products and the development of new drugs. This study demonstrated the first use of PCA as a time-saving, scientific method with a strong ability to evaluate and screen multiactive fungi, which indicated that this method can affect the discovery and development of new drugs.

摘要

筛选方法的持续创新对于发现高质量的多活性真菌仍然很重要,这些真菌对新药开发具有重要意义。红树林来源的真菌,被公认为是丰富的天然产物来源,值得持续关注和进一步研究。在本研究中,从茅尾海红树林生态系统中分离出118株真菌,主要包括 spp.(34.62%)和 spp.(15.38%),83.1%的培养真菌在四种抗菌和三种抗氧化试验中表现出至少一种生物活性。为了准确评估真菌的生物活性,通过主成分分析(PCA)成功地对具有多种生物活性的真菌进行了评估和筛选,该分析为比较和选择多生物活性真菌提供了一个数据集。在本研究测试的118株红树林来源真菌中, spp.表现出最佳的综合活性。通过PCA确定具有高综合生物活性的 和 等真菌在天然产物开发和新药研发方面具有巨大潜力。本研究首次证明了PCA作为一种省时、科学的方法,具有很强的评估和筛选多活性真菌的能力,这表明该方法可以影响新药的发现和开发。

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