Microbial Strain Prioritization Using Metabolomics Tools for the Discovery of Natural Products

被引:137
作者
Hou, Yanpeng [1 ]
Braun, Doug R. [1 ]
Michel, Cole R. [1 ]
Klassen, Jonathan L. [2 ]
Adnani, Navid [1 ]
Wyche, Thomas P. [1 ]
Bugni, Tim S. [1 ]
机构
[1] Univ Wisconsin, Div Pharmaceut Sci, Sch Pharm, Madison, WI 53705 USA
[2] Univ Wisconsin, Dept Bacteriol, Madison, WI 53705 USA
基金
加拿大自然科学与工程研究理事会;
关键词
MASS-SPECTROMETRY; DRUG DISCOVERY; LIBRARIES; DEREPLICATION; DIVERSITY; GROWTH; GENES;
D O I
10.1021/ac202623g
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Natural products profoundly impact many research areas, including medicine, organic chemistry, and cell biology. However, discovery of new natural products suffers from a lack of high throughput analytical techniques capable of identifying structural novelty in the face of a high degree of chemical redundancy. Methods to select bacterial strains for drug discovery have historically been based on phenotypic qualities or genetic differences and have not been based on laboratory production of secondary metabolites. Therefore, untargeted LC/MS-based secondary metabolomics was evaluated to rapidly and efficiently analyze marine-derived bacterial natural products using LC/MS-principal component analysis (PCA). A major goal of this work was to demonstrate that LC/MS-PCA was effective for strain prioritization in a drug discovery program. As proof of concept, we evaluated LC/MS-PCA for strain selection to support drug discovery, for the discovery of unique natural products, and for rapid assessment of regulation of natural product production.
引用
收藏
页码:4277 / 4283
页数:7
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