Wang Yuqing, Yang Zenghui, Xue Jingwen, Wang Yitong, Li Haibo, Wu Zhihong, Gao Yizhou
School of Biological and Chemical Engineering, Zhejiang University of Science and Technology, Zhejiang Provincial Collaborative Innovation Center of Agricultural Biological Resources Biochemical Manufacturing, Hangzhou 310023, China.
Microorganisms. 2025 Jun 18;13(6):1423. doi: 10.3390/microorganisms13061423.
Cepharanthine (CEP) is a natural bisbenzylisoquinoline alkaloid known for its antibacterial, antiviral, and anti-inflammatory activities. Its antifungal effect, however, has not been well studied. In this work, we used machine learning-based virtual screening with Random Forest, Neural Network, and Support Vector Machine models to identify potential inhibitors of . CEP was selected as a candidate and tested experimentally. The results showed that it inhibited the growth of , , , , and . It also reduced the sporulation and spore germination of and disrupted its redox balance. Transcriptome analysis showed changes in gene expression related to basic metabolic pathways. Molecular docking suggested that CEP binds to the FsCFEM1 protein, and molecular dynamics simulations confirmed stable binding, with key roles for residues THR748 and LEU950. These results suggest that CEP is a potential bio-based antifungal agent and provide novel insights into its mechanism against .
千金藤素(CEP)是一种天然的双苄基异喹啉生物碱,以其抗菌、抗病毒和抗炎活性而闻名。然而,其抗真菌作用尚未得到充分研究。在这项工作中,我们使用基于机器学习的虚拟筛选,通过随机森林、神经网络和支持向量机模型来识别潜在的抑制剂。CEP被选为候选物并进行了实验测试。结果表明,它抑制了[具体真菌名称1]、[具体真菌名称2]、[具体真菌名称3]、[具体真菌名称4]和[具体真菌名称5]的生长。它还减少了[具体真菌名称6]的孢子形成和孢子萌发,并破坏了其氧化还原平衡。转录组分析显示与基本代谢途径相关的基因表达发生了变化。分子对接表明CEP与FsCFEM1蛋白结合,分子动力学模拟证实了稳定结合,THR748和LEU950残基起关键作用。这些结果表明CEP是一种潜在的基于生物的抗真菌剂,并为其抗[具体真菌名称]机制提供了新的见解。