Journal of computer-aided molecular design · 2025
Unveiling structural dynamics and allosteric vulnerabilities in Klebsiella pneumoniae KPHS_11890: an integrated DRKG-MD study.
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Jiang Zhenghua, Huang Mengqi, Bu Yemei, Wu Siqi, Meng Sijun, Wu Zhaochun, Qiu Hesong, Wang Lingling, Wei Nijun, Zhang Wen, Wang Xunxing, Zhou Jiali, Lu Dongli, Hong Zhichao, Zhao Gaohong, Ma Cong
Аннотация
Klebsiella pneumoniae (K. pneumoniae), a multidrug-resistant Gram-negative bacillus, represents a significant global health threat due to its role in hospital-acquired infections and the emergence of carbapenem-resistant hypervirulent strains. This study integrates the Drug Repurposing Knowledge Graph (DRKG) with molecular dynamics (MD) simulations to identify and validate stable structural segments of the KPHS_11890 gene, which encodes a membrane fusion protein of the AcrAB-TolC efflux pump that is critical for antibiotic resistance in K. pneumoniae. Using the PyKEEN framework, a knowledge graph embedding model was trained on a comprehensive dataset combining DrugBank, K. pneumoniae strain sequences, and NCBI databases, identifying KPHS_11890 as a top-ranked candidate (Hits@10 = 0.1602). The structural reliability of the target was first confirmed via rigorous quality assessment (Ramachandran plot, ERRAT, and ProSA), followed by triplicate 100-ns molecular dynamics simulations using GROMACS 2025. The integrated analysis of essential dynamics and free energy landscapes (FEL) revealed a thermodynamically stable core domain (residues 18-342) and a critical functional hinge region near residue 115. The structural rigidity of the core suggests minimized entropic penalties for inhibitor binding, while the identified hinge motion presents a specific mechanical vulnerability for allosteric locking. This integrated DRKG-MD approach not only efficiently pinpoints high-potential targets but also elucidates their biophysical mechanisms, providing a robust structural basis for designing novel inhibitors to overcome efflux pump-mediated resistance.