1.Scaffold and SAR studies on c-MET inhibitors using machine learning approaches.
Jing ZHANG ; Mingming ZHANG ; Weiran HUANG ; Changjie LIANG ; Wei XU ; Jinghua ZHANG ; Jun TU ; Innocent Okohi AGIDA ; Jinke CHENG ; Dong-Qing WEI ; Buyong MA ; Yanjing WANG ; Hongsheng TAN
Journal of Pharmaceutical Analysis 2025;15(6):101303-101303
Numerous c-mesenchymal-epithelial transition (c-MET) inhibitors have been reported as potential anticancer agents. However, most fail to enter clinical trials owing to poor efficacy or drug resistance. To date, the scaffold-based chemical space of small-molecule c-MET inhibitors has not been analyzed. In this study, we constructed the largest c-MET dataset, which included 2,278 molecules with different structures, by inhibiting the half maximal inhibitory concentration (IC50) of kinase activity. No significant differences in drug-like properties were observed between active molecules (1,228) and inactive molecules (1,050), including chemical space coverage, physicochemical properties, and absorption, distribution, metabolism, excretion, and toxicity (ADMET) profiles. The higher chemical diversity of the active molecules was downscaled using t-distributed stochastic neighbor embedding (t-SNE) high-dimensional data. Further clustering and chemical space networks (CSNs) analyses revealed commonly used scaffolds for c-MET inhibitors, such as M5, M7, and M8. Activity cliffs and structural alerts were used to reveal "dead ends" and "safe bets" for c-MET, as well as dominant structural fragments consisting of pyridazinones, triazoles, and pyrazines. Finally, the decision tree model precisely indicated the key structural features required to constitute active c-MET inhibitor molecules, including at least three aromatic heterocycles, five aromatic nitrogen atoms, and eight nitrogen-oxygen atoms. Overall, our analyses revealed potential structure-activity relationship (SAR) patterns for c-MET inhibitors, which can inform the screening of new compounds and guide future optimization efforts.
2.Imaging Findings of Lung Injury after Seawater Submersion: A Report of 12 Cases
Yongxin XIAO ; Weidong SHI ; Xianyong SUN ; Shixiang SHAO ; Wei CHEN ; Yuehua FENG ; Changjie DONG
Journal of Practical Radiology 2010;26(4):492-495
Objective To investigate imaging findings of lung injury after seawater drowning.Methods The imaging data in 12 cases with seawater drowning treated in our hospital in the past 8 years were analyzed retrospectively.Results After 2 to 12 hours of leaving the water,the initial chest X-ray examinations or CT scans were taken.The initial X-ray films displayed the lung markings increase,the small patch shadows or wide distribution patch shadows.CT showd large ground-glass density,diffuse patchy or flocculus shadows and different degress of emphysema in bilateral lung.Most of the foci were absorbed obviously in 1 to 3 days.In 1 case,the focus formed pulmonary abscess later.Conclusion X-ray and CT examinations can clearly show the severity and changes of lung damage in seawater submersion victims,and that can provide important informations for clinical diagnosis and treatment.

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