涂层
材料科学
纳米颗粒
纳米技术
选择性
粘附
药品
分子
表面改性
合理设计
聚合物
胶体
药物输送
化学工程
氮气
作者
Danna Niezni,Dana Meron Azagury,Maytal Avrashami,Orr Bar-Natan,Yosi Shamay
标识
DOI:10.1021/acsami.5c19920
摘要
High Resolution Image Download MS PowerPoint Slide Polydopamine (PDA) is widely regarded as a universal coating material with substrate-independent adhesion. Here we report the first demonstration of selective PDA coating on small molecule drugs, revealing unexpected structure-dependent behavior that challenges this paradigm. Systematic screening of 30 chemotherapeutic agents in IR783-stabilized nanoparticles (>90% drug loading) showed dramatic coating variations governed by molecular structure rather than conventional hydrophobic or π–π interactions. Using Dragon molecular descriptors and principal component analysis, we developed a predictive decision tree model based on nitrogen content and bonding topology that correctly classified 80% of validation compounds. Coating selectivity correlates primarily with nitrogen percentage and N–C–N motifs, fundamentally expanding the understanding of PDA surface chemistry beyond nonselective adhesion mechanisms. Representative drugs (trametinib, dasatinib) demonstrated that PDA coating significantly improves colloidal stability and reduces aggregation without compromising drug loading or release kinetics. In vivo evaluation in HCT116 xenografts confirmed superior efficacy over free drug with improved formulation stability. These findings establish PDA coating selectivity as a previously unrecognized material phenomenon and provide computational tools for rational nanoparticle surface design.
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