材料科学
Boosting(机器学习)
空位缺陷
纳米技术
Atom(片上系统)
工程物理
化学物理
凝聚态物理
计算机科学
物理
人工智能
嵌入式系统
作者
Mingyang Jiang,Lie Wu,Chenchen Chu,Yu Zhang,Chaolei Hua,Chu Li,Yijie Chen,Guan Liu,Qiongdi Zhang,Xue‐Feng Yu,Wenhua Zhou,Shengyong Geng
标识
DOI:10.1002/adfm.202516671
摘要
Abstract Single‐atom nanozymes (SANs) encounter significant challenges in achieving optimal activity due to the insufficient synergistic modulation of isolated catalytic sites. Herein, a photochemical reduction strategy is presented for simultaneously constructing Pt‐O 6 catalytic centers and oxygen vacancies (OVs) within mesoporous silica‐supported platinum single‐atoms (mSiO 2 ‐PtSANs). The density of OVs can be dynamically regulated by adjusting the UV exposure time. This UV‐mediated dynamic engineering of OVs significantly enhances the oxidase (OXD)‐like activity of mSiO 2 ‐PtSANs, leading to a 34.3‐fold reduction in the Michaelis–Menten constant ( K m ) value and a 62.8‐fold increase in catalytic efficiency ( K cat / K m ). Density functional theory (DFT) calculations demonstrate that OVs promote O 2 activation, facilitate electron transfer, and reduce the energy barrier for ·OH formation. Engineered with abundant OVs, the mSiO 2 ‐PtSANs drive persistent reactive oxygen species (ROS) generation, which can act as an effective strategy to amplify ferroptotic cell death. To further harness this therapeutic synergy, the ferroptosis inducer RSL3 is loaded into the nanoplatform with a drug loading efficiency of 65.8%, yielding the mSiO 2 ‐PtSANs@RSL3 nanocatalytic agent. This integrated system significantly enhances antitumor efficacy through the synergistic combination of chemodynamic therapy (CDT) and ferroptosis induction, as demonstrated in both in vitro and in vivo models. The study establishes a novel paradigm for the atomically precise design of SANs through OVs‐mediated electronic modulation.
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