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RESEARCH PAPER · Advanced Materials · 2022

Prediction and Design of Nanozymes using Explainable Machine Learning

Yonghua Wei, Jin Wu, Yixuan Wu, Hongjiang Liu, Fanqiang Meng, Qiqi Liu, Adam C. Midgley, Xiangyun Zhang, Tianyi Qi, Helong Kang, Rui Chen, Deling Kong, Jie Zhuang, Xiyun Yan, Xinglu Huang

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Prediction and Design of Nanozymes using Explainable Machine LearningOriginalNanozymes: next-generation artificial enzymes16Enabling high-throughput electrical conductivity optimization of doped conjugated polymers using explainable machine learning0Machine Learning Assisted Graphdiyne-Based Nanozyme Discovery55Genetically Engineered Protein Corona‐based Cascade Nanozymes for Enhanced Tumor Therapy45Machine Learning Guided Discovery of Superoxide Dismutase Nanozymes for Androgenetic Alopecia102Intrinsic Light-Activated Oxidase Mimicking Activity of Conductive Polyaniline Nanofibers: A Class of Metal-Free Nanozyme18A User’s Guide to Machine Learning for Polymeric Biomaterials99Copper-rich multifunctional Prussian blue nanozymes for infected wound healing38Clear‐Box Machine Learning for Virtual Screening of 2D Nanozymes to Target Tumor Hydrogen Peroxide38Machine learning facilitating the rational design of nanozymes49Perspective0Reaction Mechanisms and Kinetics of Nanozymes: Insights from Theory and Computation224Activity Regulating Strategies of Nanozymes for Biomedical Applications88Machine‐Learning‐Assisted Nanozyme Design: Lessons from Materials and Engineered Enzymes161Molecular insights of nanozymes from design to catalytic mechanism89Machine-learning-assisted single-vessel analysis of nanoparticle permeability in tumour vasculatures138Nanozymes: Definition, Activity, and Mechanisms639Multienzyme‐Like Nanozymes: Regulation, Rational Design, and Application475A Cascade Enzyme System Integrating Peroxidase Mimic with Catalase for Linear Range Expansion of H2O2 Assay: A Mechanism and Application Study30DNA-Programmed Tuning of the Growth and Enzyme-Like Activity of a Bimetallic Nanozyme and Its Biosensing Applications46Visualization of Deep Convolutional Neural Networks to Investigate Porous Nanocomposites for Electromagnetic Interference Shielding16Biomedicine meets nanozyme catalytic chemistry159Air-Derived Inhibitor of Nanozymes5Determination of the Maximum Velocity of a Peroxidase-like Nanozyme83Rational Design Strategies for Nanozymes385Turning Silica into Enzymes by Hydrogenation: Simultaneously Achieving Oxygen Vacancy Engineering and Tumor Adaptive Accumulation for NIR‐II‐Potentiated Therapy24Averaging Strategy for Interpretable Machine Learning on Small Datasets to Understand Element Uptake after Seed Nanotreatment15Intrinsic Strain-Mediated Ultrathin Ceria Nanoantioxidant99DNA Programmable Peroxidase Activity of Oxidized Polypyrrole Quantum Dots14CEEM: a Chemically Explainable Deep Learning Platform for Identifying Compounds with Low Effective Mass4Co‐based Nanozymatic Profiling: Advances Spanning Chemistry, Biomedical, and Environmental Sciences115Recent advances in multi‐metallic‐based nanozymes for enhanced catalytic cancer therapy107Fluorescence/colorimetry/smartphone triple-mode sensing platform based on carbon dots and Co, Fe-layered double hydroxides for citrate determination20Metal Site and Size-Controlled BTC-Based MOF as Cysteine Oxidase Mimic for Self-Cascade Detection of Cysteine and Hg2+18Nanozyme engineering in structurally explicit framework: Design mechanisms and biosensing applications85DiZyme: The Ultimate Resource for Nanozyme Multiple Catalytic Activity Prediction1Deciphering melting behaviors of energetic compounds using interpretable Machine learning for melt-castable applications13Deep Insight of Design, Mechanism, and Cancer Theranostic Strategy of Nanozymes182A novel colorimetric and fluorometric dual-signal identification of organics and Baijiu based on nanozymes with peroxidase-like activity41Spectroscopy-Guided Deep Learning Predicts Solid–Liquid Surface Adsorbate Properties in Unseen Solvents10A review on nanozymes’ mechanisms and kinetics1Ce-Mn@Coooh Nanozyme for Constructing A Ratiometric Colorimetric Sensor For Rapid and Sensitive Detection of Nitrite in Food0Computer-aided nanodrug discovery: recent progress and future prospects41Machine learning in nanozymes: from design to application51Nanozyme-enhanced ferroptosis for cancer treatment42Nanozymes with biomimetically designed properties for cancer treatment49Stimuli-responsive polymer-based nanosystems for cardiovascular disease theranostics28Exploring the Specificity of Nanozymes265Hollow CoFe Nanozymes Integrated with Oncolytic Peptides Designed via Machine‐Learning for Tumor Therapy13Nanozyme-Engineered Hydrogels for Anti-Inflammation and Skin Regeneration154On the Specificity of Nanozymes: A Perspective77Enhancing predictive modeling of photovoltaic materials’ solar power conversion efficiency using explainable AI10Ultrahigh peroxidase-like catalytic performance of Cu–N4 and Cu–N4S active sites-containing reduced graphene oxide for sensitive electrochemical biosensing34AI-Powered Knowledge Base Enables Transparent Prediction of Nanozyme Multiple Catalytic Activity36Nanozymes for nanohealthcare350ChatGPT Combining Machine Learning for the Prediction of Nanozyme Catalytic Types and Activities35MXene@MnIn2S4‐Gated Organic Photoelectrochemical Transistors with Nanozyme‐Mediated Multiple Quenching Effects for Ultrasensitive Detection of Okadaic Acid59Metal–organic framework-engineered enzyme/nanozyme composites: Preparation, functionality, and sensing mechanisms70Interpretable Causal System Optimization Framework for the Advancement of Biological Effect Prediction and Redesign of Nanoparticles12Designing intelligent bioorthogonal nanozymes: Recent advances of stimuli-responsive catalytic systems for biomedical applications40Nanozyme‐Enabled Biomedical Diagnosis: Advances, Trends, and Challenges133Structural Regulation of Au‐Pt Bimetallic Aerogels for Catalyzing the Glucose Cascade Reaction53MolPackL: Quantification and Interpretation of Intermolecular Interactions Driven by Molecular Packing10Interpretable Machine Learning for Investigating the Molecular Mechanisms Governing the Transparency of Colorless Transparent Polyimide for OLED Cover Windows33Machine learning for nanozyme development in anti‐inflammatory applications6Application of nanozymes in problematic biofilm control: progress, challenges and prospects12Toward the Integration of Machine Learning and Molecular Modeling for Designing Drug Delivery Nanocarriers122When Metal Nanoclusters Meet Smart Synthesis31Interpretable and Physicochemical-Intuitive Deep Learning Approach for the Design of Thermal Resistance of Energetic Compounds6Machine learning applications in nanomaterials: Recent advances and future perspectives94Advances in machine learning-enhanced nanozymes24Reactive oxygen species and neurodegenerative diseases: insights into nanozyme therapeutics14Catalytic Biomaterials‐Activated In Situ Chemical Reactions: Strategic Modulation and Enhanced Disease Treatment22Ce–Mn@CoOOH nanozyme for constructing a ratiometric colorimetric sensor for rapid and sensitive detection of nitrite in food18Luminescent Nanozyme-Based Sensors for Bacteria Detection7Interpretable and explainable predictive machine learning models for data-driven protein engineering52Kinetic Profiling of Oxidoreductase-Mimicking Nanozymes: Impact of Multiple Activities, Chemical Transformations, and Colloidal Stability53Microenvironmental modulation breaks intrinsic pH limitations of nanozymes to boost their activities115Artificial intelligence-driven revolution in nanozyme design: from serendipity to rational engineering59Bioinspired rational design of nanozymes49From synthesis to properties: expanding the horizons of machine learning in nanomaterials research39Interpretable machine learning models for predicting the antitumor effects of metal and metal oxide nanomaterials6Neuroprotective Potential of Free Radical‐Scavenging Nanoparticles in Addressing Inflammation and Obesity2Overcoming colorectal cancer and cancer stem cell resistance with photodynamic therapy: new frontiers in oncology6Recent advances in nanozymes for organophosphorus pesticide detection in food14Nanozyme-based wearable biosensors for application in healthcare24Machine Learning‐Assisted Prediction of Photothermal Metal‐Phenolic Networks28Machine Learning‐Assisted Prediction of Photothermal Metal‐Phenolic Networks6Machine Learning‐Assisted High‐Throughput Screening of Nanozymes for Ulcerative Colitis55Machine learning-assisted three-dimensional fluorescence for heavy metal multi-sensing23Targeted reversal of iron deposition by highly active manganese-doped carbon dots in MRI-guided treatment of Parkinson's disease18Emerging reactive oxygen and nitrogen species regulators for biomedical therapy: 2D MXenzymes11Physics-informed, dual-objective optimization of high-entropy-alloy nanozymes by a robotic AI chemist25Synthetic Biology‐Based Strategy for Nanomedicine Design3Catalytic activity nanozymes for microbial detection21MXene-CuBTC nanozyme with oxygen vacancies and charge transfer for biosensing of Listeria monocytogenes18Evolving biomaterials design from trial and error to intelligent innovation29Smartphone-Based Bimetallic Single-Atom Nanozyme Sensor Array Integrated with Deep Learning for Rapid Biothiol Detection24Nanozymes in biomedicine: Unraveling trends, research foci, and future trajectories via bibliometric insights (from 2007 to 2024)12Nanotherapeutic strategies exploiting biological traits of cancer stem cells9Enzyme- and nanozyme-based food allergen detections: from natural biocatalysts to rational engineering approaches11Machine Learning–Driven Screening of High‐Activity Antitumor Nanozymes Using an Ensemble Enzymatic Oracle System3Advances of Metal‐Based Nanomaterials in the Prevention and Treatment of Oral Infections13Artificial intelligence driven platform for rapid catalytic performance assessment of nanozymes33Challenges and Opportunities: Nanomaterials in Epilepsy Diagnosis15Advanced biomaterials and delivery modalities to alleviate cancer therapy-induced inflammation8Machine learning reshapes the paradigm of nanomedicine research39Machine-Learning-Assisted Nanozyme-Based Sensor Arrays: Construction, Empowerment, and Applications18Engineering Colloidal Nanozymes for Cancer Diagnosis and Therapy: From Surface Chemistry to Catalytic Mechanisms and Precision Medicine47Feature enhancement based aero-engine lubricant consumption prediction: A BiTCN-BiGRU-attention approach10Rational Design of Nanozymes for Tumor Therapy─A Perspective3Driving Multifunctional Nanomedicine Design for Non‐Inflammatory Tumor Therapy with Integrated Machine Learning and Density Functional Theory28Zearalenone: Contamination, Biological Characterization, and Mechanism of Enzymatic Degradation in Food30Spatial Coordination Structure‐Driven Enzyme‐Like Selectivity in Single‐Atom Nanozymes54Stimuli-responsive nanozymes for wound healing: From design strategies to therapeutic advances15Interpretable Machine Learning for Osteopenia Detection: A Proof-of-Concept Study Using Bioelectrical Impedance in Perimenopausal Women8Innovative perspective on the geographical origin and quality of Peucedanum praeruptorum Dunn through the integration of inorganic and organic substance profiles4Advances in Nature‐Inspired Particles for Bioanalytical Applications3From Rational Design to Druggability Optimization: A Review of Iron-based Nanozymes for Biomedical Applications10Machine-Learning-Assisted Exploration of High Entropy-Atom Nanozyme for Anti-Tumor Immunotherapy by Enhancing Enzyme Activity and Disrupting Dual Energy Metabolism2Recent advancements for defect engineering in nanozymes30Nanozymes design via cost-sensitive machine learning for antibacterial applications5A versatile multimodal learning framework bridging multiscale knowledge for material design21Explainable machine learning reveals climate warming increases risk of algal blooms in lakes and reservoirs18Multi‐Dimensional Synergistic Engineering for Boosting Nanozyme Catalysis24Palladium-powered nanozymes: A paradigm shift in precision medicine10Nanozymes for Non‐Neoplastic Diseases: Catalytic Therapy Redefined31Machine learning-driven material intelligence research and development14Optimizing a machine-learning model for color design of metal oxides/metal multilayers with physics-guided kernel trick0Oxidase-mimicking nanozymes: Bridging advanced materials with smart biosensors9Biocatalytic and Biomimetic Catalysis for Intermolecular Cyclopropanation of Olefins: A Review1Empowering scientific discovery with explainable small domain-specific and large language models3Machine Learning-Driven Prediction of Reactive Oxygen Species Dynamics for Assessing Nanomaterials’ Cytotoxicity8Coordination Polyphenol and Hydrogenation Coarmed Ce−Mo Bimetal Nanozymes for Robust Anticancer Therapy12Engineered metallic hybrid nanozyme for advanced inflammatory disease therapy5Recent Advances in Oxidase-like Nanozymes: Mechanisms, Prediction Models, and Applications28Application of copper based single-atom nanozymes in wound healing and tumor treatment4Machine Learning-Assisted Ratiometric Fluorescence Electrospun Nanofiber Films for Portable and Intelligent Monitoring of Multiple Alkylresorcinol Homologues in Whole Wheat Foods3Nanozymes for clean energy catalysis: unlocking potential, progress and perspectives7Advancing metallic nanozymes for multiplexed multimodal biosensing in early disease diagnostics0An intelligent ratiometric fluorescence platform assisted by machine learning for sensitive detection of Cr(VI)1Nanomaterials in food safety and environmental monitoring: advances, challenges, and future directions3Manganese‐Based Antioxidant Agents: Understanding Structure–Activity Relationships in Biological Applications1Antioxidant Nanozymes: From Rational Design to Biomedical Applications2Multi‐Scale Rational Design and Synergistic Strategies of Nanozymes for Targeting Drug‐Resistant Pathogens2Nanozymes in IBD therapy: Rational design, catalytic mechanisms and targeted therapies delivery3Smart Designer Nanozymes for Precision Cancer Therapy: Recent Advances and Prospects10Programmable Zn-based nanozymes6From prediction to understanding: A review of XAI applications and innovations in materials science8Engineering Lung-Adaptive Nanozymes for Drug-Resistant and Biofilm-Associated Bacterial Pneumonia1

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  1. Nanozymes: next-generation artificial enzymes

    Scientia Sinica Chimica · 2022-05-24

    Lizeng Gao, Lei Chen, Ruofei Zhang, Xiyun Yan

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  2. Enabling high-throughput electrical conductivity optimization of doped conjugated polymers using explainable machine learning

    Unknown journal · 2022-09-22

    Ji Wei Yoon, Adithya Kumar, Pawan Kumar, Kedar Hippalgaonkar, J Senthilnath, Vijila Chellappan

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  3. Machine Learning Assisted Graphdiyne-Based Nanozyme Discovery

    ACS Materials Letters · 2022-09-29

    Yixin Yu, Yujie Jiang, Chaohui Zhang, Qiang Bai, Fengyue Fu, Siheng Li, Lina Wang, William W. Yu, Ning Sui, Zhiling Zhu

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  4. Genetically Engineered Protein Corona‐based Cascade Nanozymes for Enhanced Tumor Therapy

    Advanced Functional Materials · 2022-10-09

    Zhijun Liu, Qiqi Liu, Haoqi Zhang, Xiangyun Zhang, Jin Wu, Zhiyuan Sun, Mingsheng Zhu, Xueyan Hu, Tianyi Qi, Helong Kang, Rui Chen, Xinglu Huang, Jie Zhuang

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  5. Machine Learning Guided Discovery of Superoxide Dismutase Nanozymes for Androgenetic Alopecia

    Nano Letters · 2022-10-20

    Chaohui Zhang, Yixin Yu, Shugao Shi, Manman Liang, Dongqin Yang, Ning Sui, William W. Yu, Lina Wang, Zhiling Zhu

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  6. Intrinsic Light-Activated Oxidase Mimicking Activity of Conductive Polyaniline Nanofibers: A Class of Metal-Free Nanozyme

    ACS Applied Bio Materials · 2022-11-11

    Salim Ahmed Ali, Suranjan Sikdar, Shatarupa Basak, Debadrita Roy, Dipayan Das, Md Salman Haydar, Narendra Nath Ghosh, Kanak Roy, Palash Mandal, Mahendra Nath Roy

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  7. A User’s Guide to Machine Learning for Polymeric Biomaterials

    ACS Polymers Au · 2022-11-17

    Travis A. Meyer, Cesar Ramirez, Matthew Tamasi, Adam J. Gormley

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  8. Copper-rich multifunctional Prussian blue nanozymes for infected wound healing

    International Journal of Biological Macromolecules · 2022-12-01

    Ping Xu, Wenyan Huang, Jiaxin Yang, Xiaoxue Fu, Weihong Jing, Yingjuan Zhou, Yucen Cai, Zhangyou Yang

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  9. Clear‐Box Machine Learning for Virtual Screening of 2D Nanozymes to Target Tumor Hydrogen Peroxide

    Advanced Healthcare Materials · 2022-12-24

    Xuejiao J. Gao, Xuejiao J. Gao, Jun Yan, Jia‐Jia Zheng, Shengliang Zhong, Xingfa Gao, Xingfa Gao

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  10. Machine learning facilitating the rational design of nanozymes

    Journal of Materials Chemistry B · 2023-01-01

    Yucong Li, Ruofei Zhang, Xiyun Yan, Kelong Fan

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  11. Perspective

    Springer eBooks · 2023-01-01

    Hui Wei, Jinghong Li

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  12. Reaction Mechanisms and Kinetics of Nanozymes: Insights from Theory and Computation

    Advanced Materials · 2023-01-15

    Xiaomei Shen, Zhenzhen Wang, Xuejiao J. Gao, Xingfa Gao, Xingfa Gao, Xingfa Gao

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  13. Activity Regulating Strategies of Nanozymes for Biomedical Applications

    Small · 2023-01-17

    Xiaoteng Ding, Zhen Zhao, Yanfang Zhang, Meilin Duan, Chengzhen Liu, Yuanhong Xu

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  14. Machine‐Learning‐Assisted Nanozyme Design: Lessons from Materials and Engineered Enzymes

    Advanced Materials · 2023-01-26

    Jie Zhuang, Adam C. Midgley, Yonghua Wei, Qiqi Liu, Deling Kong, Xinglu Huang

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  15. Molecular insights of nanozymes from design to catalytic mechanism

    Science China Chemistry · 2023-02-09

    Yuan Feng Xu, Zhixin Zhou, Nankai Deng, Kangchun Fu, Caixia Zhu, Qing Hong, Yanfei Shen, Songqin Liu, Yuanjian Zhang

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  16. Machine-learning-assisted single-vessel analysis of nanoparticle permeability in tumour vasculatures

    Nature Nanotechnology · 2023-02-13

    Mingsheng Zhu, Jie Zhuang, Zhe Li, Qiqi Liu, Rongping Zhao, Zhanxia Gao, Adam C. Midgley, Tianyi Qi, Jingwei Tian, Jingwei Tian, Zhixuan Zhang, Deling Kong, Jie Tian, Jie Tian, Xiyun Yan, Xinglu Huang

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  17. Nanozymes: Definition, Activity, and Mechanisms

    Advanced Materials · 2023-02-17

    Mohamad Zandieh, Juewen Liu

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  18. Multienzyme‐Like Nanozymes: Regulation, Rational Design, and Application

    Advanced Materials · 2023-02-25

    Jingyi Sheng, Yuehuang Wu, He Ding, Kaizheng Feng, Yan Shen, Yu Zhang, Ning Gu

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  19. A Cascade Enzyme System Integrating Peroxidase Mimic with Catalase for Linear Range Expansion of H2O2 Assay: A Mechanism and Application Study

    Small · 2023-03-27

    Haiwei Hou, Lan Liu, Qiuyue Li, Jianming Wang, Baoji Du

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  20. DNA-Programmed Tuning of the Growth and Enzyme-Like Activity of a Bimetallic Nanozyme and Its Biosensing Applications

    ACS Applied Materials & Interfaces · 2023-04-05

    Mengchao Cai, Yunqing Zhang, Zhongxu Cao, Wensong Lin, Na Lü

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  21. Visualization of Deep Convolutional Neural Networks to Investigate Porous Nanocomposites for Electromagnetic Interference Shielding

    ACS Applied Materials & Interfaces · 2023-04-25

    Meng Shi, Chang‐Ping Feng, Youlei Tu, Guang-Sheng Shi, Peiyao He, Yang Zhang, Jie Zhang, Jiang Li, Shaoyun Guo

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  22. Biomedicine meets nanozyme catalytic chemistry

    Coordination Chemistry Reviews · 2023-05-22

    Changyu Cao, Nan Yang, Xiaorui Wang, Jinjun Shao, Xuejiao Song, Chen Liang, Wenjun Wang, Xiaochen Dong

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  23. Air-Derived Inhibitor of Nanozymes

    ACS Applied Materials & Interfaces · 2023-05-31

    Tong Li, Qi Mei, Yuting Wang, Qi Sun, Shujie Liu, Yihong Zhang, Wanling Liu, Gen Wei, Min Zhou, Hui Wei

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  24. Determination of the Maximum Velocity of a Peroxidase-like Nanozyme

    Analytical Chemistry · 2023-06-21

    Yuting Wang, Tong Li, Hui Wei

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  25. Rational Design Strategies for Nanozymes

    ACS Nano · 2023-07-03

    Zhen Chen, Yixin Yu, Yonghui Gao, Zhiling Zhu

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  26. Turning Silica into Enzymes by Hydrogenation: Simultaneously Achieving Oxygen Vacancy Engineering and Tumor Adaptive Accumulation for NIR‐II‐Potentiated Therapy

    Advanced Functional Materials · 2023-08-04

    Mengting Liu, Jin Ye, Shuang Liu, Xiuping Xu, Yujie Cui, Jiawei Qu, Zhiyong Zhang, Kefen Zhang, Na Niu, Ligang Chen, Yujie Fu, Jiating Xu

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  27. Averaging Strategy for Interpretable Machine Learning on Small Datasets to Understand Element Uptake after Seed Nanotreatment

    Environmental Science & Technology · 2023-08-18

    Hengjie Yu, Shiyu Tang, Sam Fong Yau Li, Fang Cheng

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  28. Intrinsic Strain-Mediated Ultrathin Ceria Nanoantioxidant

    Journal of the American Chemical Society · 2023-08-19

    Cong Liu, Lin Gui, Jia‐Jia Zheng, Yongqiang Xu, Benli Song, Li Yi, Yijiang Jia, Ayijiang Taledaohan, Yuji Wang, Xingfa Gao, Zeng‐Ying Qiao, Hao Wang, Zhiyong Tang

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  29. DNA Programmable Peroxidase Activity of Oxidized Polypyrrole Quantum Dots

    Advanced Functional Materials · 2023-08-31

    Wei Yang, Tianchi Leng, Hao Sun, Weicheng Miao, Xinyi Wang, Dou Xu, Can Zhang, Yimin Fang

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  30. CEEM: a Chemically Explainable Deep Learning Platform for Identifying Compounds with Low Effective Mass

    Small · 2023-09-13

    Jing Gao, Zhilong Wang, Yanqiang Han, Mingyu Gao, Jinjin Li

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  31. Co‐based Nanozymatic Profiling: Advances Spanning Chemistry, Biomedical, and Environmental Sciences

    Advanced Materials · 2023-09-19

    Jingqi Li, Xinda Cai, Peng Jiang, Huayuan Wang, Shiwei Zhang, Tiedong Sun, Chunxia Chen, Kelong Fan

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  32. Recent advances in multi‐metallic‐based nanozymes for enhanced catalytic cancer therapy

    BMEMat · 2023-09-19

    Mingjin Cui, Bo Xu, Lianhui Wang

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  33. Fluorescence/colorimetry/smartphone triple-mode sensing platform based on carbon dots and Co, Fe-layered double hydroxides for citrate determination

    Sensors and Actuators B Chemical · 2023-09-29

    Donghang Yin, Shujun Zheng, Xuechao Xu, Fei Wang, Linjie Wang

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  34. Metal Site and Size-Controlled BTC-Based MOF as Cysteine Oxidase Mimic for Self-Cascade Detection of Cysteine and Hg2+

    The Journal of Physical Chemistry B · 2023-10-30

    Junxue Liu, Jiayi Chen, Yufei Wang, Jiyang Li

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  35. Nanozyme engineering in structurally explicit framework: Design mechanisms and biosensing applications

    Coordination Chemistry Reviews · 2023-11-06

    Yanbin Xu, Anlian Huang, Wei Yi, Guosheng Chen, Siming Huang, Guosheng Chen

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  36. DiZyme: The Ultimate Resource for Nanozyme Multiple Catalytic Activity Prediction

    Research Square · 2023-11-08

    Vladimir V. Vinogradov, Julia Razlivina, Andrei Dmitrenko

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  37. Deciphering melting behaviors of energetic compounds using interpretable Machine learning for melt-castable applications

    Chemical Engineering Journal · 2023-11-14

    Peng Chen, Haitao Liu, Yaoyao Linghu, Chaoyang Zhang, Xianfeng Wei, Xin Huang

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  38. Deep Insight of Design, Mechanism, and Cancer Theranostic Strategy of Nanozymes

    Nano-Micro Letters · 2023-11-21

    Lu Gang Yang, Shuming Dong, Shili Gai, Dan Yang, He Ding, Lili Feng, Guixin Yang, Ziaur Rehman, Piaoping Yang

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  39. A novel colorimetric and fluorometric dual-signal identification of organics and Baijiu based on nanozymes with peroxidase-like activity

    Food Chemistry · 2023-12-05

    Cailin Qiao, Xinrou Wang, Yuwei Gao, Jiawei Li, Jinsong Zhao, Huibo Luo, Suyi Zhang, Danqun Huo, Changjun Hou

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  40. Spectroscopy-Guided Deep Learning Predicts Solid–Liquid Surface Adsorbate Properties in Unseen Solvents

    Journal of the American Chemical Society · 2023-12-29

    Wenjie Du, Fenfen Ma, Baicheng Zhang, Jiahui Zhang, Di Wu, Edward H. Sharman, Jun Jiang, Yang Wang

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  41. A review on nanozymes’ mechanisms and kinetics

    Elsevier eBooks · 2024-01-01

    Somnath Basak, Rekha Satishchandra Singhal

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  42. Ce-Mn@Coooh Nanozyme for Constructing A Ratiometric Colorimetric Sensor For Rapid and Sensitive Detection of Nitrite in Food

    SSRN Electronic Journal · 2024-01-01

    Xiaoyue Yue, Long Fu, Chaoyun Wu, Chenxu Hao, Yanhong Bai

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  43. Computer-aided nanodrug discovery: recent progress and future prospects

    Chemical Society Reviews · 2024-01-01

    Jia‐Jia Zheng, Qiao-Zhi Li, Zhenzhen Wang, Xiaoli Wang, Yuliang Zhao, Xingfa Gao

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  44. Machine learning in nanozymes: from design to application

    Biomaterials Science · 2024-01-01

    Yubo Gao, Zhicheng Zhu, Zhicheng Zhu, Zhen Chen, Meng Guo, Yiqing Zhang, Lina Wang, Zhiling Zhu, Zhiling Zhu

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  45. Nanozyme-enhanced ferroptosis for cancer treatment

    Materials Chemistry Frontiers · 2024-01-01

    Yue Ming, Mingshu Huang, Yisheng Huang, Danqing Liu, Min Sun, Bo Jia, Jianzhong Du

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  46. Nanozymes with biomimetically designed properties for cancer treatment

    Nanoscale · 2024-01-01

    Ke Xu, Yujie Cui, Bin Guan, Linlin Qin, Dihao Feng, Abudumijiti Abuduwayiti, Yimu Wu, Hao Li, Hongfei Cheng, Zhao Li

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  47. Stimuli-responsive polymer-based nanosystems for cardiovascular disease theranostics

    Biomaterials Science · 2024-01-01

    Yuying Liu, Congcong Li, Xiao Ping Yang, Bin Tang Yang, Qinrui Fu

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  48. Exploring the Specificity of Nanozymes

    ACS Nano · 2024-01-12

    Huizhen Fan, Ruofei Zhang, Kelong Fan, Lizeng Gao, Xiyun Yan

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  49. Hollow CoFe Nanozymes Integrated with Oncolytic Peptides Designed via Machine‐Learning for Tumor Therapy

    Small · 2024-01-17

    Feiyu Li, Bocheng Xu, Zijie Lu, Jiafei Chen, Yike Fu, Jie Ju Huang, Yizhen Wang, Xiang Li

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  50. Nanozyme-Engineered Hydrogels for Anti-Inflammation and Skin Regeneration

    Nano-Micro Letters · 2024-02-06

    Amal George Kurian, Rajendra Kumar Singh, Varsha Sagar, Jung‐Hwan Lee, Hae‐Won Kim

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