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RESEARCH PAPER · Materials Horizons · 2025

Artificial intelligence-driven revolution in nanozyme design: from serendipity to rational engineering

Yixin Yu, Mingzhen Zhang, Kelong Fan

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Artificial intelligence-driven revolution in nanozyme design: from serendipity to rational engineeringOriginalNanozyme-enabled cancer theranostics: bridging enzyme mimicry and material intelligence11Recent advances in nanozymes for organophosphorus pesticide detection in food14Bioinspired oxidase nanozymes for chlorpyrifos sensing and tetracyclines eliminating9Deep Learning-Enhanced Nanozyme-Based Biosensors for Next-Generation Medical Diagnostics22Artificial Intelligence-driven Nanozyme Design and Development Research Progress in Data, Models, and Closed-loop Systems0AI-Integrated Micro/Nanorobots for Biomedical Applications: Recent Advances in Design, Fabrication, and Functions27Nanozymes in respiratory medicine: From ultra-sensitive diagnostics to intelligent therapeutics2Advancing metallic nanozymes for multiplexed multimodal biosensing in early disease diagnostics0Machine learning-driven advances in nanotechnology: From materials design to process optimization – A review18The developing trend about heteroatom/metal-doped CDs as nanozyme mimics for the detection and imaging of active biomolecules14A Comparative Review of Enzyme and Nanozyme Biosensors: Design Methodology, Design Tool, and Prospects0Antioxidant Nanozymes: From Rational Design to Biomedical Applications2Artificial intelligence-driven electrolyte chemistry for lithium-ion batteries: mechanisms, progress and strategic perspectives0Artificial intelligence-driven nanomaterial design and applications: advances, challenges, and future directions0Recent advances in metal sulfide nanozymes for sensing0Machine Learning for Nanomaterial Discovery and Design16Gallium‐Doped MXene Nanozymes Protect Liver Through Multi‐Death Pathway Blockade and Hepatocyte Regeneration6Nanozymes in IBD therapy: Rational design, catalytic mechanisms and targeted therapies delivery3From monomodal to multimodal: The intelligent evolution of photoelectric nanozymes in food safety detection sensing5Smart Designer Nanozymes for Precision Cancer Therapy: Recent Advances and Prospects10Porphyrin-based nanozymes: From material construction and mechanism exploration to biomedical applications2Substrate-Driven Coenzyme Activating Oxidase-Like Activity of Copper-Based Nanozymes for Robust Profiling of Sulfonamides2Can nanozymes achieve more than enzymes?23Beyond general catalysis: overcoming the specificity limitations of nanozyme for organic contaminants detection13Machine learning applications in metallic materials: Recent advances and future perspectives8Molecular basis of graphene-induced oxidative stress and mitochondrial signaling in target cells: Consequences for therapeutic window and design of redox-responsive payloads2Enzyme mimics catalytic process in organic pollutants treatment: Applications, mechanisms, and challenges3MOF-based nanozymes: Rational design and biomedical applications10Design of Single‐Atom Nanozymes for Precision Treatment of Erectile Dysfunction with Integrated Single‐Cell RNA Sequencing and Machine Learning1Synergistic development of micro/nano fabrication for lab-on-the-needle devices: Recent advances, biomedical applications, and challenges0Emerging paradigms of cobalt-based nanozymes in cancer control: prevention, treatment, and prognosis0Bridging the Gap Between Nanozyme Innovation and Real-World Environmental Solutions6Emerging metal alloy nanozymes: multi-enzymatic catalytic platforms for next-generation cancer theranostics0CeO2 Nanozymes as redox regulators: Reprogramming of reactive oxygen species (ROS) signaling for plant climate resilience5Development of efficient nitrilase biocatalysts through growth selection for acetonitrile wastewater detoxification0Harnessing photothermal nanozymes for effective treatment of periodontitis: A multifunctional approach0Intelligent design of artificial biocatalyst for biomedical diseases0Application of graphyne nanozymes in biosensing and biomedicine0Sustainable nanozymes from industrial biomass: Emerging mechanisms and smart integration for combating understudied foodborne pathogens0Nanozyme-Based Portable Water Purification Systems for Villages and Emergency Situations: A New Approach1Nanozyme-based analytical platforms in pharmaceutical and clinical sample analysis2Eco-Nanozymology: A Catalytic Paradigm Integrating Energy, Environment, and Ecology2Noble metal nanozymes for biodetection: Current state-of-the-art and accelerated discovery with artificial intelligence0Artificial intelligence-driven discovery and rational design of antimicrobial materials: Bridging data and biology0Living Inorganic Nanomaterials: Design, Preparation, and Biomedical Applications1Artificial intelligence‐assisted nanozyme design for medical and environmental applications0Nanozyme-based therapeutic strategies for traumatic brain injury0Artificial intelligence-driven nanozyme-enhanced microfluidic systems for pathogen diagnostics: Current status and future perspectives0Darwinian nanomedicine: artificial intelligence-driven evolutionary drug delivery for adaptive and precision therapeutics0Generative artificial intelligence for nanomaterial discovery and nanoengineering: From data-driven design to autonomous laboratories0Reprogramming the Tumor Microenvironment and Cancer Therapy via Nanocatalytic Medicine0Artificial intelligence-guided nanozyme engineering for chronic wound healing: from rational design to precision therapeutics0AI-Assisted rational enzyme engineering: advancing biocatalysis for industrial applications0Nanozyme-based therapeutic strategies in atherosclerosis: Mechanistic insights, targeting approaches and translational challenges0Nanostructure-integrated electrochemical devices for biomedical applications0Nanozymes in Upper Respiratory Tract Infections: Catalytic Mechanisms, Current Evidence, and Emerging Theranostic Strategies0Next-Generation Water Quality Monitoring via Artificial Intelligence-Coupled Nanozymes0Nanoenzyme-Enhanced Catalytic Photodynamic Therapy for Cancer0Light as a master switch: a critical review of photonanozymes from design to applications0

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  1. Nanozyme-enabled cancer theranostics: bridging enzyme mimicry and material intelligence

    Materials Horizons · 2025-01-01

    Yupeng Wang, Xinxin Sun, Shuibin Wang, Zhixiao Zhang, Jin Sun, Cong Luo, Zhonggui He, Shenwu Zhang

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  2. Recent advances in nanozymes for organophosphorus pesticide detection in food

    Chemical Communications · 2025-01-01

    Xueer Lin, Yanyan Huang, Jiahui Zou, Guancheng Zhu, Linfeng Pang, Yuqi Chen

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  3. Bioinspired oxidase nanozymes for chlorpyrifos sensing and tetracyclines eliminating

    Journal of Hazardous Materials · 2025-07-29

    Shan Liang, Haotian Liu, Xinxin Du, Ruifen Zhang, Mingwei Zhang, Min‐Hua Zong, Wen‐Yong Lou

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  4. Deep Learning-Enhanced Nanozyme-Based Biosensors for Next-Generation Medical Diagnostics

    Biosensors · 2025-09-01

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  5. Artificial Intelligence-driven Nanozyme Design and Development Research Progress in Data, Models, and Closed-loop Systems

    Scientific Research Bulletin · 2025-11-15

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  6. AI-Integrated Micro/Nanorobots for Biomedical Applications: Recent Advances in Design, Fabrication, and Functions

    Biosensors · 2025-12-02

    Prashant Kishor Sharma, Chia‐Yuan Chen

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  7. Nanozymes in respiratory medicine: From ultra-sensitive diagnostics to intelligent therapeutics

    Coordination Chemistry Reviews · 2025-12-04

    Lianhua Liu, Xiaohua Yuan, Muhammad Idrees Khan, Qing Xiang Zhao, Imran Shakir, Xuping Sun, Fengming Luo

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  8. Advancing metallic nanozymes for multiplexed multimodal biosensing in early disease diagnostics

    Nanoscale Horizons · 2025-12-18

    Batrisyia Safwah Mohd Salleh, Minhaz Uddin Ahmed

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  9. Machine learning-driven advances in nanotechnology: From materials design to process optimization – A review

    Materials Today Communications · 2025-12-20

    Juhi Jannat Mim, Abdullah Al Mamun, Mahtab Hossain Nayem, Suzon Mahmud, Antu Nath, Sayma Rahman, Shekh Asraful Fidal, Nayem Hossain

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  10. The developing trend about heteroatom/metal-doped CDs as nanozyme mimics for the detection and imaging of active biomolecules

    Coordination Chemistry Reviews · 2025-12-25

    Muhammad Ali Tajwar, Muhammad Muzammal Hussain, Md. Farid Ahmed, Abdul Hafeez, Yen Wei, Hai Xiong

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  11. A Comparative Review of Enzyme and Nanozyme Biosensors: Design Methodology, Design Tool, and Prospects

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  12. Antioxidant Nanozymes: From Rational Design to Biomedical Applications

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    Zhichao Deng, Ruofei Zhang, Yuanyuan Zhu, Chenxi Xu, Mei Yang, Lu Li, Yan Cheng, Haitao Shi, Changwei Dou, Mei Zhang, Yu Xia, Kelong Fan

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  13. Artificial intelligence-driven electrolyte chemistry for lithium-ion batteries: mechanisms, progress and strategic perspectives

    Energy & Environmental Science · 2026-01-01

    Jian Chen, Nan Qin, Fei Pei, Yu Zhang, Yun Qiao, Yifei Yu, Yunhui Huang

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  14. Artificial intelligence-driven nanomaterial design and applications: advances, challenges, and future directions

    New Journal of Chemistry · 2026-01-01

    Yakubu Adekunle Alli, Lukman Shehu Mustapha, Francis Mekunye, Olaoluwa John Adeleke, Terfa Jude Igba, Nelson Oshogwue Etafo, Victor D. Aderibigbe, Sreedeep Dey, Haulison Kojo Yayoh, Kehinde Shola Obayomi, Malama Chisanga

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  15. Recent advances in metal sulfide nanozymes for sensing

    RSC Advances · 2026-01-01

    Astha Tripathi, Ishwar Dutt Vats, Karishma Bisht, Pratibha Kumari

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  16. Machine Learning for Nanomaterial Discovery and Design

    Machine Learning and Knowledge Extraction · 2026-01-02

    Antonio del Bosque, Pablo Fernández-Arias, Diego Vergara

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  17. Gallium‐Doped MXene Nanozymes Protect Liver Through Multi‐Death Pathway Blockade and Hepatocyte Regeneration

    Advanced Science · 2026-01-05

    Xiaopeng Cai, Jingwen Deng, Liqing Wang, Junjie Su, Dongyi Xian, Yilang Yan, Xinyu Yang, Chuanbin Wu, Tingting Peng, Yuan Ding, Guilan Quan, Weilin Wang, Meng Zhou, Chao Lu

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  18. Nanozymes in IBD therapy: Rational design, catalytic mechanisms and targeted therapies delivery

    Materials & Design · 2026-01-12

    Tingting Hu, Xiaoting Zhang, Mengmeng Dong, Fei Kong, Zhen Wang, Kaiqiang Li, Yu Cai, Xiangmin Tong, Ke Hao

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  19. From monomodal to multimodal: The intelligent evolution of photoelectric nanozymes in food safety detection sensing

    Coordination Chemistry Reviews · 2026-01-13

    Jiaqi Song, Yue Xu, Yang Yang, Guang Zhang, Xinyu Xu, Jiawang Wang, Chunmin Ma, Na Zhang

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  20. Smart Designer Nanozymes for Precision Cancer Therapy: Recent Advances and Prospects

    ACS Applied Materials & Interfaces · 2026-01-17

    Atta Ullah Khan, Muhammad Naeem Kiani, Noor ul Huda, Yongdong Jin

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  21. Porphyrin-based nanozymes: From material construction and mechanism exploration to biomedical applications

    European Journal of Medicinal Chemistry · 2026-02-13

    Qian He, Jie Kang, Liyun Zhang

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  22. Substrate-Driven Coenzyme Activating Oxidase-Like Activity of Copper-Based Nanozymes for Robust Profiling of Sulfonamides

    Analytical Chemistry · 2026-02-20

    Ziyi Gao, Chuan Long, Yujun Cheng, Jianping Guan, Yao Yao, Wanli Tang, Shuyan Chen, Qi Liu, Xiaoqing Chen

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  23. Can nanozymes achieve more than enzymes?

    Nature Reviews Materials · 2026-02-25

    Shikuan Shao, Cristina‐Maria Hirschbiegel, Ethan F. Allan, Samuel V. Somerville, J. Justin Gooding, Vincent M. Rotello, Xiaohu Xia

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  24. Beyond general catalysis: overcoming the specificity limitations of nanozyme for organic contaminants detection

    Coordination Chemistry Reviews · 2026-03-12

    Hanseung Kim, Donghyeon Kim, Jungjoo Lee, Gokana Mohana Rani, YongHyeon Park, Soobin Han, Hyeonho Jeong, Kwangsoo Shin, Tae Jung Park, Reddicherla Umapathi, Yun Suk Huh

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  25. Machine learning applications in metallic materials: Recent advances and future perspectives

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  26. Molecular basis of graphene-induced oxidative stress and mitochondrial signaling in target cells: Consequences for therapeutic window and design of redox-responsive payloads

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  27. Enzyme mimics catalytic process in organic pollutants treatment: Applications, mechanisms, and challenges

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  28. MOF-based nanozymes: Rational design and biomedical applications

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  29. Design of Single‐Atom Nanozymes for Precision Treatment of Erectile Dysfunction with Integrated Single‐Cell RNA Sequencing and Machine Learning

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  30. Synergistic development of micro/nano fabrication for lab-on-the-needle devices: Recent advances, biomedical applications, and challenges

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  31. Emerging paradigms of cobalt-based nanozymes in cancer control: prevention, treatment, and prognosis

    Coordination Chemistry Reviews · 2026-05-15

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  32. Bridging the Gap Between Nanozyme Innovation and Real-World Environmental Solutions

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  33. Emerging metal alloy nanozymes: multi-enzymatic catalytic platforms for next-generation cancer theranostics

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  34. CeO2 Nanozymes as redox regulators: Reprogramming of reactive oxygen species (ROS) signaling for plant climate resilience

    Plant Molecular Biology · 2026-06-01

    Shareen Niyazi, Krishnamurthi Keerthana, Yamshi Arif, Zishan Ahmad, Mohammad Shahid, Venkatesan Vijayakanth

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  35. Development of efficient nitrilase biocatalysts through growth selection for acetonitrile wastewater detoxification

    Bioresource Technology · 2026-06-01

    Hua Wang, Chen Wang, Peiming Kuang, Qiwei Chen, Hongxu Sun, He Mirabel Sun, Jincheng Miao, Yanhong Chang, Hui Luo

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  36. Harnessing photothermal nanozymes for effective treatment of periodontitis: A multifunctional approach

    Materials Today Advances · 2026-06-01

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  37. Intelligent design of artificial biocatalyst for biomedical diseases

    Journal of intelligent medicine. · 2026-06-01

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  38. Application of graphyne nanozymes in biosensing and biomedicine

    Colloids and Surfaces B Biointerfaces · 2026-06-03

    Min Gao, Jiawei Ding, Bingxin Liu, Hongbin Zhao, Daixin Ye

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  39. Sustainable nanozymes from industrial biomass: Emerging mechanisms and smart integration for combating understudied foodborne pathogens

    Journal of environmental chemical engineering · 2026-06-10

    Sunendu Nayak, Goutam Chandra Malik, Bhagirathi Singh, Anil Kumar Giri, Elssa Pandit, Pankaj Kumar Parhi

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  40. Nanozyme-Based Portable Water Purification Systems for Villages and Emergency Situations: A New Approach

    Chemistry · 2026-06-17

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  41. Nanozyme-based analytical platforms in pharmaceutical and clinical sample analysis

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  42. Eco-Nanozymology: A Catalytic Paradigm Integrating Energy, Environment, and Ecology

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  43. Noble metal nanozymes for biodetection: Current state-of-the-art and accelerated discovery with artificial intelligence

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  44. Artificial intelligence-driven discovery and rational design of antimicrobial materials: Bridging data and biology

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  45. Living Inorganic Nanomaterials: Design, Preparation, and Biomedical Applications

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  46. Artificial intelligence‐assisted nanozyme design for medical and environmental applications

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  47. Nanozyme-based therapeutic strategies for traumatic brain injury

    International Journal of Pharmaceutics X · 2026-07-25

    Yi Ma, Xialio Tan, Xinyue Chen, Hongbin Zang, Z Li, Xin Deng, Jinqu Hu

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  48. Artificial intelligence-driven nanozyme-enhanced microfluidic systems for pathogen diagnostics: Current status and future perspectives

    Chemical Engineering Journal · 2026-08-03

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  49. Darwinian nanomedicine: artificial intelligence-driven evolutionary drug delivery for adaptive and precision therapeutics

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  50. Generative artificial intelligence for nanomaterial discovery and nanoengineering: From data-driven design to autonomous laboratories

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