Metal cluster-mediated photocatalysis: synthesis, characterization and application

Tong Li, Ruirui Zhang, Ningjie Fang, Yanbiao Shi, Jinhui Li, Chuanshu He and Yinghao Chu

Nanoscale, 2025, 17, 9834
DOI: 10.1039/D5NR00506J

High-throughput design of bimetallic materials via multimodal machine learning and the accessibility index

Yuming Gu, Yating Gu, Maochen Yang, Shisi Tang, Jiawei Chen, Xinyi Liang, Dong Zheng, Zekun Li, Fengqi Song, Yang Gao, Yan Zhu, Yinghuan Shi and Jing Ma

Chem. Sci., 2025, 16, 19644
DOI: 10.1039/D5SC04386G

Luminescent carbon dots versus quantum dots and gold nanoclusters as sensors

J. S. Anjali Devi, S. Madanan Anju, G. M. Lekha, R. S. Aparna and Sony George

Nanoscale Horiz., 2024, 9, 1683
DOI: 10.1039/D4NH00107A

Highly stable bidentate thiol-protected Ag5Cu4 nanoclusters: a stable catalyst for enhanced Knoevenagel condensation

Yan Nong, Juefei Dai, Chao Yang, Haifeng Su, Chengcheng Feng, Chuanhua Shi, Zhixun Zhang, Xianyong Yu, Xueji Zhang and Huayan Yang

Chem. Commun., 2025, 61, 6933
DOI: 10.1039/D5CC00825E

Advances in machine learning applications for thiolate‐protected metal nanoclusters with potential metallic core exploration

Xiwen Mo, Jing Zhang, Yonghui Li and Xiao‐Dong Zhang

Journal of Intelligent Medicine, 2025, 2, 44
DOI: 10.1002/jim4.70004

Machine Learning‐Driven Mass Discovery and High‐Throughput Screening of Fluoroether‐Based Electrolytes for High‐Stability Lithium Metal Batteries

Qingqing Jia, Hongguang Liu, Xueping Wang, Qiantu Tao, Lifeng Zheng, Junjie Li, Wei Wang, Ziteng Liu, Xu Gu, Tianyu Shen, Shaoyi Hou, Zhong Jin and Jing Ma

Angewandte Chemie, 2025, 137
DOI: 10.1002/ange.202424493

Anisotropic Gold Nanostars Functionalized with 2-Thiouracil: A Multifunctional Platform for Colorimetric Biosensing and Photothermal Cancer Therapy

Tozivepi Aaron Munyayi, Anine Crous and Heidi Abrahamse

JNT, 2026, 7, 2
DOI: 10.3390/jnt7010002

Artificial Intelligence Empowered New Materials: Discovery, Synthesis, Prediction to Validation

Ying Cao, Hong Fu, Jian Lu, Yuejiao Chen, Titao Jing, Xi Fan and Bingang Xu

Nano-Micro Lett., 2026, 18
DOI: 10.1007/s40820-025-01945-4

Catalytic conversion of carbon dioxide over atomically precise metal clusters toward fine chemicals

Tongxin Song, Xu Liu, Hao Wang, Qiang Yuan, Xiao Cai, Weiping Ding and Yan Zhu

Coordination Chemistry Reviews, 2025, 543, 216922
DOI: 10.1016/j.ccr.2025.216922

Density functional theory study on the selective oxidation of ethylene glycol to glycolic acid over Ptn (n = 4–55) clusters

Shiping Wu, Yanhong Quan and Jun Ren

Front. Chem. Sci. Eng., 2025, 19
DOI: 10.1007/s11705-025-2585-7

Theoretical Investigation of the Stabilities and Reactivities of AumCun${\rm Au}_m{\rm Cu}_n$ Metallic Clusters (m+n = 13)

Pradeep Kumar Pal and U. Deva Priyakumar

Chemistry An Asian Journal, 2025, 20
DOI: 10.1002/asia.202401926

Predicting the Optical Properties of Gold Nanoclusters Using Machine Learning Approach

Geraldine Sánchez-Dueñez, Wladimiro Diaz-Villanueva, Jorge Escorihuela, Laura Francés-Soriano and Julia Pérez-Prieto

ACS Omega, 2025, 10, 50200
DOI: 10.1021/acsomega.5c06771

Theory-Directed Ligand-Shell Engineering of Ultrasmall Gold Clusters: Remarkable Effects of Ligand Arrangement on Optical Properties

Rintaro Suzuki, Yuxiang Chen, Yuri Ogawa, Masaki Enokido, Yuichi Kitagawa, Yasuchika Hasegawa, Katsuaki Konishi and Yukatsu Shichibu

J. Phys. Chem. Lett., 2025, 16, 1432
DOI: 10.1021/acs.jpclett.4c03486

Surface functionalized gold nanoclusters based on optical biosensors for detecting pesticide residues in agricultural foods: A critical review

Zahra Abbaszadeh, Mir-Michael Mousavi and Mansour mahmoudpour

Microchemical Journal, 2024, 207, 111988
DOI: 10.1016/j.microc.2024.111988

Generation and optimization of gold nanoclusters via reinforcement learning

Muhammad Usman and Fuyi Chen

Eur. Phys. J. D, 2025, 79
DOI: 10.1140/epjd/s10053-025-01006-w

Metal Nanoclusters for Cancer Imaging and Treatment

Haiguang Zhu, Ziping Wang, Qiaofeng Yao, Ping Zhang, Jianping Xie and Xun Yuan

Adv Funct Materials, 2026, 36
DOI: 10.1002/adfm.202507924

When Metal Nanoclusters Meet Smart Synthesis

Zhucheng Yang, Anye Shi, Ruixuan Zhang, Zuowei Ji, Jiali Li, Jingkuan Lyu, Jing Qian, Tiankai Chen, Xiaonan Wang, Fengqi You and Jianping Xie

ACS Nano, 2024, 18, 27138
DOI: 10.1021/acsnano.4c09597

Asymmetric catalysis promoted by hierarchical chirality of metal nanoclusters

Fang Fang, Moshuqi Zhu, Qiaofeng Yao and Wenping Hu

Sci. China Mater., 2025, 68, 3075
DOI: 10.1007/s40843-025-3569-7

The effects of size and second metal doping of copper-based core-shell catalysts on methanol dehydrogenation to methyl formate

Xuhui Wang, Jiahui Qi, Jun Ren, Chaoyang Gao and Yiwei Su

Computational and Theoretical Chemistry, 2026, 1257, 115692
DOI: 10.1016/j.comptc.2026.115692

Machine Learning‐Driven Mass Discovery and High‐Throughput Screening of Fluoroether‐Based Electrolytes for High‐Stability Lithium Metal Batteries

Qingqing Jia, Hongguang Liu, Xueping Wang, Qiantu Tao, Lifeng Zheng, Junjie Li, Wei Wang, Ziteng Liu, Xu Gu, Tianyu Shen, Shaoyi Hou, Zhong Jin and Jing Ma

Angew Chem Int Ed, 2025, 64
DOI: 10.1002/anie.202424493

Antibacterial Mechanisms of Negatively and Positively Charged Ligands on Gold Nanoclusters

Hanny Tika Draviana, Istikhori Fitriannisa, Achmad Jazidie, Dyah Ika Krisnawati, Muhamad Khafid and Tsung-Rong Kuo

ACS Appl. Nano Mater., 2025, 8, 6380
DOI: 10.1021/acsanm.4c07269

Nanostructure-Enhanced Optical Sensing Platforms for Pesticide Analysis in Food and Water Samples: A Review

Aurelia Magdalena Pisoschi, Loredana Stanca, Florin Iordache, Iuliana Ionascu, Iuliana Gajaila, Ovidiu Ionut Geicu, Liviu Bilteanu and Andreea Iren Serban

Chemosensors, 2026, 14, 43
DOI: 10.3390/chemosensors14020043

Deep Learning Framework for Atomic-Level Design and Presynthesis Prediction of Coinage-Metal Nanoclusters

Jiayi Wang, Chunwei Dong, Xiaochuan Gou, Shaopeng Fu, Peng Yuan, Xin Song, Mohammad Bodiuzzaman, Mutalifu Abulikemu, Wanyu Lin, Ren-wu Huang, Omar F. Mohammed, Di Wang and Osman M. Bakr

ACS Cent. Sci., 2026, 12, 88
DOI: 10.1021/acscentsci.5c01610

Digital Descriptors in Predicting Catalysis Reaction Efficiency and Selectivity

Qin Zhu, Yuming Gu and Jing Ma

J. Phys. Chem. Lett., 2025, 16, 2357
DOI: 10.1021/acs.jpclett.4c03733

Advancing the design of gold nanomaterials with machine-learned potentials

Kithma Sajini, Caroline Desgranges and Jerome Delhommelle

Nano Ex., 2025, 6, 022001
DOI: 10.1088/2632-959X/add6bc

Enhanced Antifungal Efficacy through Controlled Delivery of Amphotericin B Loaded in Polyetheramine-Epoxide Nanogels

Julia S. Reinaldi, Heber E. Andrada, Ana F. A. P. Cunha, Bruno A. Fico, Felipe B. Alves, Renato P. Orenha, Renato L. T. Parreira, Regina H. Pires, Fabián Vaca Chávez, Carolina E. Tissera, O. Fernando Silva, Mariana A. Fernandez, Aline R. Passos and Eduardo F. Molina

ACS Polym. Au, 2025, 5, 406
DOI: 10.1021/acspolymersau.5c00037

Recent progress in atomically precise metal nanoclusters: From bio-related properties to biological applications

Lizhong He, Tingting Dong, De-en Jiang and Qichun Zhang

Coordination Chemistry Reviews, 2025, 535, 216633
DOI: 10.1016/j.ccr.2025.216633

Unveiling Universal Reactivity Descriptors of Metal Clusters toward Dinitrogen Activation: A Machine Learning Protocol with Three-Level Feature Extraction

Li-Hui Mou, Gui-Duo Jiang, Chao Wang, Xin Cheng, Jia Yu, Zi-Yu Li and Jun Jiang

ACS Catal., 2025, 15, 6618
DOI: 10.1021/acscatal.5c01379