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Si-Qi Pan, Ping Luo, Jia Chen, Tairui Wu, Bin Xu, Fushan Chen, De-Yin Wu, Bin Ren, Guo-Kun Liu*, Jianwei Xie*, Pengxiang Xu*, and Zhong-Qun Tian*. Seeing Is Not Necessarily Believing: Is the Surface-Enhanced Raman Spectroscopy Signal Really from the Target?. Anal. Chem., 2023, 95(35): 13346-13352..
Guo-yang Shi, Hao-ping Wu, Si-heng Luo, Xin-yu Lu, Bin Ren, Qian Zhang, Wei-qi Lin, Rui-yun Chen, Ping Guo, Hua-bin Chen, Zhong-qun Tian, Gui-fang Shao*, Liu Yang*, and Guo-kun Liu*. 1D Gradient-Weighted Class Activation Mapping, Visualizing Decision Process of Convolutional Neural Network-Based Models in Spectroscopy Analysis. Anal. Chem. 2023, 95(26): 9959–9966.
龚宏波，胡伟晔，黄秋婷，王维礼，蒲树环，谢怡，刘国坤*，田中群*. 基于表面增强拉曼光谱技术对负电性分子的高灵敏定性分析. 分析化学. 2023,51(07), 1213-1221..
Yu Gu*, Shuai Tang, Jun Yi, Si-Heng Luo, Chao-Yu Li, Guokun Liu, Jiawei Yan, Jian-Feng Li, Bing-Wei Mao, Zhong-Qun Tian*. Nanostructure-Based Plasmon-Enhanced Raman Spectroscopic Strategies for Characterization of the Solid–Electrolyte Interphase: Opportunities and Challenges. J. Phys. Chem. C 2023, 127(28): 13466–13477.
Lifang Xie, Siheng Luo, Yangyang Liu, Xuejun Ruan, Kedong Gong, Qiuyue Ge, Kejian Li, Ventsislav Kolev Valev, Guokun Liu, Liwu Zhang*. Automatic Identification of Individual Nanoplastics by Raman Spectroscopy Based on Machine Learning. Environ. Sci. Technol. 2023.
Yu Gu, En-Ming You, Jian-De Lin, Jun-Hao Wang, Si-Heng Luo, Ru-Yu Zhou, Chen-Jie Zhang, Jian-Lin Yao, Hui-Yang Li, Gen Li, Wei-Wei Wang, Yu Qiao, Jia-Wei Yan, De-Yin Wu, Guo-Kun Liu, Li Zhang, Jian-Feng Li, Rong Xu, Zhong-Qun Tian*, Yi Cui* & Bing-Wei Mao*. Resolving nanostructure and chemistry of solid-electrolyte interphase on lithium anodes by depth-sensitive plasmon-enhanced Raman spectroscopy. Nat. Commun.2023, 14: 3536.
徐婧，郑红，谢丽芳，林伟琦，高静，谢泽中，陈宏炬，曾勇明，刘国坤*，田中群*. 鸡肉样品中痕量喹诺酮类抗生素的表面增强拉曼光谱检测研究. 分析化学. 2023, 51(03):397-404.
熊晨汝,吴浩平,徐婧,罗思恒,郑淑凤,唐立超,王亚君,许永彬,刘国坤*.基于表面增强拉曼光谱的市售氢溴酸右美沙芬止咳糖浆的生产溯源和产品质控研究, 分析测试学报 2023, 06, 743-748..
Xin Xie, Dan Liu, Weili Wang, Juan Xiang*, Minghui Yang*, Guokun Liu*. Microelectrode-Based Electrochemical Impedance Determination of Brain-Derived Neurotrophic Factor in Aqueous Humor for Diagnosis of Glaucoma. Anal. Chem. 2023, 95(3):2087–2093..
Xu Wang, Yuhua Zhang, Jihua Shi, Jiaofeng Cai, Guokun Liu*, Jing Tang*. In Situ Temperature-Modulated Electrochemical Surface-Enhanced Raman Spectroscopy Study of the Effect of *CO on Metal Surface. J. Phys. Chem. C 2023, 127(27): 13034–13043.
Haoyu Guo, Shengfu Zhi, Zeyu Zhao, Tianchu Gao, Hao Ma, Si-Heng Luo, Wei Zhang, Ping Guo, Bin Ren, Zhong-Qun Tian, and Guo-Kun Liu*, Rapid SERS Analysis: From Laboratory to Real Sample, ACS Appl. Mater. Interfaces 2025, 17, 23, 33318–33339.
Guoyang Shi, Haoyu Guo, Tianchu Gao, Haoping Wu, Si-Heng Luo, Sanlei Wang, Yong Lei, Yun Zhang, Yangfan Xie, Bin Ren, Zhong-Qun Tian, Gui-Fang Shao, and Guo-Kun Liu*,Unveiling Spectrum–Structure Correlation in Vibrational Spectroscopy: Task-Driven Deep Learning Classification Balancing Global Fusion and Local Extraction, Anal. Chem. 2025, 97, 21, 10988–10998.
Linley Li Lin, Ramon Alvarez-Puebla, Luis M. Liz-Marzán, Matt Trau, Jing Wang, Laura Fabris, Xiang Wang, Guokun Liu, Xing Yi Ling*, Jian Ye* et al., ACS Appl. Mater. Interfaces 2025, 17, 11, 16287–16379.
Si-Qi Pan, Ping Luo, Qiuting Huang, Jinjuan Xue, Xiang-Dong Tian, Bin Xu, Jianfeng Wu, Jia Chen, Jianwei Xie*, Na Yang*, Xia-Guang Zhang*, Zhong-Qun Tian*, and Guo-Kun Liu*, Spontaneous Catalytic Reaction of a Surfactant in the Interfacial Microenvironment of Colloidal Gold Nanoparticles, J. Am. Chem. Soc. 2025, 147, 2, 2206–2215.
Jun Yi, En-Ming You, Ren Hu, De-Yin Wu, Guo-Kun Liu, Zhong-Qun Tian* et al., Surface-enhanced Raman spectroscopy: a half-century historical perspective, Chem. Soc. Rev. 2025, 54, 1453-1551..
Jun Yi, En-Ming You, Guo-Kun Liu, and Zhong-Qun Tian*, AI–nano-driven surface-enhanced Raman spectroscopy for marketable technologies, Nature Nanotechnology, 2024, 19, 1758–1762.
Xiaxia Yue, Sen Yan, Tianchu Gao, Shuhuan Pu, Hui Tang, Xindi Pei, Zhongqun Tian, Xiang Wang*, Bin Ren*, and Guokun Liu*, SERS Performance Factor: A Convenient Parameter for the Enhancement Evaluation of SERS Substrates, Anal. Chem. 2024, 96, 44, 17517–17525.
Xiao-Han Xi, Yun Zhang, Sen Yan, Ping-Shi Wang, Hao Ma, Meng Ren, Guo-Kun Liu, Yong Lei*, Bin Ren, and Xiang Wang*, Rapid and Accurate Identification of Dyes on Ancient Textiles by SERS With a Negligibly Invasive Approach, J. Raman Spec. 2024, 55,1281-1288.
Qiuting Huang, Haoyu Guo, Hongbo Gong, Weiye Hu, Hao Ma, Bin Ren, Zhongqun Tian*, and Guokun Liu*.Unveiling Electrostatic Interaction Modulated Sensitive and Selective SERS Detection for Negatively Charged Molecules. J. Phys. Chem. Lett. 2024, 15, 36, 9144–9152..
Weili Wang, Hao Ma, Qiuting Huang, Siheng Luo, Bin Ren, Zhongqun Tian, Guokun Liu*. Unveiling the exceptional evolution of solute aggregates: From micro to trace, solution to interface. Aggregate 2024, 5, 5, e589..
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