Asif Khalid

Shenzhen University

3688 Nanhai Road, Nanshan District

Shenzhen, 518060

China

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Label-free Raman spectroscopy and machine learning reveal therapy-induced biochemical remodeling in melanoma

Number of pages: 23 Posted: 03 May 2026

Muhammad Nouman Khan, Qingsong Zhou, Jiaqing Guo, Asif Khalid, Liwei Liu and Rui Hu

Shenzhen University, Shenzhen University, Shenzhen University, Shenzhen University, Shenzhen University and Shenzhen University

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