Analytical methods : advancing methods and applicationsHumansLung NeoplasmsMachine LearningBreath TestsMass Spectrometry
Machine learning-enhanced direct mass spectrometry analysis of non-volatile breath metabolites for rapid and accurate lung cancer screening.
Ran Zheng, Jiaxin Dong, Ying Zhang, Bo Pang, Cong Hu, Rui Su
Published: 202510.1039/d5ay01304f
Abstract
Breath analysis by direct mass spectrometry faces significant challenges due to the inherent complexities in sample collection, low analyte concentrations, and accurate compound identification. While current breath analysis primarily focuses on volat…
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