NPJ digital medicine
Advanced breath analysis through hierarchical deep convolutional neural network for multi-cancer screening.
Byeongju Lee, Junyeong Lee, Hyowoong Noh, Hyung-Keun Bahn, Jae-Hyun Jeon, Inkyu Park, Sanghoon Jheon, Dae-Sik Lee
Published: 202610.1038/s41746-025-02319-1
Abstract
Breath analysis offers a promising noninvasive strategy for early cancer detection by capturing disease-specific volatile organic compound (VOC) signatures in exhaled breath. In this study, we developed a hierarchical deep convolutional neural networ…
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