摘要
Peritoneal metastasis (PM) is a leading cause of mortality in gastric cancer. Peritoneal lavage cytology is often recommended for diagnosing PM; however, it is not suitable for intraoperative diagnosis due to the lengthy sample preparation time. In this study, we developed a rapid, quantitative molecular cytology platform based on miniaturized coherent anti-Stokes Raman scattering (mini-CARS) microscopy and a hybrid K-means cell clustering and principal component analysis algorithm (K-PCA). Utilizing the inherent advantages of CARS for label-free, high-speed, and high-resolution chemical imaging, we obtained images of 14,882 exfoliated cells from ascites samples of 16 gastric cancer patients, of which 5 are PM-positive and 11 are PM-negative. Then, the composition and morphology features were extracted and analyzed by K-PCA to classify the samples as PM-negative or PM-positive. Out of the 16 patient samples, 14 were correctly classified, achieving an accuracy of 87.5%, with a processing time of less than 25min per test. Compared to stimulated Raman molecular cytology (SRMC), our mini-CARS-based cytology platform offers comparable diagnostic accuracy, yet with a simpler system architecture and a reduced footprint. These outcomes highlight the potential of mini-CARS for the rapid and quantitative detection of PM from gastric cancer in the clinic.
| 源语言 | 英语 |
|---|---|
| 期刊论文编号 | 2550039 |
| 期刊 | Journal of Innovative Optical Health Sciences |
| DOI | |
| 出版状态 | 已接受/待刊 - 2026 |
联合国可持续发展目标
此成果有助于实现下列可持续发展目标:
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可持续发展目标 3 良好健康与福祉
学术指纹
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