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MicroRNA Based Liquid Biopsy: The Experience of the Plasma miRNA Signature Classifier MSC for Lung Cancer Screening
Published on: October 26, 2017
An effective and affordable blood test for lung cancer early detection using four protein markers and artificial
Bing Wei1, Wenjian Wang2, Shuaipeng Geng3
1Department of Molecular Pathology, The Affiliated Cancer Hospital of Zhengzhou University and Henan Cancer Hospital, Zhengzhou, China.
Background:
Lung cancer constitutes the leading cause of cancer mortality globally. This study assessed LungCanSeek, a novel blood-based protein test for lung cancer early detection.
Methods:
This retrospective study enrolled 1,814 participants (1,095 lung cancer, 719 non-cancer) from three different cohorts. Blood samples were analyzed for four protein tumor markers (PTMs) using Roche cobas. Artificial intelligence (AI) algorithms were developed for lung cancer detection and subtype classification: lung adenocarcinoma (LUAD), lung squamous cell carcinoma (LUSC), and small cell lung cancer (SCLC). A two-step approach was modeled, using LungCanSeek for initial screening, followed by low-dose computed tomography (LDCT) for LungCanSeek's positive cases.
Results:
LungCanSeek achieved 83.5% sensitivity, 90.3% specificity, and 86.2% accuracy overall. Sensitivities of LUAD, LUSC, and SCLC were 83.3%, 81.4%, and 91.9%. Sensitivity increased with clinical stage in non-small cell lung cancer (NSCLC): 59.5% (I), 69.8% (II), 86.5% (III), and 91.3% (IV). Sensitivities of limited-stage and extensive-stage SCLC were 91.3% and 93.0%, respectively. The subtype classification accuracy was 77.4%. Simulation model analysis showed that the two-step approach reduced 10.3-fold false positives and 2.5-fold cost compared to LDCT for lung cancer screening in high-risk population.
Conclusions:
LungCanSeek is a non-invasive and cost-effective test for lung cancer early detection. The two-step approach offers a cost-effective strategy for population-wide lung cancer screening.
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