Predictive circulating small extracellular vesicle miRNAs for immunochemotherapy response in ES-SCLC.
Abstract
e20146 Background: Extensive-stage small cell lung cancer (ES-SCLC) is a highly aggressive malignancy with limited treatment options. While immunochemotherapy constitutes standard first-line therapy, predictive biomarkers for treatment response remain undefined, impeding personalized therapeutic strategies. Methods: We investigated circulating small extracellular vesicle (sEV)-derived microRNAs (miRNAs) as non-invasive predictive biomarkers in treatment-naïve ES-SCLC patients receiving immunochemotherapy. Plasma samples from a training cohort (n = 33) and an independent prospective cohort (n = 5) were collected pre-treatment. sEVs were isolated, characterized, and subjected to small RNA sequencing to quantify miRNA expression. Results: Small RNA sequencing revealed 23 differentially expressed sEV miRNAs between responders (n = 19) and non-responders (n = 14). Machine learning refined these candidates into a predictive model. Recursive feature elimination (RFE) yielded an 11-sEV-miRNA signature. The top-performing model (Extra Trees Gini) incorporated 5 sEV miRNAs and 1 clinical feature, demonstrating high predictive accuracy in the training set (AUC = 0.855, sensitivity = 95%, specificity = 80%). Preliminary validation in the prospective cohort achieved 80% accuracy (4/5 correct classifications). Conclusions: We established a novel sEV-miRNA biomarker panel that robustly predicts immunochemotherapy response in ES-SCLC. High discriminatory performance and initial prospective validation underscore its clinical utility for guiding treatment decisions and optimizing outcomes by avoiding ineffective therapy in non-responders.
Article Details
Journal Info
Journal of Clinical Oncology
Lippincott Williams & Wilkins
Authors (12)
Wei Zhang
Danni Wang
Yujing Li
Ting Zhang
Xinwei Wu
Fuchuang Zhang
Department of Clinical and Translational Medicine, 3D Medicines Inc., Shanghai, China
Dongyu Liu
Xiaoya Xu
Institute of Radiation Medicine, Shanghai Medical College, Fudan University
Yanwei Zhang
Fangfei Qian
Department of Respiratory Medicine, Shanghai Chest Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
Dadong Zhang
Baohui Han