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Development and validation of a small extracellular vesicle-derived RNA signature for early diagnosis of lung adenocarcinoma and prognosis in advanced stages

Rui Meng, Yanjun Gao, Zheng Peng, Hua Chen, Yida Li, Yu Liu, Lanxiao Shen, Huanle Pan, Liangcheng Zheng, Dezhi Cheng, Xiaoming Lin, Wenjie Sun, Congying Xie

2025Molecular Cancer5 citationsDOIOpen Access PDF

Abstract

This study developed and validated a diagnostic signature comprising five small extracellular vesicle (sEV)-derived long RNAs (ATF4, GRAP2, MCL1, PAK2, PIK3CB) for distinguishing early-stage lung adenocarcinoma (LUAD) from benign pulmonary nodules and assessing prognosis in advanced LUAD. Utilizing a multi-center cohort of 698 participants, researchers employed RNA sequencing and quantitative PCR to analyze plasma sEV RNA profiles. Differentially expressed mRNAs and long intergenic non-coding RNAs (lincRNAs) were identified using LASSO regression to construct a diagnostic model. The signature demonstrated high diagnostic accuracy with an area under the curve (AUC) of 0.971 in the validation cohort and 0.950 in the prospective cohort. It also surpassed low-dose CT sensitivity (95.24% vs. 71.43%), specificity (100% vs. 93.96%), positive predictive value (100% vs. 45.45%) and negative predictive value (99.67% vs. 97.90%) in the prospective cohort. In advanced LUAD patients undergoing chemoradiotherapy or PD-L1 inhibitor therapy, lower expression of these RNAs correlated with improved progression-free survival (PFS; HR = 0.38-0.39). The signature integrates non-invasively detected sEV RNAs to complement LDCT, addressing its high false-positive rate, and offers prognostic insights for personalized treatment strategies. These findings highlight the clinical potential of sEV-derived long RNAs in early LUAD detection and precision oncology.

Topics & Concepts

BiologyLong non-coding RNAAdenocarcinomaRNAExtracellular vesiclesOncologyProspective cohort studyLungBiomarkerInternal medicineExtracellular vesicleProportional hazards modelCohortPredictive valueLasso (programming language)ChemoradiotherapyPredictive value of testsBioinformaticsReceiver operating characteristicIntergenic regionCancer researchmicroRNASurvival analysisPathologyRNA-binding proteinComputational biologyGene expression profilingSignature (topology)Lung cancerTranscriptomeIn silicoSmall nucleolar RNAExtracellular vesicles in diseaseFerroptosis and cancer prognosisLung Cancer Research Studies