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Asthma Detection Research Based on Voice Signal Processing and Machine Learning
Published on: July 22, 2025
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Integrating Extracellular Vesicles Proteomics and Clinical Parameters to Develop a High-Precision Predictive Model
Yuhao Qian1, Fang Wang2, Jiameng Gao2
1Department of Respiratory and Critical Care Medicine, Minhang Hospital, Fudan University, Shanghai, People's Republic of China.
Journal of Inflammation Research
|December 29, 2025
Summary
This study developed a predictive model using clinical data and extracellular vesicle (EV) proteomics to differentiate severe asthma from non-severe asthma, aiding personalized treatment strategies.
Area of Science:
- Pulmonary Medicine
- Biomarker Discovery
- Proteomics
Background:
- Asthma severity varies, necessitating accurate differentiation for effective management.
- Extracellular vesicles (EVs) and their proteomic cargo offer potential biomarkers.
Purpose of the Study:
- To identify biomarkers and develop a predictive model for distinguishing severe asthma (SA) from non-severe asthma (NSA).
- To integrate clinical data with EV proteomics for enhanced diagnostic accuracy.
Main Methods:
- Isolated plasma-derived EVs from healthy controls, SA patients, and NSA patients.
- Performed proteomic profiling of EVs using proximity barcoding assay (PBA).
- Constructed a multivariate model combining clinical indicators and EV proteins, validated with ROC analysis.
Main Results:
- Specific EV proteins (SELL, PECAM1, ITGB3, CD9) were elevated in SA.
- Protein combinations (ITGB3&CLDN1, ESAM&ITGA6) showed strong discriminatory power (AUC > 0.8).
- An integrative model achieved high predictive accuracy (AUC = 0.97 ± 0.075), with IL6, NGFR, NFASC, PCDHA1 identified as key proteins.
Conclusions:
- A reliable multi-parameter model integrating clinical data and EV proteomics can distinguish SA from NSA.
- EV-based biomarkers show promise for early diagnosis and personalized management of severe asthma.
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