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Detection of Liver Dysfunction Using a Wearable Electronic Nose System Based on Semiconductor Metal Oxide Sensors
Andreas Voss1,2, Rico Schroeder1,3, Steffen Schulz1
1Institute of Innovative Health Technologies IGHT, Ernst-Abbe-Hochschule Jena, 07745 Jena, Germany.
A wearable electronic nose using metal oxide (MOx) gas sensors can classify liver dysfunction. This non-invasive device accurately detects and quantifies liver disease severity, aiding early diagnosis.
Area of Science:
- Biomedical Engineering
- Medical Diagnostics
- Sensor Technology
Background:
- Liver dysfunction presents diagnostic challenges.
- Non-invasive methods for assessing liver health are needed.
- Semiconductor metal oxide (MOx) gas sensors offer potential for sensitive, low-cost detection.
Purpose of the Study:
- To explore the classification of liver dysfunction using a wearable electronic nose.
- To determine if the extent of liver dysfunction can be quantified.
- To evaluate the efficacy of MOx gas sensors in detecting liver disease.
Main Methods:
- Utilized a wearable electronic nose with nine MOx gas sensors.
- Enrolled 30 participants: 10 healthy, 10 compensated cirrhosis, 10 decompensated cirrhosis.
- Analyzed breathing gas measurements using time and non-linear dynamics, extracting 10 features.
Main Results:
- Achieved 1.00 sensitivity, specificity, and accuracy distinguishing cirrhosis patients from healthy controls.
- Separated compensated and decompensated cirrhosis patients with 0.90 sensitivity, 1.00 specificity, and 0.95 accuracy.
- Demonstrated the system's ability to detect and quantify liver dysfunction.
Conclusions:
- The wearable electronic nose is a promising non-invasive tool for detecting liver dysfunction.
- The system offers rapid, cost-effective analysis for potential use in preoperative exams or general practice.
- Functional assessment of liver health is feasible with MOx sensor technology.
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