Revolutionizing Liver Disease Diagnosis with Gut Microbiota Machine Learning
Friday, 12 July 2024, 12:05
Gut Microbiota and Liver Diseases
Alcohol-associated liver disease (ALD) and metabolic dysfunction-associated steatotic liver disease (MASLD) are prevalent worldwide.
Machine Learning for Diagnosis
Machine learning algorithms improve diagnostic performance in various diseases.
Research Methodology
- 263 ALD and 201 MASLD subjects' data collected
- Four supervised ML algorithms and three nonsupervised ML algorithms used for classification and feature reduction
- 52 combinations of ML algorithms performed
- AUC values of >0.90 achieved in diagnostics
Conclusion: The gut microbiota-based machine learning approach shows promise in diagnosing ALD and MASLD effectively.
This article was prepared using information from open sources in accordance with the principles of Ethical Policy. The editorial team is not responsible for absolute accuracy, as it relies on data from the sources referenced.