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AI in Transplant Pathology - Coggle Diagram
AI in Transplant Pathology
Purpose
Reduce pathologist subjectivity
Improve rejection detection
Support clinical decisions
Data & Methods
Whole-slide biopsy images
Digital pathology
Deep learning models
CNNs
UNet
VGG
Organs Studied
Kidney
Heart
Lung
Liver
Applications
Rejection detection
Histologic grading
Graft outcome prediction
Inflammation / fibrosis analysis
Key Findings
AI matches or exceeds pathologist agreement
Improves consistency
Strong performance metrics (AUC, accuracy)
Limitations
Small datasets
Limited external validation
Single-institution bias
Future Directions
Multi-institution datasets
Clinical workflow integration
Standardization of AI tools