Table 1.
Ground truth for AI model training
| Layer | Staining | Class | Ground truth (included) | Background (excluded) |
|---|---|---|---|---|
| Tissue | H&E | Liver tissue | Liver tissue | Artifacts, white space outside tissue |
| Microanatomy | H&E |
Portal area Lobular area Central vein |
Normal liver microanatomic structures | Artifacts, white space outside tissue |
| Necroinflammation | H&E |
Interface hepatitis Focal necrosis Focal confluent necrosis Perivenular necrosis Bridging necrosis Panacinar necrosis |
The regions with chronic hepatitis related injury | Portal area and non-inflamed liver lobule |
| Portal inflammation | H&E |
Mild Moderate Severe |
Inflamed portal areas | Non-inflamed portal area and liver lobule |
| Inflammatory cells | H&E |
Lymphocytes Plasma cells Macrophages Neutrophils Eosinophils Acidophil bodies |
Immune cells | Other cell types, e.g., hepatocytes, fibroblasts, bile duct epithelium |
| Bile ducts | H&E |
Damaged Normal |
Damaged: Ducts with inflammatory infiltrate, dysplasia, disordered epithelium Normal: Uninjured bile duct epithelium |
Ductular proliferation, large ducts, other cell types and artifacts |
| Tissue | Sirius red | Liver tissue | Liver tissue | Artifacts, white space outside tissue |
| Microanatomy | Sirius red |
Portal area Central vein |
Normal liver microanatomic structures | Artifacts, white space outside tissue |
| Fibrosis | Sirius red |
Portal fibrosis Perivenular fibrosis Pericellular fibrosis Bridging fibrosis Nodular fibrosis Cirrhosis |
Regions with fibrotic changes | Non-fibrotic liver regions |
AI, artificial intelligence; H&E, hematoxylin and eosin; N/A, not applicable