Interestingly, despite being trained on human tumour tissue, we found that PixlMap can extract accurate positivity heatmaps for single lineage markers (CD4, CD8, and GS), and such heatmaps can be used to correctly assign class identities with high confidence compared to human ground truth assignment (Fig 7E-J). Here, CD8A is linked to neoplasm.