Overall, these findings show that our model can predict multiple biomarkers that are relevant for routine diagnostics in CRC while highlighting the importance of large training cohorts to reach clinically relevant performance even in biomarkers such as KRAS which are notoriously difficult to predict from pathology images alone. Here, KRAS is linked to colorectal carcinoma.