Confounding factors and biases abound when predicting molecular biomarkers from histological images

Data and study design

We analysed the limitations of existing ML approaches for predicting molecular biomarkers (for example, mutations, genomic instability indicators and protein expression) from H&E stained WSIs. A high-level concept diagram of…