Notable strengths include the use of H&E stained slides only (without the need for concurrent genomic investigation) to predict ERG gene fusion status in prostate cancer, utilization of WSI, and employment of diverse datasets including in-house and TCGA datasets with different H&E staining qualities to improve the robustness of our algorithm. Here, ERG is linked to Familial prostate cancer.