In this study, we present a framework for evaluating proliferation activity and predicting prognosis on the entire extent of high-resolution whole slide images (WSIs), based on an automated and quantitative analysis of the spatial distribution of Ki-67-positive cells and its heterogeneity within the tumour. This evidence concerns the gene MKI67 and neoplasm.