High dimensionality in histology refers to the analysis of complex, multi-dimensional data sets derived from histological samples. These data sets often include numerous variables and features, such as various staining intensities, cellular morphologies, and spatial distributions. The goal is to extract meaningful biological insights from these intricate data sets, which can be challenging due to their complexity.