High dimensionality is crucial for understanding the intricate details of tissues and cells. Traditional histology methods, such as light microscopy, provide limited information. However, advanced techniques like multiphoton microscopy, [[immunohistochemistry]], and [[fluorescence in situ hybridization]] (FISH) generate vast amounts of data. Analyzing this data with high-dimensional approaches allows researchers to uncover subtle patterns and relationships that would be missed with simpler methods.