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In this Stat Quest tutorial, Josh Stommer discusses the main concepts behind principal component analysis in five minutes. He explains that even though cells may look the same, there could be differences in their types. By sequencing messenger RNA in each cell, active genes can be identified to understand their functions. This method can also be applied to people or other entities to uncover hidden differences.