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The video tutorial explains the process of comparing protein expression levels in normal and disease cells to identify potential drug targets. Mass spectrometry is used to quantify proteins, with a simple procedure involving three bottom-up experiments for each sample. Protein IDs and quantities are obtained, followed by statistical analysis to identify differential expression. An important assumption is that the total protein amount remains constant between samples for accurate comparisons.