mapDIA performs essential data preprocessing, including novel retention time-based normalization method and a sequence of peptide/fragment selection steps, and more importantly, hierarchical model-based statistical significance analysis for multi-group comparisons under representative experimental designs. The advanced modelling technique also allows the user to incorporate relational information such as existing network data or protein-peptide mapping, enabling module-oriented analysis of differential expression.
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