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QuantUMS: uncertainty minimisation enables confident quantification in proteomics
Franziska Kistner, Justus L. Großmann, Ludwig Roman Sinn, Vadim Demichev
QuantUMS, a machine-learning module in DIA-NN, weights MS1 and fragment signals by quality-derived variance estimates, improving DIA precision, removing ratio compression in high-accuracy mode, and scoring each quantity's reliability.