4.8 Article

MaxDIA enables library-based and library-free data-independent acquisition proteomics

Journal

NATURE BIOTECHNOLOGY
Volume 39, Issue 12, Pages 1563-+

Publisher

NATURE PORTFOLIO
DOI: 10.1038/s41587-021-00968-7

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Funding

  1. Max Planck Institute of Biochemistry

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MaxDIA is a software platform specifically designed for analyzing DIA proteomics data within the MaxQuant environment, achieving deep proteome coverage and improved protein quantification accuracy. It provides accurate FDR estimates for hypothesis-free analysis of DIA samples.
MaxDIA is a software platform for analyzing data-independent acquisition (DIA) proteomics data within the MaxQuant software environment. Using spectral libraries, MaxDIA achieves deep proteome coverage with substantially better coefficients of variation in protein quantification than other software. MaxDIA is equipped with accurate false discovery rate (FDR) estimates on both library-to-DIA match and protein levels, including when using whole-proteome predicted spectral libraries. This is the foundation of discovery DIA-hypothesis-free analysis of DIA samples without library and with reliable FDR control. MaxDIA performs three- or four-dimensional feature detection of fragment data, and scoring of matches is augmented by machine learning on the features of an identification. MaxDIA's bootstrap DIA workflow performs multiple rounds of matching with increasing quality of recalibration and stringency of matching to the library. Combining MaxDIA with two new technologies-BoxCar acquisition and trapped ion mobility spectrometry-both lead to deep and accurate proteome quantification.

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