MEMHDX: an interactive tool to expedite the statistical validation and visualization of large HDX-MS datasets

被引:53
作者
Hourdel, Veronique [1 ]
Volant, Stevenn [2 ]
O'Brien, Darragh P. [1 ]
Chenal, Alexandre [1 ]
Chamot-Rooke, Julia [1 ]
Dillies, Marie-Agnes [2 ]
Brier, Sebastien [1 ]
机构
[1] CNRS, Inst Pasteur, Dept Chem & Struct Biol, UMR, F-3528 Paris, France
[2] CNRS, C3bi, Inst Pasteur, Hub Bioinformat & Biostat,USR IP 3756, F-3528 Paris, France
关键词
EXCHANGE-MASS-SPECTROMETRY; DEUTERATION DISTRIBUTION ESTIMATION; HIGHER-ORDER STRUCTURE; H BINDING-PROTEIN; HYDROGEN-EXCHANGE; MONOCLONAL-ANTIBODIES; PROTECTIVE EPITOPE; VACCINE ANTIGEN; DRUG DISCOVERY; HYDROGEN/DEUTERIUM;
D O I
10.1093/bioinformatics/btw420
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: With the continued improvement of requisite mass spectrometers and UHPLC systems, Hydrogen/Deuterium eXchange Mass Spectrometry (HDX-MS) workflows are rapidly evolving towards the investigation of more challenging biological systems, including large protein complexes and membrane proteins. The analysis of such extensive systems results in very large HDX-MS datasets for which specific analysis tools are required to speed up data validation and interpretation. Results: We introduce a web application and a new R-package named MEMHDX' to help users analyze, validate and visualize large HDX-MS datasets. MEMHDX is composed of two elements. A statistical tool aids in the validation of the results by applying a mixed-effects model for each peptide, in each experimental condition, and at each time point, taking into account the time dependency of the HDX reaction and number of independent replicates. Two adjusted P-values are generated per peptide, one for the 'Change in dynamics' and one for the 'Magnitude of DD', and are used to classify the data by means of a 'Logit' representation. A user-friendly interface developed with Shiny by RStudio facilitates the use of the package. This interactive tool allows the user to easily and rapidly validate, visualize and compare the relative deuterium incorporation
引用
收藏
页码:3413 / 3419
页数:7
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