ACS Publications. Most Trusted. Most Cited. Most Read
Hexicon 2: Automated Processing of Hydrogen-Deuterium Exchange Mass Spectrometry Data with Improved Deuteration Distribution Estimation
My Activity

Figure 1Loading Img
    Research Article

    Hexicon 2: Automated Processing of Hydrogen-Deuterium Exchange Mass Spectrometry Data with Improved Deuteration Distribution Estimation
    Click to copy article linkArticle link copied!

    • Robert Lindner
      Robert Lindner
      Department of Biomolecular Mechanisms, Max Planck Institute for Medical Research, Heidelberg, Germany
    • Xinghua Lou
      Xinghua Lou
      Heidelberg Collaboratory for Image Processing (HCI), University of Heidelberg, Heidelberg, Germany
      More by Xinghua Lou
    • Jochen Reinstein
      Jochen Reinstein
      Department of Biomolecular Mechanisms, Max Planck Institute for Medical Research, Heidelberg, Germany
    • Robert L Shoeman
      Robert L Shoeman
      Department of Biomolecular Mechanisms, Max Planck Institute for Medical Research, Heidelberg, Germany
    • Fred A Hamprecht
      Fred A Hamprecht
      Heidelberg Collaboratory for Image Processing (HCI), University of Heidelberg, Heidelberg, Germany
    • Andreas Winkler
      Andreas Winkler
      Department of Biomolecular Mechanisms, Max Planck Institute for Medical Research, Heidelberg, Germany
    Other Access OptionsSupporting Information (1)

    Journal of The American Society for Mass Spectrometry

    Cite this: J. Am. Soc. Mass Spectrom. 2014, 25, 6, 1018–1028
    Click to copy citationCitation copied!
    https://doi.org/10.1007/s13361-014-0850-y
    Published March 28, 2014
    Copyright © 2014 © The Author(s) 2014

    Abstract

    Click to copy section linkSection link copied!
    Abstract Image

    Hydrogen–deuterium exchange (HDX) experiments analyzed by mass spectrometry (MS) provide information about the dynamics and the solvent accessibility of protein backbone amide hydrogen atoms. Continuous improvement of MS instrumentation has contributed to the increasing popularity of this method; however, comprehensive automated data analysis is only beginning to mature. We present Hexicon 2, an automated pipeline for data analysis and visualization based on the previously published program Hexicon (Lou et al. 2010). Hexicon 2 employs the sensitive NITPICK peak detection algorithm of its predecessor in a divide-and-conquer strategy and adds new features, such as chromatogram alignment and improved peptide sequence assignment. The unique feature of deuteration distribution estimation was retained in Hexicon 2 and improved using an iterative deconvolution algorithm that is robust even to noisy data. In addition, Hexicon 2 provides a data browser that facilitates quality control and provides convenient access to common data visualization tasks. Analysis of a benchmark dataset demonstrates superior performance of Hexicon 2 compared with its predecessor in terms of deuteration centroid recovery and deuteration distribution estimation. Hexicon 2 greatly reduces data analysis time compared with manual analysis, whereas the increased number of peptides provides redundant coverage of the entire protein sequence. Hexicon 2 is a standalone application available free of charge under http://hx2.mpimf-heidelberg.mpg.de.

    Copyright © 2014 © The Author(s) 2014

    Read this article

    To access this article, please review the available access options below.

    Get instant access

    Purchase Access

    Read this article for 48 hours. Check out below using your ACS ID or as a guest.

    Recommended

    Access through Your Institution

    You may have access to this article through your institution.

    Your institution does not have access to this content. Add or change your institution or let them know you’d like them to include access.

    Supporting Information

    Click to copy section linkSection link copied!

    Terms & Conditions

    Electronic Supporting Information files are available without a subscription to ACS Web Editions. The American Chemical Society holds a copyright ownership interest in any copyrightable Supporting Information. Files available from the ACS website may be downloaded for personal use only. Users are not otherwise permitted to reproduce, republish, redistribute, or sell any Supporting Information from the ACS website, either in whole or in part, in either machine-readable form or any other form without permission from the American Chemical Society. For permission to reproduce, republish and redistribute this material, requesters must process their own requests via the RightsLink permission system. Information about how to use the RightsLink permission system can be found at http://pubs.acs.org/page/copyright/permissions.html.

    Cited By

    Click to copy section linkSection link copied!
    Citation Statements
    Explore this article's citation statements on scite.ai

    This article is cited by 41 publications.

    1. Lisa M. Tuttle, Ellie I. James, Florian Georgescauld, Thomas E. Wales, David D. Weis, John R. Engen, Abhinav Nath, Rachel E. Klevit, Miklos Guttman. Rigorous Analysis of Multimodal HDX-MS Spectra. Journal of the American Society for Mass Spectrometry 2025, 36 (2) , 416-423. https://doi.org/10.1021/jasms.4c00471
    2. Michele Stofella, Antonio Grimaldi, Jochem H. Smit, Jürgen Claesen, Emanuele Paci, Frank Sobott. Computational Tools for Hydrogen–Deuterium Exchange Mass Spectrometry Data Analysis. Chemical Reviews 2024, 124 (21) , 12242-12263. https://doi.org/10.1021/acs.chemrev.4c00438
    3. Eric Largy, Matthieu Ranz. OligoR: A Native HDX/MS Data Processing Application Dedicated to Oligonucleotides. Analytical Chemistry 2023, 95 (25) , 9615-9622. https://doi.org/10.1021/acs.analchem.3c01321
    4. Ellie I. James, Taylor A. Murphree, Clint Vorauer, John R. Engen, Miklos Guttman. Advances in Hydrogen/Deuterium Exchange Mass Spectrometry and the Pursuit of Challenging Biological Systems. Chemical Reviews 2022, 122 (8) , 7562-7623. https://doi.org/10.1021/acs.chemrev.1c00279
    5. Shaunak Raval, Vladimir Sarpe, Morgan Hepburn, D. Alex Crowder, Terry Zhang, Rosa Viner, David C. Schriemer. Improving Spectral Validation Rates in Hydrogen–Deuterium Exchange Data Analysis. Analytical Chemistry 2021, 93 (9) , 4246-4254. https://doi.org/10.1021/acs.analchem.0c05045
    6. Yoshitomo Hamuro. Determination of Equine Cytochrome c Backbone Amide Hydrogen/Deuterium Exchange Rates by Mass Spectrometry Using a Wider Time Window and Isotope Envelope. Journal of the American Society for Mass Spectrometry 2017, 28 (3) , 486-497. https://doi.org/10.1007/s13361-016-1571-1
    7. Evgeniy V. Petrotchenko, Christoph H. Borchers. HDX Match Software for the Data Analysis of Top-Down ECD-FTMS Hydrogen/Deuterium Exchange Experiments. Journal of the American Society for Mass Spectrometry 2015, 26 (11) , 1895-1898. https://doi.org/10.1007/s13361-015-1213-z
    8. Elien Vandermarliere, Davy Maddelein, Niels Hulstaert, Elisabeth Stes, Michela Di Michele, Kris Gevaert, Edgar Jacoby, Dirk Brehmer, and Lennart Martens . PepShell: Visualization of Conformational Proteomics Data. Journal of Proteome Research 2015, 14 (4) , 1987-1990. https://doi.org/10.1021/pr5012125
    9. Andreas Winkler, Thomas R. M. Barends, Anikó Udvarhelyi, Daniel Lenherr-Frey, Lukas Lomb, Andreas Menzel, and Ilme Schlichting . Structural Details of Light Activation of the LOV2-based Photoswitch PA-Rac1. ACS Chemical Biology 2015, 10 (2) , 502-509. https://doi.org/10.1021/cb500744m
    10. Gregory F. Pirrone, Roxana E. Iacob, and John R. Engen . Applications of Hydrogen/Deuterium Exchange MS from 2012 to 2014. Analytical Chemistry 2015, 87 (1) , 99-118. https://doi.org/10.1021/ac5040242
    11. Quang Hieu Tran, Oliver Maximilian Eder, Andreas Winkler. Dynamics-driven allosteric stimulation of diguanylate cyclase activity in a red light-regulated phytochrome. Journal of Biological Chemistry 2024, 300 (5) , 107217. https://doi.org/10.1016/j.jbc.2024.107217
    12. Uršula Vide, Dženita Kasapović, Maximilian Fuchs, Martin P. Heimböck, Massimo G. Totaro, Elfriede Zenzmaier, Andreas Winkler. Illuminating the inner workings of a natural protein switch: Blue-light sensing in LOV-activated diguanylate cyclases. Science Advances 2023, 9 (31) https://doi.org/10.1126/sciadv.adh4721
    13. Zuzana Kalaninová, Lukáš Fojtík, Josef Chmelík, Petr Novák, Michael Volný, Petr Man. Probing Antibody Structures by Hydrogen/Deuterium Exchange Mass Spectrometry. 2023, 303-334. https://doi.org/10.1007/978-1-0716-3457-8_17
    14. Alexander Christiansen, Marie Weiel, Andreas Winkler, Alexander Schug, Jochen Reinstein. The Trimeric Major Capsid Protein of Mavirus is stabilized by its Interlocked N-termini Enabling Core Flexibility for Capsid Assembly. Journal of Molecular Biology 2021, 433 (7) , 166859. https://doi.org/10.1016/j.jmb.2021.166859
    15. Ruzena Filandrova, Daniel Kavan, Alan Kadek, Petr Novak, Petr Man. Studying Protein–DNA Interactions by Hydrogen/Deuterium Exchange Mass Spectrometry. 2021, 193-219. https://doi.org/10.1007/978-1-0716-1126-5_11
    16. Oliver Ozohanics, Attila Ambrus. Hydrogen-Deuterium Exchange Mass Spectrometry: A Novel Structural Biology Approach to Structure, Dynamics and Interactions of Proteins and Their Complexes. Life 2020, 10 (11) , 286. https://doi.org/10.3390/life10110286
    17. Emilia Strandback, Wolf‐Dieter Lienhart, Altijana Hromic‐Jahjefendic, Benjamin Bourgeois, Anja Högler, Daniel Waltenstorfer, Andreas Winkler, Klaus Zangger, Tobias Madl, Karl Gruber, Peter Macheroux. A small molecule chaperone rescues the stability and activity of a cancer‐associated variant of NAD(P)H:quinone oxidoreductase 1 in vitro. FEBS Letters 2020, 594 (3) , 424-438. https://doi.org/10.1002/1873-3468.13636
    18. Seungjin Na, Eunok Paek. Computational methods in mass spectrometry-based structural proteomics for studying protein structure, dynamics, and interactions. Computational and Structural Biotechnology Journal 2020, 18 , 1391-1402. https://doi.org/10.1016/j.csbj.2020.06.002
    19. Seungjin Na, Jae-Jin Lee, Jong Wha J. Joo, Kong-Joo Lee, Eunok Paek. deMix: Decoding Deuterated Distributions from Heterogeneous Protein States via HDX-MS. Scientific Reports 2019, 9 (1) https://doi.org/10.1038/s41598-019-39512-8
    20. Jie Zheng, Timothy Strutzenberg, Bruce D Pascal, Patrick R Griffin. Protein dynamics and conformational changes explored by hydrogen/deuterium exchange mass spectrometry. Current Opinion in Structural Biology 2019, 58 , 305-313. https://doi.org/10.1016/j.sbi.2019.06.007
    21. Irina Oganesyan, Cristina Lento, Derek J. Wilson. Contemporary hydrogen deuterium exchange mass spectrometry. Methods 2018, 144 , 27-42. https://doi.org/10.1016/j.ymeth.2018.04.023
    22. Geoffrey Gourinchas, Udo Heintz, Andreas Winkler. Asymmetric activation mechanism of a homodimeric red light-regulated photoreceptor. eLife 2018, 7 https://doi.org/10.7554/eLife.34815
    23. Kunhong Xiao, Yang Zhao, Minjung Choi, Hongda Liu, Adi Blanc, Jiang Qian, Thomas J Cahill, Xue Li, Yunfang Xiao, Lisa J Clark, Sheng Li. Revealing the architecture of protein complexes by an orthogonal approach combining HDXMS, CXMS, and disulfide trapping. Nature Protocols 2018, 13 (6) , 1403-1428. https://doi.org/10.1038/nprot.2018.037
    24. Stefan Etzl, Robert Lindner, Matthew D. Nelson, Andreas Winkler. Structure-guided design and functional characterization of an artificial red light–regulated guanylate/adenylate cyclase for optogenetic applications. Journal of Biological Chemistry 2018, 293 (23) , 9078-9089. https://doi.org/10.1074/jbc.RA118.003069
    25. Guang Xu, Jacek Stupak, Li Yang, Luokai Hu, Bo Guo, Jianjun Li. Deconvolution in mass spectrometry based proteomics. Rapid Communications in Mass Spectrometry 2018, 32 (10) , 763-774. https://doi.org/10.1002/rcm.8103
    26. Jürgen Claesen, Tomasz Burzykowski. Computational methods and challenges in hydrogen/deuterium exchange mass spectrometry. Mass Spectrometry Reviews 2017, 36 (5) , 649-667. https://doi.org/10.1002/mas.21519
    27. Robert Lindner, Elisabeth Hartmann, Miroslaw Tarnawski, Andreas Winkler, Daniel Frey, Jochen Reinstein, Anton Meinhart, Ilme Schlichting. Photoactivation Mechanism of a Bacterial Light-Regulated Adenylyl Cyclase. Journal of Molecular Biology 2017, 429 (9) , 1336-1351. https://doi.org/10.1016/j.jmb.2017.03.020
    28. Geoffrey Gourinchas, Stefan Etzl, Christoph Göbl, Uršula Vide, Tobias Madl, Andreas Winkler. Long-range allosteric signaling in red light–regulated diguanylyl cyclases. Science Advances 2017, 3 (3) https://doi.org/10.1126/sciadv.1602498
    29. Kerene A. Brown, Derek J. Wilson. Bottom-up hydrogen deuterium exchange mass spectrometry: data analysis and interpretation. The Analyst 2017, 142 (16) , 2874-2886. https://doi.org/10.1039/C7AN00662D
    30. Onur Dagliyan, Miroslaw Tarnawski, Pei-Hsuan Chu, David Shirvanyants, Ilme Schlichting, Nikolay V. Dokholyan, Klaus M. Hahn. Engineering extrinsic disorder to control protein activity in living cells. Science 2016, 354 (6318) , 1441-1444. https://doi.org/10.1126/science.aah3404
    31. Véronique Hourdel, Stevenn Volant, Darragh P. O’Brien, Alexandre Chenal, Julia Chamot-Rooke, Marie-Agnès Dillies, Sébastien Brier. MEMHDX: an interactive tool to expedite the statistical validation and visualization of large HDX-MS datasets. Bioinformatics 2016, 32 (22) , 3413-3419. https://doi.org/10.1093/bioinformatics/btw420
    32. Vladimir Sarpe, David C. Schriemer. Data Processing in Bottom‐Up Hydrogen Exchange Mass Spectrometry. 2016, 37-53. https://doi.org/10.1002/9781118703748.ch3
    33. Udo Heintz, Ilme Schlichting. Blue light-induced LOV domain dimerization enhances the affinity of Aureochrome 1a for its target DNA sequence. eLife 2016, 5 https://doi.org/10.7554/eLife.11860
    34. Antonio Artigues, Owen W. Nadeau, Mary Ashley Rimmer, Maria T. Villar, Xiuxia Du, Aron W. Fenton, Gerald M. Carlson. Protein Structural Analysis via Mass Spectrometry-Based Proteomics. 2016, 397-431. https://doi.org/10.1007/978-3-319-41448-5_19
    35. Elyssia S. Gallagher, Jeffrey W. Hudgens. Mapping Protein–Ligand Interactions with Proteolytic Fragmentation, Hydrogen/Deuterium Exchange-Mass Spectrometry. 2016, 357-404. https://doi.org/10.1016/bs.mie.2015.08.010
    36. Nino Campobasso, Donald Huddler. Hydrogen deuterium mass spectrometry in drug discovery. Bioorganic & Medicinal Chemistry Letters 2015, 25 (18) , 3771-3776. https://doi.org/10.1016/j.bmcl.2015.07.007
    37. John R. Engen, Thomas E. Wales. Analytical Aspects of Hydrogen Exchange Mass Spectrometry. Annual Review of Analytical Chemistry 2015, 8 (1) , 127-148. https://doi.org/10.1146/annurev-anchem-062011-143113
    38. Ulrike Leurs, Ulrik H. Mistarz, Kasper D. Rand. Getting to the core of protein pharmaceuticals – Comprehensive structure analysis by mass spectrometry. European Journal of Pharmaceutics and Biopharmaceutics 2015, 93 , 95-109. https://doi.org/10.1016/j.ejpb.2015.03.012
    39. Joseph P Salisbury, Qian Liu, Jeffrey N Agar. QUDeX-MS: hydrogen/deuterium exchange calculation for mass spectra with resolved isotopic fine structure. BMC Bioinformatics 2014, 15 (1) https://doi.org/10.1186/s12859-014-0403-1
    40. David P Marciano, Venkatasubramanian Dharmarajan, Patrick R Griffin. HDX-MS guided drug discovery: small molecules and biopharmaceuticals. Current Opinion in Structural Biology 2014, 28 , 105-111. https://doi.org/10.1016/j.sbi.2014.08.007
    41. Martial Rey, Vladimir Sarpe, Kyle M. Burns, Joshua Buse, Charles A.H. Baker, Marc van Dijk, Linda Wordeman, Alexandre M.J.J. Bonvin, David C. Schriemer. Mass Spec Studio for Integrative Structural Biology. Structure 2014, 22 (10) , 1538-1548. https://doi.org/10.1016/j.str.2014.08.013

    Journal of The American Society for Mass Spectrometry

    Cite this: J. Am. Soc. Mass Spectrom. 2014, 25, 6, 1018–1028
    Click to copy citationCitation copied!
    https://doi.org/10.1007/s13361-014-0850-y
    Published March 28, 2014
    Copyright © 2014 © The Author(s) 2014

    Article Views

    144

    Altmetric

    -

    Citations

    Learn about these metrics

    Article Views are the COUNTER-compliant sum of full text article downloads since November 2008 (both PDF and HTML) across all institutions and individuals. These metrics are regularly updated to reflect usage leading up to the last few days.

    Citations are the number of other articles citing this article, calculated by Crossref and updated daily. Find more information about Crossref citation counts.

    The Altmetric Attention Score is a quantitative measure of the attention that a research article has received online. Clicking on the donut icon will load a page at altmetric.com with additional details about the score and the social media presence for the given article. Find more information on the Altmetric Attention Score and how the score is calculated.