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HDX-MS reveals structurally dynamic mechanisms of drug action: Insights from deubiquitinase inhibitors

Published online by Cambridge University Press:  13 July 2026

Andrea Pierangelini
Affiliation:
University of Oxford, UK
Adán Pinto-Fernández
Affiliation:
University of Oxford, UK
Emma J. Murphy
Affiliation:
University of Oxford, UK
Andrew P. Turnbull
Affiliation:
Cancer Research Horizons, UK
Benedikt M. Kessler
Affiliation:
University of Oxford, UK
Darragh Patrick O’Brien*
Affiliation:
University of Oxford, UK
*
Corresponding author: Darragh Patrick O’Brien; Email: darragh.obrien@ndm.ox.ac.uk
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Abstract

Protein conformational heterogeneity presents a major challenge for structure determination and structure-based inhibitor design, particularly for enzymes containing flexible or intrinsically disordered regions. X-ray crystallography and cryo-EM often capture only static conformations and frequently rely on truncated constructs that omit dynamic regions. Here, we integrate hydrogen-deuterium exchange mass spectrometry (HDX-MS) with molecular docking and available crystal structures to investigate the solution-state conformational dynamics of the mitochondrial deubiquitinase USP30. HDX-MS reveals dynamic features not resolved in crystal structures and shows that both covalent and non-covalent inhibitors bind the thumb-palm cleft of the catalytic domain through distinct binding modes. These interactions stabilize different conformational states of the regions surrounding switching (SL1) and blocking (BL1 and BL2) loops, providing mechanistic insight into inhibitor recognition and highlighting the value of HDX-MS for guiding DUB-targeted drug discovery.

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Type
Report
Creative Commons
Creative Common License - CCCreative Common License - BY
This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence (http://creativecommons.org/licenses/by/4.0), which permits unrestricted re-use, distribution and reproduction, provided the original article is properly cited.
Copyright
© The Author(s), 2026. Published by Cambridge University Press
Figure 0

Figure 1. Characterization of USP30inh binding to USP30. (a) Residual plot showing USP30inh-induced differences in deuterium uptake compared to apo-USP30. All time points are individually colored, with USP30 peptides displayed on the x-axis. Peptides are sorted from the USP30 N- to C-terminus. Deuterium incorporation is mapped to the y-axis. Positive and negative values indicate differential deuterium uptake, compared to the apo-state. (b) 3D putty visualization showing the 3D (9F19.pdb) differential heatmap of deuterium uptake between holo- and apo-USP30 after 30 sec and 1 h exchange. Thickness correlates with the magnitude of deuterium uptake. USP30inh analogue, compound NK036, is shown in green. Only peptides passing the significance criteria (Welch’s t-test, p < 0.05, and a global confidence threshold of ±0.28 Da) were used for 3D mapping. (c) A bimodal distribution of the MS spectrum was observed after 600 sec of exchange for peptide 167-173 (blue) in apo-USP30 (left) compared to a single distribution for its holo-USP30 counterpart (right). Upon inhibitor binding, only the more solvent-protected protein state is detected.Figure 1. long description.

Figure 1

Figure 2. Characterization of USP30-I-1 binding to USP30. (a) Residual plot showing USP30-I-1-induced differences in deuterium uptake compared with apo-USP30. All time points are individually colored and peptides sorted as above. Deuterium incorporation is mapped to the y-axis. Positive and negative values indicate differential deuterium uptake, respectively, compared with the apo-state. (b) 3D Putty Visualization showing the 3D (8D1T.pdb) differential heatmap of deuterium uptake between holo- and apo-USP30 after 30 sec and 10 min exchange. Thickness correlates with the magnitude of deuterium uptake. The docked inhibitor is shown in green. Only peptides passing the significance criteria (Welch’s t-test, p < 0.05, and a global confidence threshold of ±0.34 Da) were used for 3D mapping. (c), A bimodal distribution of the MS spectral plot was observed after 600 sec of exchange for peptide 167-173 in apo-USP30 (left) compared to an almost single distribution for its holo-USP30 counterpart (right). Upon inhibitor binding, the equilibrium between these two states is shifted towards the most solvent-exposed substrate.Figure 2. long description.

Figure 2

Figure 3. Comparative HDX-MS analysis of covalent and non-covalent USP30 inhibitors. Residual plots showing the strongest differences in deuterium uptake measured across all labeling time points for each USP30 peptide following binding of the non-covalent (USP30inh, in red) or covalent (USP30-I-1, in blue) inhibitor, relative to apo-USP30. For each peptide, the maximum absolute difference observed at any time point is reported, providing a summary view of the regions most affected by inhibitor binding. Peptides are sorted from the USP30 N- to C-terminus. Deuterium incorporation is mapped to the y-axis. This representation highlights the distinct patterns and spatial extent of conformational perturbations induced by covalent versus non-covalent inhibition.Figure 3. long description.

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Author comment: HDX-MS reveals structurally dynamic mechanisms of drug action: Insights from deubiquitinase inhibitors — R0/PR1

Comments

To the Editors,

Please find enclosed our report entitled "Uncovering Mechanisms of Drug Action Through Protein Structural Dynamics: Insights from Deubiquitinase Inhibitors” which we would like to submit for critical evaluation and potential publication in QRB Discovery. We were invited to submit this report following participation and oral presentation at the inaugural Uncovering Hidden Biology Conference which was held in Worcester College, University of Oxford in autumn last year. Our submission will form part of a “Proceedings of” collection which will be guested edited by Professor Dame Carol Robinson, Sophie Lawrence and Jack Bennett.

Ubiquitin specific protein 30 (USP30) is a mitochondrial associated deubiquitylating enzyme which has been implicated in a wide range of pathophysiological disorders through its participation in PINK1/Parkin-mediated mitophagy, BAX/BAK-dependent apoptosis, oncogenesis, and pexophagy. Conditions linked to USP30 biology include chronic kidney and cardiovascular diseases, and hepatocellular carcinoma and peroxisome biogenesis disorders. Most notably, the protein has been suggested as an effective therapeutic strategy against neurodegenerative disorders such as Parkinson’s Disease. USP30 inhibition may counteract the deleterious effects of impaired turnover of damaged mitochondria which is inherent to both familial and sporadic forms of the disease. Small molecule inhibitors targeting USP30 are currently in development, but little is known about their precise mode of action.

In our report, we integrate Hydrogen-Deuterium eXchange Mass Spectrometry (HDX-MS) with molecular docking and available crystal structures to characterize the solution-state conformational dynamics of USP30. HDX-MS reveals structural dynamics that are not resolved crystallographically, uncovering hidden mechanisms of drug action. Our findings provide mechanistic insights into USP30 inhibitor binding and underscore the utility of HDX-MS as a tool for guiding DUB-targeted drug discovery.

We thank you in advance for considering our work for publication in QRB Discovery.

On behalf of all authors,

Darragh O’Brien, PhD

Review: HDX-MS reveals structurally dynamic mechanisms of drug action: Insights from deubiquitinase inhibitors — R0/PR2

Conflict of interest statement

Reviewer declares none.

Comments

The authors present an elegant characterisation of two USP30 inhibitors using HDX-MS, building on a previous report led by the Corresponding Author in JPR last year. They examine changes in deuterium uptake between apo-USP30, USP30 incubated with a non-covalent benzosulfonamide inhibitor, and USP30 incubated with a covalent cyanopyrrolidine inhibitor for which no bound crystal structure is available. In both cases, they primarily observe localised changes in deuterium uptake around the catalytic site, with minimal perturbation outside these regions. Comparing the two inhibitors, they note differences in deuterium uptake profiles which they relate to specific details of their interactions – the non-covalent inhibitor appears to engage multiple residues throughout the binding pocket, while the covalent inhibitor primarily engages the active-site cysteine. These different interactions are proposed to differentially affect the dynamics of the switching loop and surrounding thumb-domain architecture. This final discussion is very interesting. Overall, I find this a well-executed study which, with revisions, will be suitable for publication.

Major Revisions

1. For the covalent inhibitor USP30-I-1, do the authors detect peptides that retain the covalent adduct on Cys77? If so, were these peptides included or excluded from the HDX analysis? If only unadducted peptides are analysed, the HDX data for the active-site region would selectively report on the fraction of USP30 that has not reacted with the inhibitor, potentially underestimating the true extent of protection at the catalytic site. Based on the previous 2025 publication, I believe the analysis includes the modification, but this detail should also be made clear here. Furthermore, if it is the case that the authors included the conjugated peptide in their analysis, the observed protection likely reflects a combination of: 1) physical occlusion of backbone amides by the covalent adduct, 2) genuine conformational stabilisation, and 3) altered rates of exchange due to the physicochemical changes to the Cys side chain. The claim that this represents ‘stabilisation of a discrete catalytic-site-centred conformation’ overstates what can be concluded. The discussion should be updated to reflect any changes in this interpretation.

2. The authors refer to changes in accessibility as significant yet there is no description of the statistical criteria used to define significance. This should be included in the methods section, ideally also including an update to the residual plots to reflect such uncertainty. In general, the manuscript underreports compared to what is suggested in Masson et al. 2019 but I feel the statistical descriptions are the most important to include. The authors could also include a reference to prior studies with more complete reporting of these details.

Minor Revisions

1. The authors do not report back-exchange levels for their HDX-MS workflow. Were fully deuterated controls performed?

2. The authors have reported many of these results previously. I believe this is OK given the nature of this special issue, but an acknowledgement of these similarities and a description of what this paper uniquely aims to do should be provided in the Introduction and/or Abstract.

3. The authors have chosen to describe the 3D structural visualisation as a ‘Pierangelini plot’ after the first author. Unless this is an established name for this type of visualisation – which appears to be like the 3D putty visualisation used for representing B-factors – the authors should refer to it using a more neutral, descriptive name.

4. The USP30 construct used (residues 64–502 with deletions Δ179–216 and Δ288–305) contains two substantial internal truncations. HDX-MS is well suited to analysing full-length proteins, including those with disordered regions (the author suggests this as one of the major advantages of the method in the introduction). The authors should provide a short justification for these deletions and make clear if they are expected to interact with the active site or alter binding.

5. The chemical structures of USP30inh and USP30-I-1 should be displayed to allow the reader to appreciate the chemistry and rationalise the binding interactions discussed.

6. Line 37: ‘These may interconvert on a wide range of timescales’ – please change to ‘These states may interconvert…’ for clarity.

7. Line 46: ‘Most tractable DUB family’ – please clarify what is meant by “tractable.” If this refers to pharmacological tractability, this should be stated explicitly.

8. Line 51: The claim of ‘residue-level analysis’ is not supported by the data presented. The HDX-MS workflow described uses pepsin digestion without electron-based fragmentation or residue-level analysis meaning the resolution achieved is at the peptide level, not the residue level.

9. Line 64: ‘BL 1 and 2’ should be ‘BL1 and BL2’ (no space), consistent with usage elsewhere in the manuscript.

10. Line 76: ‘Compounds were >95% pure by HPLC’ should be revised to ‘Compounds were assessed as >95% pure by HPLC-UV or MS’ to specify the detection method.

11. Line 79: ‘Corresponding to 16 pmol on column’ should be revised to ‘corresponding to 16 pmol protein loaded onto the column’ for precision.

12. Line 109 / Peptide coverage: The authors report 98.3% sequence coverage from 161 peptides. A peptide coverage map should be provided, along with a description of peptide redundancy. Alternatively, if this data has already been described, reference the previous study to make it clear to the reader where this information can be found.

13. Line 111: ‘Binding of the benzosulfonamide inhibitor induces localised conformational changes within USP30’ – this overstates what can be concluded from HDX-MS alone. Reduced deuterium uptake could reflect direct interactions with backbone amide hydrogens (e.g., hydrogen bonding to the inhibitor) rather than conformational change.

14. Line 118–120: The statement that the catalytic site ‘exhibited no measurable change in deuterium uptake, indicating that USP30inh binding… [does not alter] the overall fold of the protein or the catalytic site’ is misleading. Unchanged HDX at distant sites indicates no global change in dynamics or solvent accessibility – it does not directly report on the ‘fold.’ The current wording also implies that the dynamics throughout the entire catalytic site do not change – this is not the case as Cys77 is also within this region.

15. Line 136: ‘A shift toward a less dynamic conformational state.’ Consider: “a shift toward the conformational subpopulation with lower exchange” or “a shift toward reduced solvent accessibility.”

16. Line 154: ‘Does not globally alter protein structure’ should be ‘does not globally alter protein dynamics or solvent accessibility.’

Review: HDX-MS reveals structurally dynamic mechanisms of drug action: Insights from deubiquitinase inhibitors — R0/PR3

Conflict of interest statement

Reviewer declares none.

Comments

Referee Report – QRB Discovery

The manuscript by Pierangelini et al. uses HDX-MS in combination with molecular docking to investigate conformational dynamics of USP30 in the presence of covalent and non-covalent inhibitors. The study presents a high sequence coverage of apo USP30 and identifies localised changes in deuterium uptake associated with inhibitor binding, particularly within the thumb-palm cleft and surrounding loop regions. The comparison between inhibitor classes and the observation of bimodal exchange behaviour are potentially interesting. However, several aspects of the study limit the strength and clarity of the conclusions. In particular, the lack of statistical analysis and absence of supporting data make it difficult to fully assess the robustness of the findings. In addition, some interpretations could be more carefully supported, and the degree of novelty relative to prior work could be clarified. Overall, I believe the manuscript would benefit from a few minor revisions.

Major Comments

1. Statistical analysis of HDX-MS data

Although experiments were performed in triplicate, the manuscript does not present error estimates, statistical testing, or clearly defined significance thresholds. This makes it difficult to distinguish meaningful changes from experimental variability. Including replicate variability, statistical analysis, and a global visualisation (e.g., Woods plot or equivalent) would substantially strengthen the study.

2. Data availability and transparency

While high sequence coverage is reported, there is no accompanying supplementary information (e.g., peptide lists, uptake plots, or tables of HDX values). Providing these data would improve transparency and allow readers to better evaluate the results.

3. Interpretation and novelty

Previous studies (including recent HDX-MS analyses of USP30 inhibitor binding) have already identified inhibitor engagement within the thumb–palm cleft and characterized differences between covalent and non-covalent inhibitors. Many of the structural and mechanistic conclusions presented here appear consistent with these earlier findings. The authors may wish to more clearly highlight what is novel in the present work.

4. Analysis of bimodal HDX behaviour

The bimodal exchange observed for residues 167–173 is an interesting result, but its interpretation is relatively limited. Further analysis would enhance the mechanistic insight.

Minor Comments

• The introduction assumes familiarity with deubiquitinases; a brief explanation could improve accessibility.

• The Results section often begins with interpretive statements rather than neutral presentation of data.

• Structural domains (thumb, palm, fingers) are discussed extensively but are not clearly labelled on HDX figures. Detail on structural features of these domains could also be beneficial to improve accessibility.

• Figure clarity could be improved: figure 2B panels (different timepoints) appear very similar, with limited visual distinction and figure 2C is not clearly referenced in the Results text.

• Parts of the Discussion focus heavily on prior literature.

• There is some inconsistency between statements that HDX results mirror crystallographic data and claims of distinct binding modes or lack of catalytic engagement (Page 5 lines 183-197). This should be clarified.

• The title appears somewhat overstated given the focused nature of the study and may benefit from more specific wording.

Recommendation: HDX-MS reveals structurally dynamic mechanisms of drug action: Insights from deubiquitinase inhibitors — R0/PR4

Comments

Dear Authors,

Although the reviewers have recommended minor revision I am a little concerned that some of what they require will take some time so I am recommending Accept after Major Revision according to the supplied reviews. Please address all their comments to make the manuscript satisfactory for publication.

Decision: HDX-MS reveals structurally dynamic mechanisms of drug action: Insights from deubiquitinase inhibitors — R0/PR5

Comments

No accompanying comment.

Author comment: HDX-MS reveals structurally dynamic mechanisms of drug action: Insights from deubiquitinase inhibitors — R1/PR6

Comments

Thursday, May 14th, 2025

Re: QRBD-2026-0002 - Revised Manuscript Submission to QRB Discovery Special Edition

Dear Prof. Alison Rodger,

Please find enclosed our revised manuscript entitled “Uncovering Mechanisms of Drug Action Through Protein Structural Dynamics: Insights from Deubiquitinase Inhibitors” (QRBD-2026-0002) for consideration for publication. This submission follows the invitation to contribute to the Special Edition following my oral presentation at the “Uncovering Hidden Biology” meeting held at Worcester College, Oxford, last autumn.

Our manuscript was recommended for publication pending minor revisions, and our detailed responses to the reviewers’ comments are provided in the accompanying rebuttal document. We are grateful to the reviewers for the time and care taken in evaluating our work, and we have addressed all comments and concerns raised.

For ease of comparison with the original submission, all revisions in the manuscript have been highlighted in yellow. Following incorporation of the reviewers’ suggestions, the manuscript now has a word count of approximately 3,190 words, which slightly exceeds the report word limit. As these revisions were essential to adequately address the reviewers’ comments, we respectfully hope the Editor may exercise some discretion regarding the permitted length.

Thank you for considering our work for publication in QRB Discovery.

Yours sincerely,

Darragh O’Brien, PhD

Group Leader in Translational Proteomics

University of Oxford

Recommendation: HDX-MS reveals structurally dynamic mechanisms of drug action: Insights from deubiquitinase inhibitors — R1/PR7

Comments

This is a resubmission of a manuscript after corrections. It seems to me they have addressed the initial referees comments and I would be happy to recommend acceptance - though I do agree that the title (which is the conference title) leads one to expect more from the manuscript than is there. I would suggest that the authors do fix this as the origin of the paper is not relevant for most readers.

Decision: HDX-MS reveals structurally dynamic mechanisms of drug action: Insights from deubiquitinase inhibitors — R1/PR8

Comments

No accompanying comment.

Author comment: HDX-MS reveals structurally dynamic mechanisms of drug action: Insights from deubiquitinase inhibitors — R2/PR9

Comments

Dear Alison,

Many thanks for your communication. We have now updated the title to remove the “uncovering hidden mechanisms” and include more specific wording. The new title is “HDX-MS Reveals Structurally Dynamic Mechanisms of Drug Action: Insights from Deubiquitinase Inhibitors”

Best Wishes,

Darragh O’Brien, PhD

Recommendation: HDX-MS reveals structurally dynamic mechanisms of drug action: Insights from deubiquitinase inhibitors — R2/PR10

Comments

Apologies for the delays.

Decision: HDX-MS reveals structurally dynamic mechanisms of drug action: Insights from deubiquitinase inhibitors — R2/PR11

Comments

No accompanying comment.