Evidence map›Paper›PMID 39865386›Full record

ArticleProtein science : a publication of the Protein Society2025

NumSimEX: A method using EXX hydrogen exchange mass spectrometry to map the energetics of protein folding landscapes.

Jasper A G Flint, Jacob Witten, Isabella Han, John Strahan, Jovan Damjanovic, Nevon Song, Tim Poterba, Alexis Jaramillo Cartagena, Angelika Hirsch, Tony Ni and 3 more

Abstract read
In one paragraph

Article in Protein science : a publication of the Protein Society, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

13 authors.

Jasper A G FlintAmherst College, Amherst, Massachusetts, USA.
Jacob WittenAmherst College, Amherst, Massachusetts, USA.ORCID 0000-0003-0037-5999
Isabella HanAmherst College, Amherst, Massachusetts, USA.
John StrahanAmherst College, Amherst, Massachusetts, USA.
Jovan DamjanovicAmherst College, Amherst, Massachusetts, USA.
Nevon SongAmherst College, Amherst, Massachusetts, USA.
Tim PoterbaAmherst College, Amherst, Massachusetts, USA.
Alexis Jaramillo CartagenaAmherst College, Amherst, Massachusetts, USA.
Angelika HirschAmherst College, Amherst, Massachusetts, USA.
Tony NiAmherst College, Amherst, Massachusetts, USA.
Julie L SohlAmherst College, Amherst, Massachusetts, USA.
Amy S WagamanAmherst College, Amherst, Massachusetts, USA.
Sheila S JaswalAmherst College, Amherst, Massachusetts, USA.ORCID 0000-0001-9105-3842

Funding

Gregory S. Call Academic Intern ProgramNational Science Foundation 1129152Summer Science Undergraduate Research Fellowships Program
6 · The paper itself

Abstract

Hydrogen exchange mass spectrometry (HXMS) is a powerful tool to understand protein folding pathways and energetics. However, HXMS experiments to date have used exchange conditions termed EX1 or EX2 which limit the information that can be gained compared to the more general EXX exchange regime. If EXX behavior could be understood and analyzed, a single HXMS timecourse on an intact protein could fully map its folding landscape without requiring denaturation. To address this challenge, we developed a numerical simulation method called NumSimEX that models EXX exchange for arbitrarily complex folding pathways. NumSimEx fits protein folding dynamics to experimental HXMS data by iteratively comparing the simulated and experimental timecourses, allowing for determination of both kinetic and thermodynamic protein folding parameters. After analytically verifying NumSimEX's accuracy, we demonstrated its power on HXMS data from beta-2 microglobulin (β2M), a protein involved in dialysis-related amyloidosis. In particular, using NumSimEX, we identified three-state kinetics that near-perfectly matched experimental observation. This proof-of-principle application of NumSimEX sets the stage for harnessing HXMS to expand our understanding of proteins currently excluded from traditional protein folding methods. NumSimEX is freely available at https://github.com/JaswalLab/NumSimEX_Public.

Indexed as

beta 2-MicroglobulinHydrogen Deuterium Exchange-Mass SpectrometryProtein FoldingHumansKineticsMass SpectrometryThermodynamicsbeta 2-Microglobulinamide exchangeenergy landscapeEXX regimemass spectrometryprotein folding mechanismsimulations

Identifiers

PMID39865386
PMCPMC11761709

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.