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Record W4416758102 · doi:10.1016/j.jbc.2025.110989

Using CEST NMR to discover previously unobserved states on the free energy surface of proteins: Application to the L99A cavity mutant of T4 lysozyme

2025· article· en· W4416758102 on OpenAlexafffund
Ved Prakash Tiwari, Nihar Pradeep Khandave, D. Flemming Hansen, Guillaume Bouvignies, Lewis E. Kay, Pramodh Vallurupalli

Bibliographic record

VenueJournal of Biological Chemistry · 2025
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicProtein Structure and Dynamics
Canadian institutionsUniversity of Toronto
FundersEngineering and Physical Sciences Research CouncilCanadian Institutes of Health ResearchNatural Sciences and Engineering Research Council of CanadaDepartment of Atomic Energy, Government of IndiaTata Institute of Fundamental ResearchAgence Nationale de la RechercheUK Research and Innovation
KeywordsConformational isomerismLysozymeSurface proteinPotential energy surfaceRelaxation (psychology)Molecular dynamicsNuclear magnetic resonance spectroscopySolid-state nuclear magnetic resonance

Abstract

fetched live from OpenAlex

Carr-Purcell-Meiboom-Gill (CPMG) relaxation dispersion experiments establish that at room temperature the L99A cavity mutant of T4 lysozyme (L99A T4L) interconverts between two compact folded conformations on the millisecond timescale. These include the native state in which the sidechain of Phe114 is exposed to solvent (E state) and a near native minor state in which the aromatic moiety of Phe114 is buried in the core of the protein (B state, ∼2%). Molecular dynamics simulations that have captured the E to B interconversion in L99A T4L and related mutants suggest that these proteins adopt compact folded conformations other than E and B, yet extensive CPMG studies have not detected such states. In an effort to detect these more elusive conformers experimentally we have recorded Chemical Exchange Saturation Transfer (CEST) experiments, as the widths of minor state dips in the resulting CEST profiles are sensitive to additional, even more sparse, conformers. Analysis of amide 15 N and 13 CH 3 CEST profiles recorded on L99A T4L show that in addition to states E and B, a rare state (I) populated to ∼0.2 % (11.5 o C) exchanges rapidly with state B. CEST-based urea m -values establish that all three states are compact, with interconversion between them proceeding via compact transition states. This study highlights the utility of CEST to characterize the free energy surface of a protein by detecting states with a wide range of lifetimes (100 ms to 100 μs) in ways that are not possible using other relaxation-based NMR techniques.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.002

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.016
GPT teacher head0.261
Teacher spread0.245 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2025
Admission routes2
Has abstractyes

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