Evidence map›Paper›PMID 42771273›Full record

ArticleJournal of computer-aided molecular design2026

Ligand-induced reshaping of the conformational free energy landscape drives dynamic restriction in Trypanosoma brucei alternative oxidase.

Nurul Hana Mas'od, Mohammad Nazri Abdul Bahari, Wan Mardhiyana Wan Ayub, Mohamad Arif Mohamad Jamali

Abstract read
In one paragraph

Article in Journal of computer-aided molecular design, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

4 authors.

Nurul Hana Mas'od *Faculty of Science and Technology, Universiti Sains Islam Malaysia, 71800, Nilai, Negeri Sembilan Darul Khusus, Malaysia.
Mohammad Nazri Abdul Bahari *Microelectronic Design Excellence Center, Universiti Sains Malaysia, No. 10, Persiaran Bukit Jambul, 11900, Bayan Lepas, Pulau Pinang, Malaysia.
Wan Mardhiyana Wan AyubFaculty of Science and Technology, Universiti Sains Islam Malaysia, 71800, Nilai, Negeri Sembilan Darul Khusus, Malaysia.
Mohamad Arif Mohamad JamaliFaculty of Science and Technology, Universiti Sains Islam Malaysia, 71800, Nilai, Negeri Sembilan Darul Khusus, Malaysia. arifjamali@usim.edu.my.ORCID https://orcid.org/0000-0002-1642-3062

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The alternative oxidase (AOX) of Trypanosoma brucei is a validated therapeutic target for Human African Trypanosomiasis; however, the dynamic mechanisms governing its potent inhibition by lipophilic antibiotics remain poorly resolved. While static crystal structures provide insight into binding poses, the thermodynamic and kinetic drivers of picomolar efficacy are largely undefined. In this study, we employed triplicate microsecond-scale molecular dynamics (MD) simulations coupled with Markov state modeling (MSM) to compare the conformational ensembles of AOX bound to the ubiquinone-2 (UQ2) substrate analogue and the potent inhibitors ascofuranone (ASCO) and ferulenol. Our kinetic analysis reveals that inhibition is governed by a fundamental reshaping of the protein's free energy landscape. The enzyme-substrate (UQ2) complex maintains a dynamic equilibrium across three metastable macrostates (stationary populations of 56.2%, 23.7%, and 20.1%), connected by low energetic barriers that facilitate the rapid conformational cycling required for catalysis. Conversely, inhibitor (ASCO) binding triggers a conformational ensemble, causing the free energy landscape to funnel into a single, deep dynamic restriction containing 98.5% of the population. The stabilization of this trapped state is driven by a core hydrogen-bond network that rigidifies the active site, a process thermodynamically compensated by a substantial increase in entropic disorder at the C-terminus. We propose that high-affinity inhibitors function not solely through steric occlusion, but by inducing a "dynamic restriction" that effectively decouples the enzyme from the thermal fluctuations necessary for catalytic turnover. These findings provide a rigorous kinetic framework for engineering next-generation AOX inhibitors with optimized drug-target residence times.

Indexed as

Enzyme InhibitorsMitochondrial ProteinsOxidoreductasesPlant ProteinsTrypanosoma brucei bruceiAlternative OxidaseKineticsLactonesLigandsMolecular Dynamics SimulationProtein BindingProtein ConformationSesquiterpenesThermodynamicsUbiquinoneAlternative OxidaseascofuranoneEnzyme InhibitorsLactonesLigandsMitochondrial ProteinsOxidoreductasesPlant ProteinsSesquiterpenesUbiquinoneAlternative oxidase (AOX)Markov State Modelmolecular dynamics simulationTrypanosoma brucei

Identifiers

PMID42771273
PMCPMC13597577

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.