Evidence map›Paper›PMID 42068230›Full record

ArticleProtein science : a publication of the Protein Society2026

Stabilizing Plasmodium falciparum proteins for small molecule drug discovery.

Marius Amann, Tim Sträßer, Oliver Einsle, Stefan Günther

Abstract read
In one paragraph

Article in Protein science : a publication of the Protein Society, 2026. 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. Stabilizing Plasmodium falciparum proteins for small molecule drug discovery.Protein science : a publication of the Protein Society · 2026
    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

4 authors.

Marius AmannInstitut für Pharmazeutische Wissenschaften, Albert-Ludwigs-Universität Freiburg, Freiburg i. Br, Germany.ORCID https://orcid.org/0000-0001-7594-3810
Tim SträßerInstitut für Biochemie, Albert-Ludwigs-Universität Freiburg, Freiburg i. Br, Germany.ORCID https://orcid.org/0009-0000-5014-3921
Oliver EinsleInstitut für Biochemie, Albert-Ludwigs-Universität Freiburg, Freiburg i. Br, Germany.ORCID https://orcid.org/0000-0001-8722-2893
Stefan GüntherInstitut für Pharmazeutische Wissenschaften, Albert-Ludwigs-Universität Freiburg, Freiburg i. Br, Germany.ORCID https://orcid.org/0000-0003-3744-189X

Funding

Deutsche Forschungsgemeinschaft 278002225
6 · The paper itself

Abstract

Early-stage drug discovery relies on the availability of stable protein for reliable biophysical characterization of ligand binding. However, many Plasmodium falciparum proteins are challenging to produce in heterologous systems, which limits their experimental utility. To address this, we tested whether ProteinMPNN-guided sequence design could generate stabilized surrogate constructs that retain wild-type-like structure and binding thermodynamics. Designs were generated with constraints to maintain conserved and binding-site residues for three therapeutically relevant targets: PfBDP1-BRD, PfBDP4-BRD, and PfK13-KREP. The resulting constructs showed markedly increased thermal stability. Using PfBDP1-BRD as a benchmark, isothermal titration calorimetry confirmed that the stabilized variants retained wild-type-like binding thermodynamics with a known ligand. Extending this approach to other targets, a PfK13-KREP construct led to an apo structure with a binding pocket closely matching the wild type. For PfBDP4-BRD, virtual screening against a previously reported wild-type crystal structure identified putative binders, while a stabilized surrogate for this otherwise unstable target enabled their experimental validation and the determination of a 1.25 Å co-crystal structure with a newly identified inhibitor. Our findings demonstrate that computationally stabilized surrogates are practical and effective tools for robust biophysics and structure-enabled drug discovery against otherwise challenging malaria proteins.

Indexed as

AntimalarialsDrug DiscoveryPlasmodium falciparumProtozoan ProteinsSmall Molecule LibrariesBinding SitesModels, MolecularProtein StabilityThermodynamicsAntimalarialsProtozoan ProteinsSmall Molecule Librariesdrug discoveryPlasmodium falciparumProteinMPNNprotein stabilizationx‐ray crystallography

Identifiers

PMID42068230
PMCPMC13135241

What Socratic holds

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LicenceCC BY
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 Socratic graph.