Evidence map›Paper›PMID 41790600›Full record

ArticleACS nano2026

Direct Measurement of Protein Pair Interaction Potential.

Ekaterina Poliukhina, Quy Ong, Davide Demurtas, Emiko Uchikawa, Notash Shafie, Francesco Stellacci

Abstract read
In one paragraph

Article in ACS nano, 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

6 authors.

Ekaterina PoliukhinaLaboratory of Supramolecular Nanomaterials and Interfaces, Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne 1015, Switzerland.
Quy OngLaboratory of Supramolecular Nanomaterials and Interfaces, Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne 1015, Switzerland.ORCID 0009-0002-2953-3559
Davide DemurtasInterdisciplinary Centre for Electron Microscopy (CIME), Swiss Federal Institute of Technology Lausanne (EPFL), Lausanne 1015, Switzerland.
Emiko UchikawaDubochet Center for Imaging (DCI), Ecole Polytechnique Fédérale de Lausanne (EPFL) and University of Lausanne, Lausanne 1015, Switzerland.
Notash ShafieLaboratory of Supramolecular Nanomaterials and Interfaces, Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne 1015, Switzerland.
Francesco StellacciLaboratory of Supramolecular Nanomaterials and Interfaces, Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne 1015, Switzerland.ORCID 0000-0003-4635-6080

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

A direct and unambiguous method for obtaining the pair interaction potential (PIP) of proteins does not currently exist. All existing approaches require solving an inverse problem, which always allows for alternative solutions. Here, we report a straightforward method for obtaining the PIP directly from experimentally determined three-dimensional spatial distributions of proteins. The approach is based on improvements to a recently developed method for determining the potential of mean force for nanoparticles using cryogenic electron tomography (cryo-ET). For the protein PIP, we find good agreement between the structure factor computed from cryo-ET positions and that obtained from small-angle X-ray scattering of protein solutions. We apply a novel subvolume method to compute Kirkwood-Buff integrals and show that the second virial coefficients calculated from the cryo-ET tomograms closely match those obtained experimentally from analytical ultracentrifugation. Both results validate our approach for deriving the PIP and indicate that the vitrified state matches the solution state. The generality of our validated approach is demonstrated for several small proteins with different structures and molecular weights, and under various experimental conditions, including changes in salt concentration, temperature, and pH. Our method does not require assumptions about protein shape or the analytical form of the interaction potential.

Indexed as

ProteinsCryoelectron MicroscopyElectron Microscope TomographyModels, MolecularProtein BindingScattering, Small AngleTemperatureProteinscryogenic electron tomographyglobular proteinKirkwood−Buff integralpair interaction potentialpotential of mean forceprotein−protein interactions

Identifiers

PMID41790600
PMCPMC13001087

What Socratic holds

Textmetadata
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.