Evidence map›Paper›PMID 42441433›Full record

ArticleACS nano2026

Label-Free Single Protein Dynamics Revealed by Metasurface-Enhanced Raman Spectroscopy.

MohammadReza Aghdaee, Sharif Zaidouni, Yeganeh Bahiraie, Anupa Kumari, Oluwafemi S Ojambati

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

5 authors.

MohammadReza AghdaeeDepartment of Applied Nanophotonics, Faculty of Science and Technology, MESA+ Institute for Nanotechnology, University of Twente, Enschede7522NB, The Netherlands.ORCID 0000-0002-9295-667X
Sharif ZaidouniDepartment of Applied Nanophotonics, Faculty of Science and Technology, MESA+ Institute for Nanotechnology, University of Twente, Enschede7522NB, The Netherlands.
Yeganeh BahiraieDepartment of Applied Nanophotonics, Faculty of Science and Technology, MESA+ Institute for Nanotechnology, University of Twente, Enschede7522NB, The Netherlands.
Anupa KumariDepartment of Applied Nanophotonics, Faculty of Science and Technology, MESA+ Institute for Nanotechnology, University of Twente, Enschede7522NB, The Netherlands.
Oluwafemi S OjambatiDepartment of Applied Nanophotonics, Faculty of Science and Technology, MESA+ Institute for Nanotechnology, University of Twente, Enschede7522NB, The Netherlands.ORCID 0000-0002-8028-4386

Funding

Nederlandse Organisatie voor Wetenschappelijk Onderzoek OCENW.XS22.1.107University of Twente NA
6 · The paper itself

Abstract

A major challenge in biomedical science is a direct observation of conformational dynamics in single proteins, interacting with drug molecules, ligands, and other biomolecules. This limitation prevents access to free-energy landscapes that are fundamental to drug binding and transport and regulation of protein functions. Existing single-molecule experimental techniques rely on labels or tethering that can perturb the free-energy landscape or lack structural resolution. Here, we present an engineered plasmonic metasurface platform that enables label-free mapping of the conformational free-energy landscapes of individual proteins using metasurface-enhanced Raman spectroscopy. With single-molecule sensitivity, we resolve the predominant secondary structures adopted by bovine serum albumin protein while interacting with various drug-like functional groups in different pH conditions. We construct the free-energy landscapes and the transition pathways that reveal interconversion probabilities between α helix and either β sheet or random coil. These results reveal insights into the cooperative role of electrostatic interactions and chemical functionality on the conformational energy landscape. Our approach establishes a platform to study protein function, drug screening and testing, and protein-ligand interactions.

Indexed as

Serum Albumin, BovineSpectrum Analysis, RamanAnimalsCattleProtein ConformationSerum Albumin, Bovineenergy landscapelabel-free biosensingplasmonic metasurfaceRaman spectroscopysingle protein dynamics

Identifiers

PMID42441433
PMCPMC13421998

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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.