Evidence map›Paper›PMID 41193676›Full record

ArticleNature structural & molecular biology2026

High-throughput peptide-centric local stability assay extends protein-ligand identification to membrane proteins, tissues and bacteria.

Kejia Li, Clement M Potel, Isabelle Becher, Nico Hüttmann, Martin Garrido-Rodriguez, Jennifer Schwarz, Mira Lea Burtscher, Mikhail M Savitski

Abstract read
In one paragraph

Article in Nature structural & molecular biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Review
  2. Article
  3. Review
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

8 authors.

Kejia Li *Molecular Systems Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany.ORCID http://orcid.org/0000-0001-9989-2069
Clement M Potel *Molecular Systems Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany.ORCID http://orcid.org/0000-0003-3655-4665
Isabelle BecherMolecular Systems Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany.
Nico HüttmannMolecular Systems Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany.ORCID http://orcid.org/0000-0001-9321-2675
Martin Garrido-RodriguezMolecular Systems Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany.
Jennifer SchwarzProteomics Core Facility, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany.ORCID http://orcid.org/0000-0002-2406-0185
Mira Lea BurtscherMolecular Systems Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany.
Mikhail M SavitskiMolecular Systems Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany. mikhail.savitski@embl.de.ORCID http://orcid.org/0000-0003-2011-9247

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Systematic mapping of protein-ligand interactions is essential for understanding biological processes and drug mechanisms. Peptide-centric local stability assay (PELSA) is a powerful tool for detecting these interactions and identifying potential binding sites. However, its original workflow is limited in throughput, sample compatibility and accessible protein targets. Here, we introduce a high-throughput adaptation-HT-PELSA-that increases sample processing efficiency by 100-fold while maintaining high sensitivity and reproducibility. HT-PELSA substantially extends the capabilities of the original method by enabling sensitive protein-ligand profiling in crude cell, tissue and bacterial lysates, allowing the identification of membrane protein targets in diverse biological systems. We demonstrate that HT-PELSA can precisely and accurately determine binding affinities of small molecule inhibitors, sensitively detect direct and allosteric ATP binding sites, and reveal off-target interactions of a marketed kinase inhibitor in heart tissue. By enhancing scalability, reducing costs and enabling system-wide drug screening across a wide range of sample types, HT-PELSA-when combined with next-generation mass spectrometry-may offer a powerful platform poised to accelerate both drug discovery and basic biological research.

Indexed as

High-Throughput Screening AssaysMembrane ProteinsPeptidesAnimalsBinding SitesDrug DiscoveryHumansLigandsProtein BindingProtein Kinase InhibitorsReproducibility of ResultsLigandsMembrane ProteinsPeptidesProtein Kinase Inhibitors

Identifiers

PMID41193676
PMCPMC12819154

What Socratic holds

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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.