Evidence map›Paper›PMID 42363184›Full record

ArticleJournal of cheminformatics2026

Hold on tight: the kinetic profiling of opioid receptor ligands using the CORAL-MD.

Kinga Kurowska, Wiktor Rorat, Szymon K Kordylewski, Sabina Podlewska

Abstract read
In one paragraph

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

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0citing papers in PubMed
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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

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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.

Kinga KurowskaMaj Institute of Pharmacology, Polish Academy of Sciences, Smętna 12, 31-343, Kraków, Poland.
Wiktor RoratFaculty of Biochemistry, Biophysics and Biotechnology, Jagiellonian University, Gronostajowa 7, 30-387, Kraków, Poland.
Szymon K KordylewskiMaj Institute of Pharmacology, Polish Academy of Sciences, Smętna 12, 31-343, Kraków, Poland.
Sabina PodlewskaMaj Institute of Pharmacology, Polish Academy of Sciences, Smętna 12, 31-343, Kraków, Poland. smusz@if-pan.krakow.pl.

Funding

Narodowe Centrum Nauki OPUS 2023/49/B/NZ7/03340
6 · The paper itself

Abstract

Opioid receptors, particularly the μ-opioid receptor, are central targets in pain management, yet opioid therapeutics remain limited by adverse effects. Recent work indicates that ligand residence time may contribute to signaling bias (a potential avenue to dissociate therapeutic effects from deleterious side effects) by stabilizing distinct receptor conformations. Here, we investigated molecular determinants underlying prolonged residence time of μ-opioid receptor ligands. Seven compounds with experimentally measured residence times and diverse signaling profiles were studied using conventional MD, random accelerated MD, and metadynamics to characterize their unbinding behavior and contact patterns with the receptor.To enable the systematic extraction and qualitative exploration of interaction features associated with residence time, we developed CORAL-MD (Correlational Analysis of Ligand-Protein Interactions)-an automated platform that analyzes MD-derived interaction profiles in relation to compound kinetics and other experimental outcomes (activity/properties). Application of CORAL-MD revealed specific interaction motifs associated with extended ligand retention, offering valuable guidance for designing safer, more selective opioid therapeutics. The tool is freely accessible at http://coralmd.if-pan.krakow.pl and it facilitates biological interpretation of MD simulations without requiring any programming expertise.Scientific contributionWe identified key ligand-receptor interaction patterns and structural determinants that contribute to prolonged complex stability, including persistent interactions with Asp147

Indexed as

Biased signalingMolecular dynamicsOn-line toolResidence timeStructure-kinetics relationshipsμ-opioid receptor

Identifiers

PMID42363184
PMCPMC13378134

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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.