Evidence map›Paper›PMID 42278549›Full record

ArticleInternational journal of molecular sciences2026

Fungal

Felipe Muñoz-González, Martiniano Bello, José Correa-Basurto, Cindy Bandala

Abstract read
In one paragraph

Article in International journal of molecular sciences, 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

4 authors.

Felipe Muñoz-GonzálezLaboratorio de Diseño y Desarrollo de Nuevos Fármacos e Innovación Biotecnológica, SEPI-ESM, Instituto Politécnico Nacional, Mexico City 11340, Mexico.ORCID 0000-0002-4221-9479
Martiniano BelloLaboratorio de Diseño y Desarrollo de Nuevos Fármacos e Innovación Biotecnológica, SEPI-ESM, Instituto Politécnico Nacional, Mexico City 11340, Mexico.ORCID 0000-0002-9686-0755
José Correa-BasurtoLaboratorio de Diseño y Desarrollo de Nuevos Fármacos e Innovación Biotecnológica, SEPI-ESM, Instituto Politécnico Nacional, Mexico City 11340, Mexico.ORCID 0000-0002-4973-5265
Cindy BandalaLaboratorio de Neurociencia Traslacional, Escuela Superior de Medicina, Instituto Politécnico Nacional, México City 11340, Mexico.ORCID 0000-0002-7414-2621

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Immune checkpoint modulation has emerged as a promising strategy in cancer therapy, including the treatment of aggressive tumors such as glioblastoma. Among these targets, programmed death-ligand 1 (PD-L1) plays a key role in tumor immune evasion and represents an attractive target for small-molecule inhibitor development. In this study, a virtual screening approach was applied to identify potential PD-L1 modulators within a library of nucleoside-related compounds and structurally similar molecules. A dataset of 400 compounds was evaluated using molecular docking to predict their binding affinity (free energy values and binding pose) toward PD-L1. The resulting complexes were analyzed to identify nonbond interactions within the hydrophobic pocket formed at the PD-L1 dimer interface. In addition to docking results, physicochemical descriptors associated with drug-likeness and blood-brain barrier penetration were calculated, including lipophilicity, molecular weight, hydrogen bond donors and acceptors, as well as topological polar surface area. To integrate these parameters, a multiparameter optimization (MPO) score was implemented. Finally, molecular dynamics simulations of protein-ligand interactions were performed to explore the structural stability for 100 ns using the most promising ligands. The analysis revealed that several top-ranked compounds exhibited favorable docking scores and physicochemical properties compatible with drug-like behavior. Interestingly, BMS-1, a known PD-L1 inhibitor, was identified among the highest-scoring compounds, supporting the reliability of the MPO protocol. Furthermore, multiple candidates displaying nucleoside-like scaffolds combined with reduced polarity and moderate lipophilicity emerged as promising molecules according to the MPO ranking. Overall, the results suggest that nucleoside-derived scaffolds may represent a viable starting point for the development of small-molecule PD-L1 modulators with potential applicability in glioblastoma therapy.

Indexed as

Antineoplastic AgentsB7-H1 AntigenCordycepsGlioblastomaImmune Checkpoint InhibitorsNucleosidesComputer SimulationDrug DesignHumansLigandsMolecular Docking SimulationMolecular Dynamics SimulationAntineoplastic AgentsB7-H1 AntigenCD274 protein, humanImmune Checkpoint InhibitorsLigandsNucleosidescancercordycepinglioblastomanucleosides

Identifiers

PMID42278549
PMCPMC13256099

What OpenQuestion 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 OpenQuestion graph.