Evidence map›Paper›PMID 39930563›Full record

ArticleACS applied materials & interfaces2025

Diving on the Surface of a Functional Metal Oxide through a Multiscale Exploration of Drug-Nanocrystal Interactions.

Nicolò Maria Percivalle, Julia Blandine Bassila, Alice Piccinini, Michela Cumerlato, Mariangela Porro, Cheherazade Trouki, Susanna Monti, Giovanni Barcaro, Davide Bochicchio, Roberto Piva and 3 more

Abstract read
In one paragraph

Article in ACS applied materials & interfaces, 2025. 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

13 authors.

Nicolò Maria PercivalleDepartment of Applied Science and Technology, Politecnico di Torino, Corso Duca degli Abruzzi 24, 10129 Turin, Italy.
Julia Blandine BassilaDepartment of Physics, Università degli Studi di Genova, Via Dodecaneso 33, 16146 Genoa, Italy.
Alice PiccininiDepartment of Medical Biotechnology and Translational Medicine, L.I.T.A., Università degli Studi di Milano, V.le F.lli Cervi 93, 20054 Segrate, Italy.
Michela CumerlatoDepartment of Molecular Biotechnology and Health Sciences, University of Turin, Piazza Nizza 44, 10126 Turin, Italy.
Mariangela PorroDepartment of Molecular Biotechnology and Health Sciences, University of Turin, Piazza Nizza 44, 10126 Turin, Italy.
Cheherazade TroukiCNR-IPCF, Institute for Chemical and Physical Processes, Via G. Moruzzi 1, 56124 Pisa, Italy.ORCID 0000-0002-1303-3595
Susanna MontiCNR-ICCOM, Institute of Chemistry of Organometallic Compounds, Via G. Moruzzi 1, 56124 Pisa, Italy.ORCID 0000-0002-3419-7118
Giovanni BarcaroCNR-IPCF, Institute for Chemical and Physical Processes, Via G. Moruzzi 1, 56124 Pisa, Italy.ORCID 0000-0002-5520-5914
Davide BochicchioDepartment of Physics, Università degli Studi di Genova, Via Dodecaneso 33, 16146 Genoa, Italy.ORCID 0000-0002-3682-9086
Roberto PivaDepartment of Molecular Biotechnology and Health Sciences, University of Turin, Piazza Nizza 44, 10126 Turin, Italy.
Valeria RondelliDepartment of Medical Biotechnology and Translational Medicine, L.I.T.A., Università degli Studi di Milano, V.le F.lli Cervi 93, 20054 Segrate, Italy.ORCID 0000-0001-8409-9025
Giulia RossiDepartment of Physics, Università degli Studi di Genova, Via Dodecaneso 33, 16146 Genoa, Italy.
Valentina CaudaDepartment of Applied Science and Technology, Politecnico di Torino, Corso Duca degli Abruzzi 24, 10129 Turin, Italy.ORCID 0000-0003-2382-1533

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

While recent advances in nanotechnology offer significant possibilities for improving the development of targeted drug delivery systems (DDSs), the design of efficient nanocarriers remains challenging due to the complex interactions among nanoparticles, their surfaces, and therapeutic agents in biological environments. To shed light on such difficulties and provide an instrumental tool for the refinement of DDSs, this study presents a comprehensive computational and experimental approach for the development of zinc oxide nanocrystals (ZnO NCs), exploited as carriers for a hydrophobic drug used in the treatment of multiple myeloma (MM), namely, carfilzomib (CFZ). Oleic acid was adopted here as a stabilizing agent during the synthesis of iron-doped ZnO NCs, while aminopropyl groups were used as functionalizing moieties to improve drug adsorption. Advanced characterization techniques were employed to investigate the nanostructure and drug-loading properties. Furthermore, molecular modeling was exploited for elucidating the adsorption mechanism and the thermodynamics of the interactions between the drug and the NCs, offering a detailed understanding at the molecular level. These simulations provided predictive insights into possible molecular inactivation mechanisms and strategies to optimize the nanocarrier design, thus enabling tailored adjustments throughout the development process. While biological tests showed that CFZ-loaded ZnO NCs preserved the drug mechanism of action in MM cell lines, the interconnection between simulations and experiments played a central role in predicting and optimizing NCs-drug interactions. This approach demonstrates the potential of computational simulations in minimizing trial-and-error in the nanoconstruct development process, ultimately streamlining the creation and validation of more effective nanoparticle-based drug delivery systems.

Indexed as

Antineoplastic AgentsDrug CarriersNanoparticlesOligopeptidesZinc OxideAdsorptionCell Line, TumorDrug Delivery SystemsHumansMultiple MyelomaSurface PropertiesAntineoplastic AgentsDrug CarriersOligopeptidesZinc Oxidecarfilzomibcoarse grained modelsdrug deliverymolecular dynamics simulationssmall-angle X-ray scatteringsurface functionalizationzinc oxide

Identifiers

PMID39930563
PMCPMC11843534

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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.