Evidence map›Paper›PMID 41544256›Full record

ArticleMolecular pharmaceutics2026

Culture Dimensionality Modulates Gallium Maltolate Response in Glioblastoma: Comparative Analyses in 2D and 3D Models.

Paulina Szeliska, Karol Jaroch, Weronika Wróblewska, Łukasz Kaźmierski, Małgorzata Maj, Barbara Bojko

Abstract readComparative Study
In one paragraph

Article in Molecular pharmaceutics, 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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0cells of the map it votes in
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

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

6 authors.

Paulina SzeliskaDepartment of Pharmacodynamics and Molecular Pharmacology, Faculty of Pharmacy, Collegium Medicum, Nicolaus Copernicus University, Jurasza 2, 85-089 Bydgoszcz, Poland.
Karol JarochDepartment of Pharmacodynamics and Molecular Pharmacology, Faculty of Pharmacy, Collegium Medicum, Nicolaus Copernicus University, Jurasza 2, 85-089 Bydgoszcz, Poland.
Weronika WróblewskaDepartment of Pharmacodynamics and Molecular Pharmacology, Faculty of Pharmacy, Collegium Medicum, Nicolaus Copernicus University, Jurasza 2, 85-089 Bydgoszcz, Poland.
Łukasz KaźmierskiUrology and Andrology, Department of Tissue Engineering, Collegium Medicum, Nicolaus Copernicus University, M. Curie Skłodowskiej 9, 85-094 Bydgoszcz, Poland.
Małgorzata MajUrology and Andrology, Department of Tissue Engineering, Collegium Medicum, Nicolaus Copernicus University, M. Curie Skłodowskiej 9, 85-094 Bydgoszcz, Poland.
Barbara BojkoDepartment of Pharmacodynamics and Molecular Pharmacology, Faculty of Pharmacy, Collegium Medicum, Nicolaus Copernicus University, Jurasza 2, 85-089 Bydgoszcz, Poland.ORCID 0000-0003-3971-9816

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Gallium maltolate (GaM) targets iron-dependent processes in glioblastoma (GBM), but responses vary with the model context. We evaluated GaM across established (A-172, U-87 MG) and patient-derived (3005, 3019, 3034, 3048, 3073) GBM lines in 2D and 3D using viability modeling (IC10/IC50/IC90), transferrin receptor (TFRC) quantification, oxygen consumption rate (OCR), and PCA/PLS-DA-guided metabolomics with false discovery rate (FDR) and variable importance in projection (VIP)-based selection. GaM reduced viability in all models, but the impact of 3D culture on IC50 was line-specific rather than uniformly increasing resistance: classical/proneural patient-derived lines (3005, 3019, 3048) showed equal or lower IC50 in 3D compared with 2D, 3073 showed minimal change, whereas the mesenchymal-like line 3034 displayed a marked IC50 increase in 3D. Basal TFRC levels correlated with IC50 in 2D but not 3D, indicating that the TFRC alone does not predict GaM response once microenvironmental constraints are introduced. Instead, a broader phenotype involving TFRC/CD44/MGMT and TFR2 expression is associated with 3D sensitization versus protection. OCR was markedly suppressed in A-172, U-87 MG, 3048, and 3073, particularly in 3D, while 3005 and 3019 were more respiration-resilient. Multivariate analyses showed treatment-dominant separation in 3005 and 3048, format dominance in 3019 and 3034, and time effects in A-172/U-87 MG/3073. A concise metabolic signature consisting of tryptophan, methionine, uracil, and allantoin indicated coordinated perturbations in amino acid, nucleotide, and redox pathways. These findings support complementary 2D and 3D patient-derived GBM models for mechanistic studies and the predictive evaluation of GaM.

Indexed as

Brain NeoplasmsCell Culture TechniquesGlioblastomaOrganometallic CompoundsPyronesCell Line, TumorCell SurvivalHumansMetabolomicsOxygen ConsumptionReceptors, Transferringallium maltolateOrganometallic CompoundsPyronesReceptors, Transferrin3D culturegallium maltolateglioblastomasolid phase microextraction, pharmacometabolomic

Identifiers

PMID41544256
PMCPMC13296477

What Socratic holds

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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 Socratic graph.