Evidence map›Paper›PMID 40461567›Full record

ArticleScientific reports2025

2D versus 3D tumor-on-chip models to study the impact of tumor organization on metabolic patterns in vitro.

Paula Guerrero-López, Ana Martín-Pardillos, Javier Bonet-Aleta, Andrea Mosseri, Jose L Hueso, Jesus Santamaria, Jose Manuel Garcia-Aznar

Abstract readComparative Study
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers.

0numbers the graph read from it
0cells of the map it votes in
25citing 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

25 citing papers in PubMed.

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  17. An Intelligent Magneto-Mechanical Platform for Cellular Sensing in 3D Microenvironments.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
  18. Review
  19. ModularFrontiers in toxicology · 2026
    Article
  20. Article
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

7 authors.

Paula Guerrero-López *Multiscale in Mechanical and Biological Engineering (M2BE), Aragon Institute of Engineering Research (I3A), University of Zaragoza, Mariano Esquillor s/n, 50018, Zaragoza, Spain.
Ana Martín-Pardillos *Instituto de Nanociencia y Materiales de Aragon (INMA), CSIC-Universidad de Zaragoza, Campus Rio Ebro, Edificio I+D, C/Mariano Esquillor, s/n, 50018, Zaragoza, Spain.
Javier Bonet-AletaInstituto de Nanociencia y Materiales de Aragon (INMA), CSIC-Universidad de Zaragoza, Campus Rio Ebro, Edificio I+D, C/Mariano Esquillor, s/n, 50018, Zaragoza, Spain.
Andrea MosseriInstituto de Nanociencia y Materiales de Aragon (INMA), CSIC-Universidad de Zaragoza, Campus Rio Ebro, Edificio I+D, C/Mariano Esquillor, s/n, 50018, Zaragoza, Spain.
Jose L HuesoInstituto de Nanociencia y Materiales de Aragon (INMA), CSIC-Universidad de Zaragoza, Campus Rio Ebro, Edificio I+D, C/Mariano Esquillor, s/n, 50018, Zaragoza, Spain.
Jesus SantamariaInstituto de Nanociencia y Materiales de Aragon (INMA), CSIC-Universidad de Zaragoza, Campus Rio Ebro, Edificio I+D, C/Mariano Esquillor, s/n, 50018, Zaragoza, Spain.
Jose Manuel Garcia-AznarMultiscale in Mechanical and Biological Engineering (M2BE), Aragon Institute of Engineering Research (I3A), University of Zaragoza, Mariano Esquillor s/n, 50018, Zaragoza, Spain. jmgaraz@unizar.es.

Funding

European Research Council RLDI/2015-021Gobierno de Aragón Grant 2021-25Ministerio de Asuntos Económicos y Transformación Digital, Gobierno de España FPU predoctoral grantMinisterio de Asuntos Económicos y Transformación Digital, Gobierno de España PID2021-122409OB-C21
6 · The paper itself

Abstract

Despite the limitations of in vitro models to investigate cancer cell metabolism, their study can provide new insights essential for understanding tumorigenesis and effectively aiding in the development of novel therapies. The innovative tumor-on-chip models offer a more physiologically relevant platform than the traditional 2D cultures. These 3D cultures incorporate cell-cell and cell-matrix interactions, as well as diffusion dynamics through both the matrix and tumor spheroid, modeling in vivo diffusion within the tumor. Therefore, this work focuses on a quantitative comparison between 2D and 3D cultures through a microfluidic chip that allows daily monitoring of cancer cell key metabolites such as glucose, glutamine and lactate, unveiling critical differences. Our analysis reveals reduced proliferation rates in 3D models, likely due to limited diffusion of nutrients and oxygen. Additionally, 3D cultures showed distinct metabolic profiles, including elevated glutamine consumption under glucose restriction and higher lactate production, indicating an enhanced Warburg effect. The microfluidic chip enabled continuous monitoring, revealing increased per-cell glucose consumption in 3D models, highlighting fewer but more metabolically active cells than in 2D cultures. These findings underscore the importance of using microfluidic-based 3D models to provide a more accurate representation of tumor metabolism and progression compared to traditional 2D cultures.

Indexed as

Cell Culture TechniquesLab-On-A-Chip DevicesNeoplasmsCell Line, TumorCell ProliferationGlucoseGlutamineHumansLactic AcidModels, BiologicalSpheroids, CellularGlucoseGlutamineLactic Acid2D cell culture3D cell cultureCancerGlucoseMetabolismSpheroid

Identifiers

PMID40461567
PMCPMC12134292

What OpenQuestion holds

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LicenceCC BY
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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.