Evidence map›Paper›PMID 41430373›Full record

ArticleCommunications engineering2025

Fabrication of cell culture hydrogels by robotic liquid handling automation for high-throughput drug testing.

Eloisa Torchia, Moises Di Sante, Bohdana Horda, Marko Mihajlovic, Julius Zimmermann, Melissa Pezzotti, Elisa Cimetta, Sylvain Gabriele, Ferdinando Auricchio, Johan Ulrik Lind and 2 more

Abstract read
In one paragraph

Article in Communications engineering, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
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

12 authors.

Eloisa TorchiaE. Torchia, M. Di Sante, B. Horda, J. Zimmermann, M. Pezzotti, A. Enrico, F. S. Pasqualini Synthetic Physiology Lab, Department of Civil Engineering and Architecture, University of Pavia, Pavia, Italy.
Moises Di SanteE. Torchia, M. Di Sante, B. Horda, J. Zimmermann, M. Pezzotti, A. Enrico, F. S. Pasqualini Synthetic Physiology Lab, Department of Civil Engineering and Architecture, University of Pavia, Pavia, Italy.ORCID http://orcid.org/0000-0002-4174-1257
Bohdana HordaE. Torchia, M. Di Sante, B. Horda, J. Zimmermann, M. Pezzotti, A. Enrico, F. S. Pasqualini Synthetic Physiology Lab, Department of Civil Engineering and Architecture, University of Pavia, Pavia, Italy.
Marko MihajlovicM. Mihajlovic, J. U. Lind Department of Health Technology, Technical University of Denmark, Lyngby, Denmark.
Julius ZimmermannE. Torchia, M. Di Sante, B. Horda, J. Zimmermann, M. Pezzotti, A. Enrico, F. S. Pasqualini Synthetic Physiology Lab, Department of Civil Engineering and Architecture, University of Pavia, Pavia, Italy.
Melissa PezzottiE. Torchia, M. Di Sante, B. Horda, J. Zimmermann, M. Pezzotti, A. Enrico, F. S. Pasqualini Synthetic Physiology Lab, Department of Civil Engineering and Architecture, University of Pavia, Pavia, Italy.
Elisa CimettaE. Cimetta Department of Industrial Engineering, University of Padua, Padova, Italy.
Sylvain GabrieleS. Gabriele Mechanobiology & Biomaterials Group, Research Institute for Biosciences, University of Mons, CIRMAP, 20 Place du Parc, Mons, Belgium.ORCID http://orcid.org/0000-0001-8696-8052
Ferdinando AuricchioF. Auricchio Group of Computational Mechanics and Advanced Materials, Department of Civil Engineering and Architecture, University of Pavia, Pavia, Italy.
Johan Ulrik LindM. Mihajlovic, J. U. Lind Department of Health Technology, Technical University of Denmark, Lyngby, Denmark.
Alessandro EnricoE. Torchia, M. Di Sante, B. Horda, J. Zimmermann, M. Pezzotti, A. Enrico, F. S. Pasqualini Synthetic Physiology Lab, Department of Civil Engineering and Architecture, University of Pavia, Pavia, Italy. alessandro.enrico@unipv.it.ORCID http://orcid.org/0000-0002-8821-6759
Francesco Silvio PasqualiniE. Torchia, M. Di Sante, B. Horda, J. Zimmermann, M. Pezzotti, A. Enrico, F. S. Pasqualini Synthetic Physiology Lab, Department of Civil Engineering and Architecture, University of Pavia, Pavia, Italy. francesco.pasqualini@unipv.it.ORCID http://orcid.org/0000-0001-7038-3121

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Traditional plastic and glass culture lacks physiological relevance, undermining predictive power in drug discovery. Organoids and organs-on-chip improve biomimicry but do not scale to high-throughput screening (HTS). Even simple hydrogel coatings in HTS plates suffer from curved menisci that disrupt seeding and imaging. We present HYDRA (HYDrogels by Robotic liquid-handling Automation), an automated method to fabricate thin, planar hydrogel films directly in standard plates. Liquid-handlers dispense sub-contact volumes without wall wetting; immediate re-aspiration pins the contact line, leaving a uniform layer with controlled stiffness and thickness. Using fish gelatin hydrogel, HYDRA produces meniscus-free coatings compatible with routine 96- and 384-well workflows and plate-scale quality control. HYDRA was validated through imaging-based dose-response assays with anticancer compounds, engineered epithelial monolayers, and long-term holographic and fluorescence microscopy. It preserved pharmacological sensitivity while supporting high-content imaging on soft, biomimetic substrates, offering a practical bridge between physiological relevance and HTS scalability for early in-vitro drug testing.

Identifiers

PMID41430373
PMCPMC12749810

What OpenQuestion holds

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LicenceCC BY
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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.