Evidence map›Paper›PMID 39962061›Full record

ArticleScientific data2025

The Spheroid Light Microscopy Image Atlas for morphometrical analysis of three-dimensional cell cultures.

Eva Blondeel, Arne Peirsman, Stephanie Vermeulen, Filippo Piccinini, Felix De Vuyst, Diogo Estêvão, Sayida Al-Jamei, Martina Bedeschi, Gastone Castellani, Tânia Cruz and 13 more

Abstract readDataset
In one paragraph

Article in Scientific data, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
  4. Article
  5. 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

23 authors.

Eva BlondeelLaboratory of Experimental Cancer Research (LECR), Ghent University, Ghent, Belgium.ORCID http://orcid.org/0000-0002-2570-2207
Arne PeirsmanLaboratory of Experimental Cancer Research (LECR), Ghent University, Ghent, Belgium. arne.peirsman@ugent.be.ORCID http://orcid.org/0000-0002-6519-8367
Stephanie VermeulenLaboratory of Experimental Cancer Research (LECR), Ghent University, Ghent, Belgium.
Filippo PiccininiIRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola, Italy.ORCID http://orcid.org/0000-0002-0371-7782
Felix De VuystLaboratory of Experimental Cancer Research (LECR), Ghent University, Ghent, Belgium.
Diogo EstêvãoTumour and Microenvironment Interactions group, i3S - Institute for Research & Innovation in Health, Porto UnSiversity, Porto, Portugal.ORCID http://orcid.org/0000-0001-6457-2356
Sayida Al-JameiOncoRay - National Center for Radiation Research in Oncology, Faculty of Medicine and University Hospital Carl Gustav Carus, TU Dresden and Helmholtz- Zentrum Dresden-Rossendorf, Dresden, Germany.
Martina BedeschiIRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola, Italy.ORCID http://orcid.org/0000-0002-3678-3372
Gastone CastellaniDepartment of Experimental, Diagnostic and Specialty Medicine (DIMES), University of Bologna, Bologna, Italy.ORCID http://orcid.org/0000-0003-4892-925X
Tânia CruzTumour and Microenvironment Interactions group, i3S - Institute for Research & Innovation in Health, Porto UnSiversity, Porto, Portugal.ORCID http://orcid.org/0000-0001-7051-040X
Sándor DedeyneLaboratory of Experimental Cancer Research (LECR), Ghent University, Ghent, Belgium.
Maria José OliveiraTumour and Microenvironment Interactions group, i3S - Institute for Research & Innovation in Health, Porto UnSiversity, Porto, Portugal.
Satoru KawakitaTerasaki Institute for Biomedical Innovation, Los Angeles, California, 90064, USA.
Huu Tuan NguyenTerasaki Institute for Biomedical Innovation, Los Angeles, California, 90064, USA.
Leoni A Kunz-SchughartOncoRay - National Center for Radiation Research in Oncology, Faculty of Medicine and University Hospital Carl Gustav Carus, TU Dresden and Helmholtz- Zentrum Dresden-Rossendorf, Dresden, Germany.
Soojung LeeWallace H. Coulter Department of Biomedical Engineering and Parker H. Petit Institute of Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, GA, USA.
Noemi MarinoIRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola, Italy.
Patrick SteigemannLead Discovery, Nuvisan ICB GmbH, Muellerstr. 178, 13342, Berlin, Germany.ORCID http://orcid.org/0000-0003-4748-3989
Shuichi TakayamaWallace H. Coulter Department of Biomedical Engineering and Parker H. Petit Institute of Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, GA, USA.ORCID http://orcid.org/0000-0002-4385-9080
Anna TeseiIRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola, Italy.ORCID http://orcid.org/0000-0002-8351-5952
Nina ZablowskyLead Discovery, Nuvisan ICB GmbH, Muellerstr. 178, 13342, Berlin, Germany.
Phillip BlondeelPlastic, Reconstructive and Aesthetic Surgery University Hospital Ghent, Ghent, Belgium.
Olivier De WeverLaboratory of Experimental Cancer Research (LECR), Ghent University, Ghent, Belgium. olivier.dewever@ugent.be.ORCID http://orcid.org/0000-0002-5453-760X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The application of three-dimensional (3D) cell cultures such as spheroids and organoids is growing in popularity both in academia and industry. However, morphology of the 3D architecture remains remarkably understudied. Here, we introduce an open-access Spheroid Light Microscopy Image Atlas (SLiMIA) that can serve as a training set for morphology studies of 3D cell cultures. We provide images with a variety of metadata: 9 microscopes, 47 cell lines, 8 culture media, 4 spheroid formation methods and multiple cell seeding densities; totalling approximately 8,000 images of spheroids. This comprehensive dataset can guide spheroid researchers and promote economizing of resources by advancing 3D cell culture optimization, standardization and implementation by the community at large. Considering the exponentially growing interest in spheroid morphometrical analyses and the emerging technological possibilities to do so, this atlas can be applied to train and develop image segmentation models to deepen our understanding of 3D spheroid morphometry in biomedical research.

Indexed as

Cell Culture Techniques, Three DimensionalMicroscopySpheroids, CellularHumansImaging, Three-DimensionalOrganoids

Identifiers

PMID39962061
PMCPMC11833042

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

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.