Evidence map›Paper›PMID 42521766›Full record

ArticleCommunications biology2026

Symmetric cancer spheroid-fibroblast organization revealed in 3D by high-throughput microscopy.

Noam Zoref, Maytal Avrashami, Nadav Opatovski, Paul Keselman, Yosi Shamay, Yoav Shechtman

Abstract read
In one paragraph

Article in Communications biology, 2026. 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. 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

6 authors.

Noam Zoref *Faculty of Biomedical Engineering, Technion - Israel Institute of Technology, Haifa, Israel.ORCID 0009-0002-0078-0396
Maytal Avrashami *Faculty of Biomedical Engineering, Technion - Israel Institute of Technology, Haifa, Israel.ORCID 0000-0002-7505-7015
Nadav OpatovskiRussell Berrie Nanotechnology Institute, Technion - Israel Institute of Technology, Haifa, Israel.ORCID 0000-0001-6975-1804
Paul KeselmanSartorius Stedim North America Inc., Bohemia, NY, USA.
Yosi ShamayFaculty of Biomedical Engineering, Technion - Israel Institute of Technology, Haifa, Israel. yshamay@technion.ac.il.ORCID 0000-0002-8378-4853
Yoav ShechtmanFaculty of Biomedical Engineering, Technion - Israel Institute of Technology, Haifa, Israel. yoavsh@technion.ac.il.ORCID 0000-0001-8498-5203

Funding

Israel Science Foundation (ISF) 1081/24
6 · The paper itself

Abstract

High-throughput microscopy enables large-scale analysis of cancer spheroid interactions. Integrating this technique with point-spread function (PSF) engineering, a customized modification of the optical system, provides 3D imaging capabilities that enable volumetric analysis of the samples from a minimal number of images, thereby reducing phototoxicity and improving temporal resolution. However, existing methods for extracting volumetric information using PSF engineering have been demonstrated primarily on point sources or rely on supervised training data, limiting their general applicability to complex biological samples. Here, we reveal a unique symmetric spheroid-fibroblast interaction pattern using high-throughput imaging. We further characterize these interactions using a PSF-engineered high-throughput microscope, introducing unsupervised methods for 3D localization from single or dual image acquisitions. Our analysis uncovers surprising spatial cellular trajectories of fibroblasts as they approach and interact with spheroids. It further identifies a characteristic 3D distance between adjacent fibroblast clusters and enables live detection of drug-induced perturbations to these interaction patterns.

Indexed as

FibroblastsHigh-Throughput Screening AssaysImaging, Three-DimensionalMicroscopySpheroids, CellularAnimalsCell Line, TumorHumans

Identifiers

PMID42521766
PMCPMC13415527

What Socratic holds

Textmetadata
LicenceCC BY
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 Socratic graph.