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High-content morphological profiling by Cell Painting in 3D spheroids

Abstract

Cell Painting is a popular high-content imaging assay that captures the shape and internal organization of 2D cell cultures at scale. While 3D cell cultures are more physiologically relevant models – especially for studying drug perturbations – they remain challenging to image because light scatters before it reaches the cultures’ interior. Here, we introduce a scalable method to adapt Cell Painting for 3D spheroids. We show that tissue-clearing, a technique that makes spheroids transparent, combined with a focusing routine that locates spheroids on the fly, enables Cell Painting at single-cell level inside intact spheroids. By profiling 52 clinically relevant drugs, we show that single-cell fingerprints clustered by biological pathway and resolved drug effects more robustly than those of flattened spheroid-wide views. Notably, the effect of two drugs, 5-fluorouracil and olaparib, nearly indistinguishable in 2D monolayers, diverged in spheroids. This finding was then corroborated by DNA-damage, cell-cycle, and gene-expression assays. The workflow runs on a spinning-disk confocal microscope in a standard 384-well plate format, making single-cell 3D profiling accessible to laboratories already performing Cell Painting.
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Category

Academic article

Language

English

Author(s)

  • Christa Ringers
  • Holmberg, David
  • Larsson, Anders
  • Jung, Bomi
  • Jarvius, Malin
  • Luchniak, Anna
  • Rosén, Dan
  • Johansson, Martin
  • Georgiev, Polina
  • Seashore-Ludlow, Brinton
  • Torkild Visnes
  • Åsmund Flobak
  • Carreras-Puigvert, Jordi
  • Spjuth, Ola

Affiliation

  • SINTEF Industry / Biotechnology and Nanomedicine
  • Karolinska Institutet
  • Uppsala University
  • AstraZeneca AB
  • St. Olavs Hospital, Trondheim University Hospital
  • Norwegian University of Science and Technology

Year

2026

Published in

Nature Communications

Volume

17

Page(s)

1 - 16

View this publication at Norwegian Research Information Repository