TY - JOUR
T1 - Quantification of dynamic morphological drug responses in 3D organotypic cell cultures by automated image analysis
AU - Härmä, Ville
AU - Schukov, Hannu-Pekka
AU - Happonen, Antti
AU - Ahonen, Ilmari
AU - Virtanen, Johannes
AU - Siitari, Harri
AU - Åkerfelt, Malin
AU - Lötjönen, Jyrki
AU - Nees, Matthias
PY - 2014
Y1 - 2014
N2 - Glandular epithelial cells differentiate into complex
multicellular or acinar structures, when embedded in
three-dimensional (3D) extracellular matrix. The spectrum
of different multicellular morphologies formed in 3D is a
sensitive indicator for the differentiation potential of
normal, non-transformed cells compared to different
stages of malignant progression. In addition, single
cells or cell aggregates may actively invade the matrix,
utilizing epithelial, mesenchymal or mixed modes of
motility. Dynamic phenotypic changes involved in 3D tumor
cell invasion are sensitive to specific small-molecule
inhibitors that target the actin cytoskeleton. We have
used a panel of inhibitors to demonstrate the power of
automated image analysis as a phenotypic or morphometric
readout in cell-based assays. We introduce a streamlined
stand-alone software solution that supports large-scale
high-content screens, based on complex and organotypic
cultures. AMIDA (Automated Morphometric Image Data
Analysis) allows quantitative measurements of large
numbers of images and structures, with a multitude of
different spheroid shapes, sizes, and textures. AMIDA
supports an automated workflow, and can be combined with
quality control and statistical tools for data
interpretation and visualization. We have used a
representative panel of 12 prostate and breast cancer
lines that display a broad spectrum of different spheroid
morphologies and modes of invasion, challenged by a
library of 19 direct or indirect modulators of the actin
cytoskeleton which induce systematic changes in spheroid
morphology and differentiation versus invasion. These
results were independently validated by 2D proliferation,
apoptosis and cell motility assays. We identified three
drugs that primarily attenuated the invasion and
formation of invasive processes in 3D, without affecting
proliferation or apoptosis. Two of these compounds block
Rac signalling, one affects cellular cAMP/cGMP
accumulation. Our approach supports the growing needs for
user-friendly, straightforward solutions that facilitate
large-scale, cell-based 3D assays in basic research, drug
discovery, and target validation
AB - Glandular epithelial cells differentiate into complex
multicellular or acinar structures, when embedded in
three-dimensional (3D) extracellular matrix. The spectrum
of different multicellular morphologies formed in 3D is a
sensitive indicator for the differentiation potential of
normal, non-transformed cells compared to different
stages of malignant progression. In addition, single
cells or cell aggregates may actively invade the matrix,
utilizing epithelial, mesenchymal or mixed modes of
motility. Dynamic phenotypic changes involved in 3D tumor
cell invasion are sensitive to specific small-molecule
inhibitors that target the actin cytoskeleton. We have
used a panel of inhibitors to demonstrate the power of
automated image analysis as a phenotypic or morphometric
readout in cell-based assays. We introduce a streamlined
stand-alone software solution that supports large-scale
high-content screens, based on complex and organotypic
cultures. AMIDA (Automated Morphometric Image Data
Analysis) allows quantitative measurements of large
numbers of images and structures, with a multitude of
different spheroid shapes, sizes, and textures. AMIDA
supports an automated workflow, and can be combined with
quality control and statistical tools for data
interpretation and visualization. We have used a
representative panel of 12 prostate and breast cancer
lines that display a broad spectrum of different spheroid
morphologies and modes of invasion, challenged by a
library of 19 direct or indirect modulators of the actin
cytoskeleton which induce systematic changes in spheroid
morphology and differentiation versus invasion. These
results were independently validated by 2D proliferation,
apoptosis and cell motility assays. We identified three
drugs that primarily attenuated the invasion and
formation of invasive processes in 3D, without affecting
proliferation or apoptosis. Two of these compounds block
Rac signalling, one affects cellular cAMP/cGMP
accumulation. Our approach supports the growing needs for
user-friendly, straightforward solutions that facilitate
large-scale, cell-based 3D assays in basic research, drug
discovery, and target validation
U2 - 10.1371/journal.pone.0096426
DO - 10.1371/journal.pone.0096426
M3 - Article
SN - 1932-6203
VL - 9
JO - PLoS ONE
JF - PLoS ONE
IS - 5
M1 - e96426
ER -