Abstract
Time-lapse microscopic imaging provides a powerful approach for following changes in cell phenotype over time. Visible responses of whole cells can yield insight into functional changes that underlie physiological processes in health and disease. For example, features of cell motility accompany molecular changes that are central to the immune response, to carcinogenesis and metastasis, to wound healing and tissue regeneration, and to the myriad developmental processes that generate an organism. Previously reported image processing methods for motility analysis required custom viewing devices and manual interactions that may introduce bias, that slow throughput, and that constrain the scope of experiments in terms of the number of treatment variables, time period of observation, replication and statistical options. Here we describe a fully automated system in which images are acquired 24/7 from 384 well plates and are automatically processed to yield high-content motility and morphological data. We have applied this technology to study the effects of different extracellular matrix compounds on human osteoblast-like cell lines to explore functional changes that may underlie processes involved in bone formation and maintenance. We show dose-response and kinetic data for induction of increased motility by laminin and collagen type I without significant effects on growth rate. Differential motility response was evident within 4 hours of plating cells; long-term responses differed depending upon cell type and surface coating. Average velocities were increased approximately 0.1 microm/min by ten-fold increases in laminin coating concentration in some cases. Comparison with manual tracking demonstrated the accuracy of the automated method and highlighted the comparative imprecision of human tracking for analysis of cell motility data. Quality statistics are reported that associate with stage noise, interference by non-cell objects, and uncertainty in the outlining and positioning of cells by automated image analysis. Exponential growth, as monitored by total cell area, did not linearly correlate with absolute cell number, but proved valuable for selection of reliable tracking data and for disclosing between-experiment variations in cell growth. These results demonstrate the applicability of a system that uses fully automated image acquisition and analysis to study cell motility and growth. Cellular motility response is determined in an unbiased and comparatively high throughput manner. Abundant ancillary data provide opportunities for uniform filtering according to criteria that select for biological relevance and for providing insight into features of system performance. Data quality measures have been developed that can serve as a basis for the design and quality control of experiments that are facilitated by automation and the 384 well plate format. This system is applicable to large-scale studies such as drug screening and research into effects of complex combinations of factors and matrices on cell phenotype.
MeSH Terms
Automation
Cell Line
Cell Movement
Cell Proliferation
Collagen Type I/pharmacology
Cytological Techniques/methods
Diagnostic Imaging
Dose-Response Relationship, Drug
Humans
Kinetics
Laminin/pharmacology
Microarray Analysis
Osteoblasts/cytology
Research Design
Chemicals
Collagen Type I
Laminin
Authors & Affiliations
12 authors, click to expand affiliations / ORCID
Bahnson Alfred
Automated Cell, Inc. 390 William Pitt Way, Pittsburgh, PA 15238, USA. abahnson@automatedcell.com
Athanassiou Charalambos
Koebler Douglas
Qian Lei
Shun Tongying
Shields Donna
Yu Hui
Wang Hong
Goff Julie
Cheng Tao
Houck Raymond
Cowsert Lex
References (26)
26 references, click to expand
-
Individual cell motility studied by time-lapse video recording: influence of experimental conditions.
Cytometry. 2000 Aug 1;40(4):260-70
PMID: 10918277
-
The chemotactic effect of mixtures of antibody and antigen on polymorphonuclear leucocytes.
J Exp Med. 1962 Mar 1;115:453-66
PMID: 13872176
-
Specific changes to the mechanism of cell locomotion induced by overexpression of beta-actin.
J Cell Sci. 2001 Apr;114(Pt 7):1367-77
PMID: 11257002
-
Improving fluorescence-based assays for the in vitro analysis of cell adhesion and migration.
Mol Biotechnol. 2002 Mar;20(3):285-304
PMID: 11936258
-
3D-DIASemb: a computer-assisted system for reconstructing and motion analyzing in 4D every cell and nucleus in a developing embryo.
Dev Biol. 2002 May 15;245(2):329-47
PMID: 11977985
-
Osteoblast-derived oxysterol is a migration-inducing factor for human breast cancer cells.
J Biol Chem. 2003 Jul 11;278(28):25376-85
PMID: 12734199
-
Arylamine N-acetyltransferase-1 is highly expressed in breast cancers and conveys enhanced growth and resistance to etoposide in vitro.
Mol Cancer Res. 2003 Sep;1(11):826-35
PMID: 14517345
-
Reconstructing leukocyte migration in 3D extracellular matrix by time-lapse videomicroscopy and computer-assisted tracking.
Methods Mol Biol. 2004;239:77-90
PMID: 14573911
-
Estimating the generalized concordance correlation coefficient through variance components.
Biometrics. 2003 Dec;59(4):849-58
PMID: 14969463
-
Chemotaxis under agarose: a new and simple method for measuring chemotaxis and spontaneous migration of human polymorphonuclear leukocytes and monocytes.
J Immunol. 1975 Dec;115(6):1650-6
PMID: 1102606
-
Human interferon: mass production in a newly established cell line, MG-63.
Antimicrob Agents Chemother. 1977 Jul;12(1):11-5
PMID: 883813
-
The phagokinetic tracks of 3T3 cells.
Cell. 1977 Jun;11(2):395-404
PMID: 329998
-
Radiosensitivity of permanent human bone marrow stromal cell lines: effect of dose rate.
Int J Radiat Oncol Biol Phys. 1988 Nov;15(5):1153-9
PMID: 3182348
-
Regulation of osteocalcin secretion by human primary bone cells and by the human osteosarcoma cell line MG-63.
Bone Miner. 1991 Sep;14(3):237-50
PMID: 1657256
-
Maximal migration of human smooth muscle cells on fibronectin and type IV collagen occurs at an intermediate attachment strength.
J Cell Biol. 1993 Aug;122(3):729-37
PMID: 8335696
-
Lymphocyte locomotion in three-dimensional collagen gels. Comparison of three quantitative methods for analysing cell trajectories.
J Immunol Methods. 1993 Oct 15;165(2):157-65
PMID: 7901283
-
PAI-1 gene expression is regionally induced in wounded epithelial cell monolayers and required for injury repair.
J Cell Physiol. 2000 Feb;182(2):269-80
PMID: 10623891
-
Expansion of hematopoietic stem cells in vitro as a model system for human tissue engineering.
Orthop Clin North Am. 2000 Jul;31(3):499-510
PMID: 10882474
-
Changes in the motility, morphology, and F-actin architecture of human dendritic cells in an in vitro model of dendritic cell development.
Cell Motil Cytoskeleton. 2000 Jul;46(3):200-21
PMID: 10913967
-
Effect of osteoblast supernatants on cancer cell migration and invasion.
Cancer Lett. 1995 Oct 20;97(1):69-74
PMID: 7585480
-
Cell migration: a physically integrated molecular process.
Cell. 1996 Feb 9;84(3):359-69
PMID: 8608589
-
Modulation of cell migration by integrin-mediated cytoskeletal linkages and ligand-binding affinity.
J Cell Biol. 1996 Sep;134(6):1551-62
PMID: 8830782
-
Integrin and cadherin synergy regulates contact inhibition of migration and motile activity.
J Cell Biol. 1998 Apr 20;141(2):515-26
PMID: 9548728
-
Epidermal growth factor alters fibroblast migration speed and directional persistence reciprocally and in a matrix-dependent manner.
J Cell Sci. 1998 Aug;111 ( Pt 16):2423-32
PMID: 9683636
-
Biophysical integration of effects of epidermal growth factor and fibronectin on fibroblast migration.
Biophys J. 1999 May;76(5):2814-23
PMID: 10233097
-
Integrin-mediated adhesion regulates cell polarity and membrane protrusion through the Rho family of GTPases.
Mol Biol Cell. 2001 Feb;12(2):265-77
PMID: 11179414