bioRxivBioengineering
Black Dots: Microcontact-Printed, Reference-Free Traction Force Microscopy
K. M. Beussman, M. Y. Mollica, A. Leonard, J. Miles, J. Hocter, Z. Song, M. Stolla, S. J. Han, A. Emery, W. E. Thomas, N. J. Sniadecki
Abstract
Measuring the traction forces produced by cells provides insight into their behavior and physiological function. Here, we developed a technique (dubbed black dots) that microcontact prints a fluorescent micropattern onto a flexible substrate to measure cellular traction forces without constraining cell shape or needing to detach the cells. To demonstrate our technique, we assessed human platelets, which can generate a large range of forces within a population. We find platelets that exert more force have more spread area, are more circular, and have more uniformly distributed F-actin filaments. As a result of the high yield of data obtainable by this technique, we were able to evaluate multivariate mixed effects models with interaction terms and conduct a clustering analysis to identify clusters within our data. These statistical techniques demonstrated a complex relationship between spread area, circularity, F-actin dispersion, and platelet force, including cooperative effects that significantly associate with platelet traction forces. GRAPHICAL ABSTRACT O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=79 SRC="FIGDIR/small/454500v1_ufig1.gif" ALT="Figure 1"> View larger version (32K): org.highwire.dtl.DTLVardef@1da5eeeorg.highwire.dtl.DTLVardef@18e939aorg.highwire.dtl.DTLVardef@17c7198org.highwire.dtl.DTLVardef@105c97c_HPS_FORMAT_FIGEXP M_FIG C_FIG
- organism: human
- assay: imaging
- research focus: cell signaling & trafficking
- research focus: clustering
- approach: microscopy & imaging analysis
- approach: statistical model
- approach: machine learning (classical)
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