Uncertainty-aware traction force microscopy
Fig 8
TFM-UQ captures variability associated with microscopy image quality.
(A) Brightfield image of C3H/10T1/2 cell cultured on fibronectin micropatterned island of length (Red dashed outline). (B) “Raw” wide-field fluorescent bead image (beads of size
). (C) “BGS” Background subtracted image processed from (B). (D, G, J)
(arrows) overlaid on PIV-UQ uncertainty field (
) corresponding to raw WL-128, BGS WL-128 and BGS WL-64 respectively. Here, WL denotes the PIV interrogation window size WL. (E, H, K) Mean marginal posterior traction stress field (
) corresponding to Raw WL-128, BGS WL-128 and BGS WL-64 respectively. (F, I, L) Traction stress signal-to-noise ratio (
) plotted as a heatmap corresponding to Raw WL-128, BGS WL-128 and BGS WL-64 respectively. Overlaid uncertainty arrows denote the pointwise angular uncertainty corresponding to 1 circular std. dev. of marginal posterior
. Scale bar:
.