Literature DB >> 34411578

Fiber finding algorithm using stepwise tracing to identify biopolymer fibers in noisy 3D images.

Ninna Struck Rossen1, Anders Kyrsting2, Amato J Giaccia3, Janine Terra Erler4, Lene Broeng Oddershede5.   

Abstract

We present a novel fiber finding algorithm (FFA) that will permit researchers to detect and return traces of individual biopolymers. Determining the biophysical properties and structural cues of biopolymers can permit researchers to assess the progression and severity of disease. Confocal microscopy images are a useful method for observing biopolymer structures in three dimensions, but their utility for identifying individual biopolymers is impaired by noise inherent in the acquisition process, including convolution from the point spread function (PSF). The new, iterative FFA we present here 1) measures a microscope's PSF and uses it as a metric for identifying fibers against the background; 2) traces each fiber within a cone angle; and 3) blots out the identified trace before identifying another fiber. Blotting out the identified traces in each iteration allows the FFA to detect and return traces of single fibers accurately and efficiently-even within fiber bundles. We used the FFA to trace unlabeled collagen type I fibers-a biopolymer used to mimic the extracellular matrix in in vitro cancer assays-imaged by confocal reflectance microscopy in three dimensions, enabling quantification of fiber contour length, persistence length, and three-dimensional (3D) mesh size. Based on 3D confocal reflectance microscopy images and the PSF, we traced and measured the fibers to confirm that colder gelation temperatures increased fiber contour length, persistence length, and 3D mesh size-thereby demonstrating the FFA's use in quantifying biopolymers' structural and physical cues from noisy microscope images.
Copyright © 2021. Published by Elsevier Inc.

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Year:  2021        PMID: 34411578      PMCID: PMC8511358          DOI: 10.1016/j.bpj.2021.08.017

Source DB:  PubMed          Journal:  Biophys J        ISSN: 0006-3495            Impact factor:   3.699


  37 in total

1.  Glioma expansion in collagen I matrices: analyzing collagen concentration-dependent growth and motility patterns.

Authors:  L J Kaufman; C P Brangwynne; K E Kasza; E Filippidi; V D Gordon; T S Deisboeck; D A Weitz
Journal:  Biophys J       Date:  2005-04-22       Impact factor: 4.033

2.  Rheology and confocal reflectance microscopy as probes of mechanical properties and structure during collagen and collagen/hyaluronan self-assembly.

Authors:  Ya-li Yang; Laura J Kaufman
Journal:  Biophys J       Date:  2009-02-18       Impact factor: 4.033

3.  Morphogenesis and oncogenesis of MCF-10A mammary epithelial acini grown in three-dimensional basement membrane cultures.

Authors:  Jayanta Debnath; Senthil K Muthuswamy; Joan S Brugge
Journal:  Methods       Date:  2003-07       Impact factor: 3.608

4.  Robust pore size analysis of filamentous networks from three-dimensional confocal microscopy.

Authors:  Walter Mickel; Stefan Münster; Louise M Jawerth; David A Vader; David A Weitz; Adrian P Sheppard; Klaus Mecke; Ben Fabry; Gerd E Schröder-Turk
Journal:  Biophys J       Date:  2008-10-03       Impact factor: 4.033

5.  In situ collagen assembly for integrating microfabricated three-dimensional cell-seeded matrices.

Authors:  Brian M Gillette; Jacob A Jensen; Beixian Tang; Genevieve J Yang; Ardalan Bazargan-Lari; Ming Zhong; Samuel K Sia
Journal:  Nat Mater       Date:  2008-05-30       Impact factor: 43.841

6.  Modeling of fibrin gels based on confocal microscopy and light-scattering data.

Authors:  Davide Magatti; Matteo Molteni; Barbara Cardinali; Mattia Rocco; Fabio Ferri
Journal:  Biophys J       Date:  2013-03-05       Impact factor: 4.033

7.  Matrix crosslinking forces tumor progression by enhancing integrin signaling.

Authors:  Kandice R Levental; Hongmei Yu; Laura Kass; Johnathon N Lakins; Mikala Egeblad; Janine T Erler; Sheri F T Fong; Katalin Csiszar; Amato Giaccia; Wolfgang Weninger; Mitsuo Yamauchi; David L Gasser; Valerie M Weaver
Journal:  Cell       Date:  2009-11-25       Impact factor: 41.582

8.  Cell jamming: collective invasion of mesenchymal tumor cells imposed by tissue confinement.

Authors:  Anna Haeger; Marina Krause; Katarina Wolf; Peter Friedl
Journal:  Biochim Biophys Acta       Date:  2014-04-08

9.  Parameter-free binarization and skeletonization of fiber networks from confocal image stacks.

Authors:  Patrick Krauss; Claus Metzner; Janina Lange; Nadine Lang; Ben Fabry
Journal:  PLoS One       Date:  2012-05-14       Impact factor: 3.240

10.  Tissue matrix arrays for high-throughput screening and systems analysis of cell function.

Authors:  Vince Z Beachley; Matthew T Wolf; Kaitlyn Sadtler; Srikanth S Manda; Heather Jacobs; Michael R Blatchley; Joel S Bader; Akhilesh Pandey; Drew Pardoll; Jennifer H Elisseeff
Journal:  Nat Methods       Date:  2015-10-19       Impact factor: 28.547

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