Literature DB >> 21385521

A simplified implementation of edge detection in MATLAB is faster and more sensitive than fast fourier transform for actin fiber alignment quantification.

Steven Frank Kemeny1, Alisa Morss Clyne.   

Abstract

Fiber alignment plays a critical role in the structure and function of cells and tissues. While fiber alignment quantification is important to experimental analysis and several different methods for quantifying fiber alignment exist, many studies focus on qualitative rather than quantitative analysis perhaps due to the complexity of current fiber alignment methods. Speed and sensitivity were compared in edge detection and fast Fourier transform (FFT) for measuring actin fiber alignment in cells exposed to shear stress. While edge detection using matrix multiplication was consistently more sensitive than FFT, image processing time was significantly longer. However, when MATLAB functions were used to implement edge detection, MATLAB's efficient element-by-element calculations and fast filtering techniques reduced computation cost 100 times compared to the matrix multiplication edge detection method. The new computation time was comparable to the FFT method, and MATLAB edge detection produced well-distributed fiber angle distributions that statistically distinguished aligned and unaligned fibers in half as many sample images. When the FFT sensitivity was improved by dividing images into smaller subsections, processing time grew larger than the time required for MATLAB edge detection. Implementation of edge detection in MATLAB is simpler, faster, and more sensitive than FFT for fiber alignment quantification.

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Year:  2011        PMID: 21385521     DOI: 10.1017/S143192761100002X

Source DB:  PubMed          Journal:  Microsc Microanal        ISSN: 1431-9276            Impact factor:   4.127


  8 in total

1.  Edge detection and mathematic fitting for corneal surface with Matlab software.

Authors:  Yue Di; Mei-Yan Li; Tong Qiao; Na Lu
Journal:  Int J Ophthalmol       Date:  2017-03-18       Impact factor: 1.779

2.  Tendon extracellular matrix damage detection and quantification using automated edge detection analysis.

Authors:  Stephen J Ros; Nelly Andarawis-Puri; Evan L Flatow
Journal:  J Biomech       Date:  2013-09-18       Impact factor: 2.712

3.  Reprogramming cardiomyocyte mechanosensing by crosstalk between integrins and hyaluronic acid receptors.

Authors:  Anant Chopra; Victor Lin; Amanda McCollough; Sarah Atzet; Glenn D Prestwich; Andrew S Wechsler; Maria E Murray; Shaina A Oake; J Yasha Kresh; Paul A Janmey
Journal:  J Biomech       Date:  2011-12-24       Impact factor: 2.712

4.  Enhancing Schwann cell migration using concentration gradients of laminin-derived peptides.

Authors:  Cecilia M M Motta; Kevin J Endres; Chrys Wesdemiotis; Rebecca K Willits; Matthew L Becker
Journal:  Biomaterials       Date:  2019-07-04       Impact factor: 12.479

5.  Improved Post-Thaw Function and Epigenetic Changes in Mesenchymal Stromal Cells Cryopreserved Using Multicomponent Osmolyte Solutions.

Authors:  Kathryn Pollock; Rebekah M Samsonraj; Amel Dudakovic; Roman Thaler; Aron Stumbras; David H McKenna; Peter I Dosa; Andre J van Wijnen; Allison Hubel
Journal:  Stem Cells Dev       Date:  2017-03-15       Impact factor: 3.272

6.  Enhanced Schwann cell attachment and alignment using one-pot "dual click" GRGDS and YIGSR derivatized nanofibers.

Authors:  Jukuan Zheng; Dimitria Kontoveros; Fei Lin; Geng Hua; Darrell H Reneker; Matthew L Becker; Rebecca K Willits
Journal:  Biomacromolecules       Date:  2014-12-17       Impact factor: 6.988

7.  Quantitative analysis of 3D extracellular matrix remodelling by pancreatic stellate cells.

Authors:  Benjamin K Robinson; Ernesto Cortes; Alistair J Rice; Muge Sarper; Armando Del Río Hernández
Journal:  Biol Open       Date:  2016-06-15       Impact factor: 2.422

8.  Hypo- and hyperglycemia impair endothelial cell actin alignment and nitric oxide synthase activation in response to shear stress.

Authors:  Steven Frank Kemeny; Dannielle Solomon Figueroa; Alisa Morss Clyne
Journal:  PLoS One       Date:  2013-06-12       Impact factor: 3.240

  8 in total

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