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Quantifying Fibrillar Collagen Organization with Curvelet Transform-Based Tools
Published on: November 11, 2020
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Fourier transform-based method for quantifying the three-dimensional orientation distribution of fibrous units
Riccardo Alberini1, Andrea Spagnoli2, Mohammad Javad Sadeghinia3
1Department of Engineering and Architecture, University of Parma, Parma, Italy.
Scientific Reports
|January 23, 2024
Summary
This study introduces a new 3D Fourier transform method to precisely quantify fiber orientations in materials and tissues. This technique accurately maps fiber dispersion, aiding mechanical modeling of biological structures.
Area of Science:
- Materials Science
- Biophysics
- Image Analysis
Background:
- Many materials and biological tissues feature fibrous microstructures within a matrix.
- Understanding fiber orientation distribution is crucial for predicting material properties.
Purpose of the Study:
- To present a novel 3D Fourier transform-based method for quantifying fiber orientation distribution.
- To enable accurate identification of fiber families and their dispersion (in-plane and out-of-plane).
Main Methods:
- Developed a 3D Fourier transform algorithm for fiber orientation analysis.
- Validated the method using artificial 3D images with known fiber distributions.
- Assessed accuracy by comparing reconstructed and prescribed fiber dispersion.
- Tested robustness using fiber density measures.
- Applied the method to in vitro second harmonic generation microscopy data of skin collagen fibers.
Main Results:
- The novel method accurately quantifies fiber orientation and dispersion in 3D.
- Demonstrated fast computation times for the analysis.
- Successfully reconstructed collagen fiber orientation distributions in human and mouse skin.
- Validated the method's accuracy and robustness against artificial and real-world data.
Conclusions:
- The developed 3D Fourier transform method provides a robust and efficient tool for analyzing fibrous microstructures.
- Quantified fiber dispersion parameters can enhance mechanical models for soft tissues and fiber-reinforced materials.
- The technique offers insights into the complex architecture of biological tissues like skin.
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