Local fractal dimension of collagen detects increased spatial complexity in fibrosis
Date
2024-01
Authors
Casey, Dylan T.
Lahue, Karolyn G.
Mori, Vitor
Herrmann, Jacob
Hall, Joseph K.
Suki, Béla
Janssen-Heininger, Yvonne M.W.
Bates, Jason H.T.
Version
Published version
OA Version
Citation
D.T. Casey, K.G. Lahue, V. Mori, J. Herrmann, J.K. Hall, B. Suki, Y.M.W. Janssen-Heininger, J.H.T. Bates. 2024. "Local fractal dimension of collagen detects increased spatial complexity in fibrosis." Histochemistry and Cell Biology, Volume 161, Issue 1, pp.29-42. https://doi.org/10.1007/s00418-023-02248-8
Abstract
Increase of collagen content and reorganization characterizes fibrosis but quantifying the latter remains challenging. Spatially complex structures are often analyzed via the fractal dimension; however, established methods for calculating this quantity either provide a single dimension for an entire object or a spatially distributed dimension that only considers binary images. These neglect valuable information related to collagen density in images of fibrotic tissue. We sought to develop a fractal analysis that can be applied to 3-dimensional (3D) images of fibrotic tissue. A fractal dimension map for each image was calculated by determining a single fractal dimension for a small area surrounding each image pixel, using fiber thickness as the third dimension. We found that this local fractal dimension increased with age and with progression of fibrosis regardless of collagen content. Our new method of distributed 3D fractal analysis can thus distinguish between changes in collagen content and organization induced by fibrosis.
Description
License
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