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Local fractal dimension of collagen detects increased spatial complexity in fibrosis.


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.

SUBMITTER: Casey DT 

PROVIDER: S-EPMC10794291 | biostudies-literature | 2024 Jan

REPOSITORIES: biostudies-literature

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Local fractal dimension of collagen detects increased spatial complexity in fibrosis.

Casey Dylan T DT   Lahue Karolyn G KG   Mori Vitor V   Herrmann Jacob J   Hall Joseph K JK   Suki Béla B   Janssen-Heininger Yvonne M W YMW   Bates Jason H T JHT  

Histochemistry and cell biology 20231108 1


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 frac  ...[more]

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