Detailed quantitative measurements of biological filament networks represent a crucial step in understanding architecture and structure of cells and tissues, which in turn explain important biological events such as wound healing and cancer metastases. Confocal microscope images of biological specimens marked for different structural proteins constitute an important source for observing and measuring meaningful parameters of biological networks. Unfortunately, current efforts at quantitative estimation of architecture and orientation of biological filament networks from microscopy images are predominantly limited to visual estimation and indirect experimental inference. Here we describe a new method for localizing and extracting filament distributions from 2D confocal microscopy images. The method combines a filter-based detection of pixels likely to contain a filament with a constrained reverse diffusion-based approach for localizing the filaments centrelines. We show with qualitative and quantitative experiments, using both simulated and real data, that the new method can provide more accurate centreline estimates of filament in comparison to other approaches currently available. In addition, we show the algorithm is more robust with respect to variations in the initial filter-based filament detection step often used. We demonstrate the application of the method in extracting quantitative parameters from an experiment that seeks to quantify the effects of carbon nanotubes on actin cytoskeleton in live HeLa cells. We show that their presence can disrupt the overall actin cytoskeletal organization in such cells.
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Univ Roma La Sapienza, Microbiol Unit, Dept Publ Hlth Sci, IT-00185 Rome, ItalyUniv Roma La Sapienza, Microbiol Unit, Dept Publ Hlth Sci, IT-00185 Rome, Italy
Iebba, Valerio
Aloi, Marina
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Univ Roma La Sapienza, Dept Pediat, Pediat Gastroenterol & Liver Unit, IT-00185 Rome, ItalyUniv Roma La Sapienza, Microbiol Unit, Dept Publ Hlth Sci, IT-00185 Rome, Italy
Aloi, Marina
Civitelli, Fortunata
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Univ Roma La Sapienza, Dept Pediat, Pediat Gastroenterol & Liver Unit, IT-00185 Rome, ItalyUniv Roma La Sapienza, Microbiol Unit, Dept Publ Hlth Sci, IT-00185 Rome, Italy
Civitelli, Fortunata
Cucchiara, Salvatore
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Univ Roma La Sapienza, Dept Pediat, Pediat Gastroenterol & Liver Unit, IT-00185 Rome, ItalyUniv Roma La Sapienza, Microbiol Unit, Dept Publ Hlth Sci, IT-00185 Rome, Italy