AIMC Topic: Fibrillar Collagens

Clear Filters Showing 1 to 3 of 3 articles

Machine learning-assisted mid-infrared spectrochemical fibrillar collagen imaging in clinical tissues.

Journal of biomedical optics Sep 27, 2024
SIGNIFICANCE: Label-free multimodal imaging methods that can provide complementary structural and chemical information from the same sample are critical for comprehensive tissue analyses. These methods are specifically needed to study the complex tum...
Humans Machine Learning Image Processing, Computer-Assisted Multimodal Imaging Pancreatic Neoplasms Hyperspectral Imaging Pancreas Spectrophotometry, Infrared Fibrillar Collagens Second Harmonic Generation Microscopy
View on PubMed DOI

Collagen fiber centerline tracking in fibrotic tissue via deep neural networks with variational autoencoder-based synthetic training data generation.

Medical image analysis Sep 12, 2023
The role of fibrillar collagen in the tissue microenvironment is critical in disease contexts ranging from cancers to chronic inflammations, as evidenced by many studies. Quantifying fibrillar collagen organization has become a powerful approach for ...
Humans Neural Networks, Computer Liver Microscopy Collagen Fibrillar Collagens
View on PubMed DOI

Automated quantification of three-dimensional organization of fiber-like structures in biological tissues.

Biomaterials Nov 25, 2016
Fiber-like structures are prevalent in biological tissues, yet quantitative approaches to assess their three-dimensional (3D) organization are lacking. We develop 3D directional variance, as a quantitative biomarker of truly 3D fibrillar organization...
Humans Machine Learning Algorithms Reproducibility of Results Sensitivity and Specificity Imaging, Three-Dimensional Axons Image Interpretation, Computer-Assisted Elastic Tissue Fibrillar Collagens
View on PubMed DOI
Popular Topics
Recent Journals