Confocal Lacunar Canalicular Network Segmentation Data
Description
Overview
This dataset consists of confocal image stacks of the lacunar canalicular network (LCN) in cortical rat bone and their corresponding segmentations. For each sample, an image was acquired at two anatomical locations: the endosteum and in the mid-cortex of cortical bone.
Segmentation was performed using a semantic segmentation model with a U-net architecture (Ronneberger et al., 2017), followed by post-processing correction. The resulting segmentations were used for downstream analysis to characterize the LCN's structure and morphology.
Data Acquisition
The samples were imaged using a Leica SP8 White light Laser Confocal microscope with a 63x objective and a photomultiplier tube detector (PMT) using a zoom of 1. Images were acquired at the Cell Imaging Core at the University of Utah
Segmentation Labels
Each voxel in the segmentation files is labeled according to the following schema:
| Label | Structure |
| 0 | Background |
| 1 | Canaliculi |
| 2 | Lacunae |
| 3 | Canals (blood vessels) |
Image Resolution and Spacing
Each confocal image stack is a 3D volume with anisotropic voxel spacing. Voxel dimensions are provided below to allow for accurate morphological analysis:
- In-plane resolution (X, Y): 0.18 µm × 0.18 µm
- Axial resolution (Z): 0.3 µm
File Naming Convention
The filenames in this dataset have the following format:
[SampleID]-[Location]_[Suffix].tif
Where
- SampleID: A unique identifier composed of a two-letter group code followed by a two-digit sample number (e.g.,
CT13).
- Location: The anatomical region where the image was acquired.
endosteum- near the inner surface of the bonemidcortex- in the middle of the cortical cross-section of the bone
- Suffix:
img- for the raw confocal imageseg- for the corresponding segmentation mask
Files
CT13-endosteum_img.tif
Files
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Additional details
Funding
- U.S. National Science Foundation
- CAREER: Discovering the Mechanisms Governing Fracture in Fragile Bones 2045363