PUBLICATION
Vessel Metrics: A software tool for automated analysis of vascular structure in confocal imaging
- Authors
- McGarry, S.D., Adjekukor, C., Ahuja, S., Greysson-Wong, J., Vien, I., Rinker, K.D., Childs, S.J.
- ID
- ZDB-PUB-231002-88
- Date
- 2023
- Source
- Microvascular Research 151: 104610104610 (Journal)
- Registered Authors
- Childs, Sarah J.
- Keywords
- Computer vision, Confocal microscopy, Vascular segmentation, Vessel analysis, Zebrafish
- MeSH Terms
-
- Algorithms
- Animals
- Cell Nucleus
- Humans
- Image Processing, Computer-Assisted/methods
- Mice
- Microscopy, Confocal/methods
- Software*
- Zebrafish*
- PubMed
- 37739214 Full text @ Microvasc. Res.
Citation
McGarry, S.D., Adjekukor, C., Ahuja, S., Greysson-Wong, J., Vien, I., Rinker, K.D., Childs, S.J. (2023) Vessel Metrics: A software tool for automated analysis of vascular structure in confocal imaging. Microvascular Research. 151:104610104610.
Abstract
Images contain a wealth of information that is often under analyzed in biological studies. Developmental models of vascular disease are a powerful way to quantify developmentally regulated vessel phenotypes to identify the roots of the disease process. We present vessel Metrics, a software tool specifically designed to analyze developmental vascular microscopy images that will expedite the analysis of vascular images and provide consistency between research groups. We developed a segmentation algorithm that robustly quantifies different image types, developmental stages, organisms, and disease models at a similar accuracy level to a human observer. We validate the algorithm on confocal, lightsheet, and two photon microscopy data in a zebrafish model expressing fluorescent protein in the endothelial nuclei. The tool accurately segments data taken by multiple scientists on varying microscopes. We validate vascular parameters such as vessel density, network length, and diameter, across developmental stages, genetic mutations, and drug treatments, and show a favorable comparison to other freely available software tools. Additionally, we validate the tool in a mouse model. Vessel Metrics reduces the time to analyze experimental results, improves repeatability within and between institutions, and expands the percentage of a given vascular network analyzable in experiments.
Genes / Markers
Expression
Phenotype
Mutations / Transgenics
Human Disease / Model
Sequence Targeting Reagents
Fish
Orthology
Engineered Foreign Genes
Mapping