Automated Identification of Myenteric Ganglia in Histopathology Images for the Study of Hirschsprung’s Disease
Public Deposited- Resource Type
- Creator
- Contributors
- Copyright 1996 Elsevier Inc (Journal Publisher)
- Copyright 2019 Georg Thieme Verlag KG Stuttgart New York (Journal Publisher)
- Copyright 2012 Elsevier Inc (Journal Publisher)
- Abstract
Automating digital pathology processing to identify ganglia in seromuscular biopsies from patients with Hirschsprung's disease may be able to provide objective measures and minimize evaluation time for expert pathologists. This adjunctive tool has the potential to improve surgical success for treatment. With thirty patient images, we proposed and evaluated an image processing pipeline that identifies colon tissue structures containing myenteric ganglia. This is an undertaking that is the first of its kind. From whole slide images of calretinin-stained colon sections, we initially segmented the muscularis propria using a convolutional neural network resulting in a mean inclusion of myenteric plexus of 95.96%. Then, colour thresholding identified myenteric plexus regions with a mean inclusion of ganglia of 99.2%. Finally, within these ideal search spaces, we segmented and classified ganglia candidates to achieve an overall mean precision and recall of 64.8% and 80.2%, respectively. Preliminary results encourage further development of these algorithms.
- Subject
- Language
- Publisher
- Thesis Degree Level
- Thesis Degree Name
- Thesis Degree Discipline
- Identifier
- Rights Notes
Copyright © 2021 the author(s). Theses may be used for non-commercial research, educational, or related academic purposes only. Such uses include personal study, research, scholarship, and teaching. Theses may only be shared by linking to Carleton University Institutional Repository and no part may be used without proper attribution to the author. No part may be used for commercial purposes directly or indirectly via a for-profit platform; no adaptation or derivative works are permitted without consent from the copyright owner.
- Date Created
- 2021
Relations
- In Collection:
Items
Thumbnail | Title | Date Uploaded | Visibility | Actions |
---|---|---|---|---|
kurian-automatedidentificationofmyentericganglia.pdf | 2023-05-05 | Public | Download |