Title
Inter-species cell detection - datasets on pulmonary hemosiderophages in equine, human and feline specimens
Language
English
Description (en)
Pulmonary hemorrhage (P-Hem) occurs among multiple species and can have various causes. Cytology of bronchoalveolar lavage fluid (BALF) using a 5-tier scoring system of alveolar macrophages based on their hemosiderin content is considered the most sensitive diagnostic method. We introduce a novel, fully annotated multi-species P-Hem dataset, which consists of 74 cytology whole slide images (WSIs) with equine, feline and human samples. To create this high-quality and high-quantity dataset, we developed an annotation pipeline combining human expertise with deep learning and data visualisation techniques. We applied a deep learning-based object detection approach trained on 17 expertly annotated equine WSIs, to the remaining 39 equine, 12 human and 7 feline WSIs. The resulting annotations were semi-automatically screened for errors on multiple types of specialised annotation maps and finally reviewed by a trained pathologist. Our dataset contains a total of 297,383 hemosiderophages classified into five grades. It is one of the largest publicly available WSIs datasets with respect to the number of annotations, the scanned area and the number of species covered.
Keywords (en)
Bronchoalveolar Lavage; Hemorrhage; Performance; Impairs
DOI
10.1038/s41597-022-01389-0
Author of the digital object
Christian  Marzahl  (Friedrich-Alexander-Universität Erlangen-Nürnberg / EUROIMMUN Medizinische Labordiagnostika AG)
Christof A.  Bertram  (University of Veterinary Medicine Vienna / Freie Universität Berlin)
Katharina  Breininger  (Friedrich-Alexander-Universität Erlangen-Nürnberg)
Robert  Klopfleisch  (Freie Universität Berlin)
Andreas  Maier  (Friedrich-Alexander-Universität Erlangen-Nürnberg)
Marc  Aubreville  (Technische Hochschule Ingolstadt)
Jörn  Voigt  (EUROIMMUN Medizinische Labordiagnostika AG)
Frauke  Wilm  (Friedrich-Alexander-Universität Erlangen-Nürnberg)
Lutz  Welker  (Lungen Clinic Grosshansdorf)
Dorothee  Bienzle  (University of Guelph)
Jenny  Hill  (VetPath Laboratory Services)
Jason  Stayt  (VetPath Laboratory Services)
Format
application/pdf
Size
844.9 kB
Licence Selected
CC BY 4.0 International
Type of publication
Article
Name of Publication (en)
Scientific Data
Pages or Volume
10
Volume
9
Number
1
Publisher
Nature Portfolio
Publication Date
2022
Content
Details
Object type
PDFDocument
Format
application/pdf
Created
09.08.2023 01:15:37
This object is in collection
Metadata
Veterinärmedizinische Universität Wien (Vetmeduni) | Veterinärplatz 1 | 1210 Wien - Österreich | T +43 1 25077-0 | Web: vetmeduni.ac.at