External validation of a deep learning model for automatic segmentation of skeletal muscle and adipose tissue on abdominal CT images
This DLNN was successfully trained and externally validated on several large patient cohorts. The trained algorithm could facilitate large-scale population studies and implementation of body composition analysis into clinical practice.
Authors
- Leonard Wee (ORCID: https://orcid.org/0000-0003-1612-9055)
- Roy F.P.M. Kruitwagen (ORCID: https://orcid.org/0000-0002-1305-9541)
- John Primrose (ORCID: https://orcid.org/0000-0002-2069-7605)
- David K. Chang (ORCID: https://orcid.org/0000-0002-4821-3078)
- André Dekker (ORCID: https://orcid.org/0000-0002-0422-7996)
- Stephan B. Dreyer (ORCID: https://orcid.org/0000-0001-6134-2096)
- David P.J. van Dijk (ORCID: https://orcid.org/0000-0002-2019-5402)
- Bibi Martens (ORCID: https://orcid.org/0000-0003-3105-6640)
- Jan H.M.B. Stoot (ORCID: https://orcid.org/0000-0003-3178-0049)
- Ross D. Dolan (ORCID: https://orcid.org/0000-0002-5272-5906)
- Stan Tummers
- Jorne Ubachs (ORCID: https://orcid.org/0000-0001-9498-6162)
- Malcolm West (ORCID: https://orcid.org/0000-0002-0345-5356)
- Leroy Volmer (ORCID: https://orcid.org/0009-0001-4978-4024)
- Steven W.M. Olde Damink (ORCID: https://orcid.org/0000-0002-5202-9345)
- Merel R. Aberle (ORCID: https://orcid.org/0000-0003-1990-1784)
- Adam Bryce (ORCID: https://orcid.org/0000-0003-0253-9723)
- Bart Chateau Bongers (ORCID: https://orcid.org/0000-0002-1948-9788)
- Sander S. Rensen (ORCID: https://orcid.org/0000-0001-5054-8400)
- Nathan Curtis (ORCID: https://orcid.org/0000-0001-5655-6823)
- Gregory van der Kroft (ORCID: https://orcid.org/0000-0002-4847-4067)
- Ralph Brecheisen (ORCID: https://orcid.org/0000-0001-9937-2602)
- Philip H. Pucher (ORCID: https://orcid.org/0000-0002-2037-9930)
- S. Pugh (ORCID: https://orcid.org/0000-0002-1866-8338)
- Marjolein A. P. Ligthart (ORCID: https://orcid.org/0000-0002-4675-927X)
- John A. Bridgewater (ORCID: https://orcid.org/0000-0001-9186-1604)
- Donald C. McMillan (ORCID: https://orcid.org/0000-0003-4260-5334)
- Thaís T. T. Tweed (ORCID: https://orcid.org/0000-0002-1005-8869)
- Michael Kazmierski
- L. Ou Tim
Institutions
- Glasgow Royal Infirmary (GB)
- University Medical Center (US)
- Maastricht University (NL)
- Universitätsklinikum Aachen (DE)
- Zuyderland Medisch Centrum (NL)
- Maastro Clinic (NL)
- University of Southampton (GB)
- University of Glasgow (GB)
Publication Details
- Journal
- British Journal of Radiology
- Published
- 2024-09-16
- DOI
- https://doi.org/10.1093/bjr/tqae191
- Citations
- 8
- Primary Topic
- Body Composition Measurement Techniques
- Type
- article
- Field-Weighted Citation Impact
- 2.61
Funders
- Cancer Research UK