Please use this identifier to cite or link to this item: https://repository.monashhealth.org/monashhealthjspui/handle/1/51062
Title: External validation of a radiomic signature to predict p16 (HPV) status from standard CT images of anal cancer patients.
Authors: Leijenaar R.T.H.;Walsh S.;Akshayaa Vaidyanathan;Aliboni L.;Sanchez V.L.;Leech M. ;Joyce R.;Gillham C.;Kridelka F.;Hustinx R.;Danthine D.;Occhipinti M.;Vos W.;Guiot J.;Lambin P.;Lovinfosse P.
Monash Health Department(s): Rheumatology
Institution: (Leijenaar, Walsh, Akshayaa Vaidyanathan, Aliboni, Sanchez, Occhipinti, Vos) LiegeBelgium
(Akshayaa Vaidyanathan, Lambin) D-Lab, Department of Precision Medicine, GROW-School for Oncology and Reproduction, Maastricht University, Maastricht, Netherlands
(Leech) Applied Radiation Therapy, Discipline of Radiation Therapy, Trinity St. James's Cancer Institute, Trinity College, Dublin, Ireland
(Joyce, Gillham) Department of Radiation Oncology, St. Luke's Radiation Oncology Network and St James's Hospital, Dublin, Ireland
(Kridelka) Department of Obstetrics and Gynecology, University Hospital of Liege, Liege, Belgium
(Hustinx, Danthine, Lovinfosse) Department of Nuclear Medicine and Oncological Imaging, University Hospital of Liege, Liege, Belgium
(Guiot) Department of Pneumology, University Hospital of Liege, Liege, Belgium
(Lambin) Department of Radiology and Nuclear Medicine, GROW-School for Oncology and Reproduction, Maastricht University, Maastricht, Netherlands
Issue Date: 12-May-2023
Copyright year: 2023
Publisher: NLM (Medline)
Place of publication: United Kingdom
Publication information: Scientific reports. 13(1) (pp 7198), 2023. Date of Publication: 03 May 2023.
Journal: Scientific Reports
Abstract: The paper deals with the evaluation of the performance of an existing and previously validated CT based radiomic signature, developed in oropharyngeal cancer to predict human papillomavirus (HPV) status, in the context of anal cancer. For the validation in anal cancer, a dataset of 59 patients coming from two different centers was collected. The primary endpoint was HPV status according to p16 immunohistochemistry. Predefined statistical tests were performed to evaluate the performance of the model. The AUC obtained here in anal cancer is 0.68 [95% CI (0.32-1.00)] with F1 score of 0.78. This signature is TRIPOD level 4 (57%) with an RQS of 61%. This study provides proof of concept that this radiomic signature has the potential to identify a clinically relevant molecular phenotype (i.e., the HPV-ness) across multiple cancers and demonstrates potential for this radiomic signature as a CT imaging biomarker of p16 status.Copyright © 2023. The Author(s).
DOI: http://monash.idm.oclc.org/login?url=https://dx.doi.org/10.1038/s41598-023-34162-3
PubMed URL: 37137947 [https://www.ncbi.nlm.nih.gov/pubmed/?term=37137947]
URI: https://repository.monashhealth.org/monashhealthjspui/handle/1/51062
Type: Article
Subjects: anus tumor
diagnostic imaging
oropharynx tumor
papillomavirus infection
x-ray computed tomography
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