External validation of a radiomic signature to predict p16 (HPV) status from standard CT images of anal cancer patients

Author:

Leijenaar Ralph T. H.,Walsh Sean,Akshayaa Vaidyanathan ,Aliboni Lorenzo,Sanchez Victoria Lopez,Leech Michelle,Joyce Ronan,Gillham Charles,Kridelka Frédéric,Hustinx Roland,Danthine Denis,Occhipinti Mariaelena,Vos Wim,Guiot Julien,Lambin Philippe,Lovinfosse Pierre

Abstract

AbstractThe 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.

Publisher

Springer Science and Business Media LLC

Subject

Multidisciplinary

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