Predicting sinonasal inverted papilloma attachment using machine learning: Current lessons and future directions.

Journal: American journal of otolaryngology
PMID:

Abstract

BACKGROUND: Hyperostosis is a common radiographic feature of inverted papilloma (IP) tumor origin on computed tomography (CT). Herein, we developed a machine learning (ML) model capable of analyzing CT images and identifying IP attachment sites.

Authors

  • Sean P McKee
    Department of Otolaryngology, Massachusetts Eye & Ear Infimary, Boston, MA, USA.
  • Xiaomin Liang
    Center for Precision Health, McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, USA.
  • William C Yao
    Department of Otorhinolaryngology-Head and Neck Surgery, McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, TX, USA.
  • Brady Anderson
    Department of Otolaryngology, University of Iowa Hospitals & Clinics, Iowa City, IA, USA.
  • Jumah G Ahmad
    Department of Otolaryngology, University of Utah School of Medicine, Salt Lake City, Utah, USA.
  • David Z Allen
    Department of Otorhinolaryngology-Head and Neck Surgery, McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, TX, USA.
  • Salman Hasan
    Department of Hand Surgery, Strasbourg University Hospitals, FMTS, 1 Avenue Molière, 67200 Strasbourg, France.
  • Andy J Chua
    Department of Otorhinolaryngology, Sengkang General Hospital, Singapore.
  • Chinmay Mokashi
    Center for Precision Health, McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, USA.
  • Samia Islam
    Center for Precision Health, McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, USA.
  • Amber U Luong
    Department of Otorhinolaryngology-Head and Neck Surgery, McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, TX, USA.
  • Martin J Citardi
    Department of Otorhinolaryngology-Head and Neck Surgery, McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, TX, USA. Electronic address: martin.j.citardi@uth.tmc.edu.
  • Luca Giancardo
    Center for Precision Health, School of Biomedical Informatics, University of Texas Health Science Center at Houston, Houston, TX, United States.