Automated deep neural network analysis of lateral cephalogram data can aid in detecting obstructive sleep apnea

Subscription RequiredScientific InvestigationsAutomated deep neural network analysis of lateral cephalogram data can aid in detecting obstructive sleep apnea Han-Gil Jeong, MD, MSc, Tackeun Kim, MD, MSc, Ji Eun Hong, BS, Hyun Ji Kim, MD, So-Yeon Yun, MD, Sejoong Kim, MD, PhD, Jun Yoo, MD, Seung Hoon Lee, MD, PhD, Robert Joseph Thomas, MD, MMSc, Chang-Ho Yun, MD, PhD Han-Gil Jeong, MD, MSc Department of Neurosurgery, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Republic of Korea Center for Artificial Intelligence in Healthcare, Seoul National University Bundang Hospital, Seongnam, Republic of Korea Department of Neurology, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Republic of Korea Search for more papers by this author , Tackeun Kim, MD, MSc Address correspondence to: Tackeun Kim, MD, MSc, Department of Neurosurgery, Seoul National University Bundang Hospital, 82 Gumi-ro 173 beon-gil, Bundang-gu, Seongnam-si, Gyeonggi-do, 13620, Korea; Tel: 82-31-787-7161; Fax: 82-31-787-4059; Email: E-mail Address: [email protected]; and Chang-Ho Yun, MD, PhD, Department of Neurology, Seoul National University Bundang Hospital, 82 Gumi-ro 173 beon-gil, Bundang-gu, Seongnam-si, Gyeonggi-do, 13620, Korea; Tel: 82-31-787-7472; Fax: 82-31-787-4059; Email: E-mail Address: [email protected] Department of Neurosurgery, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Republic of Korea Center for Artificial Intelligence in Healthcare, Seoul National University Bundang Hospital, Seongnam, Republic of Korea *Contributed equally Search for more papers by this author , Ji Eun Hong, BS Center for Artificial Intelligence in Healthcare, Seoul National University Bundang Hospital, Seongnam, Republic of Korea Search for more papers by this author , Hyun Ji Kim, MD Department of Neurology, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Republic of Korea Search for more papers by this author , So-Yeon Yun, MD Department of Neurology, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Republic of Korea Search for more papers by this author , Sejoong Kim, MD, PhD Center for Artificial Intelligence in Healthcare, Seoul National University Bundang Hospital, Seongnam, Republic of Korea Division of Nephrology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Republic of Korea Search for more papers by this author , Jun Yoo, MD Department of Otorhinolaryngology–Head and Neck Surgery, Korea University College of Medicine, Korea University Ansan Hospital, Ansan-si, Republic of Korea Search for more papers by this author , Seung Hoon Lee, MD, PhD Department of Otorhinolaryngology–Head and Neck Surgery, Korea University College of Medicine, Korea University Ansan Hospital, Ansan-si, Republic of Korea Search for more papers by this author , Robert Joseph Thomas, MD, MMSc Department of Medicine, Division of Pulmonary, Critical Care, and Sleep Medicine, Beth Israel Deaconess Medical Center and Harvard Medical School, Boston, Massachusetts Search for more papers by this author , Chang-Ho Yun, MD, PhD Address correspondence to: Tackeun Kim, MD, MSc, Department of Neurosurgery, Seoul National University Bundang Hospital, 82 Gumi-ro 173 beon-gil, Bundang-gu, Seongnam-si, Gyeonggi-do, 13620, Korea; Tel: 82-31-787-7161; Fax: 82-31-787-4059; Email: E-mail Address: [email protected]; and Chang-Ho Yun, MD, PhD, Department of Neurology, Seoul National University Bundang Hospital, 82 Gumi-ro 173 beon-gil, Bundang-gu, Seongnam-si, Gyeonggi-do, 13620, Korea; Tel: 82-31-787-7472; Fax: 82-31-787-4059; Email: E-mail Address: [email protected] Department of Neurology, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Republic of Korea *Contributed equally Search for more papers by this author Published Online:February 1, 2023https://doi.org/10.5664/jcsm.10258