Oral cancer (OC) is the sixth most commonly reported malignant disease globally, with high rates of diseaserelated morbidity and mortality due to advanced loco-regional stage at diagnosis. Early detection and prompt treatment offer the best outcomes to patients, yet the majority of OC lesions are detected at late stages with 45% survival rate for 2 years. The primary cause of poor OC outcomes is unavailable or ineffective screening and surveillance at the local point-of-care level, leading to delays in specialist referral and subsequent treatment. Lack of adequate awareness of OC among the public and professionals, and barriers to accessing health care services in a timely manner also contribute to delayed diagnosis. As image analysis and diagnostic technologies are evolving, various artificial intelligence (AI) approaches, specific algorithms and predictive models are beginning to have a considerable impact in improving diagnostic accuracy for OC. AI based technologies combined with intraoral photographic images or optical imaging methods are under investigation for automated detection and classification of OC. These new methods and technologies have great potential to improve outcomes, especially in low-resource settings. Such approaches can be used to predict oral cancer risk as an adjunct to population screening by providing real-time risk assessment. The objective of this study is to (1) provide an overview of components of delayed OC diagnosis and (2) evaluate novel AI based approaches with respect to their utility and implications for improving oral cancer detection.
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Ohio State Univ, Dept Pathol, Wexner Med Ctr, E409 Doan Hall,410 West 10th Ave, Columbus, OH 43210 USAOhio State Univ, Dept Pathol, Wexner Med Ctr, E409 Doan Hall,410 West 10th Ave, Columbus, OH 43210 USA
Shafi, Saba
Parwani, Anil V.
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Ohio State Univ, Dept Pathol, Wexner Med Ctr, E409 Doan Hall,410 West 10th Ave, Columbus, OH 43210 USAOhio State Univ, Dept Pathol, Wexner Med Ctr, E409 Doan Hall,410 West 10th Ave, Columbus, OH 43210 USA
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Univ Calif San Francisco, Ctr Intelligent Imaging, Dept Radiol & Biomed Imaging, San Francisco, CA USA185 Berry St,Suite 350, San Francisco, CA 94143 USA
Tsui, Brian
Calabrese, Evan
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Duke Univ, Sch Med, Dept Radiol, Durham, NC USA185 Berry St,Suite 350, San Francisco, CA 94143 USA
Calabrese, Evan
Zaharchuk, Greg
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Stanford Univ, Dept Radiol, Stanford, CA USA185 Berry St,Suite 350, San Francisco, CA 94143 USA
Zaharchuk, Greg
Rauschecker, Andreas M.
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185 Berry St,Suite 350, San Francisco, CA 94143 USA
Univ Calif San Francisco, Ctr Intelligent Imaging, Dept Radiol & Biomed Imaging, San Francisco, CA USA185 Berry St,Suite 350, San Francisco, CA 94143 USA
机构:
Dr D Y Patil Vidyapeeth, Dr D Y Patil Dent Coll & Hosp, Dept Oral Med & Radiol, Pune, Maharashtra, India
Dr D Y Patil Vidyapeeth, Dr D Y Patil Dent Coll & Hosp, Dept Oral Med & Radiol, Pune 411018, Maharashtra, IndiaDr D Y Patil Vidyapeeth, Dr D Y Patil Dent Coll & Hosp, Dept Oral Med & Radiol, Pune, Maharashtra, India
Aditya, Amita
Kore, Antara
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Sinhgad Dent Coll & Hosp, Dept Oral Med & Radiol, Pune, Maharashtra, IndiaDr D Y Patil Vidyapeeth, Dr D Y Patil Dent Coll & Hosp, Dept Oral Med & Radiol, Pune, Maharashtra, India
Kore, Antara
Patil, Shruti
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Vasta Bioinformat Pvt Ltd, Pune, Maharashtra, IndiaDr D Y Patil Vidyapeeth, Dr D Y Patil Dent Coll & Hosp, Dept Oral Med & Radiol, Pune, Maharashtra, India
Patil, Shruti
Vinay, Vineet
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Sinhgad Dent Coll & Hosp, Dept Publ Hlth Dent, Pune, Maharashtra, IndiaDr D Y Patil Vidyapeeth, Dr D Y Patil Dent Coll & Hosp, Dept Oral Med & Radiol, Pune, Maharashtra, India
Vinay, Vineet
Happy, Daisy
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Sinhgad Dent Coll & Hosp, Dept Periodontol, Pune, Maharashtra, IndiaDr D Y Patil Vidyapeeth, Dr D Y Patil Dent Coll & Hosp, Dept Oral Med & Radiol, Pune, Maharashtra, India
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Jining Med Univ, Affiliated Rizhao Peoples Hosp, Dept Pulm & Crit Care Med, Rizhao 276800, Shandong, Peoples R ChinaJining Med Univ, Affiliated Rizhao Peoples Hosp, Dept Pulm & Crit Care Med, Rizhao 276800, Shandong, Peoples R China
Zhao, Lin
Bai, Chun-Xue
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Fudan Univ, Zhongshan Hosp, Dept Pulm Med, Shanghai 200032, Peoples R ChinaJining Med Univ, Affiliated Rizhao Peoples Hosp, Dept Pulm & Crit Care Med, Rizhao 276800, Shandong, Peoples R China
Bai, Chun-Xue
Zhu, Yu
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East China Univ Sci & Technol, Sch Informat Sci & Engn, Shanghai 200237, Peoples R ChinaJining Med Univ, Affiliated Rizhao Peoples Hosp, Dept Pulm & Crit Care Med, Rizhao 276800, Shandong, Peoples R China