Panoramic Dental Reconstruction for Faster Detection of Dental Pathology on Medical Non-dental CT Scans: a Proof of Concept from CT Neck Soft Tissue

被引:4
作者
Stember, Joseph N. [1 ]
Moonis, Gul [2 ]
Silva, Cleber [3 ]
机构
[1] Mem Sloan Kettering Canc Ctr, Dept Radiol, 1275 York Ave, New York, NY 10065 USA
[2] Columbia Univ, Dept Radiol, Med Ctr, 180 Ft Washington Ave, New York, NY 10032 USA
[3] Columbia Univ, Coll Dent Med, Med Ctr, 180 Ft Washington Ave, New York, NY 10032 USA
关键词
Panorex; Periodontal; Periapical; CT; Reconstruction; PERIODONTAL-DISEASE; DIABETES-MELLITUS; CLASSIFICATION;
D O I
10.1007/s10278-021-00481-y
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Even though teeth are often included in the field of view for a variety of medical CT studies, dental pathology is often missed by radiologists. Given the myriad morbidity and occasional mortality associated with sequelae of dental pathology, an important goal is to decrease these false negatives. However, given the ever-increasing volume of cases studies that radiologists have to read and the number of structures and diseases they have to evaluate, it is important not to place undue time restraints on the radiologist to this end. We hypothesized that generating panoramic dental radiographs from non-dental CT scans can permit identification of key diseases, while not adding much time to interpretation. The key advantage of panoramic dental radiographs is that they display the plane of the teeth in two dimensions, thereby facilitating fast and accurate assessment. We found that interpreting panoramic radiographic reconstructions compared to the full CT volumes reduced time-to-diagnosis of key dental pathology on average by roughly a factor of four. This expedition was statistically significant, and the average time-to-diagnosis for panoramic reconstructions was on the order of seconds, without a loss in accuracy compared to full CT. As such, we posit that panoramic reconstruction can serve as a one-slice additional series in any CT image stack that includes the teeth in its field of view.
引用
收藏
页码:959 / 966
页数:8
相关论文
共 25 条
[1]   An artificial intelligence system using machine-learning for automatic detection and classification of dental restorations in panoramic radiography [J].
Abdalla-Aslan, Ragda ;
Yeshua, Talia ;
Kabla, Daniel ;
Leichter, Isaac ;
Nadler, Chen .
ORAL SURGERY ORAL MEDICINE ORAL PATHOLOGY ORAL RADIOLOGY, 2020, 130 (05) :593-602
[2]   Periapical Lucency around the Tooth: Radiologic Evaluation and Differential Diagnosis [J].
Chapman, Margaret N. ;
Nadgir, Rohini N. ;
Akman, Andrew S. ;
Saito, Naoko ;
Sekiya, Kotaro ;
Kaneda, Takashi ;
Sakai, Osamu .
RADIOGRAPHICS, 2013, 33 (01) :E15-E32
[3]   Links between atherosclerotic and periodontal disease [J].
Chistiakov, Dimitry A. ;
Orekhov, Alexander N. ;
Bobryshev, Yuri V. .
EXPERIMENTAL AND MOLECULAR PATHOLOGY, 2016, 100 (01) :220-235
[4]   Diagnostic Radiology Resident and Fellow Workloads: A 12-Year Longitudinal Trend Analysis Using National Medicare Aggregate Claims Data [J].
Chokshi, Falgun H. ;
Hughes, Danny R. ;
Wang, Jennifer M. ;
Mullins, Mark E. ;
Hawkins, C. Matthew ;
Duszak, Richard, Jr. .
JOURNAL OF THE AMERICAN COLLEGE OF RADIOLOGY, 2015, 12 (07) :664-669
[5]   Classification and diagnosis of aggressive periodontitis [J].
Fine, Daniel H. ;
Patil, Amey G. ;
Loos, Bruno G. .
JOURNAL OF CLINICAL PERIODONTOLOGY, 2018, 45 :S95-S111
[6]   Periodontal Disease, Systemic Inflammation and the Risk of Cardiovascular Disease [J].
Francisco Carrizales-Sepulveda, Edgar ;
Ordaz-Farias, Alejandro ;
Vera-Pineda, Raymundo ;
Flores-Ramirez, Ramiro .
HEART LUNG AND CIRCULATION, 2018, 27 (11) :1327-1334
[7]  
Fukuda Munehiro., 2019, OAC Core: Small: RUI: Agent-Based Scientific Data Discovery, P1
[8]   Radiology Education in the 21st Century: Threats and Opportunities [J].
Griffith, Brent ;
Kadom, Nadja ;
Straus, Christopher M. .
JOURNAL OF THE AMERICAN COLLEGE OF RADIOLOGY, 2019, 16 (10) :1482-1487
[9]   Evaluation of cancer risk in patients with periodontal diseases [J].
Guven, Deniz Can ;
Dizdar, Omer ;
Akman, Abdullah Cevdet ;
Berker, Ezel ;
Yekeduz, Emre ;
Ceylan, Furkan ;
Baspinar, Batuhan ;
Akbiyik, Ilgin ;
Aktas, Burak Yasin ;
Yuce, Deniz ;
Erman, Mustafa ;
Hayran, Mutlu .
TURKISH JOURNAL OF MEDICAL SCIENCES, 2019, 49 (03) :826-831
[10]   Prevalence and Reporting Rates of Incidental Dental Disease on Head CT Examinations [J].
Hammoud, Khaled ;
Lanfranchi, Michael ;
Adams, Daniel ;
Bedi, Harprit S. ;
Mehan, William A. .
ACADEMIC RADIOLOGY, 2018, 25 (10) :1318-1324