Low-radiation dose scan protocol for preoperative imaging for dental implant surgery using deep learning-based reconstruction in multidetector CT

被引:4
作者
Sakai, Yuki [1 ]
Kitamoto, Erina [2 ]
Okamura, Kazutoshi [2 ]
Takarabe, Shinya [1 ]
Shirasaka, Takashi [1 ]
Mikayama, Ryoji [1 ]
Kondo, Masatoshi [1 ]
Tatsumi, Masato [1 ]
Kojima, Tsukasa [1 ]
Kato, Toyoyuki [1 ]
Yoshiura, Kazunori [2 ]
机构
[1] Kyushu Univ Hosp, Dept Med Technol, Div Radiol, Higashi Ku, 3-1-1 Maidashi, Fukuoka, Japan
[2] Kyushu Univ, Fac Dent Sci, Dept Oral & Maxillofacial Radiol, Fukuoka, Japan
关键词
Dental implant; MDCT; Radiation dose; Image quality; Deep learning; BEAM COMPUTED-TOMOGRAPHY; PERFORMANCE; PHANTOM; HEAD;
D O I
10.1007/s11282-021-00584-w
中图分类号
R78 [口腔科学];
学科分类号
1003 ;
摘要
Objectives This study aimed to investigate the impact of a deep learning-based reconstruction (DLR) technique on image quality and reduction of radiation exposure, and to propose a low-dose multidetector-row computed tomography (MDCT) scan protocol for preoperative imaging for dental implant surgery. Methods The PB-1 phantom and a Catphan phantom 600 were scanned using volumetric scanning with a 320-row MDCT scanner. All scans were performed with a tube voltage of 120 kV, and the tube current varied from 120 to 60 to 40 to 30 mA. Images of the mandible were reconstructed using DLR. Additionally, images acquired with the 120-mA protocol were reconstructed using filtered back projection as a reference. Two observers independently graded the image quality of the mandible images using a 4-point scale (4, superior to reference; 1, unacceptable). The system performance function (SPF) was calculated to comprehensively evaluate image quality. The Wilcoxon signed-rank test was employed for statistical analysis, with statistical significance set at p value < 0.05. Results There was no significant difference between the image quality acquired with the 40-mA tube current and reconstructed with the DLR technique (40DLR), and that acquired with the reference protocol (3.00, 3.00, p = 1.00). The SPF at 1.0 cycles/mm acquired with 40DLR was improved by 156.7% compared to that acquired with the reference protocol. Conclusions Our proposed protocol, which achieves a two-thirds reduction in radiation dose, can provide a minimally invasive MDCT scan of acceptable image quality for dental implant surgery.
引用
收藏
页码:517 / 526
页数:10
相关论文
共 22 条
[1]   Myths and facts of cone beam computed tomography in orthodontics [J].
Abdelkarim, Ahmad .
JOURNAL OF THE WORLD FEDERATION OF ORTHODONTISTS, 2012, 1 (01) :E3-E8
[2]   Validity of linear measurements of the jaws using ultralow-dose MDCT and the iterative techniques of ASIR and MBIR [J].
Al-Ekrish, Asma'a A. ;
Al-Shawaf, Reema ;
Schullian, Peter ;
Al-Sadhan, Ra'ed ;
Hormann, Romed ;
Widmann, Gerlig .
INTERNATIONAL JOURNAL OF COMPUTER ASSISTED RADIOLOGY AND SURGERY, 2016, 11 (10) :1791-1801
[3]   Comparability of dental implant site ridge measurements using ultra-low-dose multidetector row computed tomography combined with filtered back-projection, adaptive statistical iterative reconstruction, and model-based iterative reconstruction [J].
Al-Ekrish, Asma'a Abdurrahman ;
Al-Shawaf, Reema ;
Alfaleh, Wafa ;
Hoermann, Romed ;
Puelacher, Wolfgang ;
Widmann, Gerlig .
ORAL RADIOLOGY, 2019, 35 (03) :280-286
[4]   STATISTICAL METHODS FOR ASSESSING AGREEMENT BETWEEN TWO METHODS OF CLINICAL MEASUREMENT [J].
BLAND, JM ;
ALTMAN, DG .
LANCET, 1986, 1 (8476) :307-310
[5]   Cone Beam Computed Tomography in Implant Dentistry: A Systematic Review Focusing on Guidelines, Indications, and Radiation Dose Risks [J].
Bornstein, Michael M. ;
Scarfe, William C. ;
Vaughn, Vida M. ;
Jacobs, Reinhilde .
INTERNATIONAL JOURNAL OF ORAL & MAXILLOFACIAL IMPLANTS, 2014, 29 :55-77
[6]   Estimated risks of radiation-induced fatal cancer from pediatric CT [J].
Brenner, DJ ;
Elliston, CD ;
Hall, EJ ;
Berdon, WE .
AMERICAN JOURNAL OF ROENTGENOLOGY, 2001, 176 (02) :289-296
[7]   Assessment of the variation in CT scanner performance (image quality and Hounsfield units) with scan parameters, for image optimisation in radiotherapy treatment planning [J].
Davis, Anne T. ;
Palmer, Antony L. ;
Pani, Silvia ;
Nisbet, Andrew .
PHYSICA MEDICA-EUROPEAN JOURNAL OF MEDICAL PHYSICS, 2018, 45 :59-64
[8]   CT iterative reconstruction in image space: A phantom study [J].
Ghetti, C. ;
Ortenzia, O. ;
Serreli, G. .
PHYSICA MEDICA-EUROPEAN JOURNAL OF MEDICAL PHYSICS, 2012, 28 (02) :161-165
[9]   Deep Learning Reconstruction at CT: Phantom Study of the Image Characteristics [J].
Higaki, Toru ;
Nakamura, Yuko ;
Zhou, Jian ;
Yu, Zhou ;
Nemoto, Takuya ;
Tatsugami, Fuminari ;
Awai, Kazuo .
ACADEMIC RADIOLOGY, 2020, 27 (01) :82-87
[10]   Location of the Mandibular Canal and Thickness of the Occlusal Cortical Bone at Dental Implant Sites in the Lower Second Premolar and First Molar [J].
Hsu, Jui-Ting ;
Huang, Heng-Li ;
Fuh, Lih-Jyh ;
Li, Rou-Wei ;
Wu, Jay ;
Tsai, Ming-Tzu ;
Shen, Yen-Wen ;
Tu, Ming-Gene .
COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE, 2013, 2013