Effects of Iterative Reconstruction Algorithms on Computer-assisted Detection (CAD) Software for Lung Nodules in Ultra-low-dose CT for Lung Cancer Screening

被引:21
作者
Nomura, Yukihiro [1 ]
Higaki, Toru [2 ,3 ]
Fujita, Masayo [2 ,3 ,4 ]
Miki, Soichiro [1 ]
Awaya, Yoshikazu [5 ]
Nakanishi, Toshio [5 ]
Yoshikawa, Takeharu [1 ]
Hayashi, Naoto [1 ]
Awai, Kazuo [2 ,3 ]
机构
[1] Tokyo Univ Hosp, Dept Computat Diagnost Radiol & Prevent Med, Bunkyo Ku, 7-3-1 Hongo, Tokyo 1138655, Japan
[2] Hiroshima Univ, Dept Diagnost Radiol, Hiroshima 730, Japan
[3] Hiroshima Univ, Inst & Grad Sch Biomed Sci, Hiroshima 730, Japan
[4] West Japan Railway Co, Hiroshima Gen Hosp, Dept Diagnost Radiol, Osaka, Japan
[5] Miyoshi Cent Hosp, Hiroshima, Japan
关键词
Computer-assisted detection (CAD); lung nodule; iterative reconstruction; ultra-low-dose CT; SMALL PULMONARY NODULES; AIDED-DETECTION; SECTION CT; CHEST; PERFORMANCE; IMAGES; MODEL; TOMOGRAPHY; REDUCTION; RADIOLOGISTS;
D O I
10.1016/j.acra.2016.09.023
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
Rationale and Objectives: This study aimed to evaluate the effects of iterative reconstruction (IR) algorithms on computer-assisted detection (CAD) software for lung nodules in ultra-low-dose computed tomography (ULD-CT) for lung cancer screening. Materials and Methods: We selected 85 subjects who underwent both a low-dose CT (LD-CT) scan and an additional ULD-CT scan in our lung cancer screening program for high-risk populations. The LD-CT scans were reconstructed with filtered back projection (FBP; LD-FBP). The ULD-CT scans were reconstructed with FBP (ULD-FBP), adaptive iterative dose reduction 3D (AIDR 3D; ULD-AIDR 3D), and forward projected model-based IR solution (FIRST; ULD-FIRST). CAD software for lung nodules was applied to each image dataset, and the performance of the CAD software was compared among the different IR algorithms. Results: The mean volume CT dose indexes were 3.02 mGy (LD-CT) and 0.30 mGy (ULD-CT). For overall nodules, the sensitivities of CAD software at 3.0 false positives per case were 78.7% (LD-FBP), 9.3% (ULD-FBP), 69.4% (ULD-AIDR 3D), and 77.8% (ULD-FIRST). Statistical analysis showed that the sensitivities of ULD-AIDR 3D and ULD-FIRST were significantly higher than that of ULD-FBP (P < .001). Conclusions: The performance of CAD software in ULD-CT was improved by using IR algorithms. In particular, the performance of CAD in ULD-FIRST was almost equivalent to that in LD-FBP.
引用
收藏
页码:124 / 130
页数:7
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