Feasibility of Dose Reduction Using Novel Denoising Techniques for Low kV (80 kV) CT Enterography: Optimization and Validation

被引:26
作者
Guimaraes, Luis S. [1 ]
Fletcher, Joel G. [1 ]
Yu, Lifeng [1 ]
Huprich, James E. [1 ]
Fidler, Jeff L. [1 ]
Manduca, Armando [1 ]
Ramirez-Giraldo, Juan Carlos [1 ]
Holmes, David R., Jr. [1 ]
McCollough, Cynthia H. [1 ]
机构
[1] Mayo Clin, Dept Radiol, Rochester, MN 55905 USA
基金
美国国家卫生研究院;
关键词
Radiation dose; CT enterography; low-energy CT; image quality; image noise; noise reduction; image denoising; projection-space algorithms; bilateral filtering; IMAGE QUALITY; NOISE-REDUCTION; RADIATION-EXPOSURE; ABDOMINAL CT; RECONSTRUCTION; ENHANCEMENT; ABDOMEN; SPACE; BOWEL; SIZE;
D O I
10.1016/j.acra.2010.07.001
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: The aim of this study was to optimize and validate projection-space denoising (PSDN) strategies for application to 80-kV computed tomographic (CT) data to achieve 50% dose reduction. Materials and Methods: Image data obtained at 80 kV (mean CT dose index volume, 7.9 mGy) from dual-source, dual-energy CT enterographic (CTE) exams in 42 patients were used. For each exam, nine 80 kV image data sets were reconstructed using PSDN (three levels of intensity) with or without image-based denoising and compared to commercial reconstruction kernels. For optimization, qualitative analysis selected optimal denoising strategies, with quantitative analysis measuring image contrast, noise, and sharpness (full width at half maximum bowel wall thickness, maximum CT number gradient). For validation, two radiologists examined image quality, comparing low-dose 80-kV optimally denoised images to full-dose mixed-voltage images. Results: PSDN algorithms generated the best 80-kV image quality (41 of 42 patients), while the commercial kernels produced the worst (39 of 42) (P < .001). Overall, 80-kV PSDN approaches resulted in higher contrast (mean, 332 vs 290 Hounsfield units), slightly less noise (mean, 20 vs 26 Hounsfield units), but slightly decreased image sharpness (relative bowel wall thickness, 1.069 vs 1.000) compared to full-dose mixed-voltage images. Mean image quality scores for full-dose CTE images were 4.9 compared to 4.5 for optimally denoised half-dose 80-kV CTE images and 3.1 for nondenoised 80-kV CTE images (P < .001). Conclusion: Optimized denoising strategies improve the quality of 80-kV CTE images such that CT data obtained at 50% of routine dose levels approaches the image quality of full-dose exams.
引用
收藏
页码:1203 / 1210
页数:8
相关论文
共 23 条
[1]   THE TRANSFORMATION OF POISSON, BINOMIAL AND NEGATIVE-BINOMIAL DATA [J].
ANSCOMBE, FJ .
BIOMETRIKA, 1948, 35 (3-4) :246-254
[2]   Risk of cancer from diagnostic X-rays:: estimates for the UK and 14 other countries [J].
Berrington de González, A ;
Darby, S .
LANCET, 2004, 363 (9406) :345-351
[3]   Crohn disease: Mural attenuation and thickness at contrast-enhanced CT enterography - Correlation with endoscopic and histologic findings of inflammation [J].
Bodily, KD ;
Fletcher, JG ;
Solem, CA ;
Johnson, CD ;
Fidler, JL ;
Barlow, JM ;
Bruesewitz, MR ;
McCollough, CH ;
Sandborn, WJ ;
Loftus, EV ;
Harmsen, WS ;
Crownhart, BS .
RADIOLOGY, 2006, 238 (02) :505-516
[4]   Radiation dose management: Weighing risk versus benefit [J].
Haaga, JR .
AMERICAN JOURNAL OF ROENTGENOLOGY, 2001, 177 (02) :289-291
[5]   Adaptive streak artifact reduction in computed tomography resulting from excessive x-ray photon noise [J].
Hsieh, J .
MEDICAL PHYSICS, 1998, 25 (11) :2139-2147
[6]   Generalized multi-dimensional adaptive filtering for conventional and spiral single-slice, multi-slice, and cone-beam CT [J].
Kachelriess, M ;
Watzke, O ;
Kalender, WA .
MEDICAL PHYSICS, 2001, 28 (04) :475-490
[7]   Correlation of patient weight and cross-sectional dimensions with subjective image quality at standard dose abdominal CT [J].
Kalra, MK ;
Maher, MM ;
Prasad, SR ;
Hayat, MS ;
Blake, MA ;
Varghese, J ;
Halpern, EF ;
Saini, S .
KOREAN JOURNAL OF RADIOLOGY, 2003, 4 (04) :234-238
[8]   Detection and characterization of lesions on low-radiation-dose abdominal CT images postprocessed with noise reduction filters [J].
Kalra, MK ;
Maher, MM ;
Blake, MA ;
Lucey, BC ;
Karau, K ;
Toth, TL ;
Avinash, G ;
Halpern, EF ;
Saini, S .
RADIOLOGY, 2004, 232 (03) :791-797
[9]   Low-dose CT of the abdomen: Evaluation of image improvement with use of noise reduction filters - Pilot study [J].
Kalra, MK ;
Maher, MM ;
Sahani, DV ;
Blake, MA ;
Hahn, PF ;
Avinash, GB ;
Toth, TL ;
Halpern, E ;
Saini, S .
RADIOLOGY, 2003, 228 (01) :251-256
[10]   Penalized-likelihood sinogram restoration for computed tomography [J].
La Riviere, Patrick J. ;
Bian, Junguo ;
Vargas, Phillip A. .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2006, 25 (08) :1022-1036