Temporal Subtraction of Serial CT Images with Large Deformation Diffeomorphic Metric Mapping in the Identification of Bone Metastases

被引:32
作者
Sakamoto, Ryo [1 ]
Yakami, Masahiro [1 ]
Fujimoto, Koji [1 ]
Nakagomi, Keita [2 ,3 ]
Kubo, Takeshi [1 ]
Emoto, Yutaka [4 ]
Akasaka, Thai [1 ]
Aoyama, Gakuto [2 ,3 ]
Yamamoto, Hiroyuki [2 ,3 ]
Miller, Michael I. [5 ,6 ]
Mori, Susumu [7 ,8 ]
Togashi, Kaori [1 ]
机构
[1] Kyoto Univ, Dept Diagnost Imaging & Nucl Med, Grad Sch Med, Sakyo Ku, 54 Kawaharacho, Kyoto 6068507, Japan
[2] Canon, Adv Informat & Real World Technol Dev Ctr 1, Kyoto, Japan
[3] Kyoto Univ Hosp, Clin Res Ctr Med Equipment Dev, Sakyo Ku, Kyoto, Japan
[4] Kyoto Coll Med Sci, Dept Med Sci, Kyoto, Japan
[5] Johns Hopkins Univ, Dept Biomed Engn, Baltimore, MD USA
[6] Johns Hopkins Univ, Ctr Imaging Sci, Baltimore, MD USA
[7] Johns Hopkins Univ, Russell H Morgan Dept Radiol & Radiol Sci, Sch Med, Baltimore, MD USA
[8] Johns Hopkins Univ, Kennedy Krieger Inst, FM Kirby Funct Imaging Ctr, Baltimore, MD USA
关键词
COMPUTER-AIDED DETECTION; THORACOLUMBAR SPINE; INTERVAL CHANGES; BREAST-CANCER; LUNG-CANCER; FDG-PET/CT; PERFORMANCE; TOMOGRAPHY; OBSERVER; LESIONS;
D O I
10.1148/radiol.2017161942
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
Purpose: To determine the improvement of radiologist efficiency and performance in the detection of bone metastases at serial follow-up computed tomography (CT) by using a temporal subtraction (TS) technique based on an advanced nonrigid image registration algorithm. Materials and Methods: This retrospective study was approved by the institutional review board, and informed consent was waived. CT image pairs (previous and current scans of the torso) in 60 patients with cancer (primary lesion location: prostate, n = 14; breast, n = 16; lung, n = 20; liver, n = 10) were included. These consisted of 30 positive cases with a total of 65 bone metastases depicted only on current images and confirmed by two radiologists who had access to additional imaging examinations and clinical courses and 30 matched negative control cases (no bone metastases). Previous CT images were semiautomatically registered to current CT images by the algorithm, and TS images were created. Seven radiologists independently interpreted CT image pairs to identify newly developed bone metastases without and with TS images with an interval of at least 30 days. Jackknife free-response receiver operating characteristics (JAFROC) analysis was conducted to assess observer performance. Reading time was recorded, and usefulness was evaluated with subjective scores of 1-5, with 5 being extremely useful and 1 being useless. Significance of these values was tested with the Wilcoxon signed-rank test. Results: The subtraction images depicted various types of bone metastases (osteolytic, n = 28; osteoblastic, n = 26; mixed osteolytic and blastic, n = 11) as temporal changes. The average reading time was significantly reduced (384.3 vs 286.8 seconds; Wilcoxon signed rank test, P = .028). The average figure-of-merit value increased from 0.758 to 0.835; however, this difference was not significant (JAFROC analysis, P = .092). The subjective usefulness survey response showed a median score of 5 for use of the technique (range, 3-5). Conclusion: TS images obtained from serial CT scans using nonrigid registration successfully depicted newly developed bone metastases and showed promise for their efficient detection. (C) RSNA, 2017
引用
收藏
页码:629 / 639
页数:11
相关论文
共 23 条
[11]   Can 16-detector multislice CT exclude skeletal lesions during tumour staging? Implications for the cancer patient [J].
Groves, AM ;
Beadsmoore, CJ ;
Cheow, HK ;
Balan, KK ;
Courtney, HM ;
Kaptoge, S ;
Win, T ;
Harish, S ;
Bearcroft, PWP ;
Dixon, AK .
EUROPEAN RADIOLOGY, 2006, 16 (05) :1066-1073
[12]   Comparison of FDG-PET/CT and bone scintigraphy for detection of bone metastases in breast cancer [J].
Hahn, Steffen ;
Heusner, Till ;
Kuemmel, Sherko ;
Koeninger, Angelika ;
Nagarajah, James ;
Mueller, Stefan ;
Boy, Christian ;
Forsting, Michael ;
Bockisch, Andreas ;
Antoch, Gerald ;
Stahl, Alexander .
ACTA RADIOLOGICA, 2011, 52 (09) :1009-1014
[13]   Automatic detection of lytic and blastic thoracolumbar spine metastases on computed tomography [J].
Hammon, Matthias ;
Dankerl, Peter ;
Tsymbal, Alexey ;
Wels, Michael ;
Kelm, Michael ;
May, Matthias ;
Suehling, Michael ;
Uder, Michael ;
Cavallaro, Alexander .
EUROPEAN RADIOLOGY, 2013, 23 (07) :1862-1870
[14]   Segmentation-Driven Image Registration-Application to 4D DCE-MRI Recordings of the Moving Kidneys [J].
Hodneland, Erlend ;
Hanson, Erik A. ;
Lundervold, Arvid ;
Modersitzki, Jan ;
Eikefjord, Eli ;
Munthe-Kaas, Antonella Z. .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2014, 23 (05) :2392-2404
[15]   Application of temporal subtraction for detection of interval changes on chest radiographs: Improvement of subtraction images using automated initial image matching [J].
Ishida, T ;
Ashizawa, K ;
Engelmann, R ;
Katsuragawa, S ;
MacMahon, H ;
Doi, K .
JOURNAL OF DIGITAL IMAGING, 1999, 12 (02) :77-86
[16]   Pattern and distribution of bone metastases in common malignant tumors [J].
Kakhki, Vahid Reza Dabbagh ;
Anvari, Kazem ;
Sadeghi, Ramin ;
Mahmoudian, Anooshe-Sadat ;
Torabian-Kakhki, Maryam .
NUCLEAR MEDICINE REVIEW, 2013, 16 (02) :66-69
[17]  
Kalogeropoulou C, 2009, CANCER METAST BIOL T, V12, P119, DOI 10.1007/978-1-4020-9819-2_6
[18]   Staging of untreated nasopharyngeal carcinoma with PET/CT: comparison with conventional imaging work-up [J].
Ng, Shu-Hang ;
Chan, Sheng-Chieh ;
Yen, Tzu-Chen ;
Chang, Joseph Tung-Chieh ;
Liao, Chun-Ta ;
Ko, Sheung-Fat ;
Liu, Feng-Yuan ;
Chin, Shu-Chyn ;
Fan, Kang-Hsing ;
Hsu, Cheng-Lung .
EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2009, 36 (01) :12-22
[19]   Lytic metastases in thoracolumbar spine: Computer-aided detection at CT - Preliminary study [J].
O'Connor, Stacy D. ;
Yao, Jianhua ;
Summers, Ronald M. .
RADIOLOGY, 2007, 242 (03) :811-816
[20]   Whole-Body 3D T1-weighted MR Imaging in Patients with Prostate Cancer: Feasibility and Evaluation in Screening for Metastatic Disease [J].
Pasoglou, Vasiliki ;
Michoux, Nicolas ;
Peeters, Frank ;
Larbi, Ahmed ;
Tombal, Bertrand ;
Selleslagh, Tom ;
Omoumi, Patrick ;
Vande Berg, Bruno C. ;
Lecouvet, Frederic E. .
RADIOLOGY, 2015, 275 (01) :155-166