Lung Nodules: Improved Detection with Software That Suppresses the Rib and Clavicle on Chest Radiographs

被引:70
作者
Freedman, Matthew Thomas [1 ,2 ]
Lo, Shih-Chung Benedict [4 ]
Seibel, John C. [3 ]
Bromley, Christina M. [3 ]
机构
[1] Georgetown Univ, Med Ctr, Lombardi Comprehens Canc Ctr, Washington, DC 20057 USA
[2] Georgetown Univ, Med Ctr, Dept Oncol, Washington, DC 20057 USA
[3] BioStat Solut, Mt Airy, MD USA
[4] Georgetown Univ, Imaging Sci & Informat Syst Res Ctr, Washington, DC 20057 USA
关键词
COMPUTER-AIDED DIAGNOSIS; EXPOSURE DUAL-ENERGY; CONTRALATERAL SUBTRACTION; CLINICAL-PRACTICE; CANCER; IMAGES; PERFORMANCE; RETROSPECT; EVIDENT; MASSES;
D O I
10.1148/radiol.11100153
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 demonstrate possible superiority in the performance of a radiologist who is tasked with detecting actionable nodules and aided by the bone suppression and soft-tissue visualization algorithm of a new software program that produces a modified image by suppressing the ribs and clavicles, filtering noise, and equalizing the contrast in the area of the lungs. Materials and Methods: The study and use of anonymized and deidentified data received approval from the MedStar-Georgetown University Oncology Institutional Review Board. Informed consent was obtained from 15 study radiologists. The study radiologists participated as observers in a reader study of 368 patients in an approximately 2: 1 cancer-free-to-cancer ratio. The localized receiver operating characteristic (LROC) method was used for analyses. Images were rerandomized for each radiologist. Each patient image was sequentially read, first with the standard radiograph and then with the software-aided image. Normal studies were confirmed with computed tomography (CT), follow-up, and/or panel consensus. Results: Each reader and the combined scores of the 15 readers showed improvement. The area under the combined LROC curve increased significantly from 0.460 unaided to 0.558 aided by visualization software (P = .0001). When measured according to the reader's indication that a case should be sent or not sent for CT or biopsy, sensitivity for cancer detection increased from 49.5% unaided to 66.3% aided by software (P < .0001); specificity decreased from 96.1% to 91.8% (P = .004). Seventy-four percent of the aided detections occurred in cancers with 70% or greater overlap of the bone and the nodule. Conclusion: The radiologists using visualization software significantly increased their detection of lung cancers and benign nodules.
引用
收藏
页码:265 / 273
页数:9
相关论文
共 31 条
[1]  
*AM COLL RAD, CLIN COND HEM ACR AP
[2]   MISSED BRONCHOGENIC-CARCINOMA - RADIOGRAPHIC FINDINGS IN 27 PATIENTS WITH A POTENTIALLY RESECTABLE LESION EVIDENT IN RETROSPECT [J].
AUSTIN, JHM ;
ROMNEY, BM ;
GOLDSMITH, LS .
RADIOLOGY, 1992, 182 (01) :115-122
[3]   Introduction to the bootstrap world [J].
Boos, DD .
STATISTICAL SCIENCE, 2003, 18 (02) :168-174
[4]   Operating characteristics predicted by models for diagnostic tasks involving lesion localization [J].
Chakraborty, D. P. ;
Yoon, Hong-Jun .
MEDICAL PHYSICS, 2008, 35 (02) :435-445
[5]  
DELUCA PM, 2008, 79 ICRU
[6]  
Freedman Matthew, 2004, Thorac Surg Clin, V14, P43, DOI 10.1016/S1547-4127(04)00036-2
[7]  
FREEDMAN MT, 2005, DECISION SUPPORT DIG, P53
[8]   Improvement in radiologists' characterization of malignant and benign breast masses on serial mammograms with computer-aided diagnosis: An ROC study [J].
Hadjiiski, L ;
Chan, HP ;
Sahiner, B ;
Helvie, MA ;
Roubidoux, MA ;
Blane, C ;
Paramagul, C ;
Petrick, N ;
Bailey, J ;
Klein, K ;
Foster, M ;
Patterson, S ;
Adler, D ;
Nees, A ;
Shen, J .
RADIOLOGY, 2004, 233 (01) :255-265
[9]  
HALLENBECK GS, 1975, RADIOLOGY, V117, P1
[10]   Lung Cancer Screening in the Randomized Prostate, Lung, Colorectal, and Ovarian (PLCO) Cancer Screening Trial [J].
Hocking, William G. ;
Hu, Ping ;
Oken, Martin M. ;
Winslow, Stephen D. ;
Kvale, Paul A. ;
Prorok, Philip C. ;
Ragard, Lawrence R. ;
Commins, John ;
Lynch, David A. ;
Andriole, Gerald L. ;
Buys, Saundra S. ;
Fouad, Mona N. ;
Fuhrman, Carl R. ;
Isaacs, Claudine ;
Yokochi, Lance A. ;
Riley, Thomas L. ;
Pinsky, Paul F. ;
Gohagan, John K. ;
Berg, Christine D. .
JNCI-JOURNAL OF THE NATIONAL CANCER INSTITUTE, 2010, 102 (10) :722-731