Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Chinese Journal of Medical Imaging Technology》 2011-08
Add to Favorite Get Latest Update

Parametric ROC curve analysis for the performance evaluation of radiological diagnosis

PAN Qing,CHEN Hui,MA Yu-jing,SHA Fei(School of Biomedical Engineering,Capital Medical University,Beijing 100069,China)  
Objective To explore the parametric ROC curve analysis for evaluating the performance of radiological diagnosis,and to present the usage of ROCKIT software.Methods Each nodule on 60 lung CT images were classified into one of the five possible classifications by two radiologists respectively.ROC curves and areas under the curves were estimated by using binormal parametric method via ROCKIT and nonparametric method via SPSS,respectively.Results Areas under ROC curves of the 2 radiologists by using ROCKIT was estimated at 0.940±0.039 and 0.785±0.075(Z=2.056,P=0.040),respectively,while areas under the curves estimated by using SPSS was 0.913±0.042 and 0.771±0.075,respectively.Smooth fitted ROC curves were drawn with ROCKIT,whereas the unsmoothed empirical ROC curves were drawn with SPSS.Conclusion Parametric estimations of the ROC curve are un-bias when the sample size of ordinal scale data is moderate,whereas the nonparametric estimations may underestimate the real values.ROCKIT software is a powerful tool for binormal parametric analysis of the ROC curve.
【Fund】: 北京市教育委员会科技计划面上项目(KM201110025008)
【CateGory Index】: R195
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【Citations】
Chinese Journal Full-text Database 7 Hits
1 SONG Hua-ling ~(1),HE Jia~(2*),HUANG Pin-xian~(1),LI Su-yun~(3) (1.Department of Preventive Medicine,Shanghai University of Traditional Chinese Medicine,Shanghai 201203,China;2.Department of Health Statistics,Faculty of Health Services,Second Military Medical University,Shanghai 200433;3.Department of Pathology,Shanghai University of Traditional Chinese Medicine,Shanghai 201203);Application of parametric method and non-parametric method in estimation of area under ROC curve[J];Academic Journal of Second Military Medical University;2006-07
2 ZHENG Feiqun, YU Yongqiang, QIAN Yinfeng,et al. Department of Radiology, The First Affiliated Hospital, Anhui Medical University, Hefei, Anhui Province 230022, P. R. China;The Potential Role of MR Perfusion Imaging in Evaluation of Residual or Recurrent Cerebral Gliomas[J];Journal of Clinical Radiology;2006-06
3 PENG Zhenjun, WU gang, FENG Gansheng, et alCancer center, Xiehe Hospital, Tongji Medical college, Huazhong University of Science and Technology, Wuhan 430023,P.R.China;A comparative study of EPID,CR and screen(Cu)-film image in field verification of Radiotherapy( ROC curve analysis)[J];Journal of Clinical Radiology;2007-08
4 QIANG Qin-chen1,DU Xiang-ke2a,LI Jian-guo2b(1.Department of Physical Examination,School Health Care Institute of Xicheng District of Beijing,Beijing 100037,China;2.a.Department of Radiology;b.Department of Ultrasound,Peking University People's Hospital,Beijing 100044,China);Receiver operating characteristic study on color Doppler ultrasound and three-dimensional dynamic contrast-enhanced MR angiography in arteriosclerosis obliterans below knee[J];Biomedical Engineering and Clinical Medicine;2010-02
5 Yu Chuanhua,Yu Songlin,Xu Yongyong.Department of Epidemiology and Health Statistics,Tongji Medical College,Huazhong University of Science and Technology(430030),Wuhan;The Proportional Odds Model and its Prospect Applied to ROC Analysis[J];Chinese Journal of Health Statistics;2005-05
6 QIANG Yong-qian1,GUO You-min2,ZHANG Shao-juan1,WANG Qiu-ping1,NIU Gang1(1.Imaging Center,the First Affiliated Hospital,Medical School Xi'an Jiaotong University,Xi'an 710061,China;2.Imaging Center,the Second Affiliated Hospital,Medical School Xi'an Jiaotong University,Xi'an 710004,China);Using data mining techniques to establish solitary pulmonary nodules diagnosis model[J];Chinese Journal of Medical Imaging Technology;2008-03
7 Yu Jie,Song Jiaojiao,Zhao Jinfang,et al.The Department of Health Statistics,Shanxi Medical University(030001),Taiyuan;ROC Regression Model based on Bayesian Estimation in Diagnostic Test[J];Chinese Journal of Health Statistics;2010-02
【Co-citations】
Chinese Journal Full-text Database 4 Hits
1 YAN Yong-hong,SONG Guang-hui,SHEN Qiang,ZHONG Rui,DANG Huan(Department of Imaging,Second Affiliated Hospital,Guangzhou University of TCM,Guangzhou Guangdong 510120,China);Evaluation of color Doppler ultrasonography in diagnosis of nutcracker syndrome by receiver operating characteristic curves[J];Journal of Bengbu Medical College;2010-12
2 ZHANG Lei,HONG Baofa(Department of Urology,General Hospital of PLA,Beijing 100853,China);Significance of serum PSA,F-PSA/T-PSA ratio in diagnosis of prostate cancer[J];Chinese Journal of Health Care and Medicine;2009-02
3 ZHANG Lei,HONG Baofa(Department of Urology,General Hospital of PLA,Beijing 100853,China);Significance of serum TPSA,PSAD in diagnosis in patients with prostate cancer[J];Chinese Journal of Health Care and Medicine;2009-03
4 Hou Ping,Chen Wei,Zhang Ming,Wang Yanchun,Qi Jing,Jiang Shumin.The Department of Traditional Chinese and Western Cardiovascular Medicine,Liaoning University of Traditional Chinese Medicine First Affiliated Hospital,Liaoning 110032,China;Compare the Predicting Value of Carotid Artery Ultrasound and Traditional Risk Factors by Application of ROC Curve[J];Journal of Medical Research;2009-09
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 JANG Xiaoyao, JANG Wei(Computer Science & Technology Dept. of Anqing Teachers College,Anqing,246011,China);Research and Application of the Decision Tree Based on ID_3 Algorithm in Data Mining[J];Journal of Anqing Teachers College(Natural Science Edition);2003-01
2 Wang Yu1 Xu Jianmin21(School of Computer and Maths,Hebei University,Baoding,Hebei 071002)2(Business Management School,Hebei University,Baoding,Hebei 071002);Text Categorization Based on RBF Neural Network and Decision Tree[J];Computer Engineering and Applications;2005-14
3 ZHENG Feiqun, YU Yongqiang, BAI Ya,et al. Department of Radiology, No.1 Affiliated Hospital, Anhui Medical University, Hefei, Anhui Province 230032, P. R. China;Relationship between Cerebral Blood Volume and Tumor Micro-vessel Density in Glioma[J];Journal of Clinical Radiololgy;2003-11
4 ;A Study of Artificial Neural Networks in Medical Imaging Data Mining[J];Journal of Practical Radiology;2006-11
5 QI Yue-yong,ZOU Li-guang,XIONG Kun-lin,et al.Department of Radiology,Xinqiao Hospital,Third Military Mediaal University,Chongqing 400037,China;CT-guided percutaneous transthoracic needle biopsy for solitary pulmonary lesions smaller than 3cm in diameter[J];Journal of Medical Imaging;2005-05
6 LEI Yuan-yi, CHEN Hai-dong (Hubei College of Chinese Medicine, Jingzhou Hubei province 434100);ANN and its application to medical image analysis[J];Chinese Medical Equipment Journal;2005-02
7 ZOU Li ling,SHEN Qi jun,CHEN Feng.Department of Health Statistics,School of Public Health,Southeast University(Nanjing 210009,China);Maximum likelihood estimation and hypothesis test of areas under receiver operating characteristic(ROC) curves[J];China Public Health;2003-01
8 Li Kang,Ma Baohua, Zhao Yashuang,et al.Harbin Medical University(150001),Harbin;The ROC Analysis for Diagnostic Test Data with Covariates[J];Chinese Journal of Health Statistics;2002-02
9 ZHANG Hongmei, GAO Peiyi, SUN Nan Department of Neuroradiology, Beijing Neurosurgical Institute, Beijing 100050;Analysis of postoperative magnetic resonance imaging manifestations after resection of intracranial gliomas to distinguish normal tissue reaction and residual tumor[J];CHINESE JOURNAL OF RADIOLOGY;1999-12
10 GAO Peiyi, LIN Yan, ZHANG Hongmei Department of Neuroradiology, Beijing Neurosurgical Institute, Beijing 100050,China;ROC study of early postoperative MR and CT in patients with intracranial residual malignant gliomas[J];CHINESE JOURNAL OF RADIOLOGY;2000-04
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved