Image-based clinical decision support for transrectal ultrasound in the diagnosis of prostate cancer: comparison of multiple logistic regression, artificial neural network, and support vector machine

被引:0
作者
Hak Jong Lee
Sung Il Hwang
Seok-min Han
Seong Ho Park
Seung Hyup Kim
Jeong Yeon Cho
Chang Gyu Seong
Gheeyoung Choe
机构
[1] Seoul National University College of Medicine,Department of Radiology
[2] Seoul National University Bundang Hospital,Department of Radiology
[3] Institute of Radiation Medicine,Department of Radiology
[4] Seoul National University Medical Research Center,Department of Radiology
[5] Clinical Research Institute,Department of Radiology
[6] Seoul National University Hospital,Department of Radiology
[7] Multimedia lab,Department of Pathology
[8] Samsung Advanced Institute of Technology,Department of Radiology
[9] University of Ulsan College of Medicine,undefined
[10] Asan Medical Center,undefined
[11] Seoul National University College of Medicine,undefined
[12] Seoul National University Hospital,undefined
[13] Seoul National University Boramae Hospital,undefined
[14] Seoul National University College of Medicine,undefined
[15] Seoul National University Bundang Hospital,undefined
[16] Seoul National University Bundang Hospital,undefined
来源
European Radiology | 2010年 / 20卷
关键词
Support vector machine; Artificial neural network; Multiple logistic regression; Prostate cancer; US-transrectal;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
页码:1476 / 1484
页数:8
相关论文
共 160 条
[1]  
Stephan C(2002)An artificial neural network considerably improves the diagnostic power of percent free prostate-specific antigen in prostate cancer diagnosis: results of a 5-year investigation Int J Cancer 99 466-473
[2]  
Jung K(1994)Comparison of digital rectal examination and serum prostate specific antigen in the early detection of prostate cancer: results of a multicenter clinical trial of 6,630 men J Urol 151 1283-1290
[3]  
Cammann H(1995)Screening for prostate cancer with prostate-specific antigen. An examination of the evidence N Engl J Med 333 1401-1405
[4]  
Catalona WJ(1991)Measurement of prostate-specific antigen in serum as a screening test for prostate cancer N Engl J Med 324 1156-1161
[5]  
Richie JP(1997)Prostate-specific antigen as a screening test for prostate cancer. The United States experience Urol Clin North Am 24 299-306
[6]  
Ahmann FR(1993)Effect of patient age on early detection of prostate cancer with serum prostate-specific antigen and digital rectal examination Urology 42 365-374
[7]  
Woolf SH(1997)Prostate cancer detection in men with serum PSA concentrations of 2.6 to 4.0 ng/mL and benign prostate examination. Enhancement of specificity with free PSA measurements Jama 277 1452-1455
[8]  
Catalona WJ(2009)the role of magnetic resonance imaging in targeting prostate cancer in patients with previous negative biopsies and elevated prostate-specific antigen levels BJU Int 103 730-733
[9]  
Smith DS(2006)Development of a nomogram to predict probability of positive initial prostate biopsy among Japanese patients Urology 67 131-136
[10]  
Ratliff TL(1999)Advances in the application of prostate-specific antigen in the detection of early-stage prostate cancer Semin Oncol 26 140-149