Development and head-to-head comparison of machine-learning models to identify patients requiring prostate biopsy

被引:0
作者
Shuanbao Yu
Jin Tao
Biao Dong
Yafeng Fan
Haopeng Du
Haotian Deng
Jinshan Cui
Guodong Hong
Xuepei Zhang
机构
[1] The First Affiliated Hospital of Zhengzhou University,Department of Urology
[2] Key Laboratory of Precision Diagnosis and Treatment for Chronic Kidney Disease in Henan Province,undefined
来源
BMC Urology | / 21卷
关键词
Prostate cancer; Machine learning; Predictive model; Prostate biopsy;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
相关论文
共 150 条
[21]  
Shkolyar E(2005)Efficacy and morbidity of transrectal ultrasound-guided 12-core biopsy for detection of prostate cancer in Japanese men Int J Urol 12 353-360
[22]  
Lu DY(2007)Detection rate of prostate cancer according to prostate-specific antigen and digital rectal examination in Korean men: a nationwide multicenter study Urology 70 1109-1112
[23]  
Kwan L(2010)The relationship between prostate-specific antigen and prostate cancer risk: the Prostate Biopsy Collaborative Group Clin Cancer Res 16 4374-4381
[24]  
Marks LS(2012)Role of transrectal ultrasonography (TRUS) in focal therapy of prostate cancer: report from a Consensus Panel BJU Int 110 942-948
[25]  
Obermeyer Z(2019)Radiomics features measured with multiparametric magnetic resonance imaging predict prostate cancer aggressiveness J Urol 202 498-505
[26]  
Emanuel EJ(2018)Predicting Gleason score of prostate cancer patients using radiomic analysis Front Oncol 8 630-22.e3
[27]  
Wong NC(2016)The use of machine learning for the identification of peripheral artery disease and future mortality risk J Vasc Surg 64 1515-444
[28]  
Lam C(2018)Utilizing machine learning and automated performance metrics to evaluate robot-assisted radical prostatectomy performance and predict outcomes J Endourol 32 438-2388
[29]  
Patterson L(2019)Predicting clinical outcomes of large vessel occlusion before mechanical thrombectomy using machine learning Stroke 50 2379-undefined
[30]  
Shayegan B(undefined)undefined undefined undefined undefined-undefined