Can Artificial Intelligence Fix the Reproducibility Problem of Radiomics?

被引:21
作者
Park, Chang Min [1 ]
机构
[1] Seoul Natl Univ, Coll Med, Seoul Natl Univ Hosp, Dept Radiol, 101 Daehak Ro, Seoul 03080, South Korea
关键词
D O I
10.1148/radiol.2019191154
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
引用
收藏
页码:374 / 375
页数:2
相关论文
共 6 条
[1]   Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach [J].
Aerts, Hugo J. W. L. ;
Velazquez, Emmanuel Rios ;
Leijenaar, Ralph T. H. ;
Parmar, Chintan ;
Grossmann, Patrick ;
Cavalho, Sara ;
Bussink, Johan ;
Monshouwer, Rene ;
Haibe-Kains, Benjamin ;
Rietveld, Derek ;
Hoebers, Frank ;
Rietbergen, Michelle M. ;
Leemans, C. Rene ;
Dekker, Andre ;
Quackenbush, John ;
Gillies, Robert J. ;
Lambin, Philippe .
NATURE COMMUNICATIONS, 2014, 5
[2]   Radiomics of CT Features May Be Nonreproducible and Redundant: Influence of CT Acquisition Parameters [J].
Berenguer, Roberto ;
del Rosario Pastor-Juan, Maria ;
Canales-Vazquez, Jesus ;
Castro-Garcia, Miguel ;
Villas, Maria Victoria ;
Mansilla Legorburo, Francisco ;
Sabater, Sebastia .
RADIOLOGY, 2018, 288 (02) :407-415
[3]   Deep Learning-based Image Conversion of CT Reconstruction Kernels Improves Radiomics Reproducibility for Pulmonary Nodules or Masses [J].
Choe, Jooae ;
Lee, Sang Min ;
Do, Kyung-Hymn ;
Lee, Gaeun ;
Lee, June-Goo ;
Seo, Joon Beom .
RADIOLOGY, 2019, 292 (02) :365-373
[4]   Radiomics: Images Are More than Pictures, They Are Data [J].
Gillies, Robert J. ;
Kinahan, Paul E. ;
Hricak, Hedvig .
RADIOLOGY, 2016, 278 (02) :563-577
[5]   Impact of Reconstruction Algorithms on CT Radiomic Features of Pulmonary Tumors: Analysis of Intra- and Inter-Reader Variability and Inter-Reconstruction Algorithm Variability [J].
Kim, Hyungjin ;
Park, Chang Min ;
Lee, Myunghee ;
Park, Sang Joon ;
Song, Yong Sub ;
Lee, Jong Hyuk ;
Hwang, Eui Jin ;
Goo, Jin Mo .
PLOS ONE, 2016, 11 (10)
[6]   Radiomics: the bridge between medical imaging and personalized medicine [J].
Lambin, Philippe ;
Leijenaar, Ralph T. H. ;
Deist, Timo M. ;
Peerlings, Jurgen ;
de Jong, Evelyn E. C. ;
van Timmeren, Janita ;
Sanduleanu, Sebastian ;
Larue, Ruben T. H. M. ;
Even, Aniek J. G. ;
Jochems, Arthur ;
van Wijk, Yvonka ;
Woodruff, Henry ;
van Soest, Johan ;
Lustberg, Tim ;
Roelofs, Erik ;
van Elmpt, Wouter ;
Dekker, Andre ;
Mottaghy, Felix M. ;
Wildberger, Joachim E. ;
Walsh, Sean .
NATURE REVIEWS CLINICAL ONCOLOGY, 2017, 14 (12) :749-762