Distributed learning: predictive models based on data from multiple hospitals without data leaving the hospital

被引：0
作者：
Jochems, A. T. C. [1 ]
Deist, T. M. [1 ,2 ]
van Soest, J. [1 ,2 ,3 ]
Eble, M.
Bulens, P. [4 ]
Coucke, P. [5 ]
Dries, W. [6 ]
Lambin, P. [1 ,2 ]
Dekker, A. [1 ]
机构：
[1] Maastro Clin, Dept Radiat Oncol, Dr Tanslaan 12, Maastricht, Netherlands
[2] Maastricht Univ, GROW Sch Oncol & Dev Biol, Med Ctr, Minderbroedersberg 4-6, Maastricht, Netherlands
[3] Univ Clin Aachen, Klin Strahlentherapie, Pauwelsstr 30, Aachen, Germany
[4] Jessa Hosp, Dept Radiat Oncol, Stadsomvaart 11, Hasselt, Netherlands
[5] CHU Liege, Dept Phys Med, Batiment B 35, Liege, Belgium
[6] Catharina Hosp, Michelangelolaan 2, Eindhoven, Netherlands
来源：
RADIOTHERAPY AND ONCOLOGY | 2016年 / 118卷
关键词：
Dyspnea; Bayesian networks; Distributed learning; TUMOR RADIOSENSITIVITY; MOLECULAR ASSAY; RADIATION;
D O I：
暂无
中图分类号：
R73 [肿瘤学];
学科分类号：
100214 ;
摘要：
111
引用
收藏
页码：S53 / S54
页数：2
相关论文
共 11 条
[1]   The radiosensitivity index predicts for overall survival in glioblastoma [J].
Ahmed, Kamran A. ;
Chinnaiyan, Prakash ;
Fulp, William J. ;
Eschrich, Steven ;
Torres-Roca, Javier F. ;
Caudell, Jimmy J. .
ONCOTARGET, 2015, 6 (33) :34414-34422
[2]   Differences Between Colon Cancer Primaries and Metastases Using a Molecular Assay for Tumor Radiation Sensitivity Suggest Implications for Potential Oligometastatic SBRT Patient Selection [J].
Ahmed, Kamran A. ;
Fulp, William J. ;
Berglund, Anders E. ;
Hoffe, Sarah E. ;
Dilling, Thomas J. ;
Eschrich, Steven A. ;
Shridhar, Ravi ;
Torres-Roca, Javier F. .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2015, 92 (04) :837-842
[3]   COMPARING THE AREAS UNDER 2 OR MORE CORRELATED RECEIVER OPERATING CHARACTERISTIC CURVES - A NONPARAMETRIC APPROACH [J].
DELONG, ER ;
DELONG, DM ;
CLARKEPEARSON, DI .
BIOMETRICS, 1988, 44 (03) :837-845
[4]   SYSTEMS BIOLOGY MODELING OF THE RADIATION SENSITIVITY NETWORK: A BIOMARKER DISCOVERY PLATFORM [J].
Eschrich, Steven ;
Zhang, Hongling ;
Zhao, Haiyan ;
Boulware, David ;
Lee, Ji-Hyun ;
Bloom, Gregory ;
Torres-Roca, Javier F. .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2009, 75 (02) :497-505
[5]   Validation of a Radiosensitivity Molecular Signature in Breast Cancer [J].
Eschrich, Steven A. ;
Fulp, William J. ;
Pawitan, Yudi ;
Foekens, John A. ;
Smid, Marcel ;
Martens, John W. M. ;
Echevarria, Michelle ;
Kamath, Vidya ;
Lee, Ji-Hyun ;
Harris, Eleanor E. ;
Bergh, Jonas ;
Torres-Roca, Javier F. .
CLINICAL CANCER RESEARCH, 2012, 18 (18) :5134-5143
[6]   A GENE EXPRESSION MODEL OF INTRINSIC TUMOR RADIOSENSITIVITY: PREDICTION OF RESPONSE AND PROGNOSIS AFTER CHEMORADIATION [J].
Eschrich, Steven A. ;
Pramana, Jimmy ;
Zhang, Hongling ;
Zhao, Haiyan ;
Boulware, David ;
Lee, Ji-Hyun ;
Bloom, Gregory ;
Rocha-Lima, Caio ;
Kelley, Scott ;
Calvin, Douglas P. ;
Yeatman, Timothy J. ;
Begg, Adrian C. ;
Torres-Roca, Javier F. .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2009, 75 (02) :489-496
[7]   THE EM ALGORITHM FOR GRAPHICAL ASSOCIATION MODELS WITH MISSING DATA [J].
LAURITZEN, SL .
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 1995, 19 (02) :191-201
[8]  
Spirtes P., 2000, CAUSATION PREDICTION, V2nd
[9]   Integration of a Radiosensitivity Molecular Signature Into the Assessment of Local Recurrence Risk in Breast Cancer [J].
Torres-Roca, Javier F. ;
Fulp, William J. ;
Caudell, Jimmy J. ;
Servant, Nicolas ;
Bollet, Marc A. ;
van de Vijver, Marc ;
Naghavi, Arash O. ;
Harris, Eleanor E. ;
Eschrich, Steven A. .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2015, 93 (03) :631-638
[10]   A molecular assay of tumor radiosensitivity: a roadmap towards biology-based personalized radiation therapy [J].
Torres-Roca, Javier F. .
PERSONALIZED MEDICINE, 2012, 9 (05) :547-557
12