On the use of multi-dimensional scaling and electromagnetic tracking in high dose rate brachytherapy

被引:8
作者
Goetz, Th I. [1 ,2 ]
Ermer, M. [1 ]
Salas-Gonzalez, D. [4 ]
Kellermeier, M. [2 ]
Strnad, V. [2 ]
Bert, Ch [2 ]
Hensel, B. [5 ]
Tome, A. M. [3 ]
Lang, E. W. [1 ]
机构
[1] Univ Regensburg, CIML, Biophys, D-93040 Regensburg, Germany
[2] Friedrich Alexander Univ Erlangen Nurnberg, Dept Radiat Oncol, Univ KLinikum Erlangen, D-91054 Erlangen, Germany
[3] Univ Aveiro, DETI, IEETA, P-3810193 Aveiro, Portugal
[4] Univ Granada, DTSTC, E-18071 Granada, Spain
[5] Univ Erlangen Nurnberg, Ctr Med Phys & Engn, D-91052 Erlangen, Germany
关键词
multi-dimensional scaling; electromagnetic tracking; brachytherapy; Levy distributions; hartigan-dip-test; BREAST IRRADIATION; BAYESIAN-INFERENCE; QUALITY-ASSURANCE; SURGERY;
D O I
10.1088/1361-6560/aa8944
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
High dose rate brachytherapy affords a frequent reassurance of the precise dwell positions of the radiation source. The current investigation proposes a multi-dimensional scaling transformation of both data sets to estimate dwell positions without any external reference. Furthermore, the related distributions of dwell positions are characterized by uni-or bi-modal heavy-tailed distributions. The latter are well represented by alpha-stable distributions. The newly proposed data analysis provides dwell position deviations with high accuracy, and, furthermore, offers a convenient visualization of the actual shapes of the catheters which guide the radiation source during the treatment.
引用
收藏
页码:7959 / 7980
页数:22
相关论文
共 41 条
[21]   Electromagnetic tracking (EMT) technology for improved treatment quality assurance in interstitial brachytherapy [J].
Kellermeier, Markus ;
Herbolzheimer, Jens ;
Kreppner, Stephan ;
Lotter, Michael ;
Strnad, Vratislav ;
Bert, Christoph .
JOURNAL OF APPLIED CLINICAL MEDICAL PHYSICS, 2017, 18 (01) :211-222
[22]   A survey of electromagnetic position tracker calibration techniques [J].
Kindratenko V.V. .
Virtual Reality, 2000, 5 (3) :169-182
[23]  
Liu Lizhong, 2004, J Appl Clin Med Phys, V5, P1, DOI 10.1120/jacmp.26.144
[24]   Bayesian inference for α-stable distributions:: A random walk MCMC approach [J].
Lombardi, Marco J. .
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2007, 51 (05) :2688-2700
[25]   Point Set Registration: Coherent Point Drift [J].
Myronenko, Andriy ;
Song, Xubo .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2010, 32 (12) :2262-2275
[26]   Accelerated Partial Breast Irradiation (APBI): A review of available techniques [J].
Njeh, Christopher F. ;
Saunders, Mark W. ;
Langton, Christian M. .
RADIATION ONCOLOGY, 2010, 5
[27]  
Nolan J., 2016, Stable Distributions: Models for Heavy-Tailed Data
[28]   Comparison of dose and catheter optimization algorithms in prostate high-dose-rate brachytherapy [J].
Poulin, Eric ;
Varfalvy, Nicolas ;
Aubin, Sylviane ;
Beaulieu, Luc .
BRACHYTHERAPY, 2016, 15 (01) :102-111
[29]   Simultaneous Electromagnetic Tracking and Calibration for Dynamic Field Distortion Compensation [J].
Sadjadi, Hossein ;
Hashtrudi-Zaad, Keyvan ;
Fichtinger, Gabor .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2016, 63 (08) :1771-1781
[30]  
Salas-Gonzalez D, 2011, INT C HYBR ART INT S, P99