Nonholonomic catheter path reconstruction using electromagnetic tracking

Catheter path reconstruction is a necessary step in many clinical procedures, such as cardiovascular interventions and high-dose-rate brachytherapy. To overcome limitations of standard imaging modalities, electromagnetic tracking has been employed to reconstruct catheter paths. However, tracking errors pose a challenge in accurate path reconstructions. We address this challenge by means of a filtering technique incorporating the electromagnetic measurements with the nonholonomic motion constraints of the sensor inside a catheter. The nonholonomic motion model of the sensor within the catheter and the electromagnetic measurement data were integrated using an extended Kalman filter. The performance of our proposed approach was experimentally evaluated using the Ascension’s 3D Guidance trakStar electromagnetic tracker. Sensor measurements were recorded during insertions of an electromagnetic sensor (model 55) along ten predefined ground truth paths. Our method was implemented in MATLAB and applied to the measurement data. Our reconstruction results were compared to raw measurements as well as filtered measurements provided by the manufacturer. The mean of the root-mean-square (RMS) errors along the ten paths was 3.7 mm for the raw measurements, and 3.3 mm with manufacturer’s filters. Our approach effectively reduced the mean RMS error to 2.7 mm. Compared to other filtering methods, our approach successfully improved the path reconstruction accuracy by exploiting the sensor’s nonholonomic motion constraints in its formulation. Our approach seems promising for a variety of clinical procedures involving reconstruction of a catheter path.

[1]  Gabor Fichtinger,et al.  Electromagnetic tracking in surgical and interventional environments: usability study , 2015, International Journal of Computer Assisted Radiology and Surgery.

[2]  Wolfgang Birkfellner,et al.  Electromagnetic Tracking in Medicine—A Review of Technology, Validation, and Applications , 2014, IEEE Transactions on Medical Imaging.

[3]  Jun Zhou,et al.  Real-time catheter tracking for high-dose-rate prostate brachytherapy using an electromagnetic 3D-guidance device: a preliminary performance study. , 2013, Medical physics.

[4]  Robert A. Cormack,et al.  EM-navigated catheter placement for gynecologic brachytherapy: an accuracy study , 2014, Medical Imaging.

[5]  Ehsan Dehghan,et al.  Electromagnetic tracking for catheter reconstruction in ultrasound-guided high-dose-rate brachytherapy of the prostate. , 2014, Brachytherapy.

[6]  Gabor Fichtinger,et al.  Needle deflection estimation: prostate brachytherapy phantom experiments , 2014, International Journal of Computer Assisted Radiology and Surgery.

[7]  K. S. Arun,et al.  Least-Squares Fitting of Two 3-D Point Sets , 1987, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[8]  V Ferrari,et al.  Simultaneous tracking of catheters and guidewires: comparison to standard fluoroscopic guidance for arterial cannulation. , 2014, European journal of vascular and endovascular surgery : the official journal of the European Society for Vascular Surgery.

[9]  Dhanunjaya Lakkireddy,et al.  MediGuide—impact on catheter ablation techniques and workflow , 2014, Journal of Interventional Cardiac Electrophysiology.

[10]  Richard M. Murray,et al.  A Mathematical Introduction to Robotic Manipulation , 1994 .

[11]  Ehsan Dehghan,et al.  Electromagnetic Catheter Digitization in Prostate High-Dose-Rate Brachytherapy Treatment Planning , 2014 .

[12]  Volodymyr V. Kindratenko,et al.  A survey of electromagnetic position tracker calibration techniques , 2005, Virtual Reality.

[13]  Gabor Fichtinger,et al.  Fusion of Electromagnetic Trackers to Improve Needle Deflection Estimation: Simulation Study , 2013, IEEE Transactions on Biomedical Engineering.

[14]  Gabor Fichtinger,et al.  Simultaneous localization and calibration for electromagnetic tracking systems , 2016, The international journal of medical robotics + computer assisted surgery : MRCAS.

[15]  Selim G. Akl,et al.  ACCURACY OF ELECTROMAGNETIC TRACKING IN AN IMAGE-GUIDED SURGERY SUITE , 2013 .

[16]  S. Shankar Sastry,et al.  Three-dimensional Motion Planning Algorithms for Steerable Needles Using Inverse Kinematics , 2010, Int. J. Robotics Res..