Predicting target vessel location on robot-assisted coronary artery bypass graft using CT to ultrasound registration

被引:4
作者
Cho, Daniel S. [1 ,2 ]
Linte, Cristian [3 ]
Chen, Elvis C. S. [1 ]
Bainbridge, Daniel [4 ]
Wedlake, Chris [1 ]
Moore, John [1 ]
Barron, John [5 ]
Patel, Rajni [4 ]
Peters, Terry [1 ,2 ,4 ]
机构
[1] Univ Western Ontario, Robarts Res Inst, Imaging Res Labs, London, ON N6A 5K8, Canada
[2] Univ Western Ontario, Biomed Engn Grad Program, London, ON N6A 5K8, Canada
[3] Mayo Clin, Robarts Res Inst, Imaging Res Labs, Rochester, MN 55905 USA
[4] Canadian Surg Technol & Adv Robot, London, ON N6A 5A5, Canada
[5] Univ Western Ontario, Dept Comp Sci, London, ON N6A 5B7, Canada
关键词
CARDIAC-SURGERY; ACCURACY ASSESSMENT; TRACKING-SYSTEMS; SEGMENTATION; NAVIGATION; REALITY; MODELS; SAFETY; ATLAS;
D O I
10.1118/1.3684958
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
Purpose: Although robot-assisted coronary artery bypass grafting (RA-CABG) has gained more acceptance worldwide, its success still depends on the surgeon's experience and expertise, and the conversion rate to full sternotomy is in the order of 15%-25%. One of the reasons for conversion is poor preoperative planning, which is based solely on pre-operative computed tomography (CT) images. In this paper, the authors propose a technique to estimate the global peri-operative displacement of the heart and to predict the intra-operative target vessel location, validated via both an in vitro and a clinical study. Methods: As the peri-operative heart migration during RA-CABG has never been reported in the literatures, a simple in vitro validation study was conducted using a heart phantom. To mimic the clinical workflow, a pre-operative CT as well as peri-operative ultrasound images at three different stages in the procedure (Stage(0)-following intubation; Stage(1)-following lung deflation; and Stage(2)-following thoracic insufflation) were acquired during the experiment. Following image acquisition, a rigid-body registration using iterative closest point algorithm with the robust estimator was employed to map the pre-operative stage to each of the peri-operative ones, to estimate the heart migration and predict the peri-operative target vessel location. Moreover, a clinical validation of this technique was conducted using offline patient data, where a Monte Carlo simulation was used to overcome the limitations arising due to the invisibility of the target vessel in the peri-operative ultrasound images. Results: For the in vitro study, the computed target registration error (TRE) at Stage(0), Stage(1), and Stage(2) was 2.1, 3.3, and 2.6 mm, respectively. According to the offline clinical validation study, the maximum TRE at the left anterior descending (LAD) coronary artery was 4.1 mm at Stage(0), 5.1 mm at Stage(1), and 3.4 mm at Stage(2). Conclusions: The authors proposed a method to measure and validate peri-operative shifts of the heart during RA-CABG. In vitro and clinical validation studies were conducted and yielded a TRE in the order of 5 mm for all cases. As the desired clinical accuracy imposed by this procedure is on the order of one intercostal space (10-15 mm), our technique suits the clinical requirements. The authors therefore believe this technique has the potential to improve the pre-operative planning by updating peri-operative migration patterns of the heart and, consequently, will lead to reduced conversion to conventional open thoracic procedures. (C) 2012 American Association of Physicists in Medicine. [DOI: 10.1118/1.3684958]
引用
收藏
页码:1579 / 1587
页数:9
相关论文
共 34 条
[1]   Multi-atlas based segmentation of brain images: Atlas selection and its effect on accuracy [J].
Aljabar, P. ;
Heckemann, R. A. ;
Hammers, A. ;
Hajnal, J. V. ;
Rueckert, D. .
NEUROIMAGE, 2009, 46 (03) :726-738
[2]   Results of the prospective multicenter trial of robotically assisted totally endoscopic coronary artery bypass grafting [J].
Argenziano, M ;
Katz, M ;
Bonatti, J ;
Srivastava, S ;
Murphy, D ;
Poirier, R ;
Loulmet, D ;
Siwek, L ;
Kreaden, U ;
Ligon, D .
ANNALS OF THORACIC SURGERY, 2006, 81 (05) :1666-1675
[3]   A METHOD FOR REGISTRATION OF 3-D SHAPES [J].
BESL, PJ ;
MCKAY, ND .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1992, 14 (02) :239-256
[4]   Robust anisotropic diffusion [J].
Black, MJ ;
Sapiro, G ;
Marimont, DH ;
Heeger, D .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1998, 7 (03) :421-432
[5]   Technical challenges in totally endoscopic robotic coronary artery bypass grafting [J].
Bonatti, J ;
Schachner, T ;
Bonaros, N ;
Öhlinger, A ;
Danzmayr, M ;
Jonetzko, P ;
Friedrich, G ;
Kolbitsch, C ;
Mair, P ;
Laufer, G .
JOURNAL OF THORACIC AND CARDIOVASCULAR SURGERY, 2006, 131 (01) :146-153
[6]   Effectiveness and Safety of Total Endoscopic Left Internal Mammary Artery Bypass Graft to the Left Anterior Descending Artery [J].
Bonatti, Johannes ;
Schachner, Thomas ;
Bonaros, Nikolaos ;
Oehlinger, Armin ;
Wiedemann, Dominik ;
Ruetzler, Elisabeth ;
Weidinger, Felix ;
Kolbitsch, Christian ;
Feuchtner, Gudrun ;
Zimrin, David ;
Friedrich, Guy ;
Pachinger, Otmar ;
Laufer, Guenther .
AMERICAN JOURNAL OF CARDIOLOGY, 2009, 104 (12) :1684-1688
[7]  
Cho D., 2010, LECT NOTES COMPUT SC, P205
[8]   Robotics in cardiac surgery: The emperor's new clothes [J].
Damiano, Ralph J., Jr. .
JOURNAL OF THORACIC AND CARDIOVASCULAR SURGERY, 2007, 134 (03) :559-561
[9]   Feasibility, safety, and efficacy of totally endoscopic coronary artery bypass grafting: Multicenter European experience [J].
de Canniere, Didier ;
Wimmer-Greinecker, Gerhard ;
Cichon, Romuald ;
Gulielmos, Vassilios ;
Van Praet, Frank ;
Seshadri-Kreaden, Usha ;
Falk, Volkmar .
JOURNAL OF THORACIC AND CARDIOVASCULAR SURGERY, 2007, 134 (03) :710-716
[10]   Totally endoscopic coronary artery bypass grafting on cardiopulmonary bypass with robotically enhanced telemanipulation: Report of forty-five cases [J].
Dogan, S ;
Aybek, T ;
Andressen, E ;
Byhahn, C ;
Mierdl, S ;
Westphal, K ;
Matheis, G ;
Moritz, A ;
Wimmer-Greinecker, G .
JOURNAL OF THORACIC AND CARDIOVASCULAR SURGERY, 2002, 123 (06) :1125-1131