Non-rigid alignment of pre-operative MRI, fMRI, and DT-MRI with intra-operative MRI for enhanced visualization and navigation in image-guided neurosurgery

被引:118
作者
Archip, Neculal
Clatz, Olivier
Whalen, Stephen
Kacher, Dan
Fedorov, Andriy
Kot, Andriy
Chrisocholdes, Nikos
Jolesz, Ferenc
Golby, Alexandra
Black, Peter M.
Warfield, Simon K.
机构
[1] Harvard Univ, Sch Med, Dept Radiol, Brigham & Womens Hosp, Boston, MA 02115 USA
[2] Childrens Hosp, Dept Radiol, Computat Radiol Lab, Boston, MA 02115 USA
[3] Coll William & Mary, Dept Comp Sci, Williamsburg, VA 23185 USA
[4] Harvard Univ, Sch Med, Brigham & Womens Hosp, Dept Neurosurg, Boston, MA 02115 USA
关键词
MRI; DT-MRI; fMRI; brain; image-guided neurosurgery; navigation systems; non-rigid registration;
D O I
10.1016/j.neuroimage.2006.11.060
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Objective: The usefulness of neurosurgical navigation with current visualizations is seriously compromised by brain shift, which inevitably occurs during the course of the operation, significantly degrading the precise alignment between the pre-operative MR data and the intraoperative shape of the brain. Our objectives were (i) to evaluate the feasibilitv of non-rigid registration that compensates for the brain deformations within the time constraints imposed by neurosurgery, and (ii) to create augmented reality visualizations of critical structural and functional brain regions during neurosurgery using pre-operatively acquired fMRI and DT-MRI. Materials and methods: Eleven consecutive patients with supratentorial gliomas were included in our study. All underwent surgery at our intraoperative MR imaging-guided therapy facility and have tumors in eloquent brain areas (e.g. precentral gyrus and cortico-spinal tract). Functional MRI and DT-MRI, together with MPRAGE and T2w structural MRI were acquired at 3 T prior to surgery. SPGR and T2w images were acquired with a 0.5 T magnet during each procedure. Quantitative assessment of the alignment accuracy was carried out and compared with current state-of-the-art systems based only on rigid registration. Results: Alignment between pre-operative and intra-operative datasets was successfully carried out during surgery for all patients. Overall, the mean residual displacement remaining after non-rigid registration was 1.82 rum. There is a statistically significant improvement in alignment accuracy utilizing our non-rigid registration in comparison to the currently used technology (p < 0.001). Conclusions: We were able to achieve intra-operative rigid and nonrigid registration of (1) pre-operative structural MRI with intraoperative T1w NMRI; (2) pre-operative fMRI with intra-operative T1w MRI, and (3) pre-operative DT-MRI with intra-operative T1w MRI. The registration algorithms as implemented were sufficiently robust and rapid to meet the hard real-time constraints of intra-operative surgical decision making. The validation experiments demonstrate that we can accurately compensate for the deformation of the brain and thus can construct an augmented reality visualization to aid the surgeon. (c) 2006 Elsevier Inc. All rights reserved.
引用
收藏
页码:609 / 624
页数:16
相关论文
共 126 条
[1]  
Alexander A., 2003, P 11 INT SOC MAGN RE, P399
[2]   Log-euclidean metrics for fast and simple calculus on diffusion tensors [J].
Arsigny, Vincent ;
Fillard, Pierre ;
Pennec, Xavier ;
Ayache, Nicholas .
MAGNETIC RESONANCE IN MEDICINE, 2006, 56 (02) :411-421
[3]   Functional magnetic resonance imaging of regional brain activity in patients with intracerebral gliomas: Findings and implications for clinical management [J].
Atlas, SW ;
Howard, RS ;
Maldjian, J ;
Alsop, D ;
Detre, JA ;
Listerud, J ;
DEsposito, M ;
Judy, KD ;
Zager, E ;
Stecker, M .
NEUROSURGERY, 1996, 38 (02) :329-337
[4]   An integrated range-sensing, segmentation and registration framework for the characterization of intra-surgical brain deformations in image-guided surgery [J].
Audette, MA ;
Siddiqi, K ;
Ferrie, FP ;
Peters, TM .
COMPUTER VISION AND IMAGE UNDERSTANDING, 2003, 89 (2-3) :226-251
[5]  
AUDETTE MA, 2003, THESI MCGILL U
[6]   Measurement of fractional anisotropy using diffusion tensor MRI in supratentorial astrocytic tumors [J].
Beppu, T ;
Inoue, T ;
Shibata, Y ;
Kurose, A ;
Arai, H ;
Ogasawara, K ;
Ogawa, A ;
Nakamura, S ;
Kabasawa, H .
JOURNAL OF NEURO-ONCOLOGY, 2003, 63 (02) :109-116
[7]  
BERGER MS, 1994, CANCER, V74, P1784, DOI 10.1002/1097-0142(19940915)74:6<1784::AID-CNCR2820740622>3.0.CO
[8]  
2-D
[9]   Diffusion-tensor imaging-guided tracking of fibers of the pyramidal tract combined with intraoperative cortical stimulation mapping in patients with gliomas [J].
Berman, JI ;
Berger, MS ;
Mukherjee, P ;
Henry, RG .
JOURNAL OF NEUROSURGERY, 2004, 101 (01) :66-72
[10]   Craniotomy for tumor treatment in an intraoperative magnetic resonance imaging unit [J].
Black, PM ;
Alexander, E ;
Martin, C ;
Moriarty, T .
NEUROSURGERY, 1999, 45 (03) :423-431