Abstract
Purpose
Accurate registration of patient anatomy and preoperative computed tomography (CT) images is key to successful image-guided spine surgery. Current manual landmark and surface-based techniques are time-consuming and not always accurate. Intraoperative ultrasound imaging of the vertebrae, combined with automated registration, could improve surgery by improving accuracy, reducing operative time, and decreasing invasiveness.
Methods
We present a simple ultrasound-CT registration technique that is automated, accurate, and robust. Registration is achieved by aligning the posterior vertebral surface, extracted from both CT and ultrasound images, using a forward and a backward scan line tracing method, respectively. The registration technique is validated using a simple plastic phantom in a water bath and a more realistic porcine cadaver in a simulation of open back surgery.
Results
Clinically relevant accuracy was estimated by comparing automated registrations with gold standard imaging fiducial-based reference transformations, which yielded target registration errors of under 1 mm for the plastic phantom and under 1.6 mm for the porcine cadaver.
Conclusions
Our registration technique demonstrates good accuracy and robustness under clinically realistic conditions and thus warrants further studies on its surgical application.
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References
Deyo RA, Nachemson A, Mirza SK (2004) Spinal-fusion surgery-the case for restraint. N Engl J Med 350(7): 722–726
Castro WHM, Halm H, Jerosch J, Malms J, Steinbeck J, Blasius S (1996) Accuracy of pedicle screw placement in lumbar vertebrae. Spine 21(11): 1320–1324
Schulze CJ, Munzinger E, Weber U (1998) Clinical relevance of accuracy of pedicle screw placement: a computed tomographic-supported analysis. Spine 23(20): 2215–2220
Haberland N, Ebmeier K, Grunewald JP, Hliscs R, Kalff RL (2000) Incorporation of intraoperative computerized tomography in a newly developed spinal navigation technique. Comput Aided Surg 5(1): 18–27
Laine T, Lund T, Ylikoski M, Lohikoski J, Schlenzka D (2000) Accuracy of pedicle screw insertion with and without computer assistance: A randomised controlled clinical study in 100 consecutive patients. Eur Spine J 9(3): 235–240
Holly LT, Foley KT (2007) Image guidance in spine surgery. Orthop Clin N Am 38: 451–461
Kalfas IH, Kormos DW, Murphy MA, Mckenzie RL, Barnett GH, Bell GR, Steiner CP, Trimble MB, Weisenberger JP (1995) Application of frameless stereotaxy to pedicle screw fixation of the spine. J Neurosurg 83(4): 641–647
Glossop ND, Hu RW, Randle JA (1996) Computer-aided pedicle screw placement using frameless stereotaxis. Spine 21(17): 2026–2034
Foley KT, Smith MM (1997) Frameless stereotactic guidance of C1-2 transarticular screw placement: clinical experience. Clin Neurol Neurosur 99(2): 360A
Bloch O, Holly LT, Park J, Obasi C, Kim K, Johnson JP (2001) Effect of frameless stereotaxy on the accuracy of C1-2 transarticular screw placement. J Neurosurg 95(1 Suppl): 74–79
Kim KD, Johnson JP, Block O, Masciopinto JE (2001) Computer-assisted thoracic pedicle screw placement: an in vitro feasibility study. Spine 26(4): 360–364
Youkilis AS, Quint DJ, McGillicuddy JE, Papadopoulos SM (2001) Stereotactic navigation for placement of pedicle screws in the thoracic spine. Neurosurgery 48(4): 771–779
Bolger C, Wigfield C, Melkent T, Smith K (1999) Frameless stereotaxy and anterior cervical surgery. Comput Aided Surg 4(6): 322–327
Kalfas IH (2009) Image-guided spinal navigation: Principles and clinical applications. In: Ozgur B, Benzel E, Garfin S (eds) Minimally invasive spine surgery. Springer, New York, pp 7–22
Goulet B (2007) Lumbar pedicle screw insertion with preoperative CT-based navigation. Master’s thesis, Université de Montréal
Peters TM (2006) Image-guidance for surgical procedures. Phys Med Biol 51: R505–R540
Holly LT, Foley KT (2003) Three-dimensional fluoroscopy-guided percutaneous thoracolumbar pedicle screw placement. Technical note. J Neurosurg 99(3 Suppl): 324–329
Villavicencio AT, Burneikiene S, Bulsara KR, Thramann JJ (2005) Utility of computerized isocentric fluoroscopy for minimally invasive spinal surgical techniques. J Spinal Disord Tech 18(4): 369–375
Gering DT, Nabavi A, Kikinis R, Hata N, O’Donnell LJ, Grimson WEL, Jolesz FA, Black PM, WMWIII (2001) An integrated visualization system for surgical planning and guidance using image fusion and an open MR. J Magn Reson Imaging 13(6):967–975
Rampersaud YR, Foley KT, Shen AC, Williams S, Solomito M (2000) Radiation exposure to the spine surgeon during fluoroscopically assisted pedicle screw insertion. Spine 25(20): 2637–2645
Ault T, Siegel MW (1994) Frameless patient registration using ultrasonic imaging. In: Proceedings first international symposium on medical robotics and computer-assisted surgery, pp 74–82
Penney GP, Barratt DC, Chan CSK, Slomczykowski M, Carter TJ, Edwards PJ, Hawkes DJ (2005) Cadaver validation of intensity-based ultrasound to CT registration. In: Duncan J, Gerig G (eds) MICCAI 2005, vol LNCS 3750. Springer, pp 1000–1007
Barratt DC, Penney GP, Chan CSK, Slomczykowski M, Carter TJ, Edwards PJ, Hawkes DJ (2006) Self-calibrating 3D-ultrasound-based bone registration for minimally invasive orthopedic surgery. IEEE Trans Med Imaging 25(3): 312–323
Barratt DC, Chan CS, Edwards PJ, Penney GP, Slomczykowski M, Carter TJ, Hawkes DJ (2008) Instantiation and registration of statistical shape models of the femur and pelvis using 3D ultrasound imaging. Med Image Anal 12(3): 358–374
Mozes A, Chang TC, Arata L, Zhao W (2010) Three-dimensional A-mode ultrasound calibration and registration for robotic orthopaedic knee surgery. Int J Med Robot 6(1): 91–101
Tonetti J, Carrat L, Kvallek S, Pittet L, Merloz P, Chirossel JP (1998) Percutaneous iliosacral screw placement using image guided techniques. Clin Orthop Relat Res 354: 103–110
Ionescu G, Lavallée S, Demongeot J (1999) Automated registration of ultrasound with CT images: application to computer assisted prostate radiotherapy and orthopedics. In: Taylor C, Colchester A (eds) MICCAI 1999, vol LNCS 1679. Springer, pp 768–778
Carrat L, Tonetti J, Merloz P, Troccaza J (2000) Percutaneous computer assisted iliosacral screwing: clinical validation. In: Delp SL, DiGioia A, Jaramaz B (eds) MICCAI 2000, vol LNCS 1935. Springer, pp 1229–1237
Amin DV, Kanade T, AM DiGioia BJ III (2003) Ultrasound registration of the bone surface for surgical navigation. Comput Aided Surg 8: 1–16
Penney GP, Barratt DC, Chan CSK, Slomczykowski M, Carter TJ, Edwards PJ, Hawkes DJ (2006) Cadaver validation of intensity-based ultrasound to CT registration. Med Image Anal 10(3): 385–395
Moghari MH, Abolmaesumi P (2007) Point-based rigid-body registration using an unscented kalman filter. IEEE Trans Med Imaging 26(12): 1708–1728
Foroughi P, Song D, Chintalapani G, Taylor RH, Fichtinger G (2008) Localization of pelvic anatomical coordinate system using US/atlas registration for total hip replacement. In: Metaxas D, Davies B, Axel L (eds) MICCAI 2008, vol LNCS 5242. Springer, pp 871–879
Oszwald M, Citak M, Kendoff D, Kowal J, Amstutz C, Kirchhoff T, Nolte L, Krettek C, Hüfner T (2008) Accuracy of navigated surgery of the pelvis after surface matching with an A-mode ultrasound probe. J Orthop Res 26(6): 860–864
Ghanavati S, Mousavi P, Fichtinger G, Foroughi P, Abolmaesumi P (2010) Multi-slice to volume registration of ultrasound data to a statistical atlas of human pelvis. In: Miga MI, Wong KH (eds) Proceedings of SPIE, SPIE, vol 7625. pp 76250O
Lavallée S, Troccaz J, Sautot P, Mazier B, Cinquin P, Merloz P, Chirossel JP (1996) Computer-assisted spinal surgery using anatomy-based registration. In: Taylor RH, Lavallée S, Burdea GC, Mösges R (eds) Computer integrated surgery: technology and clinical applications. MIT Press, MA, pp 425–449
Herring JL, Dawant BM, Maurer CR Jr, Muratore DM, Galloway RL, Fitzpatrick JM (1998) Surface-based registration of CT images to physical space for image-guided surgery of the spine: a sensitivity study. IEEE Trans Med Imaging 17(5): 743–752
Brendel B, Winter S, Rick A, Stockheim M, Ermert H (2002) Registration of 3D CT and ultrasound datasets of the spine using bone structures. Comput Aided Surg 7: 146–155
Muratore DM, Russ JH, Dawant BM, Galloway RL Jr (2002) Three-dimensional image registration of phantom vertebrae for image-guided surgery: a preliminary study. Comput Aided Surg 7: 342–352
Brendel B, Siepermanna J, Winter S, Ermert H (2005) In vivo evaluation and in vitro accuracy measurements for an ultrasound-CT registration algorithm. In: International congress series—CARS 2005, vol 1281. pp 583–588
Peterhans M, Talib H, Linguraru MG, Styner M, Ballester MAG (2008) A method for frame-by-frame US to CT registration in a joint calibration and registration framework. In: IEEE ISBI 2008, pp 1131–1134
Winter S, Brendel B, Pechlivanis I, Schmieder K, Igel C (2008) Registration of CT and intraoperative 3-D ultrasound images of the spine using evolutionary and gradient-based methods. IEEE Trans Evolut Comput 12(3): 284–296
Gill S, Mousavi P, Fichtinger G, Chen E, Boisvert J, Pichora D, Abolmaesumi P (2009) Biomechanically constrained groupwise US to CT registration of the lumbar spine. In: Yang GZ, Hawkes D, Rueckert D (eds) MICCAI 2009, vol LNCS 5761. Springer, pp 803–810
Winter S, Pechlivanis I, Dekomien C, Igel C, Schmieder K (2009) Toward registration of 3D ultrasound and CT images of the spine in clinical praxis: Design and evaluation of a data acquisition protocol. Ultrasound Med Biol 35(11): 1773–1782
Rasoulian A, Mousavi P, Moghari MH, Foroughi P, Abolmaesumi P (2010) Group-wise feature-based registration of CT and ultrasound images of spine. In: Miga MI, Wong KH (eds) Proceedings of SPIE, SPIE, vol 7625. pp 76250R
Gill S (2009) Biomechanically constrained ultrasound to computed tomography registration of the lumbar spine. Master’s thesis, Queen’s University. http://hdl.handle.net/1974/5342
Gill S, Abolmaesumi P, Fichtinger G, Boisvert J, Pichora D, Borshneck D, Mousavi P (2010) Biomechanically constrained groupwise ultrasound to CT registration of the lumbar spine. Med Image Anal In Press, Accepted. Manuscript: doi:10.1016/j.media.2010.07.008
Glossop N, Hu R (1997) Assessment of vertebral body motion during spine surgery. Spine 22(8): 903–909
Foroughi P, Boctor E, Swartz M, Taylor R, Fichtinger G (2007) Ultrasound bone segmentation using dynamic programming. In: Ultrasonics Symposium, 2007. IEEE, pp 2523–2526
Hellier P, Coupé P, Morandi X, Collins DL (2010) An automatic geometrical and statistical method to detect acoustic shadows in intraoperative ultrasound brain images. Med Image Anal 14(2): 195–204
Jain AK, Taylor RH (2004) Understanding bone responses in B-mode ultrasound images and automatic bone surface extraction using a bayesian probabilistic framework. In: Walker WF, Emelianov SY (eds) Proceedings of SPIE: Medical Imaging 2004: Ultrasonic Imaging and Signal Processing, SPIE, vol 5373. pp 131–142
Nelder JA, Mead R (1965) A simplex method for function minimization. Comput J 7(4): 308–313
Press WH, Flannery BP, Teukolsky SA, Vetterling WT (1988) Numerical recipes in C. Cambridge University Press, Cambridge
Olsson DM, Nelson LS (1975) The nelder-mead simplex procedure for function minimization. Technometrics 17(1): 45–51
Comeau RM, Sadikot AF, Fenster A, Peters TM (2000) Intraoperative ultrasound for guidance and tissue shift correction in image-guided neurosurgery. Med Phys 27(4): 787–800
Dath R, Ebinesan AD, Porter KM, Miles AW (2007) Anatomical measurements of porcine lumbar vertebrae. Clin Biomech 22(5): 607–613
Horn BK (1987) Closed-form solution of absolute orientation using unit quaternions. J Opt Soc Am A 4(4): 629–642
Solberg OV, Lindseth F, Torp H, Blake RE, Hernes TAN (2007) Freehand 3D ultrasound reconstruction algorithms–a review. Ultrasound Med Biol 33(7): 991–1009
Cleary K, Anderson J, Brazaitis M, Devey G, DiGioia A, Freedman M, Grönemeyer D, Lathan C, Lemke H, Long D, Mun SK, Taylor R (2000) Final report of the technical requirements for image-guided spine procedures workshop. Comput Aided Surg 5(3): 180–215
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Yan, C.X.B., Goulet, B., Pelletier, J. et al. Towards accurate, robust and practical ultrasound-CT registration of vertebrae for image-guided spine surgery. Int J CARS 6, 523–537 (2011). https://doi.org/10.1007/s11548-010-0536-2
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DOI: https://doi.org/10.1007/s11548-010-0536-2