Abstract
We discuss a new planning method for corrective osteotomy surgery without the need to make a CT scan of the contralateral bone. We use a statistical shape model to estimate the most likely relative position of two bone segments of an osteotomized bone. To investigate the added value of geometrical properties for planning, different geometrical features of the bone surface are being incorporated. The feasibility and accuracy of our proposed method are investigated using 10 virtually deformed radii and a statistical shape model based on 35 healthy radii.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Athwal, G.S., Ellis, R.E., Small, C.F., Pichora, D.R.: Computer-assisted distal radius osteotomy. The Journal of Hand Surgery 28(6), 951–958 (2003)
Miyake, J., Murase, T., Moritomo, H., Sugamoto, K., Yoshikawa, H.: Distal radius osteotomy with volar locking plates based on computer simulation. Clin. Ortho. and Rel. Res. 469(6), 1766–1773 (2011)
Cronier, P., Pietu, G., Dujardin, C., Bigorre, N., Ducellier, F., Gerard, R.: The concept of locking plates. Orthopaedics and Traumatology: Surgery and Research 96(4, Suppl.), S17–S36 (2010)
Dobbe, J., Strackee, S.D., Schreurs, A.W., Jonges, R., Carelsen, B., Vroemen, J., Grimbergen, C.A., Streekstra, G.J.: Computer-assisted planning and navigation for corrective distal radius osteotomy, based on pre- and intraoperative imaging. IEEE Trans. Biomed. Eng. 58(1), 182–190 (2011)
Dobbe, J., Vroemen, J.C., Strackee, S., Streekstra, G.: Patient-tailored plate for bone fixation and accurate 3d positioning in corrective osteotomy. Med. Biol. Eng. Comput. (2012) (in press)
Murase, T., Oka, K., Moritomo, H., Goto, A., Yoshikawa, H., Sugamoto, K.: Three-dimensional corrective osteotomy of malunited fractures of the upper extremity with use of a computer simulation system. The Journal of Bone and Joint Surgery 90(11), 2375–2389 (2008)
Cootes, T.F., Taylor, C.J., Cooper, D.H., Graham, J.: Active shape models - their training and application. Comp. Vis. and Im. Und. 61(1), 38–59 (1995)
van de Giessen, M., Foumani, M., Vos, F.M., Strackee, S.D., Maas, M., Vliet, L.V., Grimbergen, C.A., Streekstra, G.J.: A 4d statistical model of wrist bone motion patterns. IEEE Trans. Med. Imaging 31(3), 613–625 (2012)
Waarsing, J., Rozendaal, R., Verhaar, J., Bierma-Zeinstra, S., Weinans, H.: A statistical model of shape and density of the proximal femur in relation to radiological and clinical OA of the hip. Osteoarthritis and Cartilage 18(6), 787–794 (2010)
Chung, F., Schmid, J., Magnenat-Thalmann, N., Delingette, H.: Comparison of statistical models performance in case of segmentation using a small amount of training datasets. The Visual Computer 27(2), 141–151 (2011)
Schmid, J., Kim, J., Magnenat-Thalmann, N.: Robust statistical shape models for mri bone segmentation in presence of small field of view. Med. Im. Analys., 155–168 (2011)
Nicolella, D.P., Bredbenner, T.L.: Development of a parametric finite element model of the proximal femur using statistical shape and density modelling. Computer Methods in Biomechanics and Biomedical Engineering 15(2), 101–110 (2012)
Taylor, M., Bryan, R., Galloway, F.: Accounting for patient variability in finite element analysis of the intact and implanted hip and knee: a review. Int. J. Numer. Method Biomed. Eng. 29(2), 273–292 (2013)
Kozic, N., Weber, S., Büchler, P., Lutz, C., Reimers, N., Ballester, M.G., Reyes, M.: Optimisation of orthopaedic implant design using statistical shape space analysis based on level sets. Medical Image Analysis 14(3), 265–275 (2010)
Mahfouz, M., Fatah, E.E.A., Bowers, L.S., Scuderi, G.: Three-dimensional morphology of the knee reveals ethnic differences. Clin. Orthop. Relat. Res. 407(1), 172–185 (2012)
Whitmarsh, T., Fritscher, K.D., Humbert, L., del Río Barquero, L.M., Roth, T., Kammerlander, C., Blauth, M., Schubert, R., Frangi, A.F.: Hip fracture discrimination from dual-energy x-ray absorptiometry by statistical model registration. Bone 51(5), 896–901 (2012)
Baek, S.Y., Wang, J.H., Song, I., Lee, K., Lee, J., Koo, S.: Automated bone landmarks prediction on the femur using anatomical deformation technique. Computer-Aided Design 45(2), 505–510 (2013)
Johnson, A.E., Hebert, M.: Surface matching for object recognition in complex 3-d scenes. Image and Vision Computing 16, 635–651 (1998)
Wang, Y., Peterson, B.S., Staib, L.H.: 3d brain surface matching based on geodesics and local geometry. Comp. Vis. and Im. Under. 89(2-3), 252–271 (2003)
Feldmar, J., Malandain, G., Declerck, J., Ayache, N.: Extension of the icp algorithm to non-rigid intensity-based registration of 3d volumes. In: Proceedings of the IEEE Workshop on Mathematical Methods in Biomedical Image Analysis, vol. 14(2), pp. 84–93 (1996)
Caunce, A., Taylor, C.J.: Using local geometry to build 3d sulcal models. In: Kuba, A., Sámal, M., Todd-Pokropek, A. (eds.) IPMI 1999. LNCS, vol. 1613, pp. 196–209. Springer, Heidelberg (1999)
Fleute, M., Lavallée, S.: Building a complete surface model from sparse data using statistical shape models: Application to computer assisted knee surgery. In: Wells, W.M., Colchester, A.C.F., Delp, S.L. (eds.) MICCAI 1998. LNCS, vol. 1496, pp. 879–887. Springer, Heidelberg (1998)
Christensen, G.E., Rabbitt, R.D., Miller, M.I.: Deformable templates using large deformation kinematics. IEEE Transactions on Image Processing 5(10), 1435 (1996)
van de Giessen, M., Vos, F.M., Grimbergen, C.A., van Vliet, L.J., Streekstra, G.J.: An efficient and robust algorithm for parallel groupwise registration of bone surfaces. Med Image Comput Comput Assist Interv 15(3), 164–171 (2012)
Granger, S., Pennec, X.: Multi-scale EM-ICP: A fast and robust approach for surface registration. In: Heyden, A., Sparr, G., Nielsen, M., Johansen, P. (eds.) ECCV 2002, Part IV. LNCS, vol. 2353, pp. 418–432. Springer, Heidelberg (2002)
Vroemen, J., Dobbe, J., Jonges, R., Strackee, S., Streekstra, G.: Three-dimensional assessment of bilateral symmetry of the radius and ulna for planning corrective surgeries. J. Hand Surg. Am. 5(37), 982–988 (2012)
Dobbe, J., du Pré, K., Kloen, P., Blankevoort, L., Streekstra, G.: Computer-assisted and patient-specific 3-d planning and evaluation of a single-cut rotational osteotomy for complex long-bone deformities. Med. and Bio. Eng. and Comp. 49(12), 1363–1370 (2011)
Koenderink, J.J., van Doorn, A.J.: Surface shape and curvature scales. Im. and Vis. Computing 10(8), 557–564 (1992)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2014 Springer International Publishing Switzerland
About this paper
Cite this paper
Sepasian, N., Van de Giessen, M., Dobbe, I., Streekstra, G. (2014). Bone Reposition Planning for Corrective Surgery Using Statistical Shape Model: Assessment of Differential Geometrical Features. In: Cardoso, M.J., Simpson, I., Arbel, T., Precup, D., Ribbens, A. (eds) Bayesian and grAphical Models for Biomedical Imaging. Lecture Notes in Computer Science, vol 8677. Springer, Cham. https://doi.org/10.1007/978-3-319-12289-2_5
Download citation
DOI: https://doi.org/10.1007/978-3-319-12289-2_5
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-12288-5
Online ISBN: 978-3-319-12289-2
eBook Packages: Computer ScienceComputer Science (R0)