Abstract
The aim of this research is to develop patient-specific 3D mandible models, based on a limited number of measurements taken on the patient. Twenty Computed Tomography scans were used to build the respective 3D cad models of the mandible. Fifteen of these models were given as an input to a Principal Component Analysis software, and eight ‘principal’ mandible morphologies were produced. The following step was to identify the most efficient landmarks to ‘weight’ these morphologies when building a patient-specific model. Two further mandible computed tomography scans (a ‘normal’ mandible and a ‘severely resorbed’ one) were used to test the full procedure and to assess its accuracy.
The accuracy of the 3D morphed surface resulted to range between 0.025 and 3.235 mm for the ‘normal’ mandible and between 0.012 and 1.149 mm for the ‘severely resorbed’ one having used eight landmarks to morph a ‘standard’ mandible.
This work demonstrates how patient-specific models can be obtained registering the position of a limited number of points (on panoramic x-ray or on the physical model), reaching a good accuracy. This allows performing patient-specific planning and numerical simulations even for those cases where a computed tomography scan would not be available. In fact, this procedure can be interfaced with mesh morphing algorithms to automatically build finite element models. The accuracy of the procedure can be further improved, widening the mandibles computed tomography scans database and optimizing landmarks position.
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References
Gargallo-Albiol, J., Barootchi, S., Salomó-Coll, O., Wang, H.L.: Advantages and disadvantages of implant navigation surgery. A systematic review. Annals of Anatomy-Anatomischer Anzeiger (2019)
Alves, P.V., Bolognese, A.M., Zhao, L.: Three-dimensional computerized orthognathic surgical treatment planning. Clin. Plast. Surg. 34(3), 427–436 (2007)
Kamio, T., Hayashi, K., Onda, T., Takaki, T., Shibahara, T., Yakushiji, T., Kato, H.: Utilizing a low-cost desktop 3D printer to develop a “one-stop 3D printing lab” for oral and maxillofacial surgery and dentistry fields. 3D printing in medicine 4(1), 6 (2018)
Zanetti, E.M., Bignardi, C.: Structural analysis of skeletal body elements: numerical and experimental methods. In: Biomechanical Systems Technology: Volume 3: Muscular Skeletal Systems, pp. 185–225 (2009)
Calì, M., Zanetti, E.M., Oliveri, S.M., Asero, R., Ciaramella, S., Martorelli, M., Bignardi, C.: Influence of thread shape and inclination on the biomechanical behaviour of plateau implant systems. Dent. Mater. 34(3), 460–469 (2018)
Zanetti, E.M., Ciaramella, S., Calì, M., Pascoletti, G., Martorelli, M., Asero, R., Watts, D.C.: Modal analysis for implant stability assessment: sensitivity of this methodology for different implant designs. Dent. Mater. 34(8), 1235–1245 (2018)
Pascoletti, G., Cianetti, F., Putame, G., Terzini, M., Zanetti, E.M.: numerical simulation of an intramedullary elastic nail: expansion phase and load-bearing behavior. Front. Bioeng. Biotechnol. 21(6), 174 (2018)
Shah, N., Bansal, N., Logani, A.: Recent advances in imaging technologies in dentistry 6(10), 794–807 (2014)
Logozzo, S., Kilpelä, A., Mäkynen, A., Zanetti, E.M., Franceschini, G.: Recent advances in dental optics–Part II: experimental tests for a new intraoral scanner. Opt. Lasers Eng. 54, 187–196 (2014)
Yates, K.M., Untaroiu, C.D.: Finite element modeling of the human kidney for probabilistic occupant models: statistical shape analysis and mesh morphing. J. Biomech. 74, 50–56 (2018)
Valentini, P.P., Biancolini, M.E.: Interactive sculpting using augmented-reality, mesh morphing, and force feedback: force-feedback capabilities in an augmented reality environment. IEEE Consum. Electron. Mag. 7(2), 83–90 (2018)
Biancolini, M.E., Valentini, P.P.: Virtual human bone modelling by interactive sculpting, mesh morphing and force-feedback. Int. J. Interact. Des. Manuf. (IJIDeM) 12(4), 1223–1234 (2018)
Zanetti, E.M., Crupi, V., Bignardi, C., Calderale, P.M.: Radiograph-based femur morphing method. Med. Biol. Eng. Comput. 43(2), 181–188 (2005)
Klingenberg, C.P.: MorphoJ: an integrated software package for geometric morphometrics. Mol. Ecol. Resour. 11(2), 353–357 (2011)
Dunteman, G.H.: Principal Components Analysis (No. 69). Sage (1989)
Menicucci, G., Ceruti, P., Barabino, E., Screti, A., Bignardi, C., Preti, G.: A preliminary in vivo trial of load transfer in mandibular implant-retained overdentures anchored in 2 different ways: allowing and counteracting free rotation. Int. J. Prosthodont. 19(6), 574–576 (2006)
Vitale, M.C., Chiesa, M., Coltellaro, F., Bignardi, C., Celozzi, M., Poggio, C.: FEM analysis of different dental root canal-post systems in young permanent teeth. Eur. J. Paediatr. Dent. 9(3), 111–117 (2008)
Xin, P., Nie, P., Jiang, B., Deng, S., Hu, G., Shen, S.G.: Material assignment in finite element modeling: heterogeneous properties of the mandibular bone. J. Craniofac. Surg. 24(2), 405–410 (2013)
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Pascoletti, G., Calì, M., Bignardi, C., Conti, P., Zanetti, E.M. (2020). Mandible Morphing Through Principal Components Analysis. In: Rizzi, C., Andrisano, A.O., Leali, F., Gherardini, F., Pini, F., Vergnano, A. (eds) Design Tools and Methods in Industrial Engineering. ADM 2019. Lecture Notes in Mechanical Engineering. Springer, Cham. https://doi.org/10.1007/978-3-030-31154-4_2
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