Estimating patient-specific and anatomically correct reference model for craniomaxillofacial deformity via sparse representation

Li Wang, Yi Ren, Yaozong Gao, Zhen Tang, Ken Chung Chen, Jianfu Li, Steve G.F. Shen, Jin Yan, Philip K.M. Lee, Ben Chow, James J. Xia, Dinggang Shen

Research output: Contribution to journalArticle

4 Citations (Scopus)

Abstract

Purpose: A significant number of patients suffer from craniomaxillofacial (CMF) deformity and require CMF surgery in the United States. The success of CMF surgery depends on not only the surgical techniques but also an accurate surgical planning. However, surgical planning for CMF surgery is challenging due to the absence of a patient-specific reference model. Currently, the outcome of the surgery is often subjective and highly dependent on surgeon's experience. In this paper, the authors present an automatic method to estimate an anatomically correct reference shape of jaws for orthognathic surgery, a common type of CMF surgery. Methods: To estimate a patient-specific jaw reference model, the authors use a data-driven method based on sparse shape composition. Given a dictionary of normal subjects, the authors first use the sparse representation to represent the midface of a patient by the midfaces of the normal subjects in the dictionary. Then, the derived sparse coefficients are used to reconstruct a patient-specific reference jaw shape. Results: The authors have validated the proposed method on both synthetic and real patient data. Experimental results show that the authors' method can effectively reconstruct the normal shape of jaw for patients. Conclusions: The authors have presented a novel method to automatically estimate a patient-specific reference model for the patient suffering from CMF deformity.

Original languageEnglish
Pages (from-to)5809-5816
Number of pages8
JournalMedical physics
Volume42
Issue number10
DOIs
Publication statusPublished - 2015 Oct 1

Keywords

  • jaw deformity
  • shape composition
  • sparse representation
  • thin-plate spline
  • treatment planning

ASJC Scopus subject areas

  • Biophysics
  • Radiology Nuclear Medicine and imaging

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    Wang, L., Ren, Y., Gao, Y., Tang, Z., Chen, K. C., Li, J., Shen, S. G. F., Yan, J., Lee, P. K. M., Chow, B., Xia, J. J., & Shen, D. (2015). Estimating patient-specific and anatomically correct reference model for craniomaxillofacial deformity via sparse representation. Medical physics, 42(10), 5809-5816. https://doi.org/10.1118/1.4929974