Automated measurement of mandibular cortical width on dental panoramic radiographs

AbstractPurpose   Mandibular cortical width (MCW) measured on dental panoramic radiographs (DPRs) was significantly correlated with bone mineral density. We developed a computer-aided diagnosis scheme that automatically measures MCW to assist dentists in describing a possible osteoporotic risk and suggesting further examinations. Methods   In our approach, potential mandible edges are detected by modified Canny edge detector. On the basis of the edge information, a contour model is selected from the reference data and is fitted to the test case by using the active contour model. The reference mental foramina positions of the model are employed as the MCW measurement locations. The MCW is measured on the basis of the grayscale profiles obtained along the lines perpendicular to the fitted mandible contour. One hundred DPRs, including 26 DPRs from osteoporotic cases, were used to evaluate our proposed scheme. Results   Experimental results showed that the average MCWs for osteoporotic and control cases were 2.2 and 3.9 mm, respectively. When a threshold of 2.7 mm was applied, the sensitivity and specificity for identifying osteoporotic patients were 88.5 and 97.3 %, respectively. Conclusion   An automated MCW measurement technique is feasible using DPRs, and this method has a potential to identify asymptomatic osteoporotic patients.

[1]  M. Roberts,et al.  Changes in mandibular cortical width measurements with age in men and women , 2011, Osteoporosis International.

[2]  Xiangrong Zhou,et al.  Automated scheme for measuring mandibular cortical thickness on dental panoramic radiographs for osteoporosis screening , 2012, Medical Imaging.

[3]  Rangaraj M. Rangayyan,et al.  Detection of architectural distortion in prior mammograms using statistical measures of orientation of texture , 2012, Medical Imaging.

[4]  K. Berbaum,et al.  Receiver operating characteristic rating analysis. Generalization to the population of readers and patients with the jackknife method. , 1992, Investigative radiology.

[5]  J. Krouwer Why Bland–Altman plots should use X, not (Y+X)/2 when X is a reference method , 2008, Statistics in medicine.

[6]  I Taguchi Triage screening for osteoporosis in dental clinics using panoramic radiographs , 2010 .

[7]  N. Lane,et al.  Epidemiology, etiology, and diagnosis of osteoporosis. , 2006, American journal of obstetrics and gynecology.

[8]  A. Asano,et al.  Computer-aided system for measuring the mandibular cortical width on dental panoramic radiographs in identifying postmenopausal women with low bone mineral density , 2006, Osteoporosis International.

[9]  J. Hokanson,et al.  Diagnostic capabilities of fractal dimension and mandibular cortical width to identify men and women with decreased bone mineral density , 2012, Osteoporosis International.

[10]  James Graham,et al.  Improving the detection of osteoporosis from dental radiographs using Active Appearance Models , 2010, 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

[11]  J. Adams,et al.  Accuracy in osteoporosis diagnosis of a combination of mandibular cortical width measurement on dental panoramic radiographs and a clinical risk index (OSIRIS): the OSTEODENT project. , 2007, Bone.

[12]  Demetri Terzopoulos,et al.  Snakes: Active contour models , 2004, International Journal of Computer Vision.

[13]  Takio Kurita,et al.  Diagnosis of osteoporosis from dental panoramic radiographs using the support vector machine method in a computer-aided system , 2012, BMC Medical Imaging.

[14]  Reinhilde Jacobs,et al.  Detecting Reduced Bone Mineral Density From Dental Radiographs Using Statistical Shape Models , 2007, IEEE Transactions on Information Technology in Biomedicine.

[15]  John F. Canny,et al.  A Computational Approach to Edge Detection , 1986, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[16]  R A Kirsch,et al.  Computer determination of the constituent structure of biological images. , 1971, Computers and biomedical research, an international journal.