Literature DB >> 32023091

Computer-aided diagnosis system for osteoporosis based on quantitative evaluation of mandibular lower border porosity using panoramic radiographs.

Takashi Nakamoto1, Seina Hatsuta2, Shotaro Yagi2, Rinus Gerardus Verdonschot1, Akira Taguchi3, Naoya Kakimoto1.   

Abstract

OBJECTIVES: A new computer-aided screening system for osteoporosis using panoramic radiographs was developed. The conventional system could detect porotic changes within the lower border of the mandible, but its severity could not be evaluated. Our aim was to enable the system to measure severity by implementing a linear bone resorption severity index (BRSI) based on the cortical bone shape.
METHODS: The participants were 68 females (>50 years) who underwent panoramic radiography and lumbar spine bone density measurements. The new system was designed to extract the lower border of the mandible as region of interests and convert them into morphological skeleton line images. The total perimeter length of the skeleton lines was defined as the BRSI. 40 images were visually evaluated for the presence of cortical bone porosity. The correlation between visual evaluation and BRSI of the participants, and the optimal threshold value of BRSI for new system were investigated through a receiver operator characteristic analysis. The diagnostic performance of the new system was evaluated by comparing the results from new system and lumbar bone density tests using 28 participants.
RESULTS: BRSI and lumbar bone density showed a strong negative correlation (p < 0.01). BRSI showed a strong correlation with visual evaluation. The new system showed high diagnostic efficacy with sensitivity of 90.9%, specificity of 64.7%, and accuracy of 75.0%.
CONCLUSIONS: The new screening system is able to quantitatively evaluate mandibular cortical porosity. This allows for preventive screening for osteoporosis thereby enhancing clinical prospects.

Entities:  

Keywords:  automated diagnosis; diagnostic imaging; osteoporosis; preventive screening; radiography

Mesh:

Year:  2020        PMID: 32023091      PMCID: PMC7213530          DOI: 10.1259/dmfr.20190481

Source DB:  PubMed          Journal:  Dentomaxillofac Radiol        ISSN: 0250-832X            Impact factor:   2.419


  31 in total

1.  Use of dental panoramic radiographs in identifying younger postmenopausal women with osteoporosis.

Authors:  Akira Taguchi; Mikio Tsuda; Masahiko Ohtsuka; Ichiro Kodama; Mitsuhiro Sanada; Takashi Nakamoto; Koji Inagaki; Toshihide Noguchi; Yoshiki Kudo; Yoshikazu Suei; Keiji Tanimoto; Anne-Marie Bollen
Journal:  Osteoporos Int       Date:  2005-12-06       Impact factor: 4.507

2.  Long-term morbidity and mortality after a clinically diagnosed vertebral fracture in the elderly--a 12- and 22-year follow-up of 257 patients.

Authors:  R Hasserius; M K Karlsson; B Jónsson; I Redlund-Johnell; O Johnell
Journal:  Calcif Tissue Int       Date:  2005-04-11       Impact factor: 4.333

3.  Usefulness of panoramic radiography in the diagnosis of postmenopausal osteoporosis in women. Width and morphology of inferior cortex of the mandible.

Authors:  A Taguchi; Y Suei; M Ohtsuka; K Otani; K Tanimoto; M Ohtaki
Journal:  Dentomaxillofac Radiol       Date:  1996-11       Impact factor: 2.419

Review 4.  Consensus development conference: diagnosis, prophylaxis, and treatment of osteoporosis.

Authors: 
Journal:  Am J Med       Date:  1993-06       Impact factor: 4.965

5.  Pantomography in assessment of the osteoporosis risk group.

Authors:  E Klemetti; S Kolmakov; H Kröger
Journal:  Scand J Dent Res       Date:  1994-02

6.  Panoramic-based mandibular indices in relation to mandibular bone mineral density and skeletal status assessed by dual energy X-ray absorptiometry and quantitative ultrasound.

Authors:  B Drozdzowska; W Pluskiewicz; B Tarnawska
Journal:  Dentomaxillofac Radiol       Date:  2002-11       Impact factor: 2.419

7.  Vertebral fractures and mortality in older women: a prospective study. Study of Osteoporotic Fractures Research Group.

Authors:  D M Kado; W S Browner; L Palermo; M C Nevitt; H K Genant; S R Cummings
Journal:  Arch Intern Med       Date:  1999-06-14

8.  Improvement of region of interest extraction and scanning method of computer-aided diagnosis system for osteoporosis using panoramic radiographs.

Authors:  Takashi Nakamoto; Akira Taguchi; Rinus Gerardus Verdonschot; Naoya Kakimoto
Journal:  Oral Radiol       Date:  2018-04-25       Impact factor: 1.852

9.  Comparative study of axial and femoral bone mineral density and parameters of mandibular bone quality in patients receiving dental implants.

Authors:  M A L Amorim; L Takayama; V Jorgetti; R M R Pereira
Journal:  Osteoporos Int       Date:  2007-05       Impact factor: 4.507

Review 10.  Gender Disparities in Osteoporosis.

Authors:  Khaled A Alswat
Journal:  J Clin Med Res       Date:  2017-04-01
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