scholarly journals A Two-Stage Deep Learning Architecture for Radiographic Assessment of Periodontal Bone Loss

Author(s):  
Linhong Jiang ◽  
Daqian Chen ◽  
Zheng Cao ◽  
Fuli Wu ◽  
Haihua Zhu ◽  
...  

Abstract Objective: To establish a comprehensive and accurate assessment model of periodontal alveolar bone loss based on panoramic images.Methods:A total of 640 panoramic images were included, and 3 experienced periodontal physicians marked the key points needed to calculate the degree of periodontal alveolar bone loss and the specific location and shape of the alveolar bone loss. A deep learning architecture based on UNet and YOLO-v4 was proposed to localize the tooth and key points, and the percentage and stageof periodontal alveolar bone loss were accurately calculated. The ability of the model to recognize these features was evaluated and compared with that of general dental practitioners.Results: The overall classification accuracy of the model was 0.77, and the performance of the model varied for different tooth positions and categories;model classification was generally more accurate than that of general practitioners.Conclusion: It is feasible to establish deep learning model forassessmentand staging radiographicperiodontal alveolar bone loss using two-stage architecture based on UNet and YOLO-v4.

2017 ◽  
Vol 75 (8) ◽  
pp. 608-615
Author(s):  
Tuba Talo Yildirim ◽  
Filiz Acun Kaya ◽  
Beran Yokus ◽  
Mehmet Colak ◽  
Eylem Ozdemir Kaya ◽  
...  

2016 ◽  
Vol 4 (4) ◽  
pp. 947-955
Author(s):  
Sneha R Bhat ◽  
◽  
Aravind R Kudva ◽  
Dhoom S Mehta ◽  
◽  
...  

Author(s):  
Ozkan Karatas ◽  
Fikret Gevrek

Background: 3,4,5-Trihydroxybenzoic acid, which is also known as gallic acid, is an anti-inflammatory agent who could provide beneficial effects in preventing periodontal inflammation. The present study aimed to evaluate the anti-inflammatory effects of gallic acid on experimental periodontitis in Wistar rats. Alveolar bone loss, osteoclastic activity, osteoblastic activity, and collagenase activity were also determined. Methods: 32 Wistar rats were used in the present study. Study groups were created as following: Healthy control (C,n=8) group; periodontitis (P,n=8) group; periodontitis and 30 mg/kg gallic acid administered group (G30,n=8); periodontitis and 60 mg/kg gallic acid administered group (G60,n=8). Experimental periodontitis was created by placing 4-0 silk sutures around the mandibular right first molar tooth. Morphological changes in alveolar bone were determined by stereomicroscopic evaluation. Mandibles were undergone histological evaluation. Matrix metalloproteinase (MMP)-8, tissue inhibitor of MMPs (TIMP)-1, bone morphogenetic protein (BMP)-2 expressions, tartrate-resistant acid phosphatase (TRAP) positive osteoclast cells, osteoblast, and inflammatory cell counts were determined. Results: Highest alveolar bone loss was observed in the periodontitis group. Both doses of gallic acid decreased alveolar bone loss compared to the P group. TRAP-positive osteoclast cell counts were higher in the P group, and gallic acid successfully lowered these counts. Osteoblast cells also increased in gallic acid administered groups. Inflammation in the P group was also higher than those of C, G30, and G60 groups supporting the role of gallic acid in preventing inflammation. 30 and 60 mg/kg doses of gallic acid decreased MMP-8 levels and increased TIMP-1 levels. BMP levels increased in gallic acid administered groups, similar to several osteoblasts. Conclusion: Present results revealed an anti-inflammatory effect of gallic acid, which was indicated by decreased alveolar bone loss and collagenase activity and increased osteoblastic activity.


2021 ◽  
Vol 11 (1) ◽  
Author(s):  
Tsukasa Tominari ◽  
Ayumi Sanada ◽  
Ryota Ichimaru ◽  
Chiho Matsumoto ◽  
Michiko Hirata ◽  
...  

AbstractPeriodontitis is an inflammatory disease associated with severe alveolar bone loss and is dominantly induced by lipopolysaccharide from Gram-negative bacteria; however, the role of Gram-positive bacteria in periodontal bone resorption remains unclear. In this study, we examined the effects of lipoteichoic acid (LTA), a major cell-wall factor of Gram-positive bacteria, on the progression of inflammatory alveolar bone loss in a model of periodontitis. In coculture of mouse primary osteoblasts and bone marrow cells, LTA induced osteoclast differentiation in a dose-dependent manner. LTA enhanced the production of PGE2 accompanying the upregulation of the mRNA expression of mPGES-1, COX-2 and RANKL in osteoblasts. The addition of indomethacin effectively blocked the LTA-induced osteoclast differentiation by suppressing the production of PGE2. Using ex vivo organ cultures of mouse alveolar bone, we found that LTA induced alveolar bone resorption and that this was suppressed by indomethacin. In an experimental model of periodontitis, LTA was locally injected into the mouse lower gingiva, and we clearly detected alveolar bone destruction using 3D-μCT. We herein demonstrate a new concept indicating that Gram-positive bacteria in addition to Gram-negative bacteria are associated with the progression of periodontal bone loss.


Nutrients ◽  
2014 ◽  
Vol 6 (12) ◽  
pp. 5853-5870 ◽  
Author(s):  
Zhiguo Zhang ◽  
Lihua Xiang ◽  
Dong Bai ◽  
Wenlai Wang ◽  
Yan Li ◽  
...  

2021 ◽  
Author(s):  
Leming Jia ◽  
Ye Tu ◽  
Xiaoyue Jia ◽  
Qian Du ◽  
Xin Zheng ◽  
...  

2007 ◽  
Vol 86 (5) ◽  
pp. 446-450 ◽  
Author(s):  
K. Miyachi ◽  
K. Ishihara ◽  
R. Kimizuka ◽  
K. Okuda

One major pathogenic factor of Porphyromonas gingivalis is Arg-gingipain (Rgp), an arginine-specific cysteine proteinase. To clarify the effect of rgpA DNA vaccine, we immunized BALB/c mice via the abdomen with a Gene Gun or via the nasal cavity weekly for 6 weeks. After immunization, the mice were challenged orally with P. gingivalis. Immunization elicited IgG responses against P. gingivalis in both groups. Nasal immunization also induced sIgA against P. gingivalis, although Gene Gun immunization did not. Reduction of alveolar bone loss was observed in both groups at 42 days following initial infection. This effect was more pronounced in the intranasal immunization group than in the Gene Gun group. The results of this study suggest that immunization with rgpA DNA vaccine via the nasal cavity is an effective method for preventing alveolar bone loss incurred by infection with P. gingivalis.


Sign in / Sign up

Export Citation Format

Share Document