Utilization of machine learning models in predicting caries risk groups and oral health-related risk factors in adults.

BACKGROUND: The aim of this study was to analyse the risk factors that affect oral health in adults and to evaluate the success of different machine learning algorithms in predicting these risk factors. METHODS: This study included 2000 patients aged 18 years and older who were admitted to the Department of Oral and Maxillofacial Radiology, Faculty of Dentistry, Gaziantep University, between September and December 2023. In this study, patients completed a 30-item questionnaire designed to assess the factors that affect the decayed, missing, and filled teeth (DMFT). Clinical and radiological examinations were performed, and DMFT scores were calculated after completion of the questionnaire. The obtained data were randomly divided into a 75% training group and a 25% test group. The preprocessed dataset was analysed using various machine learning algorithms, including naive Bayes, logistic regression, support vector machine, decision tree, random forest and Multilayer Perceptron algorithms. Pearson's correlation test was also conducted to assess the correlation between participants' DMFT scores and oral health risk factors. The performance of each algorithm was evaluated to determine the most appropriate algorithm, and model performance was assessed using accuracy, precision, recall and F1 score on the test dataset. RESULTS: A statistically significant difference was found between various factors and DMFT-based risk groups (p < 0.05), including age, sex, body mass index, tooth brushing frequency, socioeconomic status, employment status, education level, marital status, hypertension, diabetes status, renal disease status, consumption of sugary snacks, dry mouth status and screen time. When considering machine learning algorithms for risk group assessments, the Multilayer Perceptron model demonstrated the highest level of success, achieving an accuracy of 95.8%, an F1-score of 96%, and precision and recall rates of 96%. CONCLUSIONS: Caries risk assessment using a simple questionnaire can identify individuals at risk of dental caries, determine the key risk factors, provide information to help reduce the risk of dental caries over time and ensure follow-up. In addition, it is extremely important to apply effective preventive treatments and to prevent the general health problems that are caused by the deterioration of oral health. The results of this study show the potential of machine learning algorithms for predicting caries risk groups, and these algorithms are promising for future studies.

Determination of masseter and temporal muscle thickness by ultrasound and muscle hardness by shear wave elastography in healthy adults as reference values.

OBJECTIVES: The purpose of this study is to prospectively investigate the reference values of masseter and temporal muscle thicknesses by ultrasonography and muscle hardness values by shear wave elastography in healthy adults. METHODS: The sample of the study consisted of a total of 160 healthy individuals aged between 18 and 59, including 80 women and 80 men. By examining the right and left sides of each participant, thickness and hardness values were obtained for 320 masseter muscles and 320 temporal muscles in total. RESULTS: The mean masseter muscle thickness was found to be 1.09 cm at rest and 1.40 cm in contraction. The mean temporal muscle thickness was found to be 0.88 cm at rest and 0.98 cm in contraction. The thickness values of the masseter and temporal muscles were significantly greater in the male participants than in the female participants (P < .001). While there were significant differences between the right and left masseter muscle thickness values at rest and in contraction, the values of the temporal muscles did not show a significant difference between the sides. While the resting hardness (rSWE) of the masseter muscle was transversally 6.91 kPa and longitudinally 8.49 kPa, these values in contraction (cSWE) were found, respectively, 31.40 and 35.65 kPa. The median temporal muscle hardness values were 8.84 kPa at rest and 20.43 kPa in contraction. Masseter and temporal muscle hardness values at rest and in contraction were significantly higher among the male participants compared to the female participants (P < .001). CONCLUSION: In this study, reference values for the thickness and hardness of the masseter and temporal muscles are reported. Knowing these values will make it easier to assess pain in the masseter and temporal muscles and determine the diagnosis and prognosis of masticatory muscle pathologies by allowing the morphological and functional assessments of these muscles, and it will identify ranges for reference parameters.

The evaluation of changes in maxillofacial bones using cone beam tomography in acromegaly

Background: The aim of the study was to evaluate the changes in craniofacial dimensions of newly diagnosed anduntreated acromegaly patients, patients with non-functional pituitary adenoma and healthy individuals on ConeBeam Computed Tomography (CBCT).Material and Methods: 50 newly diagnosed acromegaly patients who did not receive any treatment for acromegalywere included in the study (Group A). Twenty patients with nonfunctional pituitary adenoma (Group B) and 30healthy individuals were included (Group C). Linear, angular and volumetric measurements were performed.Results: Mandibular length showed significant difference in acromegaly patients, and maxillar length statisticallysignificant difference was found between the A-B and B-C (p> 0,05), no difference was found between the A-C(p<0,05). SNB and ANB angle was statistically different in all groups, while SNA angle was statistically different between group A-C and B-C. In volumetric measurements, a statistically significant difference was foundbetween groups a-c and groups A-B (p< 0,05), no difference was found between groups B-C (p>0,05).Conclusions: CBCT measurements showed that mandibular volume and length were increased in the acromegalygroup compared to the group B-C. Present study is the first research that compares acromegaly patients in respectto changes in maxillofacial dimensions. (AU)

Clinical and radiological evaluation of dentomaxillofacial involvement in Type I Gaucher disease.

OBJECTIVES: This study aimed to evaluate the oral findings and dentomaxillofacial involvement of patients diagnosed with Type I Gaucher Disease (GD), and to compare these findings with the control group. METHODS: A total of 32 patients, 5 males, and 11 females in both the study (range 19-60, mean age 34.56) and control group (range 18-49, mean age 34.63) were included in the study. The file records of all patients obtained in the first evaluation were examined, and the hematological, visceral, and bone examination findings were recorded. Subsequently, oral examinations were performed for oral findings and dentomaxillofacial involvement, and radiological examinations were performed in panoramic images and cone-beam computed tomography (CBCT) images. RESULTS: There was mandible involvement in 9 (56.3%), and involvement in both jaws in 4 (25.0%) of the patients with Type I GD. According to the CBCT findings, generalized rarefaction in 10 (62.5%) patients, enlarged marrow spaces in 12 (75.0%) patients, thinning of the lamina dura in 10 (62.5%) patients, and loss in the cortical borders of the mandibular canal in 7 (43.8%) patients were among the common radiographic findings. When the control and study group were compared, in panoramic images, a significant difference was found in terms of generalized rarefaction and enlarged marrow spaces, while significant differences were found in CBCT images regarding generalized rarefaction, enlarged marrow spaces, loss in the cortical margins of the mandibular canal and widening in the periodontal ligament space. CONCLUSIONS: The roadmap for the diagnosis of Gaucher lesions in the jawbones includes a comprehensive medical history and a clinical and radiological examination. In conclusion, dentists should be familiar with the dentomaxillofacial findings of GD and be aware of possible oral and dental complications that may develop.

The effect of anatomical variations of the sinonasal region on maxillary sinus volume and dimensions: a three-dimensional study.

INTRODUCTION: Anatomical variations in the sinonasal region are remarkably common and these variations may have an impact on maxillary sinus development due to their close anatomical adjacency. OBJECTIVE: The aim of this study was to investigate the effect of anatomical variations of the sinonasal region on the width, height, length, and volume of the maxillary sinus. METHODS: Cone beam computed tomography records of 120 patients were evaluated. Nasal septum deviation angle was measured for each patient and patients were divided into three groups as mild, moderate, and severe. Sinonasal variations such as nasal septum deviation direction, septal spur, concha bullosa, uncinate process pneumatization, middle concha hypertrophy, inferior concha hypertrophy, paradoxical middle concha and presence of septa in the maxillary sinus were registered. Cone beam computed tomography images were transferred to the SimPlant software thus right and left maxillary sinus volumes and dimensions were measured separately. RESULTS: There was a negative and statistically significant relationship between age and left maxillary sinus width (p = 0.015). The relationships between gender and maxillary sinus volumes and dimensions were statistically significant (p < 0.05). Although there were significant relationships between the nasal septum deviation severity, middle concha hypertrophy, inferior concha hypertrophy, paradoxical middle concha, and presence of septa and maxillary sinus dimensions; there was no significant relationship between septal spur, nasal septum deviation direction, concha bullosa, uncinate process pneumatization, and maxillary sinus dimensions. No statistically significant relationship could be determined between maxillary sinus volume and anatomical variations of the sinonasal region. CONCLUSION: According to our findings, while certain the variations were found to affect the sinus dimensions; none of the variations was found to be related to the maxillary sinus volume.

The effect of selective serotonin reuptake inhibitors on the human mandible.

OBJECTIVES: Selective serotonin reuptake inhibitors (SSRI) are a group of drugs that selectively and strongly block the serotonin transporter. Aim of this study was to evaluate the mandibular bone structure of patients who are using SSRIs with fractal analysis and panoramic morphometric indices [mandibular cortical width (MCW), panoramic mandibular index (PMI) and Klemetti index (KI)] and to compare with control group. METHODS: Patients who declared using SSRIs for more than six months had been included in the study group. In total, 212 dental panoramic radiographs (DPR) were assessed. For fractal analysis; three regions of interest (ROIs) were determined: ROI1 and ROI2 were chosen within trabecular bone, ROI3 was selected from cortical bone. MCW, PMI, and KI were obtained from DPRs. The study group was categorized into five subgroups of various SSRIs. The fractal dimension (FD) values and panoramic morphometric indices of these subgroups were also compared. RESULTS: There was no significant difference between the groups for age and gender (p = 0.57, p = 0.5). There were significant differences in the mean FD values between the study and control groups both for the ROI1 and ROI2 (p < 0.01, p < 0.01). There was no significant difference between the groups for the mean FD value of ROI3, MCW, PMI and KI (p = 0.93, p = 0.98, p = 0.74, p = 0.06). There were no significant differences for all the values between the SSRI subgroups (p = 0.52, p = 0.7, p = 0.76, p = 0.24, p = 0.31, p = 0.08) CONCLUSIONS: Trabecular rich sites of the mandible were found to be affected by SSRI usage.

Central giant cell granulomas of the jaws: retrospective radiographic analysis of 13 patients.

OBJECTIVE: This study was performed to retrospectively analyse the imaging features of 13 patients with central giant cell granulomas (CGCGs) examined at a single institution. METHODS: The orthopantomography and cone beam computed tomography images of 13 patients histopathologically diagnosed with CGCGs were retrospectively analysed. Patients aged > 30 years underwent measurement of their calcium and parathyroid hormone levels. No cases of hyperparathyroidism were identified in the study group. RESULTS: Thirteen lesions of 13 patients (7 female, 6 male) were included in this study. The patients' ages ranged from 8 to 79 years at the time of presentation. Among the 13 lesions, 2 (15.4%) were in the maxilla and 11 (84.6%) were in the mandible. Eight lesions (61.5%) were unilocular and 5 lesions (38.5%) were multilocular with a soap bubble appearance. Three of the lesions were > 5 cm, and the remaining ten lesions were < 5 cm; five of these smaller lesions met at least three of the aggressiveness criteria. Therefore, according to these criteria, eight aggressive and five non-aggressive CGCGs were examined in this series. CONCLUSION: The distinction between aggressive and non-aggressive CGCGs is extremely important because it leads to changes in the individual treatment protocol that is applied. It may be possible to minimise recurrence after treatment by detecting findings such as cortical perforation or thinning, cortical bone expansion, and the presence of root resorption.