Background: Ameloblastoma, a common benign tumor found in the jaw bone, necessitates accurate localization and segmentation for effective diagnosis and treatment. However, the traditional manual segmentation method is plagued with inefficiencies and drawbacks. Hence, the implementation of an AI-based automatic segmentation approach is crucial to enhance clinical diagnosis and treatment procedures. Methods: We collected CT images from 79 patients diagnosed with ameloblastoma and employed a deep learning neural network model for training and testing purposes. Specifically, we utilized the Mask R-CNN neural network structure and implemented image preprocessing and enhancement techniques. During the testing phase, cross-validation methods were employed for evaluation, and the experimental results were verified using an external validation set. Finally, we obtained an additional dataset comprising 200 CT images of ameloblastoma from a different dental center to evaluate the model's generalization performance. Results: During extensive testing and evaluation, our model successfully demonstrated the capability to automatically segment ameloblastoma. The DICE index achieved an impressive value of 0.874. Moreover, when the IoU threshold ranged from 0.5 to 0.95, the model's AP was 0.741. For a specific IoU threshold of 0.5, the model achieved an AP of 0.914, and for another IoU threshold of 0.75, the AP was 0.826. Our validation using external data confirms the model's strong generalization performance. Conclusion: In this study, we successfully applied a neural network model based on deep learning that effectively performs automatic segmentation of ameloblastoma. The proposed method offers notable advantages in terms of efficiency, accuracy, and speed, rendering it a promising tool for clinical diagnosis and treatment.
Porphyromonas gingivalis (P. gingivalis) is closely related to Oral squamous cell carcinoma (OSCC), and P. gingivalis outer membrane vesicles (OMVs) is the main pathogenic factor, which is associated with periodontitis, atherosclerosis and other diseases. However, few studies have reported an association between P. gingivalis OMVs and OSCC. The purpose of this study was to establish the clinical relationship between P. gingivalis and OSCC based on clinical samples. Further, the effect of P. gingivalis OMVs on OSCC was observed with cell model in vitro, and the possible molecular mechanism was discussed. Immunohistochemistry was used to detect the abundance of P. gingivalis in OSCC and its paired paracancer tissues, and to analyze the correlation between P. gingivalis and clinicopathological parameters of patients. P. gingivalis OMVs were isolated to observe its effects on the proliferation and migration of OSCC cell lines. RNA-seq was performed and the expression of differentially expressed genes (DEGs) was detected by real-time quantitative PCR (RT-qPCR) to explore the potential mechnism of P. gingivalis OMVs on OSCC progression. The abundance of P. gingivalis in OSCC was higher than that in para-cancerous tissues, and was positively correlated with the degree of tissue differentiation (P = 0.028), T stage (P < 0.001), and clinical stage (P = 0.011). P. gingivalis OMVs promoted the proliferation and migration of HN6 cells, and promoted the proliferation of CAL27 cells, but had no significant effect on its migration. P. gingivalis OMVs treatment attenuated the expressions of TNFSF15, ZNF292, ATRX, ASPM and KIF20B in CAL27 and HN6 cells. This study suggests that P. gingivalis may be an indicator of poor prognosis for OSCC. P. gingivalis OMVs may down-regulate the expression of TNFSF15, ZNF292, ATRX, ASPM, KIF20B and participate in the occurrence and development of OSCC.
1 July 2024 in Quantitative Imaging in Medicine and Surgery
Background: Osteoradionecrosis (ORN) is a serious complication of radiotherapy for head and neck cancer. There is currently a lack of data on the dynamic expression of genes related to bone remodeling during the development of mandibular ORN. This study aimed to establish an animal model of ORN in Sprague Dawley (SD) rats, detect the expression of genes related to bone metabolism, observe morphological changes, and clarify the mechanism of ORN. Methods: A total of 24 male SD rats in group 1 were randomly divided into four groups (n=6/group): group a, normal control; group b, simple tooth extraction; group c, simple radiation; and group d, radiation extraction group. The right mandible of rats in groups c and d was irradiated with a single dose of 35 Gy. The right mandibles were taken from each group for morphological observation 90 days after irradiation. SD rats in group 2 (n=144) were randomly divided into four groups (in similar fashion to group 1 but with groups a’, b’, c’, and d’). Samples were collected at six time points after irradiation. Histopathological changes were observed, and Western blotting (WB) was used to analyze protein expression. Results: The formation of dead bone and pathological fracture was visible under micro-computed tomography (micro-CT), and tissue biopsy showed late fibrosis repair. In group d’, osteogenesis and osteoclasis coexisted in the early irradiation stage. Vascular endothelial growth factor (VEGF) receptor expression was lower in groups c’ and d’ than in group a’. On day 45, runt-related transcription factor 2 (RUNX2) expression in group d’ was lower than that in the other groups. The ratio of receptor activator of nuclear factor-κβ ligand to osteoprotegerin (RANKL:OPG) differed significantly among groups b’, c’, and d’ on the 45th day (d’ > c’ > b’). Conclusions: Radiation and vascular function damage resulted in the lower expression of VEGF. The first 15 days after radiation was mainly characterized by new bone formation. After 15 days, bone resorption increased. Tooth extraction trauma can aggravate the bone metabolism imbalance and promote ORN occurrence. These findings shed light on the mechanism of ORN.
Objectives. To investigate the relationship between polymorphisms of calcitonin-related peptide gene II (beta-calcitonin gene-related peptide (βCGRP), CALCB) and serum CGRP levels in salivary adenoid cystic carcinoma. Materials and Methods. Using the polymerase chain reaction (PCR) technique, the full-length amplification and genotype analysis of CALCB genes were performed in 39 patients with adenoid cystic carcinoma of salivary gland and 158 normal controls. The gene frequencies of major genotype of CALCB in adenoid cystic carcinoma of salivary gland and normal control group were analyzed. Enzyme-linked immunosorbent assay (ELISA) was used to evaluate serum calcitonin gene-related peptide (CGRP) and its concentration of alpha and beta subtypes. Results. Univariate logistic regression analysis showed that the CALCB rs2839222 T/T genotype was closely related to the occurrence of salivary adenoid cystic carcinoma, with a correlation coefficient of 3.89. Conclusions. The serum CGRP concentration in the salivary adenoid cystic carcinoma group was 1.56 times that of the normal control group. The αCGRP subtype was significant, which was 3.02 times that of the normal control. The polymorphism of βCGRP gene is associated with genetic susceptibility to salivary adenoid cystic carcinoma, and serum CGRP and βCGRP can be used as novel markers of salivary adenoid cystic carcinoma.
13 October 2023 in American Journal of Hypertension
To evaluate the awareness and behavior model of dentists in managing and treating hypertensive patients in Fujian Province. E-questionnaires were created and sent to dentists of all levels in Fujian Province (n = 610). The questionnaire included an assessment of attitude and behavior toward using a sphygmomanometer in the department of stomatology or clinic, as well as an assessment of the knowledge and ability of the stomatologist to manage and properly diagnose chronic diseases in patients with hypertension. About 72.5% (442/610) of clinics were equipped with sphygmomanometers. However, only 1.3% (69/610) of dentists routinely measured the blood pressure of all patients prior to treatment. When patients reported a history of hypertension, 73.3% (447/610) of dentists would measure blood pressure, especially when performing invasive procedures such as tooth extraction surgery and implant surgery. If the patient’s blood pressure exceeds 180/100 mm Hg, 88.2% (538/610) of oral physicians would urgently refer the patient to the department of cardiology or superior hospital instead of routine elective dental treatment. About 8l.1% (495/610) of dentists believed that oral treatment of patients with hypertension had a risk of complications, About 54.1% (330/610) of the dentists preferred using local anesthetics without adrenaline to reduce the risk of anesthesia during treatment. The dentists in Fujian Province do not pay enough attention to the proper management and diagnosis of hypertensive patients, which should be improved in clinical practice.