1.AConvLSTM U-Net: a multi-scale jaw cyst segmentation model based on bidirectional dense connection and attention mechanism.
Suqiang LI ; Zhouyang WANG ; Sixian CHAN ; Xiaolong ZHOU
Journal of Southern Medical University 2025;45(5):1082-1092
OBJECTIVES:
We propose a multi-scale jaw cyst segmentation model, AConvLSTM U-Net, which is based on bidirectional dense connections and attention mechanisms to achieve accurate automatic segmentation of mandibular cyst images.
METHODS:
A dataset consisting of 2592 jaw cyst images was used. AConvLSTM U-Net designs a MBC on the encoding path to enhance feature extraction capabilities. A DPD was used to connect the encoder and decoder, and a bidirectional ConvLSTM was introduced in the jump connection to obtain rich semantic information. A decoding block based on scSE was then used on the decoding path to enhance the focus on important information. Finally, a DS was designed, and the model was optimized by integrating a joint loss function to further improve the segmentation accuracy.
RESULTS:
The experiment with AConvLSTM U-Net for jaw cyst lesion segmentation showed a MCC of 93.8443%, a DSC of 93.9067%, and a JSC of 88.5133%, outperforming all the other comparison segmentation models.
CONCLUSIONS
The proposed algorithm shows a high accuracy and robustness on the jaw cyst dataset, demonstrating its superior performance over many existing methods for automatic segmentation of jaw cyst images and its potential to assist clinical diagnosis.
Humans
;
Jaw Cysts/diagnostic imaging*
;
Algorithms
;
Image Processing, Computer-Assisted/methods*
;
Neural Networks, Computer
2.A retrospective study of the effects of different surgical procedures on the mandibular nerve canal involved by odontogenic keratocyst.
Zeyu WANG ; Chongli DU ; Dong WANG ; Xiao PENG ; Yue DU ; Hanying WANG ; Tingyi GAO ; Rui HAN ; Kai ZHANG
West China Journal of Stomatology 2025;43(1):106-113
OBJECTIVES:
This study aims to evaluate the changes in the mandibular canal following the treatment of large odontogenic keratocysts through decompression and curettage, providing a theoretical basis for sequential treatment.
METHODS:
Twenty patients were selected for each decompression and curettage treatment of large odontogenic keratocysts in the mandible. Postoperative follow-up with was conducted every three months, during which cone beam computed tomography (CBCT) scans were performed. Then, the data were imported into MIMICS software to observe 3D changes in the position and structure of the mandibular nerve canal, followed by a comparative analysis.
RESULTS:
The total displacement of the mandibular canal was (1.89±0.21) mm on the decompression side and (0.80±0.19) mm on the curettage side. Vertically, the displacement range of the mandibular canal on the decompression side (M=1.03, SD=0.17) was larger than on the curettage side (M=0.52, SD=0.010) within nine months post-operation. In the buccal-lingual direction, the ratio of the thickness of the buccal plate to the lingual plate gradually increased with time. The amount of bone reconstruction at the part of the mandibular nerve canal closest to the cyst was (1.75±0.15) mm on the decompression side and (1.45±0.09) mm on the curettage side after nine months.
CONCLUSIONS
The mandibular nerve canal showed varying degrees of recovery and "relocation" after two surgical procedures. Osteogenesis around the mandibular nerve canal was more remarkable after decompression than after curettage. Therefore, for large odontogenic keratocyst, decompression is recommended as the initial treatment, followed by secondary curettage nine months later.
Humans
;
Odontogenic Cysts/diagnostic imaging*
;
Retrospective Studies
;
Cone-Beam Computed Tomography
;
Decompression, Surgical/methods*
;
Mandibular Nerve/surgery*
;
Mandible/innervation*
;
Curettage
;
Male
;
Female
;
Adult
;
Middle Aged
3.Conservative treatment of pathological fracture after multiple odontogenic keratocyst surgery: a case report and literature analysis.
Chen XU ; Hongguang CHANG ; Qiang SHAO ; Yonghai SONG
West China Journal of Stomatology 2025;43(1):144-150
Pathological fractures after jaw cyst surgery are rare clinically but are a serious complication. Once a pathological fracture occurs, treatment time and economic costs increase, and doctors face difficulty in handling it. This article reports a case of a patient with mandibular pathological fractures after multiple odontogenic keratocyst surgery of the jaw. Mandibular lesions were located in the bilateral mandibular angles and had macrocystic changes. We adopted a conservative treatment plan, and the treatment effect was good. We also discussed and analyzed relevant literature to provide a reference for clinicians.
Humans
;
Odontogenic Cysts/surgery*
;
Conservative Treatment
;
Postoperative Complications/therapy*
;
Mandibular Fractures/etiology*
;
Fractures, Spontaneous/etiology*
;
Male
;
Female
4.Multiple bone metastases in an elderly Filipino with basal cell nevus syndrome.
Journal of the Philippine Medical Association 2025;104(1):37-41
Basal Cell Nevus Syndrome (BCNS) is a rare autosomal dominant disorder characterized by a range of abnormalities, most notably multiple basal cell carcinomas (BCCs), odontogenic keratocysts, and palmar and/or plantar pits. BCC is the most common form of skin cancer globally. It is typically locally invasive and very rarely metastasizes, with distal metastases occurring in only 0.00028% to 0.55% of cases.
We present a case of a 68-year-old Filipino woman who was diagnosed with BCNS. She presented with multiple black nodules and plaques on her face and neck, histopathologically confirmed as BCCs. In addition, the presence of palmoplantar pits and calcification of the falx cerebri met three of the six major criteria for BCNS. Computed tomography (CT) and bone scans, revealed multiple bone metastases in the cranium, spine, sternum, and ribs. No previous cases of metastasis in a BCNS patient have been reported in the Philippines, making this the first documented case.
Human ; Female ; Aged: 65-79 Yrs Old ; Basal Cell Nevus Syndrome ; Carcinoma, Basal Cell
5.Tenacious tumors: Basal Cell Nevus Syndrome in a 50-year-old Filipina
Kariza Valerie L. De Vera ; Rogelio A. Balagat
Journal of the Philippine Medical Association 2024;102(2):71-76
Basal cell nevus syndrome is a rare
autosomal dominant disorder with a prevalence
of between 1in 60,000 to 1in 120,000. This disorder is
associated with a panoply of phenotypic
that includes developmental
anomalies and tumors particularly basal cell
carcinoma. The genetic abnormality in almost all
known cases is a mutation in the PATCHED] gene
which is essential for normal body and limb
patterning.?
abnormalities
We report a 50-year-old Filipina who
suffered from multiple recurrent pigmented
papules, plagues, nodules, and tumors on the face
with the first tumor appearing at age 20.
Basal Cell Nevus Syndrome
6.Multi-disciplinary treatment of severe palatal radicular groove of maxillary lateral incisor: A case report and literature review.
Jun CHEN ; Zhiwei LUO ; Hsinyi TSENG ; Lefan WANG ; Binjie LIU ; Wenjie LI
Journal of Central South University(Medical Sciences) 2023;48(2):302-310
Palatal radicular groove is a developmental malformation of maxillary incisors, lateral incisors in particular, which often causes periodontal destruction. This paper reports a case of combined periodontal-endodontic lesions induced by palatal radicular groove, which was initially misdiagnosed as a simple periapical cyst. After root canal therapy and periapical cyst curettage, the course of disease was prolonged, resulting in the absence of buccal and maxillary bone plates in the affected tooth area. After the etiology was determined, the affected tooth was extracted and guide bone tissue regeneration was performed at the same time, followed by implantation and restoration at the later stage, leading to clinical cure. The palatal radicular groove is highly occult, and the clinical symptoms are not typical. If the abscess of the maxillary lateral incisor occurs repeatedly, and the abscess of the maxillary lateral incisor has not been cured after periodontal and root canal treatment, cone-beam computed tomographic and periodontal flap surgery should be considered.
Humans
;
Incisor
;
Radicular Cyst
;
Abscess
;
Tooth Root/abnormalities*
;
Root Canal Therapy
;
Maxilla
;
Cysts
7.Application of Deep Learning in Differential Diagnosis of Ameloblastoma and Odontogenic Keratocyst Based on Panoramic Radiographs.
Min LI ; Chuang-Chuang MU ; Jian-Yun ZHANG ; Gang LI
Acta Academiae Medicinae Sinicae 2023;45(2):273-279
Objective To evaluate the accuracy of different convolutional neural networks (CNN),representative deep learning models,in the differential diagnosis of ameloblastoma and odontogenic keratocyst,and subsequently compare the diagnosis results between models and oral radiologists. Methods A total of 1000 digital panoramic radiographs were retrospectively collected from the patients with ameloblastoma (500 radiographs) or odontogenic keratocyst (500 radiographs) in the Department of Oral and Maxillofacial Radiology,Peking University School of Stomatology.Eight CNN including ResNet (18,50,101),VGG (16,19),and EfficientNet (b1,b3,b5) were selected to distinguish ameloblastoma from odontogenic keratocyst.Transfer learning was employed to train 800 panoramic radiographs in the training set through 5-fold cross validation,and 200 panoramic radiographs in the test set were used for differential diagnosis.Chi square test was performed for comparing the performance among different CNN.Furthermore,7 oral radiologists (including 2 seniors and 5 juniors) made a diagnosis on the 200 panoramic radiographs in the test set,and the diagnosis results were compared between CNN and oral radiologists. Results The eight neural network models showed the diagnostic accuracy ranging from 82.50% to 87.50%,of which EfficientNet b1 had the highest accuracy of 87.50%.There was no significant difference in the diagnostic accuracy among the CNN models (P=0.998,P=0.905).The average diagnostic accuracy of oral radiologists was (70.30±5.48)%,and there was no statistical difference in the accuracy between senior and junior oral radiologists (P=0.883).The diagnostic accuracy of CNN models was higher than that of oral radiologists (P<0.001). Conclusion Deep learning CNN can realize accurate differential diagnosis between ameloblastoma and odontogenic keratocyst with panoramic radiographs,with higher diagnostic accuracy than oral radiologists.
Humans
;
Ameloblastoma/diagnostic imaging*
;
Deep Learning
;
Diagnosis, Differential
;
Radiography, Panoramic
;
Retrospective Studies
;
Odontogenic Cysts/diagnostic imaging*
;
Odontogenic Tumors
8.Mutations of PTCH1 gene in two pedigrees with bifid rib-basal cell nevus-jaw cyst syndrome.
Xiao PENG ; Mo CHEN ; Dong WANG ; Rui HAN ; Tingyi GAO ; Liang LIU ; Chang LIU ; Kai ZHANG
Journal of Zhejiang University. Medical sciences 2023;52(2):223-229
Two male patients with bifid rib-basal cell nevus-jaw cyst syndrome (BCNS) were admitted to Department of Stomatology, the First Affiliated Hospital of Bengbu Medical College due to radiological findings of multiple low density shadows in the jaw. Clinical and imaging findings showed thoracic malformation, calcification of the tentorium cerebellum and falx cerebrum as well as widening of the orbital distance. Whole exon high-throughput sequencing was performed in two patients and their family members. The heterozygous mutations of c.C2541C>A(p.Y847X) and c.C1501C>T(p.Q501X) in PTCH1 gene were detected in both patients. Diagnosis of BCNS was confirmed. The heterozygous mutations of PTCH1 gene locus were also found in the mothers of the two probands. Proband 1 showed clinical manifestations of low intelligence, and heterozygous mutations of c.C2141T(p.P714L) and c.G3343A(p.V1115I) were detected in FANCD2 gene. Proband 2 had normal intelligence and no FANCD2 mutation. The fenestration decompression and curettage of jaw cyst were performed in both patients. Regular follow-up showed good bone growth at the original lesion, and no recurrence has been observed so far.
Humans
;
Male
;
Basal Cell Nevus Syndrome/diagnosis*
;
Mutation
;
Nevus
;
Patched-1 Receptor/genetics*
;
Pedigree
;
Ribs/abnormalities*
9.Clinical analysis of the treatment of maxillary odontogenic cyst by nasal endoscope fenestration through nasal base.
Zhiyuan TANG ; Xianhai ZENG ; Qiuhang ZHANG ; Dingbo LI ; Zaixing WANG
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2023;37(5):333-337
Objective:To investigate the feasibility and clinical effect of the surgical approach and method of transnasal fenestration under nasal endoscope for the treatment of maxillary odontogenic cyst. Methods:The clinical data of 23 cases with maxillary odontogenic cysts treated by nasal endoscopy through nasal fenestration were retrospectively analyzed. All cases underwent nasal endoscopy and CT examination before the operation. The mucosal membrane of the parietal wall of the cyst was excised through fenestration of the nasal base. The cyst fluid was removed by decompression, and the bony opening of the nasal base was trimmed and enlarged to the edge of the cyst. The intraoperative and postoperative effects were observed. Results:All cases were well exposed under the direct vision of nasal endoscope. The top wall of the cyst was removed to maximize the communication between the cyst cavity and the nasal floor. There were no complications such as nasolacrimal duct injury, turbinate atrophy, necrosis, and facial numbness. All patients were followed up for 6-12 months, and the clinical symptoms gradually disappeared after surgery. The inferior turbinate was in good shape, the cyst cavity was smooth, the cyst wall was determined, and no cyst recurrence was observed. Conclusion:The treatment of odontogenic cyst of maxilla under nasal endoscope through nasal fenestration is convenient. It has less trauma, fewer complications and a satisfactory curative effect, which is worthy of clinical promotion.
Humans
;
Maxilla
;
Retrospective Studies
;
Odontogenic Cysts/surgery*
;
Endoscopy
;
Turbinates/surgery*
;
Endoscopes


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