Self-supervised learning for classifying paranasal anomalies in the maxillary sinus.

PURPOSE: Paranasal anomalies, frequently identified in routine radiological screenings, exhibit diverse morphological characteristics. Due to the diversity of anomalies, supervised learning methods require large labelled dataset exhibiting diverse anomaly morphology. Self-supervised learning (SSL) can be used to learn representations from unlabelled data. However, there are no SSL methods designed for the downstream task of classifying paranasal anomalies in the maxillary sinus (MS). METHODS: Our approach uses a 3D convolutional autoencoder (CAE) trained in an unsupervised anomaly detection (UAD) framework. Initially, we train the 3D CAE to reduce reconstruction errors when reconstructing normal maxillary sinus (MS) image. Then, this CAE is applied to an unlabelled dataset to generate coarse anomaly locations by creating residual MS images. Following this, a 3D convolutional neural network (CNN) reconstructs these residual images, which forms our SSL task. Lastly, we fine-tune the encoder part of the 3D CNN on a labelled dataset of normal and anomalous MS images. RESULTS: The proposed SSL technique exhibits superior performance compared to existing generic self-supervised methods, especially in scenarios with limited annotated data. When trained on just 10% of the annotated dataset, our method achieves an area under the precision-recall curve (AUPRC) of 0.79 for the downstream classification task. This performance surpasses other methods, with BYOL attaining an AUPRC of 0.75, SimSiam at 0.74, SimCLR at 0.73 and masked autoencoding using SparK at 0.75. CONCLUSION: A self-supervised learning approach that inherently focuses on localizing paranasal anomalies proves to be advantageous, particularly when the subsequent task involves differentiating normal from anomalous maxillary sinuses. Access our code at https://github.com/mtec-tuhh/self-supervised-paranasal-anomaly .

Manejo cirúrgico combinado de comunicação buco-sinusal e reconstrução de tábua óssea vestibular usando fibrina rica em plaquetas e leucócitos / Combined surgical management of oroantral communication and buccal bone plate reconstruction using leukocyte- and platelet-rich fibrin

Introdução: A comunicação buco-sinusal é tida como uma comunicação entre a cavidade bucal e o seio maxilar, cuja qual possui variadas etiologias, sendo a mais comum a extração de dentes posteriores superiores, pela proximidade de seus ápices radiculares com o assoalho do seio maxilar. O diagnóstico é obtido a partir da combinação de anamnese, exame físico e exames imaginológicos, podendo ser por meio de radiografias ou tomografia. Há diversas abordagens para o tratamento, incluindo o uso de membranas de Fibrina Rica em Plaqueta e Leucócitos para obstrução local da comunicação. O objetivo deste trabalho é relatar e discutir o emprego de membrana de Fibrina Rica em Plaqueta e Leucócitos para manejo de uma comunicação buco-sinusal associado à reconstrução de tábua óssea vestibular com Stick Bone. Relato de caso: Mulher, 61 anos, compareceu ao atendimento odontológico relatando incômodo na região do dente 16 e história de extração do mesmo há cerca de 8 meses. Ao exame intra-oral, observou-se a presença área hiperemiada no alvéolo da região da extração e, ao exame tomográfico, foi observada solução de continuidade no assoalho do seio maxilar, sugerindo comunicação buco-sinusal associado à perda de tábua óssea vestibular local. Considerações Finais: Portanto, o uso destas membranas são adequados para obstrução destas comunicações, sendo um plugue adequado devido às suas propriedades adesivas na área de perfuração, não estar vinculado a nenhuma reação imunológica, preparação fácil e rápida, altamente biocompatível, baixo custo, prevenção da profundidade do sulco vestibular e não apresentar nenhum risco de infecção... (AU)

Introduction: The oroantral communication is a communication between the oral cavity and the maxillary sinus, which has different etiologies, being the most common the extraction of upper posterior teeth, due to the proximity of their root apexes to the floor of the maxillary sinus. Diagnosis is obtained from a combination of anamnesis, physical examination and imaging exams, which may be through radiographs or tomography. There are several approaches to treatment, including the use of Leukocyte- and Platelet-RichFibrin membranes for local obstruction of communication. The aim of this work is to report and discuss the use of a Leukocyte- and Platelet-Rich Fibrin membrane for the management of oroantral communication associated with the reconstruction of the buccal bone plate with Stick Bone. Case report: A 61-year-old woman reported discomfort in the region of right maxillary first molar and a history of extraction of the same for about 8 months. The intraoral evaluation revealed the presence of a hyperemic area in the alveolus of the extraction region, and the tomographic examination revealed an oroantral communication associated with loss of local vestibular bone plate. Final considerations: Therefore, the use of these membranes are suitable for obstructing these communications, being a propper plug due to its adhesive properties in the perforation area, not being associated to any immunological reaction, easy and fast preparation, highly biocompatible, low cost, prevention of the depth of the vestibular sulcus and do not present any risk of infection... (AU)

Localization of orbit in patients with maxillary sinus hypoplasia: a radiological study.

PURPOSE: We aimed to investigate the medial and inferior localization of orbit in patients with maxillary sinus hypoplasia using paranasal computerized tomography. METHODS: We included 76 patients who had a hypoplastic maxillary sinus at least on one side, and 76 patients with normal maxillary sinuses (control group). To assess the localization of orbit, we measured the distances from middle meatal antrostomy point to medial border of orbital medial wall and to the lower border of orbital floor in all patients. We performed statistical comparisons between the groups. RESULTS: Of 76 patients, 26 (34.2%) had unilateral and 50 (65.8%) had bilateral maxillary hypoplasia. Of 126 maxillary sinuses, 70 (55.6%) was type 1, 42 (33.3%) was type 2 and 14 (11.1%) was type 3 hypoplastic. The mean distance from antrostomy point to lamina papyracea was 4.36 ± 2.62 mm in the hypoplasia group, and 1.08 ± 1.7 mm in the control group. The mean distance from antrostomy point to orbital floor was 1.53 ± 1.73 mm in the hypoplasia group, and 1.87 ± 1.96 mm in the control group. Lamina papyracea showed a significant medial localization in the maxillary hypoplasia group as compared to the control group (p < 0.001). CONCLUSION: The orbit has a medial localization in patients with maxillary sinus hypoplasia resulting in a higher complication risk during endoscopic sinus surgery.

Oculoauriculovertebral spectrum and maxillary sinus volumes : CT-based comparative evaluation.

OBJECTIVES: To evaluate, by comparing maxillary sinus volumes, how asymmetries related to oculoauriculovertebral spectrum (OAVS) affect upper-jaw development. METHODS: From pre-existing multislice spiral computed tomography (MSCT) datasets, we selected 20 cases of 11 female and 9 male patients aged 6.1-24 years who were clinically and radiographically symmetrical (group 1) plus 20 cases of 8 female and 12 male patients aged 5.7-23.9 years who had OAVS (group 2). After three-dimensional reconstruction of the datasets, the volumes of the left and right maxillary sinuses were calculated and compared based on patient groups and based on the sides affected or unaffected by OAVS. To this end, the OAVS patients were subdivided into a group in whom both external acoustic pores were radiographically present (group 2a) and a group in whom the pore on the affected side was congenitally missing (group 2b). RESULTS: Intrarater reliability was very high (0.997). Significantly larger volumes of the maxillary sinuses, amounting to a mean of 13.4 ml, were observed in the control group than in the asymmetric OAVS groups where the volumes averaged 9.8 ml or 10.3 ml, respectively (p = 0.03). No statistically significant differences in sinus volumes were found between the two OAVS groups (p = 0.557) and between the sides affected or unaffected by the OAVS (p = 0.8311 in group 2a and 0.4961 in group 2b). CONCLUSIONS: Overall, we found the volumes of both maxillary sinuses to be somewhat smaller in the asymmetric patients than in the symmetric control group. This might indicate that OAVS was associated with a mild generalized hypoplasia of the maxilla, but significantly different sinus volumes were not seen between the affected and unaffected sides.

Ectopic Infra Orbital Nerves: Case Series of a Dangerous Normal Variant.

Normal variations in the paranasal sinus region are well documented in literature. We present five cases of a little known normal variant, which can have serious implications for the patient as well as the operating surgeon. An ectopic infra orbital nerve canal coursing through the maxillary sinus has rarely been described in imaging literature. This may sometimes be mistaken for a simple septum in the maxillary sinus and may cause serious complications during Functional Endoscopic sinus surgery (FESS) surgeries. We describe the imaging findings and present a brief review of the previous publications on the same subject.

Coexistence of frontal sinus hypoplasia with maxillary sinus hypoplasia: a radiological study.

The goal of this study was to determine whether frontal sinus hypoplasia coexists with maxillary sinus hypoplasia. Analyzing paranasal CT scans retrospectively, we included 86 patients who had a hypoplastic maxillary sinus at least on one side and 80 patients with bilateral normal maxillary sinuses (control group). We classified hypoplastic maxillary sinuses using the classification system previously defined by Bolger et al. (Otolaryngol Head Neck Surg 103(5):759-765, 1990). We classified the frontal sinuses as aplastic, hypoplastic, medium-sized, and hyperplastic; as previously defined by Guerram et al. (Am J Phys Anthropol 154(4):621-627, 2014). We compared the presence of frontal sinus hypoplasia using Chi-square test between the groups. The mean age of the maxillary sinus group was 43.2 (range 18-84) years. Of 86 patients, 33 (38.4%) had unilateral and 53 (61.6%) had bilateral maxillary sinus hypoplasia. Of 139 maxillary sinuses totally included, 73 (52.5%) were type 1, 51 (36.7%) were type 2 and 15 (10.8%) were type 3 hypoplastic maxillary sinuses. Of 332 frontal sinuses totally included, 25 (7.5%) were aplastic, 32 (9.6%) were hypoplastic, 172 (51.9%) were medium-sized, and 103 (31%) were hyperplastic. Of 86 patients with a hypoplastic maxillary sinus at least on one side, 29 (33.7%) had a hypoplastic and/or aplastic frontal sinus, while 10 (12.5%) had a hypoplastic and/or aplastic frontal sinus at least on one side in control group. Incidence of frontal sinus hypoplasia and/or aplasia was significantly higher in patients with maxillary sinus hypoplasia compared to the patients with bilaterally normal maxillary sinuses (χ2 = 10.384, P = 0.001). Maxillary sinus hypoplasia has a significantly higher coexistence with frontal sinus hypoplasia. This study may have an implication for anatomical studies about the development of the paranasal sinuses and paranasal sinus surgery as well as further morphological studies.

Isolated unilateral upper alveolar numbness in silent sinus syndrome.

We present a case of a 59-year-old man with left upper alveolar numbness of 2 years' duration in the absence of sinonasal symptoms. On physical examination, he demonstrated mild left facial asymmetry and diminished sensation of his left upper alveolus from the left second upper incisor to first canine. CT imaging revealed chronic sinusitis changes of the left maxillary sinus, with reduced volume and depressed anterior wall. The patient underwent functional endoscopic sinus surgery to re-establish maxillary sinus ventilation. He was noted to have some improvement of his upper alveolar paraesthesia postoperatively. Silent sinus syndrome is part of the spectrum of chronic maxillary atelectasis. In the presented case, chronic osteitic bony sclerosis, as opposed to osteopenic change of the maxillary sinus, was seen. We postulate that bony encasement of the anterior superior alveolar nerve resulted in chronic nerve compression and the patient's unusual symptom of upper alveolar paraesthesia.

Diagnóstico diferencial da sinusite de origem odontológica por meio da tomografia computadorizada / Differential diagnosis of dental sinusitis with the aid of computed tomography

O objetivo do presente artigo é apresentar três casos clínicos com diagnóstico de sinusite de origem odontológica, ou síndrome endo-antral, um quadro inflamatório infeccioso de origem endodôntica que acomete dos tecidos e mucosa do seio maxilar adjacentes aos ápices radiculares.Os casos apresentados chamam a atenção para a dificuldade do diagnóstico apenas coma radiografia periapical e a importância da tomografia computadorizada como recurso auxiliar.

The aim of the current article is to report three clinical cases diagnosed as sinusitis of dental origin, or endo-antral syndrome, an inflammatory condition of endodontic infection origin that affects the tissues and mucosa of the adjacent maxillary sinus up to the root apex. The presented cases draw attention to the difficulty of diagnosis only with periapical radiography and the importance of computed tomography as an auxiliary resource.

The effect of the presence of the accessory maxillary ostium on the maxillary sinus.

This study was conducted to investigate the presence of the accessory maxillary ostium and its effects on the maxillary sinus, and the concurrent occurrence of morphological variations of neighboring anatomical structures. This study was performed in a tertiary referral center. This is a cross-sectional retrospective study that evaluated coronal CTs of patients to determine the frequency of the accessory maxillary ostium and investigated any simultaneous morphological variations in neighboring anatomical structures. The presence of the accessory maxillary ostium (AMO) plus any concurrent morphological variations of neighboring structures were investigated in 377 patients, with 754 sides. AMO was found to be present in 19.1 % (72/377) of the patients. A concurrent mucus retention cyst was found to be statistically significant on both sides (right side: p = 0.00, left side: p = 0.00), as well as mucosal thickening (right side: p = 0.00, left side: p = 0.00), and maxillary sinusitis (right side: p = 0.04, left side: p = 0.03). No other concurrent variations of statistical significance were detected in the neighboring structures. Our study demonstrated that with the presence of AMO, the likelihood of encountering a mucus retention cyst (48.6 %) had an approximately threefold increase, and that of encountering mucosal thickening (43.0 %) and maxillary sinusitis (29.1 %) had a twofold increase.

Silent sinus syndrome an acquired condition and the essential role of otorhinolaryngologist consultation: a retrospective study.

The silent sinus syndrome (SSS) is a rare clinical entity characterized by painless spontaneous enophthalmos, hypoglobus, and facial deformities secondary to chronic maxillary sinus atelectasis. The aim of this study was to present an SSS diagnostic feature and evaluate the relationship between nasal septum deviation and maxillary sinus volume. A retrospective chart review of the clinical characteristics of 20 patients diagnosed with SSS between January 2013 and July 2014 were analyzed by the Department of Otorhinolaryngology of University Hospital Complex of Santiago de Compostela. 14 patients were females and six males. The mean age was 43 years (range 28-67 years). The right maxillary sinus was involved in 12 patients and the left maxillary sinus in eight patients. There was no statistical difference between gender and the presence of SSS. Maxillary sinus sizes were significantly smaller on the same side as the deviation (p < 0.01). 14 patients were treated with functional endoscopic sinus surgery (FESS) with maxillary antrostomy. We concluded that patients with SSS usually present with facial asymmetry, and the best approach to document and show all facial asymmetries for these patients are the frontal and craneo-caudal photographs. The present study demonstrates that, in adult patients, SSS generally presents a septal deviation to the affected maxillary sinus. We recommend performing a paranasal sinus CT scan when the patient has a deviated nasal septum, retraction of the malar eminence (evidenced from the viewpoint cranio-caudal facial) and hypoglobus. FESS performing postero-anterior uncinectomy and enlargement of the maxillary ostium is recommended to restore sinus pressure and prevent progression of the enophthalmos, hypoglobus and facial deformities.

Frank-ter Haar syndrome--additional findings?

Frank-ter Haar syndrome is a genetic disease that is transmitted by autosomal recessive pattern with characteristic features such as megalocornea or glaucoma, a prominent coccyx, heart defects, developmental delays, brachycephaly, a wide anterior fontanel, finger flexion deformities, full cheeks and micrognathia. Dentomaxillofacial features of this syndrome are not well documented in the literature. We present of a 21-year-old male with Frank-ter Haar syndrome and some features that may be linked with this syndrome not reported before in the literature.

[Maxillary sinus malformations (double wall bone) lead to chronic sinusitis in a case].

Chronic rhinosinusitis is a common otorhinolaryngological disease, although the incidence of chronic sinusitis is the result of many factors, the local anatomic abnormalities is one of the most important reasons. When maxillary sinus dysplasia that sinus cavity becomes small. These was some sinus cavity partial or complete bony septum malformation used to be reported occasionally, according to reports in the literature of this malformation rate is below 2%, bony divides sinus cavity is divided into 2 to 3 independent lacunar deformity are very rare, next we will introduce a case of sinus cavity that been divided into double deck by bone wall.

Unique canal communicating between both maxillary sinuses through the palatine recess with hypertrophy of sinuses.

The result of an inappropriate growth of the jaws is in many cases related to abnormalities in the rest of the facial skeleton. We present a 21-year-old patient with a possibly unique anomaly of the maxillary sinus in skeletal class III dentofacial deformity. This anatomical variant has not to our knowledge been previously reported and all clinicians should be aware of it. It presented not only as hypertrophy of the sinuses but also as a communication between the two maxillary sinuses, and might be associated with a severe III class deformity with an extremely narrow maxilla. We describe this as a narrowed maxillary canal with no septum or membrane.

Into the septum I go, a case of bilateral ectopic infraorbital nerves: a not-to-miss preoperative sinonasal CT variant.

An ectopic course of the infraorbital nerve is a very rare anatomical variant of the sinonasal anatomy that carries the risk of inadvertent nerve injury during functional endoscopic sinus surgery. We describe herein a case of bilateral ectopic course of the infraorbital nerve into a maxillary sinus septum detected on computed tomography in a patient complaining of chronic headache and facial pain.

Parry-Romberg syndrome with rare maxillofacial deformities: a report on two cases.

Parry-Romberg syndrome, also known as progressive hemifacial atrophy, is a rare developmental disorder characterized by progressing unilateral facial atrophy slowly, which may affect the skin, fat, muscle and bone. It can also be associated with different systemic manifestations and deformities. In this article, we present the two cases with Parry-Romberg syndrome. Of them, one has additional and rare facial deformity with rare facial cleft and the other has a special tongue feature.

Quiste dentígero de gran tamaño que ocupa el seno maxilar y desplaza a tercer y cuarto molares ectópicos a fosa cigomática / Large dentigerous cyst in the maxillary sinus with displacing ectopic third and fourth molars into zygomatic fossa

Presentar un caso de quiste dentígero que invade el seno maxilar asociado a un tercer y cuarto molares ectópicos. Caso clínico: se presenta un caso de quiste dentígero de gran tamaño que invade el seno maxilar en su totalidad, asociado a tercer y cuarto molares, en una paciente de sexo femenino de 14 años. Se realizó la exéresis completa de la lesión mediante un abordaje de Cadwell-Luc. Conclusión: es de suma importancia el diagnóstico temprano de estas patologías a través de un correcto examen clínico y radiológico. En quistes de gran tamaño y de evlución rápida, como es el caso presentado, debemos considerar la posibilidad de una transformación ameloblástica o carcinomatosa en la pared quística. Por esta razón, tendremos que elegir un tratamiento que nos asegurela extirpación total de la lesión y su posterior análisis histopatológico para determinar la conducta por seguir.

Dentomaxillofacial manifestations of mucopolysaccharidosis VI: clinical and imaging findings from two cases, with an emphasis on the temporomandibular joint.

OBJECTIVES: Using a clinical survey, panoramic, cone-beam computed tomography (CBCT), and magnetic resonance (MR) imaging, this study was conducted to ascertain primary maxillofacial abnormalities in patients with mucopolysaccharidosis VI (MPS VI). STUDY DESIGN: Two patients previously diagnosed with MPS VI underwent clinical and imaging surveys (panoramic radiographs, CBCT, and MR imaging). RESULTS: Jaw involvement was present in all patients. The most prevalent findings were enlarged marrow spaces, osteopenia, dentigerous cyst-like follicles, effacement of the jaw structures, and osteosclerosis. This is the first study to describe temporomandibular joint (TMJ) involvement for MPS VI. CONCLUSIONS: CBCT and MR imaging were needed to observe features that were not clear in conventional radiographs. Both patients reported symptoms in the TMJ and demonstrated involvement during their examinations. A multicenter study is necessary to better document maxillofacial involvement in MPS VI.