Machine learning-based decision support system for orthognathic diagnosis and treatment planning.

BACKGROUND: Dento-maxillofacial deformities are common problems. Orthodontic-orthognathic surgery is the primary treatment but accurate diagnosis and careful surgical planning are essential for optimum outcomes. This study aimed to establish and verify a machine learning-based decision support system for treatment of dento-maxillofacial malformations. METHODS: Patients (n = 574) with dento-maxillofacial deformities undergoing spiral CT during January 2015 to August 2020 were enrolled to train diagnostic models based on five different machine learning algorithms; the diagnostic performances were compared with expert diagnoses. Accuracy, sensitivity, specificity, and area under the curve (AUC) were calculated. The adaptive artificial bee colony algorithm was employed to formulate the orthognathic surgical plan, and subsequently evaluated by maxillofacial surgeons in a cohort of 50 patients. The objective evaluation included the difference in bone position between the artificial intelligence (AI) generated and actual surgical plans for the patient, along with discrepancies in postoperative cephalometric analysis outcomes. RESULTS: The binary relevance extreme gradient boosting model performed best, with diagnostic success rates > 90% for six different kinds of dento-maxillofacial deformities; the exception was maxillary overdevelopment (89.27%). AUC was > 0.88 for all diagnostic types. Median score for the surgical plans was 9, and was improved after human-computer interaction. There was no statistically significant difference between the actual and AI- groups. CONCLUSIONS: Machine learning algorithms are effective for diagnosis and surgical planning of dento-maxillofacial deformities and help improve diagnostic efficiency, especially in lower medical centers.

Early surgical intervention for nasal deformity in Binder's syndrome.

OBJECTIVE: To assess benefits of surgical intervention at an early age and focus on surgical techniques using exclusively autologous cartilage grafts. METHODS: Five children aged 8-15 years, treated between March 2016 and 2020, underwent augmentation rhinoplasty using autologous cartilage, with post-operative follow up ranging from 1.5 to 2 years. Photographs and Rhinoplasty Outcome Evaluation questionnaire scores were examined. RESULTS: Augmentation was achieved without complications. No restricted skin or mucosal pockets were encountered. Patients showed improved confidence and perspective with regard to self-image, and were less socially self-conscious. There was significant improvement in all Rhinoplasty Outcome Evaluation questionnaire scores. CONCLUSION: Early surgery allows augmentation with easier release of skin and mucosal pockets, and without the tension otherwise encountered if primary augmentation is performed at a later age. It offers a chance to improve confidence and self-perception in a growing child conscious about their appearance, which may make them socially withdrawn. Autologous cartilage gives better results than bone grafts, and is comparable with silicone but without its complications.

Our Strategy in Management of Maxillonasal Dysplasia in Pediatric Patients.

ABSTRACT: Maxillonasal dysplasia or Binder syndrome is an uncommon condition. It is a congenital disease characterized by undergrowth of the central face and may include elements of the nose and upper jaw. The hallmark of the deformity is a retruded mid-face and an extremely flat nose. The timing and the surgical approaches for management of such deformity are still controversial. In this paper, we are going to present our experience in management of Binder syndrome in children. Seven children ranging in age from 6 to 13 years with classic features of Binder syndrome were operated upon in this study. The surgical approach was done at an early age and included 3 main components; nasal dorsum augmentation by costal cartilage graft, maxillary augmentation by rib grafts and columellar reconstruction by VY-plasty and strut grafts. Patients were followed for up to 6 years. Excellent results were obtained in all patients with this surgical procedure. Half of our patients required more than 1 surgery but none of them required any secondary orthognathic surgery. Therefore, we recommend that children with Binder syndrome should be managed at an early age at least for correction of their nasal deformities. Maxillary augmentation can also be done simultaneously or delayed for a second stage. During the second stage, further nasal augmentation can be accomplished. Definitive orthognathic surgeries have to be postponed to adolescence. This strategy can dramatically improve the patient aesthetic and alleviate the psychological upset without much disturbance of the facial growth.

Lacrimal drainage anomalies in Tessier cleft 3 with unilateral anophthalmos.

Bilateral Tessier cleft types 3 and 4 are rare and commonly involve the lacrimal drainage system owing to their anatomical location. Such clefts commonly present with associated ocular anomalies and include colobomatous eyelids, hypertelorism, microphthalmia, punctal or canalicular agenesis, and nasolacrimal duct obstruction or exstrophy. The current report presents an 18-month-old baby with bilateral Tessier cleft 3 with a unilateral anophthalmos, symmetrical eyelid colobomas, and lacrimal drainage anomalies. The lacrimal anomalies noted include small lacrimal sac with inferior canaliculus on the right side and upper and lower punctal and canalicular agenesis on the left side. Computed tomographic dacryocystography demonstrated unilateral lacrimal sac and bilateral maldevelopment of the bony nasolacrimal duct.

Secondary Rhinoplasty in Binder Syndrome: Considerations and Management of Complex Problem With Heterologous Bone Graft.

ABSTRACT: Binder Syndrome occurs in less than 1 per 10,000 live births. Mean features of the syndrome include arhinoid face, abnormal position of the nasal bones, intermaxillary hypoplasia with associated malocclusion, reduced or absent anterior nasal spine, atrophy of the nasal mucosa and absence of the frontal sinus. Treatment of these facial deformities is obviously surgical. In the present work, the authors describe, step by step, their technique in secondary rhinoplasty in a 36-years-old patient affected by Binder Syndrome. In this case, the authors used autologous cartilage graft and heterologous bone graft.Satisfying results are achieved in 12 months of follow-up: graft resorption is acceptable, position of the graft is stable, the authors have no signs of infection and the patient is satisfied with the aesthetical and functional results. The authors believe that the first option, in complex nose's reconstruction, is the use of autologous grafts but, the use of cartilage heterologous bone graft should be taken in account, in the future, as a secondary option in Binder Syndrome and in malformed patients.

Interpositional collagenated cancellous bone blocks for nasal dorsum augmentation: A new technique for nasomaxillary hypoplasia treatment.

Nasomaxillary hypoplasia is a rare congenital malformation involving the middle third of the face. The present paper describes a novel technique for restoring the nasal projection in a patient with nasomaxillary hypoplasia, analyses its advantages and limitations, and discusses its potential applicability in other similar contexts. After orthognathic surgery, lateral osteotomies of the nasal bones were performed integrally with a piezoelectric device using a long cutting saw tip through the intraoral approach. The nasal bones were then projected by interpositioning two triangular-shaped collagenated cancellous bone graft blocks on each side in the osteotomies between the nasal and the frontal processes of the maxillary bones. Cone-beam computed tomography (CBCT) data was used to perform a morphometric analysis at one and 12 months of follow-up through image superimposition, which revealed a stable increased projection of the nasal dorsum and an anterior nasal spine (ANS) of 5.18 mm and 5.52 mm, respectively. The results of this case suggest that the technique affords satisfactory nasal dorsum augmentation while avoiding the use of permanent foreign materials, with minimal morbidity, no unsightly and visible scars, great patient satisfaction, and adequate stability at 12 months of follow-up.

Autogenous Dental Transplantation in a Patient Undergoing Class III Dento-Facial Deformity.

Dental transplantation is an alternative for rehabilitation with a high success rate. This article presents a clinical case of autogenous dental transplantation in a 17-year-old male patient undergoing treatment for Class III dento-facial deformity. After 32 months followup, low-cost rehabilitation was possible, and without prejudice to ortho-surgical treatment.

Orofacial Muscles: Embryonic Development and Regeneration after Injury.

Orofacial congenital defects such as cleft lip and/or palate are associated with impaired muscle regeneration and fibrosis after surgery. Also, other orofacial reconstructions or trauma may end up in defective muscle regeneration and fibrosis. The aim of this review is to discuss current knowledge on the development and regeneration of orofacial muscles in comparison to trunk and limb muscles. The orofacial muscles include the tongue muscles and the branchiomeric muscles in the lower face. Their main functions are chewing, swallowing, and speech. All orofacial muscles originate from the mesoderm of the pharyngeal arches under the control of cranial neural crest cells. Research in vertebrate models indicates that the molecular regulation of orofacial muscle development is different from that of trunk and limb muscles. In addition, the regenerative ability of orofacial muscles is lower, and they develop more fibrosis than other skeletal muscles. Therefore, specific approaches need to be developed to stimulate orofacial muscle regeneration. Regeneration may be stimulated by growth factors such fibroblast growth factors and hepatocyte growth factor, while fibrosis may be reduced by targeting the transforming growth factor ß1 (TGFß1)/myofibroblast axis. New approaches that combine these 2 aspects will improve the surgical treatment of orofacial muscle defects.

VALIDATION OF THE DIAGNOSTIC AND TREATMENT COMPLEX FOR PATIENTS WITH ORTHOGNATHIC DEFORMITIES AND PHONETIC DISORDERS.

Recently, there has been a tendency for the growth of dentognathic deformities of various origins, accompanied by phonetic abnormalities. Aim - to increase the effectiveness of orthodontic treatment of dentognathic deformities, accompanied by phonetic disorders, by developing and justifying a set of diagnostic and therapeutic measures based on a multidisciplinary approach. The influence of the state of ENT organs on the formation of dentognathic deformities and phonetic disturbances is studied in 155 children. A clinical dental examination and orthodontic treatment is performed in 82 patients aged 6-12 years. Individual corrective speech therapy work has been carried out to overcome the defects of the phonological side of speech. A certain pathological "chain" of cause-effect relationships of dentognathic deformities with phonetic disorders and diseases of the ENT organs became the basis for a multidisciplinary approach to solving the problems identified. The qualitative and quantitative dependence of sound deterioration on the type of orthognathic deformities is established. A complex of diagnostic and therapeutic measures for patients with dental deformities accompanied by phonetic disorders, consisting of motivational, diagnostic and therapeutic blocks, has been developed and introduced into practice. The proposed complex of diagnostic and treatment measures made it possible to increase the efficiency of orthodontic treatment of children with dentognathic deformities with disturbances of sound pronunciation depending on the type of bite by means of a multidisciplinary approach involving an otolaryngologist, speech therapist, children's therapist and surgeon, which was confirmed in 86.6% of patients by the improvement of electromyography, anthropometric measurements of scanned models of jaws, cephalometry; the analysis of cone-beam computed tomography data showed a significant increase in the upper respiratory tract volume by 53.8±4.2%.

Management of isolated and complex craniosynostosis residual deformities: What are the maxillofacial tools?

Treatment of craniosynostosis is complex and has greatly progressed in recent decades. From the early stages in the 1950s to today's most recent techniques, surgeons have faced the challenge of overcoming the deformities often caused by such invasive, complex surgeries. In the most recent years, new techniques have been developed that address surgical sequelae, including those of surgery performed in childhood. After a general introduction on craniosynostosis, the present paper describes the various types of deformity that may result from complex surgery and offers an overview of the various tools available to surgeons. An explanation of each indication and procedure is given.

Aesthetic and Functional Rehabilitation of Postburn Maxillofacial Deformity.

Postburn maxillofacial deformities, although rare, are a significant cause of morbidity. Since contracture scars have a potential role in deforming the maxillofacial skeleton, the focus of treatment should be on growing patients, where scar contractures can drastically influence growth and morphology of the maxillofacial units. There are certain aspects of severe facial burns and deformities, especially of the jaws, that deserve sincere attention to overcome aesthetic and functional disabilities such as inability to masticate and incompetent lips. The purpose of this article, therefore, is to discuss these injuries, the mechanism of development of deformities of the jaws and associated structures and their management for better aesthetic, functional, and psychological health of patient. An interpretive clinical report is presented.

Complicaciones perioperatorias y postquirúrgicas tempranas en cirugía ortognática / Intraoperative and immediate post surgical complications in orthognathic surgery

Objetivos: La cirugía ortognática ha experimentado un desarrollo significativo en las últimas décadas que la ha convertido en una técnica segura, pero no está exenta de presentar complicaciones. El objetivo del estudio es evaluar las complicaciones perioperatorias y postquirúrgicas inmediatas (durante el ingreso del paciente) asociadas a la cirugía ortognática en pacientes intervenidos de deformidades dentofaciales en nuestro hospital, analizando las características epidemiológicas de los pacientes y las posibles asociaciones entre el sexo, la edad, el tipo de osteotomía realizada y las complicaciones más frecuentes. Material y métodos: Realizamos un estudio descriptivo retrospectivo que comprende 284 intervenciones de cirugía ortognática realizadas consecutivamente entre el 1 de enero del 2000 y el 31 de diciembre del 2016 en el Hospital Povisa de Vigo. Resultados: La media de edad de los pacientes intervenidos fue de 28,72 años. El 64,4 % eran mujeres. La deformidad dentofacial más frecuentemente tratada fue la maloclusión clase III de Angle, y la osteotomía con mayor incidencia fue la osteotomía tipo Le Fort I del maxilar superior. La mayoría de los pacientes fueron clasificados como ASA I. El tiempo operatorio promedio fue de 174 minutos y el tiempo medio de hospitalización fue de 3,26 días. Las náuseas o vómitos en el postoperatorio inmediato (NVPO) fue la complicación más frecuentemente registrada. Se encontraron correlaciones estadísticamente significativas entre el tipo de osteotomía realizada y la hemorragia, las NVPO, la ansiedad, la necesidad de transfusión sanguínea y el dolor postoperatorio. Conclusión: El bajo índice de complicaciones encontradas en el presente estudio sugiere que la cirugía ortognática es un procedimiento quirúrgico seguro

Objectives: Orthognathic surgery has undergone a significant development in recent years becoming a safe surgical technique. However, different complications can occur after orthognathic surgery. The purpose of this study is to analyze the possible complications found during surgery and immediately after orthognatic surgery, at our institution. Material and methods: A retrospective descriptive study comprising 284 consecutive orthognathic surgical procedures performed between January 1, 2000 and December 31, 2016 at Povisa Hospital, Vigo, Spain, were studied. Results: Mean age of the treated patients was 28.72 years. 64.4 % were women. The most frequent dentofacial deformity diagnosed was Angle class III malocclusion and the most frequent performed osteotomy was Le Fort I maxillary osteotomy. The majority of patients were classified as ASA I. Mean operative time was 174 minutes and mean hospitalization time was 3.26 days. Postoperative nausea or vomiting (PONV) was the most frequent complication found. Statistically significant correlations were found between the type of osteotomy performed and postoperative bleeding, PONV, anxiety, need of blood transfusion and postoperative pain. Conclusions: The low rate of complications found in the present study suggests that orthognathic surgery is a safe surgical procedure

Expansión rápida maxilar asistida con microimplantes / Miniscrew-assisted rapid palatal expander

No disponible

Psychology input to an orthognathic clinic: Patients' perception of service quality.

AIMS: The aim of this study was to assess patient satisfaction with a clinical psychology service, integrated within an inter-disciplinary orthognathic planning clinic. METHOD: A self-report, custom-designed questionnaire was sent to patients who had completed orthognathic treatment within the last three years. Of the 60 patients approached, 49 responded. RESULTS: The great majority of patients agreed that there was a need for a psychological assessment and that its purpose was adequately explained. Most patients were happy with the information given during their appointment and found the experience helpful. A number of patients felt that additional appointments would have been helpful shortly before, and after, surgery. CONCLUSIONS: The group of orthognathic patients studied found the pre-treatment psychology assessment, provided for them through the combined clinic, to be very acceptable and beneficial. Some suggested that further appointments, throughout the treatment journey, as well as supportive literature, might also have been helpful.

A New Software Suite in Orthognathic Surgery : Patient Specific Modeling, Simulation and Navigation.

Orthognathic surgery belongs to the scope of maxillofacial surgery. It treats dentofacial deformities consisting in discrepancy between the facial bones (upper and lower jaws). Such impairment affects chewing, talking, and breathing and can ultimately result in the loss of teeth. Orthognathic surgery restores facial harmony and dental occlusion through bone cutting, repositioning, and fixation. However, in routine practice, we face the limitations of conventional tools and the lack of intraoperative assistance. These limitations occur at every step of the surgical workflow: preoperative planning, simulation, and intraoperative navigation. The aim of this research was to provide novel tools to improve simulation and navigation. We first developed a semiautomated segmentation pipeline allowing accurate and time-efficient patient-specific 3D modeling from computed tomography scans mandatory to achieve surgical planning. This step allowed an improvement of processing time by a factor of 6 compared with interactive segmentation, with a 1.5-mm distance error. Next, we developed a software to simulate the postoperative outcome on facial soft tissues. Volume meshes were processed from segmented DICOM images, and the Bullet open source mechanical engine was used together with a mass-spring model to reach a postoperative simulation accuracy <1 mm. Our toolset was completed by the development of a real-time navigation system using minimally invasive electromagnetic sensors. This navigation system featured a novel user-friendly interface based on augmented virtuality that improved surgical accuracy and operative time especially for trainee surgeons, therefore demonstrating its educational benefits. The resulting software suite could enhance operative accuracy and surgeon education for improved patient care.

Cirugía ortognática para el tratamiento de las anomalías dentoesqueletales / Orthognathic surgery for the treatment of dentoskeletal abnormalities

Las anomalías dentoesqueletales se presentan en el 2-3% de la población. Las mismas afectan el complejo maxilomandibular como también la relación entre las arcadas dentarias. Estas alteraciones producen problemas fonéticos, deglutorios, respiratorios y estéticos. Existe una tendencia en corregir las alteraciones dentarias sin tratar las discrepancias esqueletales, dificultando la corrección quirúrgica, si esta fuera necesaria. Actualmente, la cirugía ortognática ha tenido mayor aceptación como el tratamiento ideal para pacientes con estas anomalías. Se presentará una revisión de la literatura sobre las características que esta alteración presenta, junto a la resolución de casos clínicos (AU)

[Application of deep circumflex iliac artery based iliac-internal oblique musculofascial chimeric flaps in reconstruction of complex oromandibular defects].

Objective: To evaluate the reliability and effectiveness of a deep circumflex iliac artery based iliac-internal oblique musculofascial chimeric flap (DCIA-IIOF) in reconstruction of complex oromandibular defect. Methods: Between January 2010 and December 2015, DCIA-IIOFs were used to repair complex oromandibular defects in 11 patients. There were 8 males and 3 females, with an age of 27-75 years (median, 56 years). Original disease was lower gingival squamous cell carcinoma in 7 cases (T 3N 1M 0 in 2 cases, T 3N 2M 0 in 1 case, T 4N 0M 0 in 2 cases, and T 4N 2M 0 in 2 cases), osteoradionecrosis after radiotherapy for nasopharyngeal carcinoma in 2 cases, central mandibular squamous cell carcinoma in 1 case (T 4N 0M 0), and mandibular malignant fibrous histiocytoma in 1 case. The length of mandibular bone defects ranged from 7 to 10 cm (mean, 8 cm), and the area of the mucosal defects ranged from 5 cm×3 cm to 7 cm×4 cm. Preoperative ultrasonic identification of the DCIA and its ascending branch was routinely performed. The DCIA-IIOF was harvested by using an anterograde dissection technique, of which the iliac island was used for segmental mandibular defect repair and the musculofascial island for soft tissue and mucosal defect repair. Results: All 11 cases were followed up 15-75 months (median, 37 months). All flaps survived after operation, without necrosis of both iliac island and oblique internal musculofascial island. One patient had a mild submandibular infection which healed after wound drainage and intravenous antibiotics. At 1 month after operation, the color and texture of the musculofascial island were similar to oral mucosa without contracture, and the occluding relation was good for all patients. At 6 months after operation, the mouth opening hardly improved in 2 patients who had osteoradionecrosis; 1 patient who underwent postoperative radiotherapy had restriction of mouth opening; the remaining 8 patients had normal month opening and normal diet. Three patients died of cancer recurrence, 2 patients died of other diseases (encephalorrhagia in 1 case and myocardial infarction in 1 case), and the others survived without recurrence during follow-up. No patient developed abdominal hernia during follow-up. Conclusion: DCIA-IIOF is a reliable flap in reconstruction of complex oromandibular defects. The occluding relation after operation is good and the mucosal lining is soft. This technique provides an effective option for moderate complex oromandibular defects repair.