Interpretable artificial intelligence for classification of alveolar bone defect in patients with cleft lip and palate.

Cleft lip and/or palate (CLP) is the most common congenital craniofacial anomaly and requires bone grafting of the alveolar cleft. This study aimed to develop a novel classification algorithm to assess the severity of alveolar bone defects in patients with CLP using three-dimensional (3D) surface models and to demonstrate through an interpretable artificial intelligence (AI)-based algorithm the decisions provided by the classifier. Cone-beam computed tomography scans of 194 patients with CLP were used to train and test the performance of an automatic classification of the severity of alveolar bone defect. The shape, height, and width of the alveolar bone defect were assessed in automatically segmented maxillary 3D surface models to determine the ground truth classification index of its severity. The novel classifier algorithm renders the 3D surface models from different viewpoints and captures 2D image snapshots fed into a 2D Convolutional Neural Network. An interpretable AI algorithm was developed that uses features from each view and aggregated via Attention Layers to explain the classification. The precision, recall and F-1 score were 0.823, 0.816, and 0.817, respectively, with agreement ranging from 97.4 to 100% on the severity index within 1 group difference. The new classifier and interpretable AI algorithm presented satisfactory accuracy to classify the severity of alveolar bone defect morphology using 3D surface models of patients with CLP and graphically displaying the features that were considered during the deep learning model's classification decision.

Oral maxillofacial surgery resident, faculty and practitioner role models and dental students' interest in oral maxillofacial surgery careers: Does gender matter?

PURPOSE: Residency programs in oral maxillofacial surgery (OMS) have the lowest percentage (2020: 18.4%) of female graduates among all dental specialty programs. When considering this underrepresentation of female OMS residents, prior studies have not examined how OMS role models might shape dental students' interest in OMS careers. The objectives were to assess female versus male students' OMS-related career motivation, their experiences/attitudes toward three groups of OMS role models (i.e., OMS residents, faculty, and practitioners), and relationships between role model-related experiences/attitudes and career motivation. METHODS: 363 female and 335 male students from 14 United States and two Canadian dental schools participated in this cross-sectional study by responding to an online survey. RESULTS: 13.8% of female and 26% of male respondents (p < 0.001) were much/very much interested in OMS careers. More male than female students had shadowed an OMS in an office setting (43.4% vs. 35.1%; p < 0.05). The groups did not differ in their motivation to learn more and earlier about OMS nor in the quantity of OMS-related experiences prior to and during dental school. However, male students were more satisfied with the quality of these experiences (5-point scale with 5 = most positive: Means: 3.76 vs. 3.53; p < 0.05), were more comfortable approaching/working with OMS instructors (3.51 vs. 3.19; p < 0.01) and reported to have learned more from residents (3.52 vs. 3.31; p < 0.05) and faculty (3.75 vs. 3.45; p < 0.01) than female students. Female students agreed less that OMS residents, faculty, and practitioners encouraged students to pursue OMS (3.27 vs. 3.44; p < 0.01 / 3.46 vs. 3.63; p < 0.01 / 3.45 vs. 3.61; p < 0.01). Role model-related experiences and attitudes correlated with an interest in an OMS career. CONCLUSIONS: The two groups do not differ in the quantity of most OMS experiences before and during dental school and their motivation to learn more and earlier about OMS. However, female students' less positive OMS-related educational experiences and less positive attitudes toward role models correlate with a lower interest in OMS careers.

Clinical Practice Trends and Postoperative Outcomes in Primary Cleft Rhinoplasty.

PURPOSE: Optimal correction of the cleft nasal deformity remains challenging. The purpose of this study was to examine the practice patterns and postoperative course of patients undergoing cleft lip repair with rhinoplasty compared to those who have primary lip repair without rhinoplasty. METHODS AND MATERIALS: A retrospective cohort study was conducted based on the Kids' Inpatient Database. Data were collected from January 2000 to December 2011 and included infants aged 12 months and younger who underwent cleft lip repair. The predictor variable was the addition of rhinoplasty at primary cleft lip repair. Primary outcome variables included hospital setting, year, and admission cost, while secondary outcome variables included length of stay and postoperative complication rate. Independent t-tests and chi-squared tests were performed. Continuous variables were analyzed by multiple linear regression models. RESULTS: The study sample included 4559 infants with 1422 (31.2%) who underwent primary cleft rhinoplasty. Over time, there was a significant increase in the proportion of cleft lip repairs accompanied by a rhinoplasty (p < .01). A greater proportion of patients with unilateral cleft lips received simultaneous rhinoplasty with their lip repairs (33.8 vs 26.0%, p < .01). This cohort had a significantly shorter length of stay (1.6 vs 2.8 days, p < .01) when compared to children that underwent cleft lip repair alone. CONCLUSIONS: Performing primary cleft rhinoplasty is becoming more common among cleft surgeons. Considering comparable costs and complication rates, a rhinoplasty should be considered during the surgical treatment planning of patients with cleft nasal deformities.

Impact of sleep-disordered breathing on behavior and quality of life in children aged 2 to 7 years with non-syndromic cleft lip and/or palate.

INTRODUCTION: Children with cleft are at high risk for sleep-disordered breathing (SDB). However, little is known about the impact of SDB in this pediatric population. The aim of this study was to investigate whether SDB play a role in behavior and quality of life (QoL) in young children with cleft. METHODS: Cross-sectional study of 95 children aged 2.0-7.9 years with cleft palate. Parents completed a sleep (Pediatric Sleep questionnaire), a behavior (Conners' Early Childhood scale), and a generic health-related QoL (KINDL questionnaire) assessment. Symptomatic children were referred for a polysomnography (PSG). RESULTS: Overall, 14.7% of children (49.5% boys) screened positive for SDB and 27.4% had a PSG, which identified 84.6% with sleep apnea (apnea-hypopnea index [AHI] ≥1) and 27.2% with AHI ≥5. Positive screening for SDB was associated with elevated T-scores for anxiety and physical symptoms, significant differences in mean T-scores for inattention/hyperactivity (64.2 ± 15.7 vs. 53.9 ± 11.4, p = .02), social functioning/atypical behaviour, social functioning (60.6 ± 11.7 vs. 51.9 ± 7.3, p = .004 and 59.5 ± 10.9 vs. 51.2 ± 8.0, p = .01) and mood (57.5 ± 8.2 vs. 50.7 ± 8.2, p = .03). Lower QoL scores for emotional and family well-being were also reported in children with SDB (80.7 ± 13.4 vs. 90.0 ± 8.7, p = .01, 66.7 ± 15.8 vs. 76.9 ± 11.9, p = .04). Children with AHI ≥5 compared to those with AHI ≥1 and <5 showed significant differences in mean T-score for aggressive behaviour (65.2 ± 12.1 vs. 52.3 ± 11.3, p = .04), defiant temper (62.8 ± 9.2 vs. 51.6 ± 10.2, p = .03) and lower family QoL scores (59.4 ± 15.2 vs. 77.1 ± 9.6, p = .006). CONCLUSIONS: In children with cleft palate the presence of SDB symptoms and moderate/severe sleep apnea was associated with behavioral (internalizing/externalizing) problems and lower family well-being.

Sleep-related movement disorders and growing pains: differences in daytime and bedtime behavior in 2-6 year old children with cleft palate.

BACKGROUND: Behavioural difficulties are common in children with sleep disorders. However, up to now no study has investigated the association between sleep-related movement disorders (SRMD) and behavior in children with craniofacial cleft. The aim of this study was to assess the frequency and impact of SRMD and growing pains in daytime/bedtime behavior in young children with cleft palate. METHODS: Cross-sectional survey study of sleep and behavior in 2.0-6.9 year old children with cleft palate. Parents completed the Pediatric Sleep Questionnaire, which queries reports of periodic limb movements (PLMS), restless leg syndrome (RLS), growing pains, daytime sleepiness, sleep latency/duration, and the Conners' Early Childhood Questionnaire which asks about behavioral difficulties. RESULTS: Among 71 children with cleft palate (52.1% boys) 14.1 % screened positive for PLMS, 8.5% reported RLS and 9.9% growing pains. Children who screened positive for PLMS and RLS were more likely to report sleepiness (PLMS 40% vs. 4.9%, p = 0.001; RLS 33.3% vs. 7.7%, p = 0.04) and long sleep latency (PLMS 80% vs. 32.8%, p = 0.005; RLS 100% vs. 33.8%, p = 0.002) compared to those who did not endorse the respective sleep problems. Children who reported PLMS had a higher T-score for emotional (58.2 ± 7.6 vs. 50.7 ± 8.4, p = 0.01) and somatic symptoms (66.2 ± 15.2 vs. 49.9 ± 9.5, p = 0.0001). Sleepiness was associated to an increased frequency of externalizing, psychiatric and somatic problems. While children with long sleep latency reported more emotional and somatic symptoms, and those with reduced sleep duration more internalizing difficulties. CONCLUSIONS: Parents of young children with cleft palate reported frequently PLMS, RLS and growing pains. Daytime/bedtime behavior varies depending on the presence of SRMD. Sleepiness and sleep variables might play a role on behavioural problems in children with cleft and SRMD symptoms.

Comparisons of orthodontic residents' performance and attitudes using 2D, 3D, and virtual reality surgical simulation methods.

PURPOSE: Advances in virtual reality technology for surgical simulation methods may improve diagnosis and treatment planning of complex orthognathic surgery cases. The objectives were to assess orthodontic residents' performance and attitudes when treatment planning orthognathic surgery cases using two-dimensional (2D) digital, three-dimensional (3D) digital, and virtual reality (VR) surgical simulations. METHODS: The study had a mixed methods study design involving 20 graduate orthodontic residents. Their previous experiences, confidence, and competence with orthodontic diagnosis and surgical treatment planning were assessed with a baseline survey. Each resident completed 2D, 3D, and VR treatment planning and simulation tasks in a randomized order and recorded their diagnosis, objectives, treatment plan, and special surgical concerns for each case using a treatment planning worksheet. The worksheets were scored and quantitative data were analyzed. Attitudinal responses to the simulation experience were captured with a post-survey and interview. RESULTS: The number of total prescribed surgical movements was greater for 3D and VR simulation methods (p = 0.001). There were no differences in the overall total written treatment plan analysis score among the three surgical simulation tasks. Participants took longer to complete the VR and 3D tasks (p < 0.001) and asked more questions regarding manipulation (p < 0.001) and software features (p < 0.002) for higher fidelity tools. Analysis of qualitative feedback showed positive attitudes toward higher fidelity tools with regard to visualization, manipulation, and enjoyment of the task. CONCLUSIONS: The results demonstrate that simulation methods of increased fidelity (3D and VR) are appropriate alternatives to 2D conventional orthognathic surgical simulation methods when combined with traditional records. Qualitative feedback confirms residents' readiness to adopt VR simulation. However, comprehensive training is needed to increase familiarity and comfort with using the new technology.

Long-term stability and condylar remodeling after mandibular advancement: A 5-year follow-up.

INTRODUCTION: This study evaluated whether presurgical characteristics, the magnitude of mandibular advancement, and changes in mandibular plane angle are correlated with long-term stability and postsurgical condylar remodeling and adaptations using 3-dimensional imaging. METHODS: Forty-two patients underwent bilateral sagittal split osteotomies for mandibular advancement using rigid fixation. Cone-beam computed tomography (CBCT) scans were acquired before surgery (T1), immediately after surgery (T2), and at long-term follow-up (T3). The average follow-up period was 5.3 ± 1.7 years after surgery. Anatomic landmark identification on the cone-beam computed tomographies and subsequent quantification of the changes from T1 to T2 and T2 to T3 were performed in ITK-SNAP (version 2.4; itksnap.org) and 3DSlicer (version 4.7; http://www.slicer.org) software. Surgical displacements, mandibular plane angle changes, and skeletal stability were measured relative to cranial base superimposition, whereas condylar remodeling was measured relative to regional condylar registration. Partial correlation coefficients were used to assess relationships between clinical and surgical variables, condylar remodeling, and long-term surgical relapse while controlling for variability in the length of follow-up. RESULTS: B-point relapsed more than 2 mm posteriorly in 55% of the patients. The only variables strongly associated with the posterior movement of B-point long-term were mesial yaw of the condyle during surgery (P ≤0.01) and the length of follow-up from T2 to T3 (P ≤ 0.01). There was no relationship between the magnitude of advancement or presurgical mandibular plane angle and relapse or condylar resorption. Condylar resorption was strongly associated with relapse of B-point in the posterior direction (P ≤0.01) and clockwise rotation of the mandibular plane long-term (P ≤0.01). Twenty-nine percent of subjects showed resorption of more than 2 mm in the inferior direction at the lateral pole, and 17% of the subjects showed resorption of more than 2 mm in the inferior direction at condylion. Compared with male subjects, females exhibited significantly greater condylar remodeling (P ≤0.01) and slightly greater relapse at B-point (P ≤0.05). CONCLUSIONS: Surgical relapse at B-point may occur slowly over time and is primarily due to condylar resorption in mandibular advancement patients. Mesial yaw of the condyle during surgery may lead to condylar resorption postsurgically. In addition, females are at greater risk of condylar resorption postsurgically.

Squamous Cell Carcinoma of the Tongue in Young Patients: A Case Series and Literature Review.

PURPOSE: The purpose of this study was to describe 3 cases of tongue cancer in patients less than 21 years of age. Secondarily, a literature review was performed to examine disease presentation, risk factors, prognosis, and treatment strategies for young persons with tongue cancer. METHODS: The authors presented 3 cases of childhood tongue cancer between 2009 and 2020 at the University of Michigan Department of Oral and Maxillofacial Surgery (Ann Arbor, MI). An electronic literature review was conducted via PubMed, Embase, Web of Science, and MLibrary. RESULTS: Including the present case series, 64 studies reporting 108 cases were identified. Age at presentation ranged from newborn to 20 years, with a mean age of 14.5 years. The majority of patients were female (52.2%); 68.1% of patients presented with T1 or T2 disease. Nodal metastases were seen in 56.1% of patients. The most commonly identified predisposing factors included Fanconi anemia (13.9%), bone marrow transplant (9.3%), tobacco use (6.5%), and xeroderma pigmentosum (4.6%). Most patients received surgery alone (37.5%), followed by surgery with adjuvant radiation (33.8%); 60.6% underwent neck dissection. Overall survival was 60.3% at 1 year and 43.6% at 5 years. CONCLUSIONS: Oral tongue cancer in the young is a rare disease with poorly understood etiology. There is a need for oncologists and maxillofacial surgeons to collaborate in the study of genetic, social, environmental, and medical risk factors contributing to the disease. All patients should undergo high-throughput genetic sequencing to expand our understanding of the disease process and allow for targeted treatment strategies.

Dental students' OMFS-related experiences and interest in OMFS careers: An exploration.

PURPOSE: While the numbers of oral maxillofacial surgery (OMFS) residents increased over time, women and residents from underrepresented minority backgrounds are still underrepresented. The objectives were to assess dental students' OMFS-related personal and educational experiences and attitudes and explore which factors correlate with their interest in future OMFS careers. METHODS: Data were collected from 493 dental students in 1 dental school and 206 students from 15 other US and Canadian dental schools. RESULTS: The students in the national sample were more likely to have experienced an OMFS procedure themselves (64.6% vs. 50.7%; P = 0.001), have shadowed an OMFS in an operating room (23.2% vs. 14.9%; P = 0.009) prior to coming to dental school and to be much/very much interested in an OMFS career (36.4% vs. 12%; P < 0.001) than the students at the home school. While the majority of both groups rated their experiences with rotations in the OMFS department in the dental school (68% vs. 62.5%) and in the hospital (80.3% vs. 85.7%) as very interesting, the students in the national sample were more likely to agree/strongly agree that they were satisfied with their OMFS experiences (68.1% vs. 36.3%; P < 0.001) and had learned a lot from the OMFS faculty (57.9% vs. 30.8%) than the students in the home school. For both groups, the degree of interest in an OMFS career correlated with having had more personal OMFS experiences (home: r = 0.28; P < 0.001/other: r = 0.39; P < 0.001), more interesting OMFS experiences in the dental school (r = 0.23; P < 0.05/r = 0.40; P < 0.001) and the hospital (0.33; P < 0.05/r = 0.50; P < 0.001) and more positive attitudes toward OMFS faculty (r = 0.26; P < 0.001/r = 0.37; P < 0.001). CONCLUSIONS: Positive personal and educational OMFS experiences and positive attitudes toward OMFS faculty were associated with an interest in OMFS careers. These findings provide a basis for developing educational interventions aimed at increasing the percentage of women and residents from URM backgrounds in OMFS programs.

AD8 patient-informant discrepancy predicts insight and cognitive impairment in Alzheimer's disease.

This study aimed to improve understanding of insight among individuals with Alzheimer's disease using patient and informant ratings of impairment on the AD8. Retrospective cohort data were used from 540 patients with a mean age of 81.1 (SD = 6.57). Informant AD8s were inversely related to patients' Montreal Cognitive Assessment (MoCA) scores (r = -.20, p < .001), while patient AD8s were not. Meanwhile, those with greater patient-informant AD8 discrepancies (suggesting low insight) endorsed fewer cognitive items on the Geriatric Depression Scale (GDS). Those with greater AD8 discrepancies also had significantly lower MoCA scores. Ultimately, the informant AD8 alone appears useful for identifying patients' degree of cognitive decline. However, when used in combination with the patient AD8 to calculate a discrepancy score, patients' degree of cognitive decline and level of insight can be better ascertained.

Digital Immediate Complete Denture for a Patient with Rhabdomyosarcoma: A Clinical Report.

Fabricating an immediate complete denture can be very challenging in some clinical situations. This clinical report describes a digital workflow to fabricate a printed maxillary immediate complete denture for a patient with a severely compromised maxilla. Digital data obtained by using an intraoral scanner was utilized to reconstruct the three-dimensional (3D) image of the jaws at the desirable vertical dimension of occlusion. After performing the virtual teeth extraction and alveoloplasty, the denture base and teeth were designed. The resulting data were exported to a 3D printer for denture fabrication and the 3D printed (additively manufactured) denture was successfully inserted immediately after the surgery. After initial healing and confirmation of good retention and function, a new printed denture was fabricated by digitally duplicating the relined denture maintaining the same teeth positions but adjusting the base to a new intraoral scan of the healed ridge.

Orthodontic Considerations for Cleft Orthognathic Surgery.

Preparation and planning for orthognathic surgery in late adolescence depends on the complexity of unresolved problems with which the patient presents. Different strategies are presented to address these unresolved problems in the adult patient with cleft lip and palate. Different surgical and orthodontic treatments are presented to correct the class III malocclusion in patients with cleft lip and palate in ranges that are analogous to the envelope of discrepancy. For complex cases, the principles of achievability, stability, and esthetics should guide the decision-making process for planning the preparation for orthognathic surgery.

3D Airway changes using cone beam computed tomography in patients following mandibular advancement surgery with and without constriction.

OBJECTIVES: The aim of this study was to compare three-dimensional airway changes resulting from mandibular advancement surgery and mandibular advancement surgery with constriction. SETTING AND SAMPLE POPULATION: The University of Michigan School of Dentistry and Medical Center. A total of 42 patients undergoing mandibular advancement with or without simultaneous constriction. MATERIALS AND METHODS: A retrospective airway evaluation of patients undergoing mandibular advancement with or without simultaneous mandibular constriction was performed. Cross-sectional evaluation at standardized locations, minimum cross section and volumetric analysis were performed using Dolphin Imaging TM Version 11.7. RESULTS: Patients undergoing mandibular advancement with or without constriction experienced significant airway increases (P < 0.05). Patients who underwent mandibular advancement only gained nearly twice as much airway volume as mandibular advancement with simultaneous constriction (8.69 mm3 vs 4.3 mm3 ). The largest increase for both groups was observed in the minimum axial area in the oropharynx segment (119.5 mm2 ) and the axial area of the retroglossal region (137.2 mm2 ). CONCLUSIONS: The findings demonstrate mandibular advancement with constriction results in airway enlargement following surgery.

Three-dimensional treatment planning for maxillary and mandibular segmental surgery for an adult Class III: Where old meets new.

Class III open bite malocclusion can be among the most difficult case types to obtain an excellent occlusal, skeletal, and facial outcome. Treatment options include growth modification, extraction for orthodontic camouflage, and orthognathic surgery. For the most severely affected and non-growing patients, orthognathic surgery is often the most predictable and, in some situations, the only viable way of achieving an optimal result. The risks and benefits of surgical treatment options can occasionally be difficult to assess particularly for providers with limited experience. Two-dimensional surgical predictions can assist but do not permit the third dimension to be visualized. New techniques of computer-aided surgical simulation can enable the surgeon, orthodontist, and patient to better visualize and understand the treatment approach and enable them to make the most effective and efficient treatment related decisions. This case merges knowledge of the full spectrum of historical surgical techniques with the new approach of computer-aided surgical simulation (CASS) to perform complex segmental maxillary and mandibular surgery to obtain an excellent functional and esthetic result.

Coordinated pediatric reconstruction and rehabilitation of maxillary central giant cell granuloma: A case report.

BACKGROUND AND OVERVIEW: A 9-year-old girl underwent comprehensive resection and rehabilitation of a central giant cell granuloma that required phased interprofessional collaborative care to optimize treatment decisions and outcome. CASE DESCRIPTION: The interprofessional treatment team included an oral and maxillofacial surgeon, maxillofacial prosthodontist, dentist, orthodontist, and speech-language pathologist, and treatment spanned 9 years. Treatment included surgical resection of a central giant cell granuloma and obturation with a removable interim prosthesis. After adequate growth and development, the patient then underwent a surgical free-tissue transfer reconstruction by using virtual surgical planning, followed by dental implant placement and a transitional restoration, subsequent orthodontic therapy, and eventual definitive rehabilitation with an implant-retained fixed hybrid prosthesis. CONCLUSIONS AND PRACTICAL IMPLICATIONS: The interprofessional phased and collaborative treatment facilitated an optimal functional and esthetic process in a young patient with transitional and definitive treatments that considered long-term quality-of-life implications.

Proceedings of the American Association of Oral and Maxillofacial Surgeon's 2017 Clinical and Scientific Innovations in Oral and Maxillofacial Surgery (CSIOMS).

The sixth biennial Clinical and Scientific Innovations in Oral and Maxillofacial Surgery, formerly the Research Summit, of the American Association of Oral and Maxillofacial Surgeons and its Committee on Research Planning and Technology Assessment was held in Rosemont, Illinois from April 28 to 30, 2017. The goal of the symposium is to provide a forum for the latest clinical and scientific advances to be brought to the specialty. It also nurtures collaboration and the development of relationships between oral and maxillofacial surgeons and researchers to bridge the gap between clinical and basic science. The goal is to improve the care of oral and maxillofacial surgical patients through the advancement of translational and clinical research.