Predicting need for orthognathic surgery in early permanent dentition patients with unilateral cleft lip and palate using receiver operating characteristic analysis

Predictors of Long-Term Protraction Headgear Success in Patients With Cleft Lip and Palate: A 5-Year Follow-Up

Patients with cleft lip and palate (CLP) characteristically present with maxillary hypoplasia and class III malocclusion. Protraction headgear (PHG) is a commonly used treatment for this type of malocclusion, with the goal of reducing future surgical needs. The purpose of this study was to evaluate the long-term effects of PHG treatment and determine the pretreatment predictors of long-term PHG success in patients with CLP. Twenty-nine patients with CLP who had undergone PHG treatment from 2012 to 2017 at a single institution were retrospectively analyzed. Patients were included if they had a lateral cephalogram or CBCT before, immediately after, and at least 5 years after their PHG treatment. Patients were divided into surgery and nonsurgery groups based on their 5-year follow-up clinical presentation. Student t tests, Wilcoxon signed-rank test, and a multivariate logistic regression model were used to compare pretreatment and post-treatment changes in both groups. Immediately post-treatment, the maxilla advanced 2.6 mm, the maxillary dentition advanced 4.7 mm, and the mandible rotated downward 5.0 mm and backward 2.6 mm. At long-term follow up the maxilla advanced 0.0 mm while the mandible advanced an additional 7.5 mm. Thus, PHG treatment is effective at improving class III malocclusion in the short term, but may not prevent future surgical need for patients with more severe skeletal discrepancies. Variables predictive of future surgical need include ANB, anterior facial height, overjet, and starting age of treatment, with ANB as the most reliable early predictor.

Applications of artificial intelligence and machine learning in orthognathic surgery: A scoping review

Over the recent years, Artificial Intelligence (AI) has been progressing rapidly with its ability to mimic human cognitive functions. The potential applications of AI technology in diagnosis, treatment planning, and prognosis prediction have been demonstrated in various studies. The present scoping review aimed to provide an overview of AI and Machine Learning (ML) algorithms and their applications in orthognathic surgery. A comprehensive search was conducted in databases including PubMed, Embase, Scopus, Web of Science and OVID Medline until November 2021. This scoping review was conducted following the PRISMA-ScR guidelines. After applying the inclusion and exclusion criteria, a total of 19 studies were included for final review. AI has profoundly impacted the diagnosis and prediction of orthognathic surgeries with a clinically acceptable accuracy range. Furthermore, AI reduces the work burden of the clinician by eliminating the tedious registration procedures, thereby helping in efficient and automated planning. However, focussing on the research gaps, there is a need to foster the AI models/algorithms to contemporize their efficiency in clinical decision making, diagnosis and surgical planning in future studies.

Determination of prognostic factors for orthognathic surgery in children with cleft lip and/or palate

OBJECTIVE

To determine the prognostic factors for orthognathic surgery (OGS) in children with cleft lip and/or palate (CL/P) using artificial intelligence (AI) systems.

DESIGN

Retrospective cohort study.

SETTING

An orthodontic department at a university dental hospital.

PARTICIPANTS

This study included 126 patients with bilateral and unilateral CL/P for whom lateral cephalograms were obtained at three time points: 7 (T1), 10 (T2) and 15 (T3) years of age.

MAIN OUTCOME MEASURES

Cleft type, severity of lip separation at birth, number of missing teeth, sex, palatal repair methods and surgeons, cephalometric variables at T1 and T2, and the total duration of orthodontic treatment were examined as predictors. The need for OGS and skeletal and dental discrepancies at T3 was examined as outcomes.

RESULTS

A total of six models were developed, with a mean area under the receiver operating characteristic curve of 0.93. Multiple prognostic factors for OGS were identified. In particular, the number of clefts in the lip and alveolus showed relatively high odds ratios, as did anterior crossbite at T3. Achieving palatal closure with the push-back method, rather than Furlow's method, was also found to be a predictive factor for anterior crossbite at T3, with high odds ratios.

CONCLUSIONS

The prognostic factors for OGS determined by the AI systems were the number of clefts in the lip and alveolus, the palatal repair method, male sex, several cephalometric variables for the sagittal and vertical dimensions, growth patterns and the number of missing teeth.

Cephalometric Predictors of Future need for Orthognathic Surgery in Korean Patients with Unilateral Cleft Lip and Palate Despite Long-term Use of Facemask with Miniplate

Objective

To investigate the cephalometric predictors of the future need for orthognathic surgery in Korean patients with unilateral cleft lip and palate (UCLP) despite long-term use of facemask with miniplate (FMMP).

Methods

The sample consisted of 53 UCLP patients treated by a single orthodontist using an identical protocol. Lateral cephalograms were taken before commencement of FMMP therapy (T0; mean age, 10.45 years), after FMMP therapy (T1; mean age, 14.72 years), and at follow-up (T2; mean age, 18.68 years). Twenty-eight cephalometric variables were measured. At T2 stage, the subjects were divided into FMMP-Nonsurgery (n = 33, 62.3%) and FMMP-Surgery (n = 20, 37.7%) groups according to cephalometric criteria (point A-nasion-point B [ANB] < –3°; Wits-appraisal < –5 mm; and Harvold unit difference [HUD] > 34 mm for FMMP-Surgery group). Statistical analyses including discrimination analysis were performed.

Results

In FMMP-Surgery group, the forward position of the mandible at T0 stage was maintained throughout the whole stages and Class III relationship worsened with significant growth of the mandibular body and ramus and counterclockwise rotation of the maxilla and mandible at the T1 and T2 stages. Six cephalometric variables at T0 stage including ANB, anteroposterior dysplasia indicator, Wits-appraisal, mandibular body length, HUD, and overjet were selected as effective predictors of the future need for surgical intervention to correct sagittal skeletal discrepancies.

Conclusions

Despite long-term use of FMMP therapy, 37.7% of UCLP patients became candidates for orthognathic surgery. Therefore, differential diagnosis is necessary to predict the future need for orthognathic surgery at early age.

Outcomes of Primary Palatoplasty: An Analysis Using the Pediatric Health Information System Database

BACKGROUND

Previous attempts at reporting oronasal fistula development and secondary speech surgery following cleft palate surgery have been limited to single-center case series. This limitation can be overcome by querying large databases created by health care governing bodies or health care alliances. The authors examined the effect of cleft type and demographic variables on the clinical outcomes.

METHODS

Data from the Pediatric Health Information System database were queried for patients, aged 6 to 18 months, who had undergone primary palatoplasty between 2004 and 2009. Subsequent repair of an oronasal fistula and/or secondary speech surgery between 2004 and 2015 was identified by procedure codes. Logistic regression models were used to assess the associations between cleft type with oronasal fistula and with secondary speech surgery.

RESULTS

Seven thousand three hundred twenty-five patients were identified, and 6.4 percent (n = 468) had a subsequent repair of an oronasal fistula and 18.5 percent (n = 1355) had a secondary speech operation. Adjusted for age, sex, and race, patients with cleft lip and palate have increased odds of oronasal fistula (OR, 5.60; 95 percent CI, 4.44 to 7.07) and secondary speech surgery (OR, 2.32; 95 percent CI, 2.05 to 2.63).

CONCLUSIONS

Using a large, multi-institution billing database, the authors were able to estimate the prevalence of oronasal fistula and surgically treated velopharyngeal insufficiency following primary palatoplasty in the United States. In addition, the authors demonstrated that patients with isolated cleft palate develop fewer oronasal fistulas and require less secondary speech surgery than patients with cleft lip and palate.

CLINICAL QUESTION/LEVEL OF EVIDENCE

Risk, III.