Artificial Intelligence Methods for the Argenta Classification of Deformational Plagiocephaly to Predict Severity and Treatment Recommendation.

INTRODUCTION: Deformational plagiocephaly (DP) can be classified into 5 severity types using the Argenta scale (AS). Patients with type III or higher require referral to craniofacial surgery for management. Primary care pediatricians (PCPs) are often the first to encounter patients with DP, but current screening methods are subjective, increasing the risk of bias, especially for clinicians with little exposure to this population. The authors propose the use of artificial intelligence (AI) to classify patients with DP using the AS and to make recommendations for referral to craniofacial surgery. METHODS: Vertex photographs were obtained for patients diagnosed with unilateral DP from 2019 to 2020. Using the photographs, an AI program was created to characterize the head contour of these infants into 3 groups based on the AS. The program was trained using photographs from patients whose DP severity was confirmed clinically by craniofacial surgeons. To assess the accuracy of the software, the AS predicted by the program was compared with the clinical diagnosis. RESULTS: Nineteen patients were assessed by the AI software. All 3 patients with type I DP were correctly classified by the program (100%). In addition, 4 patients with type II were correctly identified (67%), and 7 were correctly classified as type III or greater (70%). CONCLUSIONS: Using vertex photographs and AI, the authors were able to objectively classify patients with DP based on the AS. If converted into a smartphone application, the program could be helpful to PCPs in remote or low-resource settings, allowing them to objectively determine which patients require referral to craniofacial surgery.

Characterization of Regional Morphological Changes in Sagittal Craniosynostosis Following Endoscopic Strip Craniectomy With Post-operative Helmeting: Predictors for Success.

BACKGROUND: Sagittal craniosynostosis (SC) restricts craniofacial growth perpendicular to the sagittal plane resulting in scaphocephaly. The cranium grows in the anterior-posterior dimension causing disproportionate changes, which can be corrected with either cranial vault reconstruction (CVR) or endoscopic strip craniectomy (ESC) combined with post-operative helmet therapy. ESC is performed at an earlier age, and studies demonstrate benefits in risk profile and morbidity compared to CVR, with comparable results if the post-operative banding protocol is strictly upheld. We aim to identify predictors of successful outcome and, using three-dimensional (3D) imaging, assess cranial changes following ESC with post-banding therapy. MATERIALS AND METHODS: A single institution retrospective review was performed from 2015-19 for patients with SC who underwent ESC. Patients received immediate post-operative 3D photogrammetry for helmet therapy planning and implementation as well as post-therapy 3D imaging. Using these 3D images, the cephalic index (CI) for study patients was calculated before and after helmet therapy. In addition, Deformetrica™ was used to measure volume and shape changes of pre-defined anatomic skull regions (frontal, parietal, temporal, & occipital) based on the pre- and post-therapy 3D imaging results. Fourteen institutional raters evaluated the pre- and post-therapy 3D imaging in order to determine the success of the helmeting therapy. RESULTS: Twenty-one SC patients met our inclusion criteria. Using 3D photogrammetry, 14 raters at our institution rated 16 of the 21 patients to have had successful helmet therapy. There was a significant difference in CI following helmet therapy with both groups, but there was no significant difference in CI between the "successful" and "unsuccessful" groups. Furthermore, the comparative analysis demonstrated that the parietal region had a significantly higher change in mean RMS distance when compared to the frontal or occipital regions. CONCLUSION: For patients with SC, 3D photogrammetry may be able to objectively recognize nuanced findings not readily detectable when using CI alone. The greatest changes in volume were observed in the parietal region, which falls in line with treatment goals for SC. Patients deemed to have unsuccessful outcomes were found to be older at time of surgery and initiation of helmet therapy. This suggests that early diagnosis and management for SC may increase the likelihood of success.

Evaluation of Helmeting Therapy Duration After Endoscopic Strip Craniectomy for Metopic and Sagittal Craniosynostosis.

INTRODUCTION: Endoscopic strip craniectomy (ESC) is a minimally invasive option for early surgical treatment of metopic (MC) and sagittal craniosynostosis (SC). For ESC, however, the postoperative duration and compliance of helmet therapy are crucial to correct MC and SC asymmetry. The purpose of this study is to assess the period of postoperative band therapy and determine differences, if any, between MC and SC. METHODS: A single-institution retrospective review was performed for patients with MC and SC who underwent ESC from November 2015 to 2019. Patients received preoperative, postoperative, and post-band 3-dimensional imaging. Factors recorded included patient sex, insurance type, number of helmets needed, age at surgery, time of first helmet, and at time of completion of helmet therapy, cephalic index, interfrontal angle, and cranial vault asymmetry index. RESULTS: Patients with SC and MC had ESC surgery at 3.3 and 3.4 months of age, respectively.Patients with SC were found to have completed banding therapy at a younger age (7.88 versus 10.0 mo), with shorter duration (4.17 versus 6.00 mo), and less number of bands (1.54 versus 2.21) than patients with MC. After regression analysis, suture type was found to be a significant predictor of total time in band therapy (P=0.039) with MC requiring a longer duration of banding therapy when compared with SC. CONCLUSIONS: Suture type directly correlates with duration of helmeting therapy for patients, with patients with MC requiring longer periods of postop helmeting and increased number of bands as compared with SC.

Orthotic treatement improves cranial base abnormality in patients with craniofacial microsomia and deformational plagiocephaly

Craniofacial microsomia is assciated with hypoplasia of the facial skeleton and musculature. These primary defects cause a secondy alteration of the craniofacial skeleton. Current therapies do not attempt to correct the cranial base deformity in childhoold. Another cause of oblique deformities of the skull is deformational plagiocephaly. This common disorder is secundary to external deformational forces and tends to improve with time and may require only conservative treatment. We present two cases of deformational plagiocephaly superimposed upon hemifacial microsomia. Orthotic treatment was utilized to improve both the deformational plagiocephaly and the cranial base deformity. This novel therapy has the potential to correct the cranial base deformity in craniofacial microsomia.