Harnessing the Power of Artificial Intelligence to Teach Cleft Lip Surgery.

Background: Artificial intelligence (AI) leverages today's exceptional computational powers and algorithmic abilities to learn from large data sets and solve complex problems. The aim of this study was to construct an AI model that can intelligently and reliably recognize the anatomy of cleft lip and nasal deformity and automate placement of nasolabial markings that can guide surgical design. Methods: We adopted the high-resolution net architecture, a recent family of convolutional neural networks-based deep learning architecture specialized in computer-vision tasks to train an AI model, which can detect and place the 21 cleft anthropometric points on cleft lip photographs and videos. The model was tested by calculating the Euclidean distance between hand-marked anthropometric points placed by an expert cleft surgeon to ones generated by our cleft AI model. A normalized mean error (NME) was calculated for each point. Results: All NME values were between 0.029 and 0.055. The largest NME was for cleft-side cphi. The smallest NME value was for cleft-side alare. These errors were well within standard AI benchmarks. Conclusions: We successfully developed an AI algorithm that can identify the 21 surgically important anatomic landmarks of the unilateral cleft lip. This model can be used alone or integrated with surface projection to guide various cleft lip/nose repairs. Having demonstrated the feasibility of creating such a model on the complex three-dimensional surface of the lip and nose, it is easy to envision expanding the use of AI models to understand all of human surface anatomy-the full territory and playground of plastic surgeons.

Predictors of Hand Function Following Digit Replantation: Quantitative Review and Meta-Analysis.

Background: Digit replantation affords the opportunity to restore hand function following amputation. To date, however, few studies have evaluated functional outcomes following replantation. Therefore, it was the objective of this study to perform a meta-analysis to better characterize the predictors of hand function. Methods: A literature search was performed using the PubMed database to identify studies that focused on digit amputation/replantation and functional outcomes. Studies were evaluated for patient- and injury-related factors and their respective effects on clinical outcomes of sensation, grip strength, and Disabilities of the Arm, Shoulder, and Hand (DASH) scores. Statistical analysis was conducted across the pooled data set to identify significant trends. Results: Twenty-eight studies representing 618 replanted digits were included in this study. We found the average grip strength was 78.7% (relative to contralateral), the average 2-point discrimination (2PD) was 7.8 mm, and the average DASH score was 12.81. After conducting statistical analysis, we found patients with more proximal injuries had lower grip strength scores (P < .05). We found 2PD scores were influenced by age, mechanism of injury, and amputation level (P < .05). Finally, we found DASH scores after replantation were predicted by mechanism of injury and level of amputation (P < .05). The following variables did not influence outcomes: gender, tobacco use, ischemia time, and digit number. Conclusions: Digit replant does not restore premorbid hand function but does result in adequate hand function. Expected functional outcomes following replant should be considered in the decision-making process. These data can help risk-stratify patients, guide postreplant expectations, and influence the decision for replantation.

Using Virtual Augmented Reality to Remotely Proctor Overseas Surgical Outreach: Building Long-Term International Capacity and Sustainability.

BACKGROUND: Cleft lip affects one in 700 children globally, and the prevalence far surpasses capacity to deliver cleft care in underresourced and endemic regions. A hands-on educational presence is needed to promote overseas surgical autonomy, build overseas capacity, and ensure a sustained clinical and educational infrastructure. The goal of this study was to build and assess an augmented reality educational platform that allows a remote yet virtual interactive presence to transfer cleft surgery knowledge/skills to overseas colleagues. METHODS: A prospective study assessing a 13-month overseas augmented reality-based cleft surgery curriculum was conducted. Three semiannual site visits engaged two Peruvian surgeons in evidence-based didactics, on-site cleft surgery, and familiarization with the augmented reality platform. During 10 remote augmented reality visits, a surgeon stationed in United States guided the same Peruvian surgeons through cleft surgery. Quarterly assessments of the Peruvian surgeons were performed using visual analogue scale questionnaires. RESULTS: Visual analogue scale scores by both the remote and overseas surgeons demonstrated significant, progressive improvement in all facets of cleft lip repair throughout the curriculum. Site visits preferentially built capacity for cleft diagnosis and preoperative counseling (p < 0.001), principles of repair (p < 0.001), repair technique (p < 0.02) and intraoperative decision-making (p < 0.001). Remote sessions preferentially developed understanding of cleft operative design/anthropometry (p < 0.04), cleft anatomy (p < 0.01), and operative efficiency (p < 0.001). At 30-month follow-up, no children with cleft lip required transfer to tertiary care centers. CONCLUSION: A curriculum that combines on-site training and augmented reality-based hands-on remote teaching can build sustained capacity of comprehensive cleft care in underresourced areas.

Etiology and Survival of Secondary Revascularizations after Hand and Digit Replantations.

Introduction Hand and digit replantations can be complicated by vascular insufficiency necessitating revision of the original replantation. To date, few studies have evaluated outcomes in secondary revascularizations following replantation. Therefore, the objective of this study was to evaluate the incidence, etiology, and survival rates following secondary revascularization after hand and digit replantations. Materials and Methods A literature search was performed on NCBI for studies documenting secondary revascularization procedures following hand and digit replant. Studies were evaluated for the etiology of vascular failure, frequency of secondary revascularization, and survival rates following intervention. Statistical analysis was conducted across the pooled dataset. Results A total of 16 studies including 1,192 amputations were analyzed. We found that 16.9% (201/1,192) of replants were complicated by vascular compromise. The frequency of vascular compromise was not statistically different between arterial and venous etiologies. The survival rate following secondary revascularization was 55.6%, with no significant difference between the arterial and venous groups. Secondary arterial revascularization was often treated with arterial revision (nine of nine studies) and/or with vein grafting (two of nine studies). Secondary revascularization for venous insufficiency resulted in different survival rates for nonsurgical modalities (58%) versus vein revision (37.5%) versus vein grafting (100%). Conclusion Survival rates following secondary revascularization are lower; however, they may be improved using vein grafts following venous insufficiency. These data can be used to better understand the etiology of replant failure and guide decision-making.

Assessing and addressing footwear needs in Parkinson's disease-design thinking in neurology.

BACKGROUND: Parkinson's disease (PD) is a neurodegenerative movement disorder that results in a variety of motor deficits such as unsteady gait, bradykinesia, resting tremor, and rigidity. OBJECTIVE: The objective of this study was to quantify and assess the challenges and preferences Parkinson's disease patients have regarding footwear. METHODS: A 13-question survey was designed to assess footwear challenges and preferences among PD patients. A total of 89 PD patients, both male and female, were surveyed in the outpatient setting at UC Irvine during their appointments with the senior author. RESULTS: A majority of the PD patients in our cohort (64%) reported experiencing difficulties wearing shoes on their own. Patients who experienced difficulties wearing shoes were significantly more likely to report having been forced to make changes to their desired outfits (p = 0.0011), choosing not to wear dress shoes due to their discomfort (p = 0.0175), and preferring shoes without laces (p = 0.0 048). CONCLUSIONS: The present study is the first attempt to use a survey to quantify the challenges and preferences reported by PD patients in regard to their usage of footwear. Inspired by our findings, the study team designed a novel dress shoe prototype that may address some of the difficulties and concerns gathered through our survey.

Characteristics of Secondary Procedures following Digit and Hand Replantation.

Introduction Secondary procedures following digit and hand replants are often necessary to optimize functional outcomes. To date, the incidence and characteristics of secondary procedures have yet to be fully defined. Materials and Methods A literature search was performed using the NCBI (National Center for Biotechnology Information) database for studies evaluating secondary procedures following digit and hand replantation/revascularization. Studies were evaluated for frequency and type of secondary procedure following replantation. Descriptive statistical analysis was conducted across the pooled dataset. Results Nineteen studies representing 1,485 replants were included in our analysis. A total of 1,124 secondary procedures were performed on the 1,485 replants. Secondary procedures most commonly addressed tendons (27.1%), bone/joints (16.1%), soft tissue coverage (15.4%), nerve (5.4%), and scar contractures (4.5%). A total of 12.7% of replants resulted in re-amputation (16.7% of secondary procedures). The details of secondary procedures are further described in the article. Conclusion Secondary procedures are often necessary following hand and digit replants. Patients should be informed of the possible need for subsequent surgery, including delayed amputation, to improve hand function. These data improve our understanding of replant outcomes and can help patients better comprehend the decision to undergo replantation.

Predictors of Patient Satisfaction in Hand and Upper Extremity Clinics.

Introduction Patient satisfaction is an important clinical marker for hand/upper extremity patients. Few studies have investigated the predictors of patient satisfaction in the clinic setting. Our objective was to analyze patient satisfaction surveys to explore factors that influence patient satisfaction. Materials and Methods We conducted a retrospective analysis assessing patient satisfaction in the hand/upper extremity clinics at our university medical center between 2012 and 2018. Patient satisfaction was assessed via Press Ganey Hospital Consumer Assessment of Healthcare Providers and Systems surveys. Patient demographics, satisfaction scores, and clinic experience questionnaire responses were evaluated. Statistical analysis was conducted to identify significant trends. Results Between 2012 and 2018, 102 surveys were completed. Scores ranged from 5 to 10 with an average provider rating of 9.56. We found six factors significantly influenced patient satisfaction: adequate time was spent with the provider, provider showed respect, patient was seen by provider within 15 minutes of appointment time, provider listened sufficiently, patient received understandable medical instructions, and understandable medical explanations ( p < 0.05). Conclusion Achieving patient satisfaction is an important clinical marker in hand/upper extremity clinics. Patient satisfaction has defined predictors wherein various clinical factors can influence patient satisfaction and willingness to refer their provider to other patients.