Deep-learning-based image super-resolution of an end-expandable optical fiber probe for application in esophageal cancer diagnostics.

Significance: Endoscopic screening for esophageal cancer (EC) may enable early cancer diagnosis and treatment. While optical microendoscopic technology has shown promise in improving specificity, the limited field of view (<1 mm) significantly reduces the ability to survey large areas efficiently in EC screening. Aim: To improve the efficiency of endoscopic screening, we propose a novel concept of end-expandable endoscopic optical fiber probe for larger field of visualization and for the first time evaluate a deep-learning-based image super-resolution (DL-SR) method to overcome the issue of limited sampling capability. Approach: To demonstrate feasibility of the end-expandable optical fiber probe, DL-SR was applied on simulated low-resolution microendoscopic images to generate super-resolved (SR) ones. Varying the degradation model of image data acquisition, we identified the optimal parameters for optical fiber probe prototyping. The proposed screening method was validated with a human pathology reading study. Results: For various degradation parameters considered, the DL-SR method demonstrated different levels of improvement of traditional measures of image quality. The endoscopists' interpretations of the SR images were comparable to those performed on the high-resolution ones. Conclusions: This work suggests avenues for development of DL-SR-enabled sparse image reconstruction to improve high-yield EC screening and similar clinical applications.

Endoscopic Management of Pediatric Complex Hydrocephalus.

OBJECTIVE: To define the role of neuroendoscopy as an adjuvant technique for the management of pediatric complex hydrocephalus. METHODS: We performed a retrospective analysis of a series of pediatric patients who had undergone surgery for complex hydrocephalus from January 2002 to March 2017 at 2 pediatric neurosurgery units in Rome, Italy and Mansoura, Egypt. The endoscopic procedures performed included cyst or membrane fenestration, septum pellucidotomy, foraminoplasty, and aqueductoplasty with or without a stent. In selected cases, endoscopic third ventriculostomy was performed as a combined procedure. The mean follow-up period was 5 years. RESULTS: A total of 68 patients (26 females, 42 males), with a mean age of 2 years (range, 0-18), underwent 109 endoscopic procedures. Of the 68 patients, 39 (57%) were affected by multiloculated hydrocephalus, 17 by isolated lateral ventricle (24.6%), 3 by an excluded lateral ventricle horn (4.3%), 7 by an isolated fourth ventricle (10.1%), and 1 each by an isolated third ventricle and a cavum septi pellucidi cyst. The overall postoperative complications rate was 28% (shunt infection, 16.1%; shunt malfunction, 8.8%; subdural collection, 2.9%). At the latest clinical follow-up visit, 65% of the children had only 1 shunt, 25% (n = 17) had a double ventricular catheter, and 10% (n = 7) were shunt free. CONCLUSIONS: We have confirmed that neuroendoscopy has a main role in the long-term management of complex hydrocephalus, significantly contributing to the reduction of the number of shunts and the shunt revision rate. Neuronavigation should be performed in all cases in which the ideal trajectory should be established.

Spontaneous Cerebellar Hematoma: Decision Making in Conscious Adults.

OBJECTIVE: To detect predictors of the clinical course and outcome of cerebellar hematoma in conscious patients that may help in decision making. METHODS: This study entails retrospective and prospective review and collection of the demographic, clinical, and radiologic data of 92 patients with cerebellar hematoma presented conscious and initially treated conservatively. Primary outcome was deterioration lower than a Glasgow Coma Scale score of 14 and secondary outcome was Glasgow Outcome Scale score at discharge and 3 months later. Relevant data to primary outcome were used to create a prediction model and derive a risk score. The model was validated using a bootstrap technique and performance measures of the score were presented. Surgical interventions and secondary outcomes were correlated to the score to explore its use in future decision making. RESULTS: Demographic and clinical data showed no relevance to outcome. The relevant initial computed tomography criteria were used to build up the prediction model. A score was derived after the model proved to be valid using internal validation with bootstrapping technique. The score (0-6) had a cutoff value of ≥2, with sensitivity of 93.3% and specificity of 88.0%. It was found to have a significant negative association with the onset of neurologic deterioration, end point Glasgow Coma Scale scores and the Glasgow Outcome Scale scores at discharge. The score was positively correlated to the aggressiveness of surgical interventions and the length of hospital stay. CONCLUSIONS: Early definitive management is critical in conscious patients with cerebellar hematomas and can improve outcome. Our proposed score is a simple tool with high discrimination power that may help in timely decision making in those patients.