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.