Classification of Transgenic Mice by Retinal Imaging Using SVMS.

Alzheimer's disease is the neuro disorder which characterized by means of Amyloid- ß (A ß) in brain. However, accurate detection of this disease is a challenging task since the pathological issues of brain are complex in identification. In this paper, the changes associated with the retinal imaging for Alzheimer's disease are classified into two classes such as wild-type (WT) and transgenic mice model (TMM). For testing, optical coherence tomography (OCT) images are used to classify into two groups. The classification is implemented by support vector machines with the optimum kernel selection using a genetic algorithm. Among several kernel functions of SVM, the radial basis kernel function provides the better classification result. In order to deal with an effective classification using SVM, texture features of retinal images are extracted and selected. The overall accuracy reached 92% and 91% of precision for the classification of transgenic mice.

Revisiting the Reliability of the Endoscopy and Sedation-Assisted High-Resolution Esophageal Motility Assessment.

BACKGROUND: Esophageal high-resolution manometry (HRM) is performed for evaluation of dysphagia or the pre-operative evaluation before esophageal surgery. The esophageal manometry parameters, interpreted as per the Chicago classification (CC), are meant to be acquired in an awake state. At times, the patient intolerance or inability to traverse the manometry catheter across the esophagogastric junction (EGJ) renders incomplete esophageal motility evaluation; hence, sedation or endoscopy assistance is required. There have been concerns raised regarding the use of sedation and resultant alteration of the manometry parameters. The aims were to study the effects of intravenous sedation on esophageal motility parameters and analyze its impact on outcomes of patients with dysphagia who are intolerant to awake manometry procedure. METHODS: The study population comprised patients who had sedation or the endoscopy assistance for the HRM. The indication for HRM, necessity for the sedation, manometry findings, barium esophagogram results, procedural timings and patient outcomes were reviewed. The diagnostic impact of the 10% correction in integrated relaxation pressure (IRP) was also studied. RESULTS: There were 14 patients from 179 awake manometry procedures that required the sedation or the endoscopy assistance. The mean age was 60.7 years and there was equal gender distribution. Dysphagia (n = 9) remained the predominant indication for the HRM, followed by the pre-operative evaluation for the esophageal surgery (n = 5). In eight patients, awake manometry failed due to the coiling of the catheter above the EGJ and six patients were intolerant to awake catheter insertion technique. Six patients were diagnosed with achalasia and two with EGJ obstruction. The correction of the possible 10% inflation of the IRP did not alter the final diagnosis in majority except one patient with the EGJ obstruction. The findings of the barium esophagogram corroborated the manometry diagnosis. CONCLUSION: Esophageal HRM should be done in awake state as much as possible. Sedation may be a feasible option as against aborting the further workup in patients who fail with current techniques involving awake catheter insertion. However, one needs to be mindful of sedation effects on manometry parameters and interpret results carefully.

Prognostic Value of AIMS65 Score in Cirrhotic Patients with Upper Gastrointestinal Bleeding.

Introduction. Unlike Rockall scoring system, AIMS65 is based only on clinical and laboratory features. In this study we investigated the correlation between the AIMS65 score and Endoscopic Rockall score, in cirrhotic and noncirrhotic patients. Methods. This is a retrospective study of patients admitted with overt UGIB and undergoing esophagogastroduodenoscopy (EGD). AIMS65 and Rockall scores were calculated at the time of admission. We investigated the correlation between both scores along with stigmata of bleed seen on endoscopy. Results. A total of 1255 patients were studied. 152 patients were cirrhotic while 1103 patients were noncirrhotic. There was significant correlation between AIMS65 and Total Rockall scores in patients of both groups. There was significant correlation between AIMS65 score and Endoscopic Rockall score in noncirrhotics but not cirrhotics. AIMS65 scores in both cirrhotic and noncirrhotic groups were significantly higher in patients who died from UGIB than in patients who did not. Conclusion. We observed statistically significant correlation between AIMS65 score and length of hospitalization and mortality in noncirrhotic patients. We found that AIMS65 score paralleled the endoscopic grading of lesion causing UGIB in noncirrhotics. AIMS65 score correlated only with mortality but not the length of hospitalization or endoscopic stigmata of bleed in cirrhotics.