Artificial neural networks for the detection of odontoid fractures using the Konstanz Information Miner Analytics Platform.

STUDY DESIGN: An experimental study. PURPOSE: This study aimed to investigate the potential use of artificial neural networks (ANNs) in the detection of odontoid fractures using the Konstanz Information Miner (KNIME) Analytics Platform that provides a technique for computer-assisted diagnosis using radiographic X-ray imaging. OVERVIEW OF LITERATURE: In medical image processing, computer-assisted diagnosis with ANNs from radiographic X-ray imaging is becoming increasingly popular. Odontoid fractures are a common fracture of the axis and account for 10%-15% of all cervical fractures. However, a literature review of computer-assisted diagnosis with ANNs has not been made. METHODS: This study analyzed 432 open-mouth (odontoid) radiographic views of cervical spine X-ray images obtained from dataset repositories, which were used in developing ANN models based on the convolutional neural network theory. All the images contained diagnostic information, including 216 radiographic images of individuals with normal odontoid processes and 216 images of patients with acute odontoid fractures. The model classified each image as either showing an odontoid fracture or not. Specifically, 70% of the images were training datasets used for model training, and 30% were used for testing. KNIME's graphic user interface-based programming enabled class label annotation, data preprocessing, model training, and performance evaluation. RESULTS: The graphic user interface program by KNIME was used to report all radiographic X-ray imaging features. The ANN model performed 50 epochs of training. The performance indices in detecting odontoid fractures included sensitivity, specificity, F-measure, and prediction error of 100%, 95.4%, 97.77%, and 2.3%, respectively. The model's accuracy accounted for 97% of the area under the receiver operating characteristic curve for the diagnosis of odontoid fractures. CONCLUSIONS: The ANN models with the KNIME Analytics Platform were successfully used in the computer-assisted diagnosis of odontoid fractures using radiographic X-ray images. This approach can help radiologists in the screening, detection, and diagnosis of acute odontoid fractures.

A Novel Technique for Spondylolysis Repair With Pedicle Screws, Rod and Polyester Band: Case Report With Technical Note and Systematic Literature Review.

STUDY DESIGN: Systematic review and case report. OBJECTIVE: Our study aims to present a new technique using three components to repair the pars defect: pedicle screws, rod and polyester band. Furthermore, we perform a systematic literature review of the previously described techniques. SUMMARY OF BACKGROUND: Spondylolysis is a common condition in children and adolescents. Depending on the severity it may be treated either nonoperatively or surgically. Surgery is required if nonoperative treatment failed to give sustained pain relief. Several surgical techniques have been described. METHODS: The literature review investigates the database (MEDLINE-EMBASE-Cochrane-ScienceDirect) up to May 2019 for studies presenting a surgical technique for spondylolysis.The Screw-Rod-Band (SRB) technique combines the use of pedicle screws, a rod and a polyester band to repair the spondylolysis. The horizontal rod connects the pedicle screws. The polyester band linked to the rod passes below the spinous process to apply compressive forces on the pars. RESULTS: Twenty-one out of 982 studies described a surgical procedure. Eight main different techniques were identified: Isthmic Screw, Wiring, Butterfly-Plate, Hook-Screw Construct, Shaped-Rod, Laminar-Screw, and two combination technique (Lag Screw and Tension Band Fixation and Cortical Screws and Spinous-Process ModularLink). Our technique showed immediate postoperative clinical improvement. No surgical or perisurgical complication occurred. CONCLUSION: The systematic literature review revealed a great number of surgical techniques for the spondylolysis, demonstrating the lack of consensus.SRB technique is an effective and simple treatment for pars fixation. The surgical procedure puts the pars under strong compression. The results are comparable with procedures present in the literature and seems capable to reduce the invasiveness and the risk of neurological injury. LEVEL OF EVIDENCE: 2.

Revision surgery for tumors of the thoracic and lumbar spine: causes, prevention, and treatment strategy.

INTRODUCTION: Revision surgery in spine tumor surgery can offer peculiar challenges given the severity of the majority of these lesions and the complexity of surgical procedures that are required. MATERIALS AND METHODS AND RESULTS: Based on literature review and on personal experience, surgical site infection, cerebrospinal fluid leakage, tumor recurrence and hardware failures are some of the possible causes of surgical revision in this set of patients. CONCLUSIONS: The aim of this study is to evaluate the most frequent complications that can lead to revision in spine tumor patients, to provide suggestions on how to prevent these events and to offer reasonable strategies to properly plan and perform a revision surgery. These slides can be retrieved under Electronic Supplementary Material.

The problems associated with revision surgery.

This article highlights the issue related to revision surgery in spine and the possible implications in the next future. These slides can be retrieved under Electronic Supplementary Material.

Effects of food colouring added to 2% chlorhexidine gluconate and 70% alcohol for surgical site antisepsis.

Preoperative cleansing of a patient's skin with chlorhexidine gluconate (CHG) in alcohol is superior to cleansing with povidone-iodine for preventing surgical site infection (SSI) after clean-contaminated surgery (Darouilche et al 2010). However, 2% CHG in 70% alcohol, tinted pink, is colourless when applied to limbs for surgery and complete coverage cannot be assured. The purpose of the study was to evaluate the efficacy of food colouring added to CHG in preoperative skin preparation. Two hundred and eight subjects were randomly selected from a population of healthy young adults and were given a questionnaire. They were excluded if they had a known allergy to CHG or food dye, a current infection at the preparation site, or previous preparation with CHG at the site. CHG with food dye additive was applied on the subject's left foot while CHD without the additive was applied on the right. Skin swabs were then taken of both feet and plated on blood agar plates and incubated for 48 hours. Assessment of growth was compared. Patients treated with tinted CHG had around 3.4 times (95% CI: 1.5, 7.8) the risk of a positive bacterial swab compared with those treated with untinted CHG. The efficacy of CHG significantly decreased with food colouring additive. This is consistent with previous studies conducted on similar incompatible substances. In order to have the full efficacy of CHG as a preparation, much thought and care needs to be taken to prevent contamination of the site and substance.