The Classification of Lumbar Spondylolisthesis X-Ray Images Using Convolutional Neural Networks.

We aimed to develop and validate a deep convolutional neural network (DCNN) model capable of accurately identifying spondylolysis or spondylolisthesis on lateral or dynamic X-ray images. A total of 2449 lumbar lateral and dynamic X-ray images were collected from two tertiary hospitals. These images were categorized into lumbar spondylolysis (LS), degenerative lumbar spondylolisthesis (DLS), and normal lumbar in a proportional manner. Subsequently, the images were randomly divided into training, validation, and test sets to establish a classification recognition network. The model training and validation process utilized the EfficientNetV2-M network. The model's ability to generalize was assessed by conducting a rigorous evaluation on an entirely independent test set and comparing its performance with the diagnoses made by three orthopedists and three radiologists. The evaluation metrics employed to assess the model's performance included accuracy, sensitivity, specificity, and F1 score. Additionally, the weight distribution of the network was visualized using gradient-weighted class activation mapping (Grad-CAM). For the doctor group, accuracy ranged from 87.9 to 90.0% (mean, 89.0%), precision ranged from 87.2 to 90.5% (mean, 89.0%), sensitivity ranged from 87.1 to 91.0% (mean, 89.2%), specificity ranged from 93.7 to 94.7% (mean, 94.3%), and F1 score ranged from 88.2 to 89.9% (mean, 89.1%). The DCNN model had accuracy of 92.0%, precision of 91.9%, sensitivity of 92.2%, specificity of 95.7%, and F1 score of 92.0%. Grad-CAM exhibited concentrations of highlighted areas in the intervertebral foraminal region. We developed a DCNN model that intelligently distinguished spondylolysis or spondylolisthesis on lumbar lateral or lumbar dynamic radiographs.

The anterograde sural neurovascular flap based on the popliteal artery perforator for covering tissue defects in middle and distal upper leg / 中华显微外科杂志

Objective To evaluate the clinical effect of popliteal artery perforator-based sural neurovascular flap for repairing soft tissue defects in middle and distal upper leg.Methods Between December,2011 to September,2015,18 cases with skin soft tissue defects on the middle and distal upper leg were treated with popliteal artery perforator-based sural neurovascular flap,in which 12 cases were males,and 6 cases were females.The age was from 24 to 55 years,with the average age of 35.9 years.The size of tissue defects ranged from 3.0 cm × 3.0 cm to 7.0 cm × 9.0 cm.Results All flaps survived completely in 18 cases,1 case of marginal infection heated after dressing,and the rest cases in Ⅰ healing.The outline and function of survived flap were satisfactory during 3-16 months follow-up,with two-point discrimination of 4.0-10.0 mm.Conclusion The anterograde sural neurovascular flap based on the popliteal artery perforator provides a practical option for covering tissue defects in middle and distal upper leg.This flap is characteristiced by reliable blood supply without sacrificing main vesses,good contour and texture,in addition,the operation is easy of handling.

Gelatin sponge impregnated with hemocoagulase reduces postoperative blood loss of patients with lumbar fractures undergoing posterior spinal decompression / 中国组织工程研究

BACKGROUND:A single hemostatic material has been proved not to facilitate wound healing or to produce certain adverse reactions; while composites composed of two or three different materials can improve the advantage and histocompatibility of hemostatic materials. OBJECTIVE:To investigate the effect of gelatin sponge impregnated with hemocoagulase solution on amount of bleeding in patients with lumbar fractures undergoing posterior spinal decompression. METHODS: Fifty patients with lumbar fractures who were scheduled for open reduction, pedicle screw fixation and laminectomy were enroled, including 25 cases treated with gelatin sponge impregnated with hemocoagulase before surgical incision closure as test group and 25 cases treated with single gelatin sponge before surgical incision closure as control group. Postoperative drainage volume, drainage time, length of stay, number of re-admissions and postoperative complications were compared between the two groups. RESULTS AND CONCLUSION:The postoperative drainage volume, drainage time and length of stay in the test group were significantly less than those in the control group (P re-admission of patients was found, and there was no hemocoagulase-impregnated absorbable gelatin sponge- related adverse reaction. These findings indicate that posterior laminectomy with hemocoagulase-impregnated gelatin sponge can significantly reduce patients’ postoperative wound drainage and shorten the length of stay.

Implantation of plate and hollow screw for the repair of the split fracture of greater tuberosity of humerus:comparison of shoulder joint function / 中国组织工程研究

BACKGROUND:Canada Montreal Scholar Mutch et al have recently proposed a new morphologic classification of fracture of greater tuberosity of humerus. They divided these fractures into three typeavulsion, split and depression. OBJECTIVE:To compare the recovery of shoulder function after conventional plate-screw and hol ow-screw fixation for the repair of the split fracture of greater tuberosity of humerus. METHODPatients with greater tuberosity of humerus, who were treated in the Department of Orthopedics of Yichang Yiling Hospital, China from January 2010 to January 2014, were classified according to Mutch’s classification. A total of 83 patients with split greater tuberosity of humerus after complete fol ow-up were retrospectively analyzed. Of them, 23 cases received plate-screw fixation as plate-screw group, and 60 cases received hol ow-screw fixation as hol ow-screw group. Visual Analog Scale, the United States Scores of Shoulder and Elbow Surgeons, and Constant and Murley Scoring Systems were utilized to assess the therapeutic outcomes. Patient’s pain and changes in shoulder function were analyzed before and after treatment. RESULTS AND CONCLUSION:A total of 83 patients were fol owed up. Fixator was obtained at 1 year after surgery in al patients. No significant difference in Visual Analog Scale, the United States Scores of Shoulder and Elbow Surgeons, and Constant and Murley Scoring Systems was detected in both groups before treatment (P>0.05). Significant differences in Visual Analog Scale, the United States Scores of Shoulder and Elbow Surgeons, and Constant and Murley Scoring Systems were detectable in both groups at 16 months after removal of the fixator (P<0.05). Data were better in the hol ow-screw group than in the plate-screw group. Above results suggested that hol ow-screw fixation in the repair of split fracture of greater tuberosite of humerus is simple to be operated, with smal trauma, and is an ideal fixation method. Clinical repair effect is better than plate-screw fixation.