Because of the diversity and complexity of clinical indicators, it is difficult to establish a comprehensive and reliable prediction model for induction of labor (IOL) outcomes with existing methods. This study aims to analyze the clinical indicators related to IOL and to develop and evaluate a prediction model based on a small-sample of data. The study population consisted of a total of 90 pregnant women who underwent IOL between February 2023 and January 2024 at the Shanghai First Maternity and Infant Healthcare Hospital, and a total of 52 clinical indicators were recorded. Maximal information coefficient (MIC) was used to select features for clinical indicators to reduce the risk of overfitting caused by high-dimensional features. Then, based on the features selected by MIC, the support vector machine (SVM) model based on small samples was compared and analyzed with the fully connected neural network (FCNN) model based on large samples in deep learning, and the receiver operating characteristic (ROC) curve was given. By calculating the MIC score, the final feature dimension was reduced from 55 to 15, and the area under curve (AUC) of the SVM model was improved from 0.872 before feature selection to 0.923. Model comparison results showed that SVM had better prediction performance than FCNN. This study demonstrates that SVM successfully predicted IOL outcomes, and the MIC feature selection effectively improves the model’s generalization ability, making the prediction results more stable. This study provides a reliable method for predicting the outcome of induced labor with potential clinical applications.
Objective To conduct anatomical study on the iliac crest chimeric tissue flap and summarize its effectiveness of clinical application in repairing limb wounds. Methods Latex perfusion and anatomical study were performed on 6 fresh adult cadaver specimens with 12 sides, to observe the initial location, distribution, quantity, and direction of the common circumflexa iliac artery, the deep circumflexa iliac artery, and the superficial circumflexa iliac artery, and to measure their initial external diameter. Between December 2020 and September 2022, the iliac crest chimeric tissue flap repair was performed on 5 patients with soft tissue of limbs and bone defects. There were 3 males and 2 females, with an average age of 46 years (range, 23-60 years). Among them, there were 3 cases of radii and skin soft tissue defects and 2 cases of tibia and skin soft tissue defects. The length of bone defects was 4-8 cm and the area of skin soft tissue defects ranged from 9 cm×5 cm to 15 cm×6 cm. The length of the iliac flap was 4-8 cm and the area of skin flap ranged from 12.0 cm×5.5 cm to 16.0 cm×8.0 cm. The donor sites were directly sutured. Results Anatomical studies showed that there were 10 common circumflex iliac arteries in 5 specimens, which originated from the lateral or posterolateral side of the transition between the external iliac artery and the femoral artery, with a length of 1.2-1.6 cm and an initial external diameter of 0.8-1.4 mm. In 1 specimen without common circumflexa iliac artery, the superficial and deep circumflex iliac arteries originated from the external iliac artery and the femoral artery, respectively, while the rest originated from the common circumflex iliac artery. The length of superficial circumflex iliac artery was 4.6-6.7 cm, and the initial external diameter was 0.4-0.8 mm. There were 3-6 perforator vessels along the way. The length of deep circumflex iliac artery was 7.8-9.2 cm, and the initial external diameter was 0.5-0.7 mm. There were 3-5 muscular branches, 4-6 periosteal branches, and 2-3 musculocutaneous branches along the way. Based on the anatomical observation results, all iliac crest chimeric tissue flaps were successfully resected and survived after operation. The wounds at recipient and donor sites healed by first intention. All patients were followed up 8-24 months, with an average of 12 months. The tissue flap has good appearance and soft texture. X-ray film reexamination showed that all the osteotomy healed, and no obvious bone resorption was observed during follow-up. Conclusion The common circumflex iliac artery, deep circumflex iliac artery, and superficial circumflex iliac artery were anatomically constant, and it was safe and reliable to use iliac crest chimeric tissue flap in repairing the soft tissue and bone defects of limbs.
Objective To investigate the effects of heparanase and vascular endothelial growth factor (VEGF) and their correlation in CoCl2 induced human retinal microvascular endothelial cells (HRECs) in an hypoxia model. Methods Human eyes were selected to establish CoCl2induced HRECs hypoxia model in this study. Four experimental groups were studied: normal control group, hypoxia group (CoCl2 100 μmol/L, 48 hours),PI-88 group (specific competitive inhibitor of heparanase: phosphomannopentaose sulfate, PI-88,5 μg/ml, combined with CoCl2 100 μmol/L, 48 hours) and PBS control group. Heparanase, VEGF and Pol Ⅱ expression in HRECs of normal and hypoxia group were analyzed with immunofluorescence. Western blot was used to evaluate the expression of heparanase and VEGF in HRECs of normal, hypoxia, PI88 and PBS control groups. ResultsImmunofluorescence studies showed that the expression of heparanase and VEGF in cytoplasm was intense in hypoxia HRECs, but faint in normal group. Heparanase was also observed in the nucleus of hypoxia HRECs. Western blot results showed that the expression of Hpa and VEGF protein was increased significantly in hypoxia group compared with normal group (Hpa：F=-4。005, P＜0.05；VEGF：F=-4.063, P＜0.05), and VEGF was decreased in HRECs treated with PI-88(F=5。963, P＜0.05). ConclusionsHeparanase is upregulated that resulted in increase of VEGF expression, therefore enhanced angiogenesis in CoCl2 induced hypoxia HRECs.
Objective To evaluated the efficacy of vitreoretinal surgery for X-linked retinoschisis (XLRS) and its complications. Methods Twentyone XLRS patients (27 eyes) with retinal detachment or vitreous hemorrhage who were treated by vitreoretinal surgery were enrolled in this study. There were microcystislike splitting in all the eyes. The mean visual acuity was 0.11±0.09 and the mean area of macular splitting was (1.09±0.56) mm2. Among the eyes, there were 12 eyes with rhegmatogenous retinal detachment, five eye with traction retinal detachment, six eyes with vitreous hemorrhage and four eyes with retinal detachment and vitreous hemorrhage. All the patients underwent a standard threeport pars plana vitrectomy. Internal limiting membrane peeling, laser photocoagulation, and C3F8 gas or silicone oil tamponade were carried out in different condition. The follow-up was 9-122 months (average 51 months). The preoperative visual acuity and anatomic structure of retina were observed. Results The mean visual acuity at last visit was increased to 0.26±0.15, the difference was significant (t=-6.320, P=0.000). It improved in 20 eyes (74.1%), remained unchanged in seven eyes (25.9%). The retina remained attached in 27 eyes. The mean area of macular splitting was decreased to (0.29±0.21) mm2, the difference was significant (t=10.358, P=0.000). The complications were found in four eyes (14.8%) which including two eyes with proliferative vitroretinopathy and traction retinal detachment six and eight months after surgery, one eye with cataract four months after surgery, and one eye with vitreous hemorrhage 15 months after surgery. The retina remained attached in these four eyes after reoperation. Conclusion Vitreoretinal surgery can significantly improve visual acuity, resume the anatomic structure of retina.