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 in the process of induced labor 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 investigate the correlation between OPRM1 A118G gene polymorphism and Eysenck personality type and pain sensitivity. Methods The surgical patients who were transferred from Department of Emergency Medicine to Department of General Surgery of Luzhou People’s Hospital between January 2018 and December 2020 were selected. Before surgery, Eysenck Personality Questionnai (EPQ) was used to investigate the patient’s personality type, and the pain threshold and pain tolerance threshold were determined by electric stimulation instrument. The OPRM1 A118G genotype of peripheral venous blood was detected by polymerase chain reaction-restriction fragment length polymorphism analysis technique. Patients were divided into wild homozygous (A/A) group, mutant heterozygous (A/G) group and mutant homozygous (G/G) group according to the typing results. The general condition, pain sensitivity, EPQ score, difference of Eysenck personality type and correlation between Eysenck personality type and pain sensitivity were analyzed. Results A total of 356 patients were enrolled, including 174 in A/A group, 136 in A/G group and 46 in G/G group. The mutation rate of OPRM1 A118G gene was 32.00%. There were statistically significant differences in pain sensitivity (pain threshold, pain tolerance threshold) and scores of introverted and extraverted, neurotic and dissemble personality types among three groups (P<0.05). There were significant differences in introverted and extraverted and psychotic personality types among the three groups (P<0.05). There were significant differences in pain threshold and pain tolerance threshold among different introverted, extraverted and psychotropic personality types (P<0.05). Conclusion Both OPRM1 A118G gene polymorphism and Eysenck personality type have influence on pain sensitivity, and there is a correlation between them.
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.