A machine learning-based predictive model of nonsuicidal self-injurious behavior among college students in Guizhou Province / 中国学校卫生

Objective@#To explore the effectiveness of machine learning algorithms in predicting non-suicidal self-injury (NSSI) behavior among college students, and to analyze the influencing factors of NSSI behavior, thus providing a reference for promoting psychological well-being.@*Methods@#In December 2022, a stratified random cluster sampling method was used to select 835 college students from a university in Guizhou Province, China. The Adolescent Self-injury Scale, Family Function Assessment Scale, and Emotion Regulation Self-efficacy Scale were used to evaluate the participants. Demographic characteristics, family factors, and emotional factors were taken as independent variables, while the dependent variable was whether college students exhibited NSSI behavior. Machine learning algorithms, including Logistic regression, support vector machine (SVM), decision trees, algorithm gradient boosting trees, random forests, and AdaBoost, were used to construct predictive models.@*Results@#The detection rate of NSSI behavior among the college students was 23.23% (194 individuals). The NSSI behavior group scored higher than the non-NSSI behavior group in total family function, emotional communication, egoism, and family rules ( t=3.02, 3.35 , 2.23,2.87, P <0.05). On the other hand, the non-NSSI behavior group scored higher than the NSSI behavior group in total emotion regulation selfefficacy, managing negative emotion self-efficacy, and expressing positive emotion self-efficacy ( t=-5.04, -5.48 , -2.43, P <0.05). The recall rates of random forests, SVM, Logistic regression, decision trees, algorithm gradient boosting trees, and AdaBoost were 84.3% , 90.6%, 73.4%, 87.5%, 95.3%, 89.0%, respectively. The F1 scores were 84.4%, 92.1%, 71.2 %, 79.4%, 91.7%, 89.1% , respectively. The respective precision rates were 84.4%, 93.5%, 69.1%, 72.7%, 88.4%, 89.1 %. The AUC scores were 0.845, 0.922, 0.706, 0.776, 0.915, and 0.891, respectively.@*Conclusion@#Compared to the algorithm gradient boosting tree, random forest, Logistic regression, and AdaBoost models, the SVM model has a better predictive effect on whether college students in Guizhou Province exhibits NSSI behavior. It is recommended to use an appropriate model to identify students at risk of NSSI behavior as early as possible and provide psychological crisis interventions to promote their mental health.

Long-term effects of heme oxygenase 1 overexpression on post-infarction heart function in diabetic rats / 中国应用生理学杂志

<p><b>OBJECTIVE</b>To clarify the impact of increased heme oxygenase-1 (HO-1) expression on cardiac function of diabetic rats with myocardial infarction and its mechanism.</p><p><b>METHODS</b>Sixty adult male Wistar rats were randomly divided into five groups (n = 12): sham operation group (sham), diabetes + sham operation group (DM + sham), diabetes + MI group (DM + MI) , diabetes + myocardial infarction + cobalt original porphyrin (CoPP) group (DM + MI + CoPP), diabetes + myocardial infarction + CoPP+ tin porphyrin (SnMP) group (DM + MI + CoPP + SnMP). CoPP 4.5 mg/kg or SnMP 15 mg/kg were administered at the day next to MI operation, for six weeks, once a week. At the 28th week post operation, the echocardiography, left heart via the carotid artery indoor intubation were used to observe the long-term influence of HO-1 inducer (cobalt protoporphyrin, CoPP) and activity of HO inhibitor (tin porphyrin, SnMP) on the indices of left ventricular remodeling and cardiac function after the intervention. Blood glucose (GLU), total cholesterol (TC), C-reactive protein (CRP), serum creatinine (Cr), aminotransferase (ALT) and other indicators were measured. ELISA was used to test interleukin-6 (IL-6), tumor necrosis factor (TNF), nitric oxide (NO), prostacyclin (PGI2), adiponectin, and ultra sensitive CRP (HsCRP) level.</p><p><b>RESULTS</b>HO-1 inducer, CoPP, could ameliorate ± dp/dtmax, left ventricular ejection fraction and left ventricular shortening fraction in diabetic myocardial infarction rats. It could also decrease left ventricular end-diastolic diameter. The serum bilirubin, NO and PGI2 levels, myocardial phosphorylated endothelial nitric oxide synthasee(peNOS), phosphorylated activated protein kinase (pAkt), phosphorylated adenosine monophosphate-activated protein kinase (pAMPK) expression were also significantly elevated, and the serum hs-CRP and TNF levels were significantly inhibited. Compared to inducer group, cardiac function were worse in the inhibitor group.</p><p><b>CONCLUSION</b>Upregulated HO-1 level can improve the endothelial function, inhibite of the inflammatory response and enhance the antioxidant substances in serum bilirubin via peNOS-pAMPK pathway, which effectively inhibit ventricular remodeling and improve the long-term cardiac function after infarction in diabetic rats.</p>

Influence of epidural ropivacaine in combination with fentanyl for labor analgesia on the clinical outcome of labor / 南方医科大学学报

<p><b>OBJECTIVE</b>To investigate the effect of epidural ropivacaine in combination with fentanyl for labor analgesia on the clinical outcome of labor.</p><p><b>METHODS</b>A retrospective study was conducted involving 281 healthy primiparas, including 106 undergoing spontaneous labor who received epidural 0.15% ropivacaine in combination with fentany (1microg/ml) and 175 without epidural analgesia. The active phase duration, durations of each labor stages, delivery modes, management of labor, postpartum hemorrhage, incidence of fetal distress and asphyxia neonatorum were recorded in the two groups. The visual analogue scale (VAS) was used to assess the pain of uterine contraction, and modified Bromage scoring system applied to evaluate the lower limb motor block.</p><p><b>RESULTS</b>There were no significant differences in the duration of the first, third or the total labor stages between the two groups, but the second labor stage was prolonged in the labor analgesia group. The ratio of spontaneous labor, assisted vaginal delivery, and incidence of asphyxia neonatorum were higher, whereas the duration of the active stage was shortened in the analgesia group.</p><p><b>CONCLUSION</b>Epidural ropivacaine in combination with fentanyl in labor can decrease the incidence of cesarean section, and the duration of the active stage can be shortened with application of ocytocin.</p>