Objective: Machine learning (ML) has been reported to have better predictive capability than traditional statistical techniques. The aim of this study was to assess the efficacy of ML algorithms and logistic regression (LR) for predicting depressive symptoms during the COVID-19 pandemic. Methods: Analyses were carried out in a national cross-sectional study involving 21,916 participants. The ML algorithms in this study included random forest (RF), support vector machine (SVM), neural network (NN), and gradient boosting machine (GBM) methods. The performance indices were sensitivity, specificity, accuracy, precision, F1-score, and area under the receiver operating characteristic curve (AUC). Results: LR and NN had the best performance in terms of AUCs. The risk of overfitting was found to be negligible for most ML models except for RF, and GBM obtained the highest sensitivity, specificity, accuracy, precision, and F1-score. Therefore, LR, NN, and GBM models ranked among the best models. Conclusion Compared with ML models, LR model performed comparably to ML models in predicting depressive symptoms and identifying potential risk factors while also exhibiting a lower risk of overfitting.

Objective: Machine learning (ML) has been reported to have better predictive capability than traditional statistical techniques. The aim of this study was to assess the efficacy of ML algorithms and logistic regression (LR) for predicting depressive symptoms during the COVID-19 pandemic. Methods: Analyses were carried out in a national cross-sectional study involving 21,916 participants. The ML algorithms in this study included random forest (RF), support vector machine (SVM), neural network (NN), and gradient boosting machine (GBM) methods. The performance indices were sensitivity, specificity, accuracy, precision, F1-score, and area under the receiver operating characteristic curve (AUC). Results: LR and NN had the best performance in terms of AUCs. The risk of overfitting was found to be negligible for most ML models except for RF, and GBM obtained the highest sensitivity, specificity, accuracy, precision, and F1-score. Therefore, LR, NN, and GBM models ranked among the best models. Conclusion Compared with ML models, LR model performed comparably to ML models in predicting depressive symptoms and identifying potential risk factors while also exhibiting a lower risk of overfitting.

Objective: Machine learning (ML) has been reported to have better predictive capability than traditional statistical techniques. The aim of this study was to assess the efficacy of ML algorithms and logistic regression (LR) for predicting depressive symptoms during the COVID-19 pandemic. Methods: Analyses were carried out in a national cross-sectional study involving 21,916 participants. The ML algorithms in this study included random forest (RF), support vector machine (SVM), neural network (NN), and gradient boosting machine (GBM) methods. The performance indices were sensitivity, specificity, accuracy, precision, F1-score, and area under the receiver operating characteristic curve (AUC). Results: LR and NN had the best performance in terms of AUCs. The risk of overfitting was found to be negligible for most ML models except for RF, and GBM obtained the highest sensitivity, specificity, accuracy, precision, and F1-score. Therefore, LR, NN, and GBM models ranked among the best models. Conclusion Compared with ML models, LR model performed comparably to ML models in predicting depressive symptoms and identifying potential risk factors while also exhibiting a lower risk of overfitting.

OBJECTIVE: To construct a longitudinal trajectory model of arterial oxygen tension (PaO₂) within 24 hours after cardiac arrest (CA). METHODS: A retrospective cohort study was conducted. CA patients admitted to the ICU from 2014 to 2015 were selected from the eICU Collaborative Research Database (eICU-CRD). Data about patients' demographic characteristics, history of comorbidities, laboratory test indicators within 24 hours of intensive care unit (ICU) admission [including all PaO₂ data and arterial carbon dioxide tension (PaCO₂)], vasopressor use, and clinical outcomes were extracted from the database. The primary outcome variable was all-cause in-hospital mortality. Group-based trajectory model (GBTM) were built based on the changes in PaO₂ within 24 hours of ICU admission, and patients were grouped according to their initial static PaO₂ values upon ICU admission. Multivariable adjusted Poisson regression analysis was used to compare the in-hospital mortality risk among patients in different PaO₂ dynamic trajectory groups. Sensitivity analyses were performed using multivariable logistic regression and multivariable adjusted Poisson regression without imputation of missing values. RESULTS: A total of 3 866 CA patients were included. Three GBTM trajectory groups were identified based on PaO₂ changes within 24 hours of ICU admission: Group-1 (low level first increased then decreased, 148 cases), Group-2 (sustained low level, 3 040 cases), and Group-3 (first high level then decreased, 678 cases). Significant differences were found among the three groups in age, body weight, maximum serum potassium, maximum PaCO₂, minimum hemoglobin (Hb), vasopressor use, total hospitalization time, ICU stay, and hospital mortality. After incorporating variables with significant differences into the multivariable adjusted Poisson regression model, results showed that compared to Group-2 patients, patients in Group-1 and Group-3 had an increased risk of all-cause in-hospital mortality [Group-1 adjusted relative risk (aRR) = 1.20, 95% confidence interval (95%CI) was 1.02-1.41; Group-3 aRR = 1.11, 95%CI was 1.01-1.24]. Based on initial static PaO₂ values at ICU admission, patients were divided into four groups: PaO₂ < 100 mmHg (1 mmHg = 0.133 kPa; 1 217 cases), PaO₂ 100-200 mmHg (569 cases), PaO₂ 201-300 mmHg (547 cases), and PaO₂ > 300 mmHg (1 082 cases). Multivariable adjusted Poisson regression analysis indicated a significant upward trend in aRR for the latter three groups compared to the PaO₂ < 100 mmHg group. Sensitivity analyses revealed that compared to Group-2, patients in Group-1 and Group-3 had a significantly increased risk of all-cause in-hospital mortality (both P < 0.05). CONCLUSIONS Within 24 hours after return of spontaneous circulation in CA patients, PaO₂ exhibits different dynamic trajectories, and patients with hyperoxia have an increased risk of in-hospital mortality.
Humans ; Retrospective Studies ; Hospital Mortality ; Heart Arrest/blood* ; Prognosis ; Oxygen/blood* ; Intensive Care Units ; Cardiopulmonary Resuscitation ; Male ; Female ; Middle Aged

Langerhans cell histiocytosis of bone is a rare tumor disease characterized by the large accumulation of CD1a⁺ and CD207⁺ dendritic cells in tissues of unknown cause.It mainly occurs in children aged 1-4 years old,with incidences of 4-6 per million in children and 1-2 per million in adults.Due to its low incidence,diverse clinical manifestations,and no obvious specificity of imaging manifestations,the definitive diagnosis and early treatment of this type of tumor are challenging.In this paper,we report 8 cases of Langerhans cell histiocytosis of bone and review the relevant literature published in the past five years to summarize the clinical characteristics,pathological features,diagnosis,treatment,and prognosis of this disease.
Humans ; Bone Diseases/therapy* ; Histiocytosis, Langerhans-Cell/therapy*

Abstract In recent years, the prevalence of overweight and obesity among children and adolescents has risen rapidly, posing a serious threat to their physical and mental health. To provide scientific, systematic, and standardized weight management guidance for overweight and obese children and adolescents, the study focuses on the core concept of healthy lifestyle intervention, integrates multidisciplinary expert opinions and research findings,and proposes a comprehensive multidisciplinary intervention framework covering scientific exercise intervention, precise nutrition and diet, optimized sleep management, and standardized psychological support. It calls for the establishment of a multi agent collaborative management mechanism led by the government, implemented by families, fostered by schools, initiated by individuals, optimized by communities, reinforced by healthcare, and coordinated by multiple stakeholders. Emphasizing a child and adolescent centered approach, the consensus advocates for comprehensive, multi level, and personalized guidance strategies to promote the internalization and maintenance of a healthy lifestyle. It serves as a reference and provides recommendations for the effective prevention and control of overweight and obesity, and enhancing the health level of children and adolescents.

Objective:To discuss the effect of hirudin on post-stroke depression(PSD)in the mice,and to clarify its potential mechanism.Methods:Sixty male C57BL/6 mice were randomly divided into control group,PSD group,PSD+low dose of hirudin group,PSD+medium dose of hirudin group,and PSD+high dose of hirudin group,and there were 12 mice in each group.The stroke model was established by middle cerebral artery occlusion(MCAO),and the depression model was induced by chronic unpredictable mild stress(CUMS)combined with solitary housing.The mice in PSD+low dose of hirudin,PSD+medium dose of hirudin,and PSD+high dose of hirudin groups were intravenously injected with 10,20,and 40 U·kg-1 hirudin,respectively,while the mice in control and PSD groups received equal volumes of saline.The body weights of the mice were recorded on days 0,7,14,and 21 of CUMS.The LONGA neurological function score was calculated.Sucrose preference test,tail suspension test,and forced swimming test were used to detect the sucrose preference rate,immobility time in tail suspension,and forced swimming in various groups,respectively;HE staining was used to observe the histopathological changes in the medial prefrontal cortex(mPFC);biochemical kits were used to detect the levels of malondialdehyde(MDA)and reduced glutathione(GSH)as well as superoxide dismutase(SOD)activity in mPFC tissue of the mice in various groups;2',7'-dichlorodihydrofluorescein diacetate(DCFH-DA)fluorescence probe method was used to detect the reactive oxygen species(ROS)positive rate in mPFC tissue of the mice in various groups;real-time fluorescence quantitative PCR(RT-qPCR)and Western blotting method were used to detect the expression levels of nucleoredoxin(NXN)mRNA and protein in mPFC tissue of the mice in various groups.Results:Compared with control group,the body weight of the mice in PSD group was significantly decreased on days 0,7,14,and 21 of CUMS(P<0.05 or P<0.01).Compared with PSD group,the body weights of the mice in PSD+low dose of hirudin,PSD+medium dose of hirudin,and PSD+high dose of hirudin groups were significantly increased on days 14 and 21 of CUMS(P<0.05 or P<0.01),and the neurological function scores were significantly decreased(P<0.05 or P<0.01).The sucrose preference test,tail suspension test,and forced swimming test results showed that compared with control group,the sucrose preference rate of the mice in PSD group was significantly decreased(P<0.01),while the immobility times in tail suspension and forced swimming were significantly increased(P<0.01).Compared with PSD group,the sucrose preference rates of the mice in PSD+low dose of hirudin,PSD+medium dose of hirudin,and PSD+high dose of hirudin groups were significantly increased(P<0.05 or P<0.01),and the immobility times were significantly decreased(P<0.05 or P<0.01).The HE staining showed normal cell morphology,clear structure,and uniform size distribution in mPFC tissue in control group.In PSD and PSD+low dose of hirudin groups,the number of the cells in mPFC tissue was significantly reduced,with severe vacuolar degeneration and pyknotic nuclei.Compared with PSD group,the numbers of the cells in PSD+medium dose of hirudin and PSD+high dose of hirudin groups were significantly increased,and the vacuolar degeneration and nuclear pyknosis were alleviated.The Biochemical and DCFH-DA fluorescence probe assays results showed that compared with control group,the GSH level and SOD activity in mPFC tissue of the mice in PSD group were significantly decreased(P<0.01),while the MDA level and ROS positive rate were significantly increased(P<0.01).Compared with PSD group,the GSH levels and SOD activities of the mice in PSD+low dose of hirudin,PSD+medium dose of hirudin,and PSD+high dose of hirudin groups were significantly increased(P<0.05 or P<0.01),while the MDA levels and ROS positive rates were significantly decreased(P<0.05 or P<0.01).The RT-qPCR and Western blotting results showed that compared with control group,the expression levels of NXN mRNA and protein in mPFC tissue of the mice in PSD group were significantly decreased(P<0.01).Compared with PSD group,the expression levels of NXN mRNA and protein in mPFC tissue of the mice in PSD+low dose of hirudin,PSD+medium dose of hirudin,and PSD+high dose of hirudin groups were significantly increased(P<0.05 or P<0.01).Conclusion:Hirudin promotes redox balance in mPFC of the PSD mice,repairs neurological damage,and improves PSD.

Aim To detect the mechanism of Wenshen Jianpi recipe(WSJPR)regulating the autophagy by p70S6K signaling pathway on alleviating podocyte inju-ry in diabetic nephropathy(DN)rats.Methods DN model rats induced by streptozotocin were divided into five groups with six rats in each group:model control group,low dose group(7.5 g·kg-1·d-1),medium dose group(15 g·kg-1·d-1),high dose group(30 g·kg-1·d-1),and positive control group(25 mg·kg-1·d-1).In addition,six normal rats were used as negative control group(isotonic NaCl solution 10 mL·kg-1·d-1).All the rats were given continuous ga-vage for eight weeks.Fasting blood glucose,urine al-bumin/creatinine ratio(UACR)and blood viscosity were determined.The changes of podocyte ultrastruc-ture and autophagosome in each group were observed by transmission electron microscopy(TEM).The pro-tein levels of signaling pathway factor p70S6K and au-tophagy factor p62 in renal tissues of rats in each group were detected by Western blot.Besides,p62 expres-sion was observed by immunohistochemistry.Results WSJPR could decrease fasting blood glucose and UACR,and improve the indexes of blood viscosity in rats.TEM indicated that WSJPR could significantly improve the podocyte ultrastructure and autophagy level in DN rats.Western blot showed that the expression level of signaling pathway factor p70S6K and autophagy factor p62 in the kidney of DN rats increased signifi-cantly compared with blank control group(P＜0.01).The expression level of p70S6K and p62 in WSJPR groups decreased compared with model control group(P＜0.05).Among them,the medium-dose group of WSJPR had the most significant change.Immunohisto-chemical results showed that the level of autophagy fac-tor p62 in kidney tissue of DN rats increased compared with the control group.WSJPR had a certain inhibitory effect on p62 expression in DN rats.Conclusion WSJPR might restore cell homeostasis by inhibiting p70S6K level,reducing the expression of autophagy factor p62 and enhancing autophagy level in renal tis-sue of DN rats.

Objective:To explore the clinical features of Brucellar myelitis and diagnosis and treatment of secondary neuromyelitis optica spectrum disorder (NMOSD), and enhance the awareness of clinicians about this disease.Methods:A retrospective study was performed; 13 patients with Brucellar myelitis admitted to Department of Neurology, Inner Mongolia Autonomous Region People's Hospital from January 2020 to December 2024 were chosen. Clinical data were collected, and MRI images and serological changes during the infection period were observed. Serum and cerebrospinal fluid demyelinating antibody markers and cerebrospinal fluid oligoclonal bands (OCBs) in the suspected secondary inflammatory demyelinating diseases of the central nervous system patients were detected. All patients received standard antibiotic treatment and/or individualized immunotherapy depending on disease severity. The patients were followed up for 24 (12, 42) months. At the last follow-up, the neurological outcomes were evaluated using modified Rankin scale (mRS, scores of 0-2: good prognosis; scores of 3-6: poor prognosis).Results:(1) Among the 13 patients, 12 had motor disorder, 9 had bladder/bowel dysfunction, 7 had sensory abnormality, and 4 had other symptoms such as dizziness, behavioral changes, or unsteady gait. (2) MRI results showed that 8 patients had spinal cord abnormalities, including 2 with long-segment intramedullary high signal at T2-weighted image and 6 with short-segment local intramedullary high signal at T2-weighted image. Enhanced MRI was performed in 11 patients, with 2 showing lesion enhancement, 3 showing meningeal enhancement, and 6 showing no enhancement. (3) Four patients had elevated cerebrospinal fluid pressure (>180 mmH 2O); 9 patients had elevated cerebrospinal fluid protein level (>0.45 g/L). Brucella-specific DNA was detected in the cerebrospinal fluid of 6 patients. One patient was positive for OCB type II. One patient was positive for aquaporin 4 antibody (AQP4-IgG) in both serum and cerebrospinal fluid, and one patient was double positive for myelin oligodendrocyte glycoprotein antibody (MOG-IgG) and AQP4-IgG in serum. (4) All 13 patients received standard antibiotic treatment; 12 patients received immunotherapy. (5) Among the 4 patients with poor prognosis, 3 died and the remaining 9 had a good prognosis. The mRS score decreasing from 4 (3, 4) at admission to 2 (2, 3) at the last follow-up, showing an overall improvement in neurological function. (6) Among the 13 patients, 2 were diagnosed as having Brucellar myelitis secondary NMOSD. On the basis of antibiotic treatment, one AQP4-IgG positive patient was treated with high-dose glucocorticoids only and later died; one MOG-IgG and AQP4-IgG double positive patient was treated with intravenous immunoglobulin combined with high-dose glucocorticoids and sequential rituximab, with mRS score decreasing from 5 at admission to 2 at the last follow-up and good neurological function recovery. Conclusions:The clinical manifestations of Brucellar myelitis are diverse and overlap with the clinical features of NMOSD. For patients with suspected Brucellar myelitis secondary NMOSD, combination of immunosuppressant (such as rituximab) with antibiotics may be an effective individualized treatment.