ObjectiveTo investigate the value of predictive models established based on machine learning methods in predicting the risk of metabolic associated fatty liver disease （MAFLD）， and to analyze its key risk factors. MethodsA retrospective analysis was performed for the 50 variables of 2 168 healthy individuals who underwent physical examination in Department of Health Assessment， Xiyuan Hospital， China Academy of Chinese Medical Sciences， from January 2021 to December 2024， including body composition， past history， and laboratory tests， and according to whether they were diagnosed with MAFLD or not， they were divided into MAFLD group with 265 individuals and non-MAFLD group with 1 903 individuals. The Mann-Whitney U test was used for comparison of continuous data between two groups， and the chi-square test was used for comparison of categorical data between two groups. Randomly split the research data into a training set and a validation set in a 70% to 30% ratio. Predictive factors were screened from the training set data using univariate analysis， LASSO regression， and multivariate Logistic regression analysis. Predictive models were then constructed using seven machine learning methods： Logistic regression， decision tree， random forest （RF）， eXtreme gradient boosting， light gradient boosting machine， support vector machine， and artificial neural network. Model performance was evaluated by plotting receiver operating characteristic curve for the validation set and calculating the area under the curve （AUC）， sensitivity， specificity， and Youden index for each model. Furthermore， the SHapley Additive exPlanation （SHAP） method was used to analyze the contribution of variables in the optimal model. ResultsThe prevalence rate of MAFLD among the 2 168 subjects was 12.22% （265/2 168）. Smoking， diastolic blood pressure， phase angle， visceral fat area， muscle fat ratio， waist-to-hip ratio， aspartate aminotransferase， non-HDL-C/HDL-C ratio， triglyceride-glucose index， and gallstones were independent risk factors for MAFLD （all P<0.05）. The seven predictive models of support vector machine， eXtreme gradient boosting， decision tree， light gradient boosting machine， artificial neural network， RF， and Logistic regression had an AUC of 0.738， 0.754， 0.757， 0.786， 0.795， 0.796， and 0.815， respectively， in the validation set， among which the RF model had the best discriminatory ability （AUC=0.796， 95% confidence interval： 0.754 — 0.839）， with a sensitivity of 81.01%， a specificity of 63.16%， and a Youden index of 44.17%. The SHAP analysis showed that visceral fat area， waist-to-hip ratio， and diastolic blood pressure were the top three predictive factors in terms of importance. ConclusionThe RF model， constructed based on body composition and clinical indicators， has a good performance in predicting the risk of MAFLD， and its interpretability can help to identify high-risk individuals in the early stage in clinical practice.

Benign prostatic hyperplasia(BPH)is the main reason of causing lower urinary tract symptoms(LUTS)in middle-aged and elderly men,and LUTS can disrupt patients'sleep patterns and interfere with their daily life.With the development of aging,BPH has produced a significant impact on public health,and caused serious social problems and economic burdens.There are various technical approaches for medical devices used in treating BPH,including laser,electrosurgery,focused ultrasound,microwave,stent,and liquid jet removal system,etc.This article summarized the pathogenesis,clinical manifestations,and general overview for guidelines of diagnosis and treatment for BPH.It also reviewed the guiding principle of Food and Drug Administration(FDA)for medical devices used in treating BPH,and focused on analyzing the main contents of non-clinical study,animal study(including animal model,test method,observation time points and evaluation indicators)and clinical study(including selection for control groups,inclusion and exclusion criteria,study endpoint and study duration),so as to provide some enlightenments for the verification,validation and technical evaluation for such products.

Objective:To explore the application value of integrated Chinese and western medicine in the treatment of sepsis-induced coagulopathy (SIC) induced by bacterial pneumonia sepsis.Methods:A total of 60 inpatients with bacterial pneumonia and sepsis admitted to the Dongzhimen Hospital of Beijing University of Chinese Medicine from October 2023 to June 2024 were collected in a cross-sectional study. Serum samples were collected, and immune indexes, coagulation function and some laboratory test results of the patients were detected or recorded. Sepsis Associated Sequential Organ Failure Assessment (SOFA) score and Acute Physiology and Chronic Health Evaluation Ⅱ (APACHE Ⅱ) score were evaluated.Results:Among the 60 patients, 71.7%( n=43) were associated with coagulation disorder, 65%( n=39) showed hemorrhagic SIC; A total of 37 patients (61.7%) were treated with integrated traditional Chinese and western medicine, and 23 patients (38.3%) were treated with Western medicine. The main types of syndrome differentiation were toxic-heat syndrome ( n=48, 80.0%) and blood-stasis syndrome ( n=11, 18.3%). Serum human monocyte chemoattractant protein-1 (MCP-1) and platelet count (PLT) in patients with blood stasis syndrome were significantly lower than those in toxic-heat syndrome (all P<0.05). In patients with bacterial pneumonia sepsis, the total score of syndrome of excess of fu-viscera (Fu-shi-zheng) was positively correlated with programmed death ligand-1 (PD-L1) ( r=0.293, P=0.023) and tumor necrosis factor-α (TNF-α) ( r=0.436, P=0.001). The total score of toxin-heat syndrome ( r=0.323, P=0.016) and excess of fu-viscera syndrome ( r=0.354, P=0.008) were positively correlated with prothrombin time (PT). PD-1 was positively correlated with SOFA score ( r=0.343, P=0.007) and APACHE Ⅱ score ( r=0.354, P=0.006). The PD-1 level and SOFA and APACHE Ⅱ scores of the patients treated with integrated Chinese and western medicine were significantly lower than those treated with Western medicine alone (all P<0.05). Conclusions:The combined intervention of traditional Chinese medicine and Western medicine based on " Fuzheng Touxie Jiedu (The method of strengthening the body and removing the toxin)" has strong clinical guiding significance, and can effectively improve the immune function and prognosis of bacterial pneumonia SIC.

Objective:To analyze the perioperative risks and prognosis in patients with differentiated thyroid cancer (DTC) complicated by Graves' disease (GD) .Methods:Clinical data of 880 DTC patients who underwent radical thyroidectomy at the Department of General Surgery, the First Medical Center of Chinese PLA General Hospital between Jan. 2016 and Dec. 2022 was retrospectively collected. The cohort included 119 DTC patients with GD (hyperthyroid group) and 761 DTC patients with normal thyroid function without GD (normal group) . Use propensity score matching (PSM) was used to obtain cohorts with balanced baseline characteristics between the hyperthyroid and normal groups. Perioperative risks and prognos were compared between the two groups.Results:For perioperative risk comparison, after 1∶2 matching, 116 patients were included in the hyperthyroid group and 232 patients in the normal group. The operation time was longer in the hyperthyroid group compared to normal group ([107.26±30.27]min vs. [96.45±32.51]min, P=0.003) . There were no statistical differences between the two groups in intraoperative blood loss, postoperative drainage volume or postoperative hospital stay ( P>0.05) . There were no statistical difference in the incidence of complications such as temporary or permanent hypoparathyroidism, temporary or permanent recurrent laryngeal nerve injury, and lymphatic leakage between the two groups. For prognostic comparison, after 1∶2 matching, 117 cases were included in the hyperthyroid group and 234 cases in the normal group. During follow-up period, 16 patients experienced DTC recurrence, including 5 cases in the hyperthyroid group and 11 cases in the normal group. There was no statistical difference in reccurence-free survival rates between the two groups (5-year RFS: 95.7% vs. 95.3%, P=0.907) . Multivariate Cox regression analysis revealed GD was not the risk factor for DTC recurrence. Conclusions:With standardized and adequate preoperative preparation, the perioperative risks of DTC patients complicated by GD were not increased compared to patients without GD. Additionally, GD does not increase the risk of postoperative tumor recurrence in DTC patients.

Objective Investigate the clinical efficacy and application value of gasless trans-subclavian approach endoscopic surgery(GTAES)for the treatment of primary hyperparathyroidism(PHPT).Methods 55 PHPT patients who underwent unilateral parathyroid adenoma resection from January 2023 to October 2024 were absorbed.Based on surgical approaches,31 patients were divided into the traditional low-collar arc incision open surgery group(open group)and 24 patients were divided into gasless trans-subclavian approach endoscopic surgery group(endoscopic group).The perioperative data,anterior neck function recovery,and incision healing were compared between two groups.Results There were no significant differences in operation time,intraoperative blood loss,postoperative drainage volume and postoperative hospital stay between the two groups(P＞0.05).The preoperative blood calcium levels of the endoscopic group and the open group were(2.68±0.10)mmol/L and(2.63±0.16)mmol/L,respectively.The blood calcium levels on the first day after surgery were(2.39±0.12)mmol/L and(2.36±0.16)mmol/L,respectively.Preoperative parathyroid hormone(PTH)was 27.55(110.05,155.75)pg/ml in endoscopic group and 137.00(107.00,210.30)pg/ml in open group,respectively.PTH on the first day after surgery was 18.98(12.64,23.53)pg/ml and 13.85(7.36,23.23)pg/ml,respectively.Blood calcium and PTH in each group 1 day after surgery decreased compared with that before surgery,and the difference was statistically significant(P＜0.05).There were no postoperative complications such as hoarseness,bleeding and incision infection in both groups.Postoperative hand and foot numbness:5 cases(20.8％)in endoscopic group and 8 patients(25.8％)in the open group,there was no significant difference between the two groups(P=0.667).There was no significant difference in the score of neck pain 3 days after surgery between the two groups(P＞0.05).The score of swallowing tension[(1.92±1.06)points compared with(2.77±1.38)points,P=0.015]and the score of anterior neck discomfort[(1.63±0.88)points compared with(2.35±1.33)points,P=0.018]in the endoscopic group one month after surgery were better than those in the open group.There was no significant difference in the score of neck scar scale between the two groups 3 months after surgery(P＞0.05).VAS score of incision satisfaction was(9.08±0.88)in endoscopic group and(8.19±1.30)in open group,and the endoscopic group was better than the open group,the difference was statistically significant(P=0.004).Conclusion For PHPT patients caused by unilateral parathyroid adenoma confirmed through preoperative localization examination,GTAES is a safe and effective surgical approach,which offers unique advantages in intraoperative lesion identification,cosmetic outcomes of the incision,and preservation of anterior neck function,providing a new surgical option for PHPT patients.

Objective Investigate the clinical efficacy and application value of gasless trans-subclavian approach endoscopic surgery(GTAES)for the treatment of primary hyperparathyroidism(PHPT).Methods 55 PHPT patients who underwent unilateral parathyroid adenoma resection from January 2023 to October 2024 were absorbed.Based on surgical approaches,31 patients were divided into the traditional low-collar arc incision open surgery group(open group)and 24 patients were divided into gasless trans-subclavian approach endoscopic surgery group(endoscopic group).The perioperative data,anterior neck function recovery,and incision healing were compared between two groups.Results There were no significant differences in operation time,intraoperative blood loss,postoperative drainage volume and postoperative hospital stay between the two groups(P＞0.05).The preoperative blood calcium levels of the endoscopic group and the open group were(2.68±0.10)mmol/L and(2.63±0.16)mmol/L,respectively.The blood calcium levels on the first day after surgery were(2.39±0.12)mmol/L and(2.36±0.16)mmol/L,respectively.Preoperative parathyroid hormone(PTH)was 27.55(110.05,155.75)pg/ml in endoscopic group and 137.00(107.00,210.30)pg/ml in open group,respectively.PTH on the first day after surgery was 18.98(12.64,23.53)pg/ml and 13.85(7.36,23.23)pg/ml,respectively.Blood calcium and PTH in each group 1 day after surgery decreased compared with that before surgery,and the difference was statistically significant(P＜0.05).There were no postoperative complications such as hoarseness,bleeding and incision infection in both groups.Postoperative hand and foot numbness:5 cases(20.8％)in endoscopic group and 8 patients(25.8％)in the open group,there was no significant difference between the two groups(P=0.667).There was no significant difference in the score of neck pain 3 days after surgery between the two groups(P＞0.05).The score of swallowing tension[(1.92±1.06)points compared with(2.77±1.38)points,P=0.015]and the score of anterior neck discomfort[(1.63±0.88)points compared with(2.35±1.33)points,P=0.018]in the endoscopic group one month after surgery were better than those in the open group.There was no significant difference in the score of neck scar scale between the two groups 3 months after surgery(P＞0.05).VAS score of incision satisfaction was(9.08±0.88)in endoscopic group and(8.19±1.30)in open group,and the endoscopic group was better than the open group,the difference was statistically significant(P=0.004).Conclusion For PHPT patients caused by unilateral parathyroid adenoma confirmed through preoperative localization examination,GTAES is a safe and effective surgical approach,which offers unique advantages in intraoperative lesion identification,cosmetic outcomes of the incision,and preservation of anterior neck function,providing a new surgical option for PHPT patients.

Benign prostatic hyperplasia(BPH)is the main reason of causing lower urinary tract symptoms(LUTS)in middle-aged and elderly men,and LUTS can disrupt patients'sleep patterns and interfere with their daily life.With the development of aging,BPH has produced a significant impact on public health,and caused serious social problems and economic burdens.There are various technical approaches for medical devices used in treating BPH,including laser,electrosurgery,focused ultrasound,microwave,stent,and liquid jet removal system,etc.This article summarized the pathogenesis,clinical manifestations,and general overview for guidelines of diagnosis and treatment for BPH.It also reviewed the guiding principle of Food and Drug Administration(FDA)for medical devices used in treating BPH,and focused on analyzing the main contents of non-clinical study,animal study(including animal model,test method,observation time points and evaluation indicators)and clinical study(including selection for control groups,inclusion and exclusion criteria,study endpoint and study duration),so as to provide some enlightenments for the verification,validation and technical evaluation for such products.

Objective:To explore the application value of integrated Chinese and western medicine in the treatment of sepsis-induced coagulopathy (SIC) induced by bacterial pneumonia sepsis.Methods:A total of 60 inpatients with bacterial pneumonia and sepsis admitted to the Dongzhimen Hospital of Beijing University of Chinese Medicine from October 2023 to June 2024 were collected in a cross-sectional study. Serum samples were collected, and immune indexes, coagulation function and some laboratory test results of the patients were detected or recorded. Sepsis Associated Sequential Organ Failure Assessment (SOFA) score and Acute Physiology and Chronic Health Evaluation Ⅱ (APACHE Ⅱ) score were evaluated.Results:Among the 60 patients, 71.7%( n=43) were associated with coagulation disorder, 65%( n=39) showed hemorrhagic SIC; A total of 37 patients (61.7%) were treated with integrated traditional Chinese and western medicine, and 23 patients (38.3%) were treated with Western medicine. The main types of syndrome differentiation were toxic-heat syndrome ( n=48, 80.0%) and blood-stasis syndrome ( n=11, 18.3%). Serum human monocyte chemoattractant protein-1 (MCP-1) and platelet count (PLT) in patients with blood stasis syndrome were significantly lower than those in toxic-heat syndrome (all P<0.05). In patients with bacterial pneumonia sepsis, the total score of syndrome of excess of fu-viscera (Fu-shi-zheng) was positively correlated with programmed death ligand-1 (PD-L1) ( r=0.293, P=0.023) and tumor necrosis factor-α (TNF-α) ( r=0.436, P=0.001). The total score of toxin-heat syndrome ( r=0.323, P=0.016) and excess of fu-viscera syndrome ( r=0.354, P=0.008) were positively correlated with prothrombin time (PT). PD-1 was positively correlated with SOFA score ( r=0.343, P=0.007) and APACHE Ⅱ score ( r=0.354, P=0.006). The PD-1 level and SOFA and APACHE Ⅱ scores of the patients treated with integrated Chinese and western medicine were significantly lower than those treated with Western medicine alone (all P<0.05). Conclusions:The combined intervention of traditional Chinese medicine and Western medicine based on " Fuzheng Touxie Jiedu (The method of strengthening the body and removing the toxin)" has strong clinical guiding significance, and can effectively improve the immune function and prognosis of bacterial pneumonia SIC.

Obesity is a chronic low-grade inflammation and a risk factor for diseases such as diabetes， hypertension， dyslipidemia， and malignant tumors， demonstrating an increasingly grim development situation. The nuclear factor-kappa B （NF-κB） signaling pathway is a key signaling pathway involved in the immune response and inflammatory response. In obese individuals， the expression of NF-κB is overactivated， which leads to abnormal inflammatory responses in the body. Therefore， it is expected to alleviate inflammation and treat obesity by regulating the NF-κB signaling pathway， which has been proven effective by a large number of studies. The available studies on the NF-κB signaling pathway mostly focus on tumors， and there is no systematic review of the mechanism of this pathway in mediating obesity and the traditional Chinese medicine （TCM） treatment. We reviewed the research progress in the pathological and physiological processes of obesity mediated by NF-κB signaling pathway and TCM treatment， aiming to give insights into the clinical treatment of obesity with TCM and provide reference targets and research directions for exploring the biological foundations and the development of new TCM preparations.

Depression is increasingly prevalent among adolescents and can profoundly impact their lives. However, the early detection of depression is often hindered by the time-consuming diagnostic process and the absence of objective biomarkers. In this study, we propose a novel approach for depression detection based on an affective brain-computer interface (aBCI) and the resting-state electroencephalogram (EEG). By fusing EEG features associated with both emotional and resting states, our method captures comprehensive depression-related information. The final depression detection model, derived through decision fusion with multiple independent models, further enhances detection efficacy. Our experiments involved 40 adolescents with depression and 40 matched controls. The proposed model achieved an accuracy of 86.54% on cross-validation and 88.20% on the independent test set, demonstrating the efficiency of multimodal fusion. In addition, further analysis revealed distinct brain activity patterns between the two groups across different modalities. These findings hold promise for new directions in depression detection and intervention.
Humans ; Male ; Female ; Adolescent ; Case-Control Studies ; Depression/diagnosis* ; Early Diagnosis ; Rest ; Electroencephalography/methods* ; Brain-Computer Interfaces ; Models, Psychological ; Reproducibility of Results ; Affect/physiology* ; Photic Stimulation/methods* ; Video Recording ; Brain/physiopathology*