1.A machine learning-based depression recognition model integrating spirit-expression features from traditional Chinese medicine
Minghui YAO ; Rongrong ZHU ; Peng QIAN ; Huilin LIU ; Xirong SUN ; Limin GAO ; Fufeng LI
Digital Chinese Medicine 2026;9(1):68-79
Objective:
To develop a depression recognition model by integrating the spirit-expression diagnostic framework of traditional Chinese medicine (TCM) with machine learning algorithms. The proposed model seeks to establish a TCM-informed tool for early depression screening, thereby bridging traditional diagnostic principles with modern computational approaches.
Methods:
The study included patients with depression who visited the Shanghai Pudong New Area Mental Health Center from October 1, 2022 to October 1, 2023, as well as students and teachers from Shanghai University of Traditional Chinese Medicine during the same period as the healthy control group. Videos of 3 – 10 s were captured using a Xiaomi Pad 5, and the TCM spirit and expressions were determined by TCM experts (at least 3 out of 5 experts agreed to determine the category of TCM spirit and expressions). Basic information, facial images, and interview information were collected through a portable TCM intelligent analysis and diagnosis device, and facial diagnosis features were extracted using the Open CV computer vision library technology. Statistical analysis methods such as parametric and non-parametric tests were used to analyze the baseline data, TCM spirit and expression features, and facial diagnosis feature parameters of the two groups, to compare the differences in TCM spirit and expression and facial features. Five machine learning algorithms, including extreme gradient boosting (XGBoost), decision tree (DT), Bernoulli naive Bayes (BernoulliNB), support vector machine (SVM), and k-nearest neighbor (KNN) classification, were used to construct a depression recognition model based on the fusion of TCM spirit and expression features. The performance of the model was evaluated using metrics such as accuracy, precision, and the area under the receiver operating characteristic (ROC) curve (AUC). The model results were explained using the Shapley Additive exPlanations (SHAP).
Results:
A total of 93 depression patients and 87 healthy individuals were ultimately included in this study. There was no statistically significant difference in the baseline characteristics between the two groups (P > 0.05). The differences in the characteristics of the spirit and expressions in TCM and facial features between the two groups were shown as follows. (i) Quantispirit facial analysis revealed that depression patients exhibited significantly reduced facial spirit and luminance compared with healthy controls (P < 0.05), with characteristic features such as sad expressions, facial erythema, and changes in the lip color ranging from erythematous to cyanotic. (ii) Depressed patients exhibited significantly lower values in facial complexion L, lip L, and a values, and gloss index, but higher values in facial complexion a and b, lip b, low gloss index, and matte index (all P < 0.05). (iii) The results of multiple models show that the XGBoost-based depression recognition model, integrating the TCM “spirit-expression” diagnostic framework, achieved an accuracy of 98.61% and significantly outperformed four benchmark algorithms—DT, BernoulliNB, SVM, and KNN (P < 0.01). (iv) The SHAP visualization results show that in the recognition model constructed by the XGBoost algorithm, the complexion b value, categories of facial spirit, high gloss index, low gloss index, categories of facial expression and texture features have significant contribution to the model.
Conclusion
This study demonstrates that integrating TCM spirit-expression diagnostic features with machine learning enables the construction of a high-precision depression detection model, offering a novel paradigm for objective depression diagnosis.
2.Study on the correlation between urinary calcium levels and severity and prognosis of chronic kidney disease
Qiongjing YUAN ; Yanyun XIE ; Jinwei WANG ; Zhangzhe PENG ; Pan YU ; Ting MENG ; Ling HUANG ; Wei WANG ; Xiaozhao LI ; Hanwei HUANG ; Fang WANG ; Bixia GAO ; Minghui ZHAO ; Qiaoling ZHOU ; Luxia ZHANG ; Hui XU
Chinese Journal of Epidemiology 2025;46(2):264-272
Objective:To analyze the relationship between 24-hour urinary calcium (24 h UCa) level and the risk of end-stage kidney disease (ESKD), cardiovascular disease (CVD), and all-cause mortality.Methods:In the Chinese Cohort Study of Chronic Kidney Disease, we examined 3 375 patients aged 18-74 years with CKD stages 1-4. Kaplan-Meier survival and Cox proportional hazard regression models were used to test a time-to-event association between levels of 24 h UCa and incidence of ESKD, CVD, and all-cause mortality.Results:During a follow-up of 4.17 (3.37, 5.20) years, 179, 145, 104 and 38 ESKD events occurred in <0.60, 0.60-, 1.20-, ≥2.32 mmol 24 h UCa groups. Higher levels of 24 h UCa (1.20-,≥2.32 mmol) were independently associated with a lower incidence of ESKD events in patients with CKD, with HR (95% CI) of 0.71 (0.54-0.93) and 0.43 (0.29-0.64), respectively. No significant associations with CVD and all-cause mortality endpoints were detected. Conclusion:Among patients with CKD, levels of 24 h UCa displayed an association with the risk of ESKD among patients with CKD stages 1-4.
3.Clinical efficacy of therapeutic whole blood exchange combined with lymphoplasmapheresis in refractory autoimmune hemolytic anemia
Gang WANG ; Yixin GAO ; Linyan WU ; Liuyan PAN ; Suying HE ; Lijuan ZHOU ; Yongzheng PENG ; Minghui YANG
Chinese Journal of Blood Transfusion 2025;38(10):1348-1354
Objective: To evaluate the safety and efficacy of therapeutic whole blood exchange combined with lymphoplasmapheresis in the treatment of refractory autoimmune hemolytic anemia (AIHA). Methods: A retrospective analysis was performed on the clinical data of AIHA patients who underwent therapeutic whole blood exchange combined with lymphoplasmapheresis at our hospital from March 2022 to May 2025. Efficacy was assessed by comparing changes in hemoglobin, platelet count, and bilirubin levels before and after treatment. Safety was evaluated by analyzing vital signs before and after the procedure, parameters during the exchange, and adverse reactions. Results: A total of 12 AIHA patients were enrolled, completing 19 exchange procedures. The number of procedures per patient ranged from 1 to 3. The median treatment duration was 67 (65-73) minutes, with a median exchange volume of 2 025 (1 851-2 121) mL, comprising 4.5 (4-6) units of red blood cells and 1 350 (1 200-1 400) mL of plasma. Ten patients achieved partial remission, one achieved complete remission, and one showed no response, yielding an response rate of 91% (11/12). After a single session, hemoglobin increased significantly by 17.58±9.85 g/L (P<0.01), while platelets counts decreased by 45 (17.5, 79)×10
/L (P<0.05), and both systolic and diastolic blood pressure showed a significant elevation (P<0.05). However, no statistically significant differences were observed in total bilirubin, indirect bilirubin, white blood cell count, or heart rate. During the procedures, 4 adverse reactions occurred in 3 patients: one child experienced severe heart rate fluctuation twice consecutively, and two adults developed plasma allergies. All reactions resolved spontaneously without pharmacological intervention. Conclusion: The combination of therapeutic whole blood exchange and lymphoplasmapheresis appears to be a safe and effective treatment for refractory AIHA patients.
4.Effect of Bushen Huoxue Granule (补肾活血颗粒) on Dopamine Homeostasis and ERK/CREB/VMAT2 Signaling Pathways in the Striatum in Parkinson's Disease Model Mice
Hehao SUN ; Yingfan CHEN ; Peng WANG ; Xiaohan GENG ; Yuzhi ZHANG ; Qian ZHANG ; Min LI ; Shaodan LI ; Minghui YANG
Journal of Traditional Chinese Medicine 2025;66(23):2484-2493
ObjectiveTo investigate the possible mechanism of Bushen Huoxue Granule (补肾活血颗粒, BHG) in treating Parkinson's disease (PD) from the perspecitve of dopamine (DA) homeostasis. MethodsSeventy-two mice were randomly divided into blank group, model group, madopar group and BHG low-, medium- and high-dose groups, with 12 mice in each group. Except for the blank group, all mice were administered intraperitoneal injections of 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine (MPTP) for 7 consecutive days to induce a PD model. On the day following the injection, BHG low-, medium- and high-dose groups were administered BHG at doses of 1.25, 2.5, and 5.0 mg/(g·d) by oral gavage, respectively, while the madopar group received madopar tablets at dose of 0.093 8 mg/(g·d) by oral gavage. The blank group and the model group were given 0.2 ml/10 g of distilled water by gavage. All treatments were given once daily for 14 days. Open field test, pole climbing test and grip test were used to evaluate the behavior of mice in each group. Immunohistochemistry was used to detect the expression of tyrosine hydroxylase (TH) in striatum. Nissl staining was used to detect the activity of striatal neurons. The contents of DA and 3,4-dihydroxyphenylacetic acid (DOPAC) in striatum were detected by ultra performance liquid chromatography tandem mass spectrometry. The number and volume of synaptic vesicles were observed by transmission electron microscope. The expression of vesicular monoamine transporter 2 (VMAT2) in striatum was detected by immunofluorescence. Western Blot was used to detect the expression of extracellular signal-regulated kinase (ERK), phosphorylated ERK (p-ERK), cAMP response element-binding protein (CREB), phosphorylated CREB (p-CREB) and VMAT2 in striatum. ResultsCompared to the blank group, mice in the model group showed a significant decline in total distance and average speed in the open field test, along with an increase in total resting time; in the pole test, both the time required for the mice to turn completely downward (T-turn) and the total time taken to reach the bottom of the pole (T-total) were prolonged; forelimb grip strength was reduced; in the striatum, the mean optical density of TH, the average fluorescence intensity of VMAT2 protein, and DA content all decreased, while the number of striatal neurons was reduced, and the DOPAC/DA ratio was elevated; the levels of p-ERK/ERK, p-CREB/CREB, and VMAT2 in the striatum significantly decreased (P<0.01); transmission electron microscopy revealed that both the number and volume of synaptic vesicles in striatal neurons were markedly reduced. Compared to the model group, mice in the madopar group and BHG low-, medium- and high-dose groups showed significant improvements in all the above indicators (P<0.05 or P<0.01). Compared to madopar group, the BHG high-dose group exhibited increased DA content and elevated p-CREB/CREB ratio in the striatum (P<0.05). Compared to the BHG low-dose group, the BHG high-dose group showed increased total distance and mean velocity, decreased total resting time, T-turn, and T-total, as well as enhanced forelimb grip strength; moreover, the average fluorescence intensity of VMAT2 protein, DA content, p-ERK/ERK, p-CREB/CREB, and VMAT2 levels in the striatum were all significantly elevated (P<0.05 or P<0.01). ConclusionBHG may restore DA homeostasis and alleviate the damage of dopaminergic neurons by regulating ERK/CREB/VMAT2 signaling pathway.
5.Research on the resistance of hepatitis B virus to core protein allosteric modulators
Zechun YANG ; Yuanyuan LIU ; Minghui LIANG ; Hewang WANG ; Jie YANG ; Peng ZHAN ; Haiyong JIA
Journal of China Pharmaceutical University 2025;56(6):700-709
Hepatitis B virus (HBV) infection represents a significant global health challenge. Current therapeutic options, such as interferon and nucleoside analogues (NAs), are limited by issues including long-term medication toxicity, the virus's propensity to develop drug resistance, and the inability to eradicate covalently closed circular DNA (cccDNA). Core protein allosteric modulators (CpAMs), as an emerging class of anti-HBV drugs, target HBcAg to interfere with capsid assembly. This not only blocks viral nucleocapsid formation and inhibits viral replication but also indirectly destabilizes the cccDNA pool, while exhibiting a relatively high genetic barrier to resistance. This article systematically evaluates HBV drug resistance to CpAMs and proposes anti-resistance strategies, including the combination of nucleoside analogues with CpAMs, enhancing protein-drug interactions, targeting HBcAg degradation, designing multi-target inhibitors, and employing combination therapy. Looking ahead, the integration of structural biology, computational chemistry, and immunotherapy will offer innovative approaches for developing novel, highly effective, and low-resistance inhibitors, thereby advancing the functional cure of hepatitis B.
6.Causal association between intrahepatic cholestasis of pregnancy and offspring neurodevelopmental disorders and mediating roles of lipoproteins and ATPase:A Mendelian randomization study
Zhengdong CHEN ; Qingqi RAN ; Minghui XIAO ; Qinyi YU ; Wenjie PENG ; Zhangxue HU
Journal of Army Medical University 2025;47(22):2725-2734
Objective To explore the callsal association between intrahepatic cholestasis of pregnancy(ICP)and offspring attention-deficit hyperactivity disorder(ADHD)and Tourette's syndrome(TS)and its potential mechanisms.Methods Genome wide association study(GWAS)in public datasets was used to extract data.Among them,exposure was ICP(n=123 579),which stems from FinnGen dataset.Outcome was defined as ADHD,TS and other tic disorders(n=23 918),which is extracted from GWAS Catalog.Among mediators,total cholesterol in high-density lipoprotein(TC in HDL)were from the genetic map of the human plasma proteinome(n=21 558),and Obg-like ATPase 1 was from whole-genome study of circulating metabolites(n=3 301).In this study,we chose instrumental variables(IVs)that meets the Mendelian randomization(MR)hypothesis.When using two-sample MR,inverse variance weighted(IVW)was adopted as the primary method,and MR-Egger regression,weighted median,weighted mode,and simple mode were also utilized to analyse the robustness.Cochran's Q test,MR-Egger intercept test and leave-one-out sensitivity analysis were performed to verify the reliability.Significant threshold was set up as P<0.05.When using two-step MR,the first step is two-sample MR from exposure to mediator,and the second step is multivariable MR(MVMR),which is from mediator to outcome.At this time,conditional F-statistic was adopted to test the strength of IVs.At last,product distribution test was applied to determine the significance of mediation effects.Results ICP was significantly related to ADHD and TS as well as other tic disorders in offspring(IVW:OR=1.003,95%CI:1.000~1.006,P=0.035),and sensitivity analysis verified the robustness of the results.The potential positive mediators included TC in HDL[total effect(TE)=2.855×10-3;mediated effect(ME)=8.628×10-4;mediated proportion(MP)=30.217%,95%CI:0.878%~73.954%],and Obg-like ATPase 1(TE=2.855×10-3;ME=1.216×10-3;MP=42.572%,95%CI:6.356%~90.195%).Conclusion ICP is possible to elevate the incidence rate of ADHD and TS and other tic disorders via reducing TC in HDL and Obg-like ATPase 1.
7.Effect of Bushen Huoxue Granules (补肾活血颗粒) on the Nrf2/NLRP3 Inflammasome Axis in the Brain Substantia Nigra of Parkinson's Disease Model Mice
Qi CHEN ; Peng WANG ; Yingfan CHEN ; Shaodan LI ; Minghui YANG
Journal of Traditional Chinese Medicine 2025;66(4):390-398
ObjectiveTo explore the possible mechanism of action of Bushen Huoxue Granules (补肾活血颗粒, BHG) in the treatment of Parkinson's disease (PD) through the Nrf2/NLRP3 inflammasome axis. MethodsA total of 84 male C57/BL 6 mice were randomly divided into blank group, model group, Madopar group, dimethyl fumarate group, and low-, medium, and high-dose BHG group, with 12 mice in each group. Except for the blank group, all groups were induced into PD models by intraperitoneal injection of 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine (MPTP) at a concentration of 30 mg/ml for 7 consecutive days. The blank group received an equal volume of saline. After model establishment, the low-, medium, and high-dose BHG groups were treated with 1.5, 3, and 6 g/(kg·d) of the BHG by gavage, respectively. The Madopar group was given 0.113 g/(kg·d) of Madopar tablets by gavage, and the dimethyl fumarate group was given 50 mg/(kg·d) of dimethyl fumarate solution. The blank group and the model group were given 10 ml/(kg·d) of distilled water by gavage. Gavage was administered once daily for 14 days. Behavioral changes were evaluated using the open field test (total distance, central area distance, and average speed), rotarod test (time on the rod), and climbing pole test (climbing time). Serum levels of interleukin-1β (IL-1β), interleukin-18 (IL-18), and myeloperoxidase (MPO) were measured by ELISA. Immunohistochemistry was used to detect tyrosine hydroxylase (TH) expression in the brain substantia nigra. Immunofluorescence was used to detect α-synuclein (α-syn) expression. Western Blot was used to detect Nrf2, NLRP3, Caspase-1, and α-syn protein levels in the brain substantia nigra. RT-PCR was used to detect mRNA expression levels of Nrf2, NLRP3, and Caspase-1 in the brain substantia nigra. ResultsCompared with the blank group, the model group showed decreased total distance, central area distance, and average speed, reduced time on the rotarod, prolonged climbing time, reduced TH expression, increased α-syn expression, decreased Nrf2 protein and mRNA expression, increased NLRP3 and Caspase-1 protein and mRNA expression, and elevated serum IL-1β, IL-18, and MPO levels (P<0.05). Compared with the model group, all drug interventions significantly improved the above indicators (P<0.05). There was no significant differences in all indicators between the high-dose BHG group and the Madopar group (P>0.05). Compared with the dimethyl fumarate group, the medium and high-dose BHG groups showed increased Nrf2 mRNA expression in the brain substantia nigra (P<0.05). Compared with the high-dose BHG group, the low-dose group showed decreased total distance, central area distance, and average speed, reduced serum IL-18 levels, decreased α-syn, Nrf2, NLRP3, and Caspase-1 protein levels, and lower Nrf2 mRNA expression (P<0.05). ConclusionThe mechanism by which BHG treat PD may involve activating the Nrf2/NLRP3 inflammasome axis in the brain substantia nigra, thereby reducing neuroinflammation and α-syn aggregation. The high-dose group showed the best effects.
8.Adverse Drug Reaction Monitoring and Post-Marketing Re-Evaluation of Radioprotective Drugs
Peng ZHANG ; Ran ZHANG ; Minghui AN ; Xinze WANG ; Meilin WANG ; Yuxuan ZHENG ; Zhenjiang ZHANG ; Dong CHAI ; Jian GONG
Herald of Medicine 2025;44(10):1643-1647
With the widespread application of nuclear technology,the prevention and treatment of radiation damage have become significant issues in the fields of public health and medicine.This article reviews the adverse drug reactions and their monitoring for radioprotective drugs,and discusses their post-marketing re-evaluation in terms of safety,efficacy,economics,and quality standards.Research indicates that while there is a wide variety of radioprotective drugs,safety concerns are prevalent.Future efforts should focus on strengthening the monitoring and management of adverse drug reactions,optimizing drug safety,and exploring the potential of combined drug applications through multidisciplinary collaboration to enhance anti-radiation efficacy.
9.Study on the correlation between urinary calcium levels and severity and prognosis of chronic kidney disease
Qiongjing YUAN ; Yanyun XIE ; Jinwei WANG ; Zhangzhe PENG ; Pan YU ; Ting MENG ; Ling HUANG ; Wei WANG ; Xiaozhao LI ; Hanwei HUANG ; Fang WANG ; Bixia GAO ; Minghui ZHAO ; Qiaoling ZHOU ; Luxia ZHANG ; Hui XU
Chinese Journal of Epidemiology 2025;46(2):264-272
Objective:To analyze the relationship between 24-hour urinary calcium (24 h UCa) level and the risk of end-stage kidney disease (ESKD), cardiovascular disease (CVD), and all-cause mortality.Methods:In the Chinese Cohort Study of Chronic Kidney Disease, we examined 3 375 patients aged 18-74 years with CKD stages 1-4. Kaplan-Meier survival and Cox proportional hazard regression models were used to test a time-to-event association between levels of 24 h UCa and incidence of ESKD, CVD, and all-cause mortality.Results:During a follow-up of 4.17 (3.37, 5.20) years, 179, 145, 104 and 38 ESKD events occurred in <0.60, 0.60-, 1.20-, ≥2.32 mmol 24 h UCa groups. Higher levels of 24 h UCa (1.20-,≥2.32 mmol) were independently associated with a lower incidence of ESKD events in patients with CKD, with HR (95% CI) of 0.71 (0.54-0.93) and 0.43 (0.29-0.64), respectively. No significant associations with CVD and all-cause mortality endpoints were detected. Conclusion:Among patients with CKD, levels of 24 h UCa displayed an association with the risk of ESKD among patients with CKD stages 1-4.
10.Chinese experts' consensus on principles of preoperative hair removal
Yiping MAO ; Jun ZHENG ; Lei LI ; Deyan YANG ; Bing ZHANG ; Lei YANG ; Wang JIA ; Peng KANG ; Hui JIAO ; Yun YANG ; Qi QI ; Shiqing FENG ; Xiao LONG ; Yuewei ZHANG ; Xiaohui WANG ; Lize WANG ; Yuan WEI ; Jichao ZHOU ; Minghui MAO ; Pengju XIN ; Hongyu TAN ; Dahong ZHANG ; Lianxin LIU ; Lei TAO ; Xietong WANG ; Xiaoning YUAN ; Mang CAI ; Li MU ; Fang DU ; Rongzhu CHEN ; Fengmao ZHAO ; Jiuzuo HUANG ; Mingzi ZHANG ; Jie ZHANG ; Baoguo WANG ; Kun WANG ; Fang LUO ; Jinhua ZHANG ; Nong HE ; Ling LYU ; Zhiyong ZONG
Chinese Journal of Nosocomiology 2025;35(10):1441-1449
To formulate an expert consensus on the principles of preoperative hair removal and provide scientific guidance for standardized removal of hair before surgical procedures so as to reduce the incidence of surgical site infections.METHODS Led by the Hospital Management Institute of National Health Commission of the People's Republic of China,this consensus was reached with the joint efforts from the expects of relevant fields such as surgeries,interventional therapies,nursing,and infection prevention and control.The consensus facilitates the classification and evaluation of literatures by following the evidence grade formulated by Oxford Evidence-based Medicine Center and focuses on the association of preoperative hair removal with surgical site infection,it reaches the evidence grade of expert consensus and recommendation intensity by integrating with discussions on meetings and clinical experience of the expects from relevant fields.RESULTS A total of 6 items of consensus were reached by summarizing the latest evidence on the aspects including the indications for preoperative hair removal,tools,range,timing and places.CONCLUSION The consensus,to some extent,make supplements to and complete the exiting regulations and standards.It provides guidance for the medical institutions to carry out the preoperative hair removal.

Result Analysis
Print
Save
E-mail