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.Influence of perceived stress on sleep quality among resident physicians: the chain mediating role of self-control and anxiety emotions
Minghui ZHANG ; Xinmeng ZHANG ; Wenjing YE ; Xiaotao ZHANG ; Hongtao SONG ; Gaofeng YAO
Sichuan Mental Health 2026;39(2):165-170
BackgroundResident physicians represent a high-risk group for sleep disorders, exhibiting a significantly higher prevalence of such conditions compared with the general population, which severely impairs their physical and mental health. It is hypothesized that perceived stress negatively impacts sleep quality through psychological mechanisms, such as depleting self-control resources and triggering anxiety. However, this pathway warrants empirical validation. ObjectiveTo explore the mediating role of self-control and anxiety emotions in the association between perceived stress and sleep quality among resident physicians, and to elucidate the underlying psychological mechanisms, aiming at providing theoretical basis for developing targeted psychological interventions. MethodsA cross-sectional survey was conducted in April 2025. First- to third- year resident physicians at a hospital in Fuyang City were recruited as participants (n=372). The Chinese Perceived Stress Scales (CPSS), the Chinese version of the Dual-Mode of Self-Control Scale (DMSC-S), the Pittsburgh Sleep Quality Index (PSQI), and the Generalized Anxiety Disorder Scale-7 item (GAD-7) were used for group testing. The model 6 of the Process macro version 4.1 was ultilized to examine the mediating pathway of self-control and anxiety emotions between perceived stress and sleep quality. ResultsA total of 322 valid questionnaires were collected, yielding an effective responsive rate of 86.56%. Among the respondents, 146 (45.34%) reported poor sleep quality. The CPSS score and GAD-7 score of resident physicians were positively correlated with the PSQI score (r=0.727, 0.784, P<0.01), while the DMSC-S score was negatively correlated with the PSQI score (r=-0.615, P<0.01). Perceived stress directly and positively predicted poor sleep quality (B=0.124, P<0.01), with the direct effect accounting for 31.39% of the total effect. Furthermore, perceived stress indirectly affected sleep quality through the independent mediating effects of self-control and anxiety emotions. The indirect effect values of 0.053 (95% CI: 0.019 - 0.091) and 0.192 (95% CI: 0.141 - 0.249), accounting for 13.42% and 48.61% of the total effect, respectively. Perceived stress also impact sleep quality through the serial mediating effect of self-control and anxiety, with the indirect effect value of 0.026 (95% CI: 0.005 - 0.049), accounting for 6.58% of the total effect. ConclusionThe perceived stress of resident physicians can influence sleep quality by impairing self-control, exacerbating anxiety, and through the serial mediation of both factors.
3.Impact of future-oriented coping on depression among medical staff: A chain mediation model involving psychological resilience and perceived stress.
Minghui LIU ; Xinyu CHEN ; Qing LU ; Daifeng DONG ; Yi ZHANG ; Muli HU ; Na YAO
Journal of Central South University(Medical Sciences) 2025;50(2):281-289
OBJECTIVES:
Depression is a common negative emotion that can significantly impact physical and mental health. Due to their occupational characteristics, medical staff are more susceptible to depression compared to the general population. This study aims to explore the influence of future-oriented coping on depression among medical staff and the mediating roles of psychological resilience and perceived stress, providing theoretical guidance for depression intervention strategies in this group.
METHODS:
A cross-sectional survey was conducted among medical staff at a tertiary hospital using convenience sampling. Data were collected via the "Wenjuanxing" platform. A total of 754 questionnaires were distributed; after excluding invalid responses (e.g., duplicate IPs or insufficient completion time), 655 valid questionnaires were retained (valid response rate: 86.87%). Instruments included a demographic questionnaire, the Future-Oriented Coping Scale, the Connor-Davidson Resilience Scale, the Perceived Stress Scale, and the Self-Rating Depression Scale. All scales demonstrated high internal consistency (Cronbach's α>0.88) and validity. SPSS 27.0 was used for descriptive analysis, and PROCESS macro (Model 6) was used to test the chain mediation model. Harman's one-factor test was applied to control for common method bias.
RESULTS:
Descriptive analyses showed that future-oriented coping was positively correlated with psychological resilience and negatively correlated with perceived stress and depression. Mediation analysis revealed that future-oriented coping significantly predicted lower depression levels among medical staff (β=-0.283, P<0.001). Psychological resilience partially mediated the relationship (effect size=-0.329, accounting for 34.13% of the total effect), as did perceived stress (effect size=-0.099, 10.27%). A significant chain mediation path was identified: "future-oriented coping → psychological resilience → perceived stress → depression" (effect size=-0.253, 26.24%). The total indirect effect accounted for 70.64% of the overall effect, highlighting the substantial role of the mediating pathways.
CONCLUSIONS
Future-oriented coping can reduce depressive symptoms in medical staff, with psychological resilience and perceived stress serving as key mediators in a chain structure. These findings suggest that enhancing future-oriented coping strategies and psychological resilience may improve stress adaptation and reduce depression levels in this population.
Humans
;
Adaptation, Psychological
;
Resilience, Psychological
;
Cross-Sectional Studies
;
Depression/psychology*
;
Surveys and Questionnaires
;
Stress, Psychological/psychology*
;
Male
;
Female
;
Adult
;
Middle Aged
;
Medical Staff/psychology*
;
Occupational Stress/psychology*
4.Development and validation of a nomogram model for predicting the risk of H-type hypertension with pulse diagram parameters
Siman WANG ; Mengchu ZHANG ; Minghui YAO ; Tianxiao XIE ; Rui GUO ; Yiqin WANG ; Haixia YAN
Digital Chinese Medicine 2025;8(2):174-182
Objective:
o develop an onset risk prediction nomogram for patients with homocysteine-type (H-type) hypertension (HTH) based on pulse diagram parameters to assist early clinical prediction and diagnosis of HTH.
Methods:
Patients diagnosed with essential hypertension and admitted to Shanghai Shuguang Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, Shanghai Hospital of Traditional Chinese Medicine, and Shanghai Hospital of Integrated Traditional Chinese and Western Medicine from July 6th 2020 to June 16th 2021, and from August 11th 2023 to January 22nd 2024, were enrolled in this retrospective research. The baselines and clinical biochemical indicators of patients were collected. The SMART-I TCM pulse instrument was applied to gather pulse diagram parameters. Multivariate logistic regression was adopted to analyze the risk factors for HTH. RStudio was employed to construct the nomogram model, receiver operating characteristic (ROC) curve, and calibration curve (bootstrap self-sampling 200 times), and clinical decision curve were drawn to evaluate the model’s discrimination and clinical effectiveness.
Results:
A total of 168 hospitalized patients with essential hypertension were selected and divided into non-HTH group (n = 29) and HTH group (n = 139). Compared with non-HTH group, HTH group had a lower body mass index (BMI), and higher proportions of male patients and drinkers (P < 0.05). The ventricular wall thickening (VWT) could not be determined. The proportions of left common carotid intima-media wall thickness (LCCIMWT) and serum creatinine (SCR) were higher in HTH group (P < 0.05). The pulse diagram parameter As was significantly higher, and H4/H1 and T1/T were lower in HTH group (P < 0.05). Gender, alcohol consumption, serum creatinine, and the pulse diagram parameter H4/H1 were identified as independent risk factors for HTH (P < 0.05). The nomogram’s area under the ROC curve (AUC) was 0.795 [95% confidence interval (CI): (0.706 6, 0.882 8)], with a specificity of 0.724 and sensitivity of 0.799. After 200 times repeated bootstrap self-samplings, the calibration curve showed that the simulated curve fits well with the actual curve (x2 =
5.Study on the Mechanism of Yiqi Bushen Formula Regulating Circular RNA Circ_0051246 Against Proliferation and Migration of Gastric Cancer Stem Cells
Yefeng XU ; Minghui DENG ; Yongwei YAO
Journal of Zhejiang Chinese Medical University 2025;49(4):391-400
[Objective]To investigate the mechanism action of Yiqi Bushen Formula on the proliferation and migration of gastric cancer stem cells(GCSCs).[Methods]SGC-7901 GCSCs with double positive markers of CD44 and epithelial cell adhesion molecule(EpCAM)were sorted by immunomagnetic beads.The selected CD44+EpCAM+SGC-7901 GCSCs were subcultured and stably transfected with circ_0051246 control,pcDNA circ_0051246 and si-circ_0051246 respectively.The above four groups of cells(including untransfected)were divided into three subgroups:blank control group,negative control group and Yiqi Bushen Formula group.The blank control group was normally subcultured,the negative control group was intervened with blank serum,and the Yiqi Bushen Formula group was intervened with Yiqi Bushen Formula-containing serum.The microstructure of SGC-7901 GCSCs was observed by laser confocal and transmission electron microscopy.Cell counting kit-8(CCK-8)and cell cloning experiments were used to detect the proliferation ability of SGC-7901 GCSCs.Flow cytometry was used to detect the positive rate of CD44 and EpCAM and the apoptosis rate.Cell scratch test and transwell were used to detect the migration and invasion ability of SGC-7901 GCSCs.The expression of circ_0051246 in each experimental group was detected by quantitative reverse transcription-polymerase chain reaction(qRT-PCR).[Results]Compared with respective negative control group,the number of mitochondrial cristae in each group of Yiqi Bushen Formula was significantly reduced,the endoplasmic reticulum was significantly swollen.Compared with respective blank control group,the expression of actin in the cytoskeleton structure of each group of Yiqi Bushen Formula was significantly decreased.Compared with respective negative control group,the cell proliferation ability of Yiqi Bushen Formula groups was weakened(P<0.05,P<0.01),the rate of double positive cells of CD44 and EpCAM antibodies was significantly decreased(P<0.01),the cloning ability was significantly decreased(P<0.01),the apoptosis rate was significantly increased(P<0.01),the migration rate was significantly decreased at 24 and 48 h(P<0.05,P<0.01),the number of cell migration and invasion was significantly reduced(P<0.01).The expression level of circ_0051246 in Yiqi Bushen Formula group was significantly decreased(P<0.01).[Conclusion]Yiqi Bushen Formula may play a role in anti-proliferation and migration of GCSCs by inhibiting the expression of circ_0051246 and reducing the expression of SGC-7901 CSCs surface markers CD44 and EpCAM,which provides a new idea for the treatment of gastric cancer.
6.Analysis of liver histological characteristics and clinically related factors in patients with inactive HBsAg carriers
Xinyang ZHANG ; Shan REN ; Sujun ZHENG ; Rongshan FAN ; Qingfa RUAN ; Wenqi HUANG ; Haibing GAO ; Yao XIE ; Minghui LI ; Xiulan XUE ; Fang YANG ; Junliang FU ; Xinyue CHEN
Chinese Journal of Hepatology 2025;33(7):660-666
Objective:To analyze the liver histological characteristics and clinically related factors in inactive hepatitis B surface antigen (HBsAg) carriers (IHC), and also explore whether antiviral treatment is necessary for IHC, as defined in the 2022 version of the hepatitis B prevention and treatment guidelines.Methods:A multicenter, retrospective cohort study was conducted. Two hundred and thirty-one IHC cases who underwent liver biopsy histopathological examination in nine medical institutions, including Beijing Youan Hospital affiliated with Capital Medical University, from January 2018 to December 2023 were included. General informative data, clinical serological markers, and transient elastography (TE) examination results were collected. Patients were divided into a positive (148 cases) and a negative group (83 cases) according to the results of hepatitis B virus (HBV) DNA detection. The differences in liver pathological inflammatory activity (G) and liver fibrosis stage (S) were analyzed between the two groups to explore the correlation between liver tissue conditions and clinically related factors. Comparsions of normally distributed continwous data, skeukd continuous data, and categorical data between groups are performed using t tests, Mann-Whitney U tests and χ2 tests, respectively. Results:The age of 231 IHC cases was 43 (38, 51) years old, with 95.2% (220/231) aged ≥30 years, and males accounted for 64.9% (150/231). HBsAg and HBV DNA levels were 131.9 (20.8, 400.9) IU/mL and 94.0 (0, 448.5) IU/mL, respectively, of which 35.9% (83/231) were HBV DNA negative (<20 IU/mL). The remarkable proportions of G≥2, S≥2, and liver injury (G≥2 and/or S≥2) in liver tissue were 16.5% (38/231), 29% (67/231), and 35.9% (83/231), respectively. The S≥2 proportion was significantly higher in the HBV DNA-negative group than the positive group (42.2% vs. 21.6%, P<0.001), and it mainly occurred in the population cohort over 30 years old (44.9% vs. 31.0%, P=0.04). The liver stiffness measurement (LSM), aspartate transaminase to platelet ratio index (APRI), and platelet (PLT) were significantly higher in the S≥2 group than the S<2 group ( P<0.05). Conclusion:Clinicians can comprehensively evaluate the degree of liver fibrosis in IHC based on clinical factors such as age, PLT, APRI, and LSM, even if the liver histological results are lacking. The China 2022 version guidelines define that nearly half of IHC has histological indications for antiviral therapy, and liver biopsy and prompt treatment can be recommended.
7.Associations of age and nail-tract bone density with postoperative stability in proximal femoral nail anti-rotation-Ⅱ fixation for geriatric intertrochanteric fractures: a finite-element analysis
Yufeng GE ; Chen YI ; Dongchen YAO ; Yu LI ; Rui ZHANG ; Ling WANG ; Yong XUN ; Minghui YANG ; Shiwen ZHU ; Xinbao WU
Chinese Journal of Orthopaedic Trauma 2025;27(9):806-812
Objective:To investigate how age and nail-tract volumetric bone mineral density (vBMD) are associated with postoperative mechanical performance of proximal femoral nail anti-rotation (PFNA-Ⅱ) fixation for geriatric intertrochanteric fractures using a finite-element analysis.Methods:Fifteen elderly patients with intertrochanteric fracture of the femur were selected for this study. They were 11 females and 4 males and divided into 5 groups based on their ages ( n=3): 55-year-old, 65-year-old, 75-year-old, 85-year-old, and 95-year-old groups. After three-dimensional models of the proximal femur were constructed using the preoperative CT data of their healthy contralateral hip, 31-A1.2 fractures of the AO/OTA type were created and PFNA-Ⅱ fixations simulated. Two loading schemes were created: graded quasi-static axial loads (700 N, 1,400 N, 2,100 N, and 2,800 N) were applied to compute equivalent plastic strain volumes in the femoral head region; displacement-controlled loading was applied to failure to derive load-displacement curves for stiffness and the maximum failure load. Nail-tract vBMD and regional hip vBMDs were measured by quantitative CT. Pearson correlation analysis was conducted to investigate the associations of age and nail-tract vBMD with the aforementioned mechanical indicators. Results:Under the same load, compared with the 55-year-old, 65-year-old, and 75-year-old groups, the plastic strain unit volumes of the fracture models in the 85-year-old and 95-year-old groups increased significantly. Under a load of 700 N, no plastic strain was observed in the fracture models in the 55-year-old, 65-year-old, and 75-year-old groups, while an average plastic strain of approximately 50 mm 3 was observed in the fracture models in the 85-year-old group. Under a load of 2,800 N, the high strain areas in the fracture models in the 85-year-old and 95-year-old groups were mainly concentrated at the tip of the head nail and the junction between the head nail and the main nail. Load-displacement curves showed a marked reduction in the failure load in patients aged ≥85 years. Under loads of 1,400 N, 2,100 N, and 2,800 N, there was a strong association between the nail-tract vBMD and the volume of the plastic strain unit ( r=-0.82, -0.88, -0.89, respectively), which was stronger than those for total-hip vBMD. Conclusions:Finite-element analysis indicates that age and nail-tract vBMD are closely related to local plastic strain and overall stiffness of the proximal femur after PFNA-Ⅱ fixation for the geriatric intertrochanteric fractures. Patients aged ≥85 years old are more prone to plastic yielding, which compromises fixation stability.
8.Achievements in the prevention and treatment of hepatitis B over the past 30 years and trends of future development
Chinese Journal of Experimental and Clinical Virology 2025;39(4):397-402
Hepatitis B virus(HBV)infection remains a major global public health challenge. Over the past three decades,significant progress has been made in HBV prevention and control,including the widespread implementation of hepatitis B vaccination and mother-to-child transmission(MTCT)blockade strategies,advancements in antiviral therapies,and improvements in public health awareness. The extensive administration of hepatitis B vaccines has markedly reduced the incidence of new infections. The development of antiviral treatments,such as nucleos(t)ide analogues,has effectively suppressed viral replication,thereby decreased the incidence of liver cirrhosis and hepatocellular carcinoma. Furthermore,enhanced public health awareness and the implementation of screening programs have enabled earlier diagnosis and treatment for more patients. Nevertheless,the complete elimination of hepatitis B continues to face challenges. Firstly,inadequate vaccine coverage,particularly in low- and middle-income countries,sustains the risk of HBV transmission. Secondly,suboptimal diagnosis and treatment rates persist among individuals with chronic HBV infection. Additionally,the long-term management of chronic HBV carriers remains complex,necessitating continuous monitoring and personalized therapeutic strategies. This article summarizes the major achievements in the prevention and control of hepatitis B over the past 30 years,analyzes current challenges,and explores future directions. Novel vaccines,including therapeutic vaccines and mRNA-based vaccines,are demonstrating therapeutic potential in clinical trials and may offer new hope for chronic hepatitis B patients. Emerging antiviral agents,such as capsid assembly modulators and RNA interference-based therapeutics,which target distinct stages of the HBV life cycle,hold promise for achieving functional cure of hepatitis B. In conclusion,despite ongoing challenges,the complete elimination of hepatitis B remains an attainable goal through sustained innovation and global collaboration.
9.Chronic hepatitis B long-term antiviral therapy:Reflections on suboptimal response and low-level viremia
Xin WEI ; Lilong CONG ; Linmei YAO ; Zixuan GAO ; Shuojie WANG ; Ziyu ZHANG ; Xinxin LI ; Shiyu WANG ; Wen DENG ; Minghui LI
Chinese Journal of Experimental and Clinical Virology 2025;39(4):518-525
Chronic hepatitis B(CHB)is one of the major challenges in the global public health field. As of 2022,approximately 254 million people worldwide were infected with the hepatitis B virus(HBV). CHB is one of the main causes of liver cirrhosis and hepatocellular carcinoma(HCC). Nucleos(t)ide analogs(NAs)and interferon therapy can delay the progression of liver fibrosis by inhibiting viral replication,but they cannot completely avoid the problem of heterogeneous treatment responses. Some patients are in a state of low-level viremia(LLV)during treatment. The persistent LLV state can induce chronic inflammation and the progression of liver fibrosis,ultimately increase the risk of HCC. In patients with poor treatment responses,the continuous active viral replication can induce immune disorders,accelerate the evolution of fibrosis to the decompensated stage of liver cirrhosis,and increase the risk of patient death. This article aims to review the definition,mechanisms,and impact on treatment outcomes of LLV and suboptimal response based on the latest research,provide a basis for optimizing antiviral therapy for CHB.
10.Visualization analysis of research focus and trends in varicocele among children and adolescents
Tingting ZHANG ; Yao WANG ; Hang LIU ; Minghui XIE
Journal of Navy Medicine 2025;46(11):1167-1174
Objective To analysed the related studies on varicocele in children and adolescents,and investigate the development status,research focus and frontiers in this field.Methods The literatures on varicocele in children and adolescents published between 2000 and 2023 was retrieved from Web of Science and visualized with R language software.Results A total of 684 articles were included,and the annual number of publications showed a steady growth trend.The United States ranked the first in the world and formed a core group of authors.Key words clustering showed that"semen parameters/infertility/oxidative stress","repair/ligation of spermatic vein","measurement and evaluation of testicular volume","testis and ultrasound examination","laparoscopic examination and treatment","sclerotherapy and embolization of spermatic vein"were the focus of current research.The mechanism of sperm quality decline was a research frontier.Conclusion The correlation between varicocele and male fertility in children and adolescents is a clinical problem worthy of further study.

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