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.Molecular architecture of mammalian pyruvate dehydrogenase complex.
Maofei CHEN ; Yutong SONG ; Sensen ZHANG ; Yitang ZHANG ; Xudong CHEN ; Minghui ZHANG ; Meng HAN ; Xin GAO ; Sai LI ; Maojun YANG
Protein & Cell 2025;16(1):72-78
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.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.
5.Patient-derived xenograft model: Applications and challenges in liver cancer.
Shuangshuang DOU ; Yunfei HUO ; Minghui GAO ; Quanwei LI ; Buxin KOU ; Mengyin CHAI ; Xiaoni LIU
Chinese Medical Journal 2025;138(11):1313-1323
Liver cancer is one of the most common malignant tumors worldwide. Currently, the available treatment methods cannot fully control its recurrence and mortality rate. Establishing appropriate animal models for liver cancer is crucial for developing new treatment technologies and strategies. The patient-derived xenograft (PDX) model preserves the tumor's microenvironment and heterogeneity, which makes it advantageous for biological research, drug evaluation, personalized medicine, and other purposes. This article reviews the development, preparation techniques, application fields, and challenges of PDX models in liver cancer, providing insights for the research and exploration of PDX models in diagnostic and therapeutic strategies of liver cancer.
Liver Neoplasms/drug therapy*
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Animals
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Humans
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Xenograft Model Antitumor Assays/methods*
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Mice
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Disease Models, Animal
6.Factors affecting tumorigenicity in liver cancer xenografts
Mengyin CHAI ; Shuangshuang DOU ; Buxin KOU ; Yunfei HUO ; Minghui GAO ; Quanwei LI ; Xiaoni LIU
Chinese Journal of Hepatology 2025;33(3):248-254
Objective:To establish a tumor tissue xenograft (PDX) model derived from liver cancer patients and explore the factors affecting tumorigenicity of liver cancer in the PDX model.Methods:The hepatocellular carcinoma tissues were inoculated subcutaneously in the axilla of NPG mice using the tissue block method to establish a PDX model. The demographic characteristics and related clinical examination data of 60 hepatocellular carcinoma patients were collected using the electronic medical record system and comprehensive medical information system of Beijing You'an Hospital, affiliated to Capital Medical University. The hepatocellular carcinoma samples of 24 cases were sequenced using the Oak Wing TM-808 gene detection reagent and high-throughput sequencing technology. SPSS 17.0 statistical software was used for statistical analysis, and the count data were analyzed using the χ2 test. Results:The tumorigenicity rate of PDX samples from 60 patients with liver cancer was 35% (21/60). The average tumorigenic duration in the PDX-P0 generation was 110.71±50.45 days. There were statistically significant differences ( P<0.05) corresponding to Edmondson grade ( χ2=5.910, P=0.015) and Ki67 expression ( χ2=4.615, P=0.032) among PDX with tumorigenicity and without tumorigenicity between the liver cancer samples. There was no statistically significant difference in gene mutation (TOP25) among PDX with tumorigenicity and without tumorigenicity between liver cancer samples. Conclusion:The factors affecting the tumorigenicity of liver cancer in PDX models are complex. The high pathological grade and strong Ki67 expression may be the key factors for the completion of liver cancer in PDX models.
7.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.
8.Research progress on NLRP3 inflammasome in microglia in ischemic stroke
Xin GAO ; Gang SU ; Miao CHAI ; Wei CHEN ; Minghui SHEN ; Yang AN ; Zhenzhen HU ; Zhenchang ZHANG
Chinese Journal of Immunology 2025;41(6):1504-1511
After ischemic stroke,intracranial cells experience stress due to ischemic and hypoxic injury,leading to a series of aseptic immune response processes.The oxidative stress process in microglias triggers the activation of the NLRP3 inflammasome,which promotes the release of inflammatory factors such as IL-1β and IL-18,contributing to the inflammatory reaction caused by isch-emic stroke.In addition,NLRP3 inflammasome is involved in the polarization,pyroptosis and autophagy of microglias,regulating the prognosis of ischemic stroke.This review summarizes the specific mechanisms of NLRP3 inflammasome in regulating microglial status and its involvement in ischemia-reperfusion injury.It also discusses the associated treatment strategies,identifies the current research focus and blanks,and provides some guidance and ideas for future research.
9.Comparison of the efficacy of isoperistaltic and antiperistaltic anastomosis in totally laparoscopic right hemicolectomy: a post-hoc analysis based on a national multicenter snapshot study
Jie ZHOU ; Jiale GAO ; Hao ZHONG ; Xiaodong GU ; Minghui PANG ; Hong ZHANG ; Yugui LIAN ; Lei ZHOU ; Zhongtao ZHANG ; Hongwei YAO ; Zhenghao CAI ; Bo FENG
Chinese Journal of Gastrointestinal Surgery 2025;28(11):1280-1284
Objective:To investigate the effects of two anastomosis methods on perioperative and pathological outcomes during totally laparoscopic right hemicolectomy (TLRH).Methods:In a national multicenter snapshot study, 1,854 patients who underwent laparoscopic right hemicolectomy were enrolled from 52 tertiary hospitals across China. The post-hoc analysis based on this study compared the data of 303 patients who underwent TLRH. Patients were divided into the antiperistaltic group (33 cases) and the isoperistaltic group (270 cases) according to type of anastomosis. Due to the significant difference in sample size between the two groups, propensity score matching (PSM) was performed to eliminate the influence of baseline characteristic discrepancies. The matching was based on the following known confounding factors: age, gender, body mass index (BMI), history of abdominal surgery, and history of diabetes, with a caliper value of 0.2. Perioperative and pathological outcomes were compared between the two groups.Results:After PSM, 33 patients were included in the antiperistaltic group and 65 patients in the isoperistaltic group. There were no statistically significant differences in baseline data between the two groups (all P>0.05). No significant differences were observed between the two groups in terms of operation time, blood loss, time to first defecation, time to first oral intake, or the incidence and grading of complications either (all P>0.05). However, length of postoperative hospital stay in the isoperistaltic group was significantly shorter than that in the antiperistaltic group, however (7.0 [6.0, 9.0] days vs. 8.0 [7.0, 10.5] days, P=0.049). In terms of pathological outcomes, there were also no statistically significant differences between the two groups in the number of harvested lymph nodes or the number of positive lymph nodes (all P>0.05). Conclusions:The two digestive tract reconstruction modalities, antiperistaltic and isoperistaltic anastomosis, have comparable perioperative safety and efficacy in TLRH. The isoperistaltic group had better outcomes in terms of postoperative hospital stay.
10.From"insufficiency of ZhiYi"to anxiety onset:a preliminary construction of the emotion-pathogenesis hypothesis based on body-spirit integration theory
Mingzhou GAO ; Minghui HU ; Hongwei DONG ; You LI ; Yue ZHAO ; Xinyu WANG ; Zifa LI ; Xiwen GENG ; Sheng WEI ; Hao ZHANG
Acta Laboratorium Animalis Scientia Sinica 2025;33(9):1320-1328
Anxiety is a major emotional disorder manifested in the individual's expectation of future threats.The incidence rate of anxiety is about 7.3%,with the highest lifetime prevalence rate among mental health conditions.The mechanism of anxiety overlaps with depression,and anxiety is a typical symptom of various mental diseases or emotional disorders in traditional Chinese medicine.The high rates of comorbidity and disability pose serious threats to people's health.Animal models are important tools for studying anxiety and are of great use for deciphering the pathogenesis of anxiety and for developing drugs.The traditional paradigm of stress-induced anxiety,however,is relatively limited.Based on traditional theory combined with clinical and animal experimental data,we propose a new hypothesis of"insufficiency of ZhiYi'causing anxiety,defined as"an anxiety state induced by the inability of an individual to meet their own needs,limited or lacking after multiple attempts,rendered hindered and powerless by an inability to meet their desires".This hypothesis is more in line with the typical manifestations of despair,lack of pleasure,and social withdrawal in clinical patients,and is supported by traditional theory and experimental data showing"hunger but unable to eat,food but unable to obtain,and gain but not full".Based on this,the established modeling paradigm is easy to apply,with good repeatability and low cost,and can be used to establish anxiety models in rats and mice,to provide a theoretical and model basis for the development and pharmacological evaluation of anti-anxiety drugs.

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