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.Association between moderate to vigorous intensity physical activity and sedentary behavior among primary and secondary school students and their parents
YAO Zifeng, YE Rongrong, CHEN Jiade, XU Peng, HUANG Yanhong, LI Lixia, LI Hongjuan, GAO Yanhui
Chinese Journal of School Health 2025;46(1):68-72
Objective:
To explore the associations of moderate to vigorous intensity physical activity (MVPA) and sedentary behavior (SB) among primary and secondary school students and their parents, so as to provide a scientific basis for formulating targeted physical activity promotion strategies for children and adolescents.
Methods:
From 2021 to 2022, basic information and 24 h movement behaviors of 2 484 pairs of students and their parents were collected from five primary and secondary schools in Haizhu District, Guangzhou City, with a convenient sampling combining with cluster sampling method. Component regression models were constructed to analyze the relationship between parental MVPA, SB and primary and secondary school students MVPA and SB, and a component isochronous substitution model was used to explore the effects of mutual substitution between parental MVPA, residual components (time use components other than SB during the 24 h period), and SB on the behavioral activities of MVPA and SB in primary and secondary school students.
Results:
Parental MVPA and SB of students in grade 1 to 3 were positively correlated with both students MVPA and SB ( β=0.06, 0.12, P <0.01). The component isochronous substitution model showed that substituting 10 and 20 minutes of MVPA for SB by parents in grade 1 to 3 was associated with an increase in MVPA of students, and substituting 10 and 20 minutes of residual ingredients for SB was associated with a decrease in SB of students, with mean changes of 0.8 (95% CI =0.4-1.2) and 1.4 (95% CI =0.7-2.2) and -1.4 (95% CI =-1.7 to -1.1) and -2.9 (95% CI =-3.4 to -2.3)( P <0.05). No statistically significant associations were observed between parents of students in grades 4 to 6 and 7 to 9 and students physical activity and sedentary behaviour ( P >0.05).
Conclusions
Parents of students in grades 1 to 3 increases MVPA and decrease SB are beneficial to increase MVPA and decrease SB of students. Parents could promote physical activity among primary and secondary school students, and the intervention gateway should be advanced, with the low grades as the optimal intervention period.
4.Targeting AMPK related signaling pathways: A feasible approach for natural herbal medicines to intervene non-alcoholic fatty liver disease.
Yongqing CAI ; Lu FANG ; Fei CHEN ; Peiling ZHONG ; Xiangru ZHENG ; Haiyan XING ; Rongrong FAN ; Lie YUAN ; Wei PENG ; Xiaoli LI
Journal of Pharmaceutical Analysis 2025;15(1):101052-101052
Non-alcoholic fatty liver disease (NAFLD) is a metabolic disease characterized by abnormal deposition of lipid in hepatocytes. If not intervened in time, NAFLD may develop into liver fibrosis or liver cancer, and ultimately threatening life. NAFLD has complicated etiology and pathogenesis, and there are no effective therapeutic means and specific drugs. Currently, insulin sensitizers, lipid-lowering agents and hepatoprotective agents are often used for clinical intervention, but these drugs have obvious side effects, and their effectiveness and safety need to be further confirmed. Adenosine monophosphate (AMP)-activated protein kinase (AMPK) plays a central role in maintaining energy homeostasis. Activated AMPK can enhance lipid degradation, alleviate insulin resistance (IR), suppress oxidative stress and inflammatory response, and regulate autophagy, thereby alleviating NAFLD. Natural herbal medicines have received extensive attention recently because of their regulatory effects on AMPK and low side effects. In this article, we reviewed the biologically active natural herbal medicines (such as natural herbal medicine formulas, extracts, polysaccharides, and monomers) that reported in recent years to treat NAFLD via regulating AMPK, which can serve as a foundation for subsequent development of candidate drugs for NAFLD.
5.Application and evaluation of structured symptom intervention program in patients with chronic kidney disease during peri-dialysis period
Hongmei PENG ; Shi PU ; Min WANG ; Yang LI ; Xia HUANG ; Youying ZHANG ; Yu SHI ; Rongrong ZHAO
Journal of Army Medical University 2025;47(20):2522-2531
Objective To evaluate the application efficacy of structured symptom intervention program in patients with chronic kidney disease(CKD)during the peri-dialysis period.Methods A non-simultaneous control study was conducted on 151 peri-dialysis outpatients having not yet initiated dialysis and being followed up who were subjected with convenience sampling from Department of Nephrology of Second Affiliated Hospital of Army Medical University from April to September 2024.According to the time period of their visits,the patients who visited from April to June 2024 were assigned into a control group(n=75),and those from July to September 2024 into an experimental group(n=76).The control group received conventional symptom intervention(telephone symptom reporting+health education),while the experimental group received the intervention as the control group and a structured symptom intervention program covering 4 evidence-based modules:symptom identification,assessment,intervention,and outcome.The efficacy of above treatments was evaluated before and at 3 months after intervention.Dialysis symptom index was used to assess the degree of symptom distress and the number of symptoms.MOS 36-Item Short Form Health Survey(SF-36)was employed to evaluate the quality of life.The differences in clinical indicators and endpoint events were compared between the 2 groups after intervention.Results The experimental group obtained more significant reduction in the total score of symptom distress than the control group(P=0.021).After intervention,the number of symptoms was decreased in both groups(P<0.001),but no statistical difference was observed between the groups.The score of mental health dimension in SF-36 was obviously improved in the experimental group(P=0.004),which was notably better than that in the control group(P=0.033).The experimental group exhibited significantly higher prealbumin level than the control group(P=0.019),and stable albumin level,which was significantly decreased in the control group(P=0.035).The incidence of endpoint events was remarkably lower in the experimental group than the control group(P=0.028).Conclusion The structured symptom intervention program implements intervention through a closed-loop symptom module,which can effectively alleviate the symptom distress of patients during the peri-dialysis period,improve mental health and reduce the short-term risk for endpoint events.
6.Targeting AMPK related signaling pathways:A feasible approach for natural herbal medicines to intervene non-alcoholic fatty liver disease
Yongqing CAIA ; Lu FANG ; Fei CHEN ; Peiling ZHONG ; Xiangru ZHENG ; Haiyan XING ; Rongrong FAN ; Lie YUAN ; Wei PENG ; Xiaoli LI
Journal of Pharmaceutical Analysis 2025;15(1):30-63
Non-alcoholic fatty liver disease(NAFLD)is a metabolic disease characterized by abnormal deposition of lipid in hepatocytes.If not intervened in time,NAFLD may develop into liver fibrosis or liver cancer,and ultimately threatening life.NAFLD has complicated etiology and pathogenesis,and there are no effective therapeutic means and specific drugs.Currently,insulin sensitizers,lipid-lowering agents and hep-atoprotective agents are often used for clinical intervention,but these drugs have obvious side effects,and their effectiveness and safety need to be further confirmed.Adenosine monophosphate(AMP)-activated protein kinase(AMPK)plays a central role in maintaining energy homeostasis.Activated AMPK can enhance lipid degradation,alleviate insulin resistance(IR),suppress oxidative stress and inflammatory response,and regulate autophagy,thereby alleviating NAFLD.Natural herbal medicines have received extensive attention recently because of their regulatory effects on AMPK and low side effects.In this article,we reviewed the biologically active natural herbal medicines(such as natural herbal medicine formulas,extracts,polysaccharides,and monomers)that reported in recent years to treat NAFLD via regulating AMPK,which can serve as a foundation for subsequent development of candidate drugs for NAFLD.
7.Expert Consensus of Multidisciplinary Diagnosis and Treatment for Paroxysmal Nocturnal Hemoglobinuria(2024)
Miao CHEN ; Chen YANG ; Ziwei LIU ; Wei CAO ; Bo ZHANG ; Xin LIU ; Jingnan LI ; Wei LIU ; Jie PAN ; Jian WANG ; Yuehong ZHENG ; Yuexin CHEN ; Fangda LI ; Shunda DU ; Cong NING ; Limeng CHEN ; Cai YUE ; Jun NI ; Min PENG ; Xiaoxiao GUO ; Tao WANG ; Hongjun LI ; Rongrong LI ; Tong WU ; Bing HAN ; Shuyang ZHANG ; MULTIDISCIPLINE COLLABORATION GROUP ON RARE DISEASE AT PEKING UNION MEDICAL COLLEGE HOSPITAL
Medical Journal of Peking Union Medical College Hospital 2024;15(5):1011-1028
Paroxysmal nocturnal hemoglobinuria (PNH) is an acquired clonal hematopoietic stem cell disease caused by abnormal expression of glycosylphosphatidylinositol (GPI) on the cell membrane due to mutations in the phosphatidylinositol glycan class A(PIGA) gene. It is commonly characterized by intravascular hemolysis, repeated thrombosis, and bone marrow failure, as well as multiple systemic involvement symptoms such as renal dysfunction, pulmonary hypertension, swallowing difficulties, chest pain, abdominal pain, and erectile dysfunction. Due to the rarity of PNH and its strong heterogeneity in clinical manifestations, multidisciplinary collaboration is often required for diagnosis and treatment. Peking Union Medical College Hospital, relying on the rare disease diagnosis and treatment platform, has invited multidisciplinary clinical experts to form a unified opinion on the diagnosis and treatment of PNH, and formulated the
8.Endovascular therapy combined with laparoscopic surgery for acute mesentery artery occlusion
Keqiang ZHAO ; Peng ZHANG ; Junlai ZHAO ; Tong ZHANG ; Zhanjiang CAO ; Yu YANG ; Chao JIANG ; Rongrong ZHU ; Weiwei WU
Chinese Journal of General Surgery 2024;39(3):192-196
Objective:To explore the efficacy and safety of endovascular intervention combined with preoperative laparoscopic exploration in the treatment of patients with acute mesenteric artery ischemia.Methods:This was a prospective cohort study (NCT04686981). The study enrolled 31 patients with acute mesenteric artery ischemia from Oct 1, 2020 to Oct 1, 2022. Among them, 26 patients (84%) were male, with a mean age of (67±13) years and a mean time to onset of (21±8) hours. All patients underwent laparoscopic exploration in the hybrid operating room. If the presence of intestinal necrosis or suspected necrosis was clearly determined, the patient would undergo open surgery (mesenteric artery embolization, intestinal resection and intestinal double stoma) as the treatment by gastrointestinal surgeon. If intestinal necrosis or suspected necrosis was not found by laparoscopy, the patient would undergo endovascular intervention by vascular surgeon. The primary observational endpoints of this study were the proportion of patients who were not dependent on total parenteral nutrition and all-cause mortality within 30 days after operation. The secondary observational endpoints were the rate of mesenteric vascular patency within 30 days and the proportion of interventions that were converted to open surgery.Results:Six patients underwent open surgery and 25 patients underwent endovascular intervention, including 13 cases of thrombus reduction alone, 3 cases of stent implantation during the same period after reduction, and 9 cases of stent implantation alone. Twenty-four patients (77%) were completely weaned from the TPN within 30 days after the procedure, and all-cause mortality was observed in 3 cases (9.7%). The patency rate of the mesenteric artery within 30 days after the procedure was 82.1%. The rate of conversion to open surgery after intervention was 16%.Conclusions:Endovascular intervention combined with preoperative laparoscopic exploration can clarify intestinal ischemia in acute mesenteric patients as early as possible, and individualized treatment strategies for each patient by multidisciplinary care team can potentially improve the prognosis of such patients.
9.Development of the Fecal Microbiota Transplantation Knowledge, Attitude, and Practice Scale for Patients with Inflammatory Bowel Disease and its reliability and validity
Qianyi WANG ; Weidong SHEN ; Lihua ZHAO ; Min WANG ; Yuee QIN ; Yuanyuan PENG ; Rongrong LI ; Guozhen SUN ; Jufen PU
Chinese Journal of Modern Nursing 2024;30(4):461-468
Objective:To develop the Fecal Microbiota Transplantation Knowledge, Attitude, and Practice Scale for Patients with Inflammatory Bowel Disease (IBD), and test its reliability and validity.Methods:Guided by the theory of knowledge, attitude, and practice, a preliminary draft of the scale was formed through literature review, Delphi expert consultation, and pre-survey. From May to August 2022, convenience sampling was used to select 200 IBD patients who visited the Gastroenterology Clinic of three ClassⅢ Grade A comprehensive hospitals in Jiangsu Province as the research subject for a questionnaire survey. The critical ratio method, correlation analysis method, internal consistency method, commonality and factor loadings were used for item analysis of the scale. Exploratory factor analysis, content validity index, and internal consistency reliability were applied to test the reliability and validity of the scale.Results:A total of 200 questionnaires were distributed, and 181 valid questionnaires were collected, with an effective response rate of 90.50% (181/200). The Fecal Microbiota Transplantation Knowledge, Attitude, and Practice Scale for Patients with IBD included three dimensions of knowledge, attitude and practice, with a total of 21 items. The content validity index at the scale level was 0.917, and the content validity index at the item level ranged from 0.833 to 1.000. Exploratory factor analysis extracted three common factors, with a cumulative variance contribution rate of 74.197%. The Cronbach's α coefficient of the total scale was 0.951, and the coefficients of each dimension were 0.914 to 0.942. The test-retest reliability coefficient of the total scale was 0.918, and the test-retest reliability coefficients of each dimension ranged from 0.737 to 0.833.Conclusions:The Fecal Microbiota Transplantation Knowledge, Attitude, and Practice Scale for Patients with IBD has good reliability and validity, which can help medical and nursing staff evaluate patients' understanding and acceptance of microbial transplantation, so as to provide a basis for personalized communication in shared decision making between doctors and patients.
10.Research progress on drug resistance mechanism and treatment of drug-resistant tuberculosis
Shanshan ZHONG ; Yu PENG ; Rongrong MAO ; Fang WANG ; Sitong FAN ; Jiajia CHEN
China Pharmacist 2024;28(10):341-349
Tuberculosis is caused by Mycobacterium tuberculosis,and the problem of its drug resistance has become increasingly prominent in recent years,attracting widespread attention globally.Currently,the situation of drug-resistant tuberculosis is grim,and effective strategies are urgently needed to deal with it.Understanding the drug resistance mechanism and treatment status of drug-resistant tuberculosis can provide an important basis for clinical prevention and treatment of drug-resistant tuberculosis.This paper reviews the progress of drug resistance mechanism and treatment of drug-resistant tuberculosis,in order to provide a reference for clinical intervention.


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