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.Effects of Herbal Compatibility on Chemical Composition and Neuroinflammatory Activity of Banxia Houpo Decoction
Yuanning ZENG ; Yaming CHEN ; Huilin SU ; Qiuhong WANG ; Qian WANG
Journal of Guangzhou University of Traditional Chinese Medicine 2025;42(9):2305-2313
Objective To investigate the influence of herbal compatibility on the chemical composition of Banxia Houpo Decoction(BHD)using ultra-performance liquid chromatography-tandem mass spectrometry(UPLC-MS)coupled with multivariate statistical analysis,and to evaluate the neuroprotective effects of key differential components against neuroinflammation and neuronal injury using cellular models.Methods(1)UPLC-MS analysis of chemical constituents in co-decoction and separated decoction(individual herbs decocted separately then combined)of Banxia Houpo Decoction,followed by orthogonal partial least squares-discriminant analysis(OPLS-DA)to identify differential components before and after herbal compatibility(2)BV2 microglia were stimulated with lipopolysaccharide(LPS)to establish a neuroinflammation model.Cell viability was assessed using the Cell Counting Kit 8(CCK-8)assay.Nitric oxide(NO)levels were measured by the Griess method,while TNF-α and IL-1β concentrations were quantified via enzyme-linked immunosorbent assay(ELISA).(3)SH-SY5Y neuronal cells were co-cultured with conditioned medium from LPS-stimulated BV2 cells(LPS-CM)to model neuronal injury.Cell viability was evaluated using the CCK-8 assay.Results UPLC-MS/OPLS-DA identified 11 differential components between compatibility methods,with honokiol and magnolol showing significant post-compatibility increases.In the neuroinflammation model,LPS stimulation elevated NO,TNF-α and IL-1 β levels in BV2 cells,which were suppressed by 5,10 μg/mL honokiol or magnolol.In the neuronal injury model,LPS-CM induced SH-SY5Y apoptosis,while 5,10 μg/mL honokiol or magnolol attenuated this damage.Conclusion Herbal compatibility significantly enhances honokiol and magnolol content in BHD.These components inhibit microglial inflammatory responses and neuronal apoptosis,suggesting their role as primary active constituents mediating BHD's neuroprotective effects.
3.Interpretation of nursing case reports based on the CARE guidelines
Huilin JIA ; Qian LU ; Chunlei LIU
Chinese Journal of Modern Nursing 2024;30(12):1541-1546
Nursing case reports can provide reference for clinical nursing work experience for rare, special and difficult diseases. At present, the quality of case reports in Chinese nursing journals is uneven, and some of them do not follow the relevant reporting norms. By introducing the formation and content of the CARE guidelines, this paper illustrated the use of the CARE guidelines in case reports in the field of nursing with examples, and provided references for nursing researchers to use the CARE guidelines in writing, with a view to improving the clarity, integrity and transparency of the writing of nursing case reports in China.
4.Small dose of low molecular weight heparin improves the prognosis of elderly patients with severe pneumonia: a Meta-analysis of 1 173 patients
Huilin YANG ; Hong QIAN ; Feng SHEN ; Bo LIU ; Yanqi WU ; Yumei CHENG ; Guixia YANG ; Xiang LI ; Xinghao ZHENG ; Jincheng QIN ; Shuwen LI ; Tianhui HE
Chinese Critical Care Medicine 2020;32(1):26-32
Objective:To explore the effect of small dose of low molecular weight heparin on the prognosis of elderly patients with severe pneumonia using systematic evaluation method.Methods:Databases including Wanfang data, VIP, CNKI, SinoMed, PubMed, Embase and Cochrane Library were searched for randomized controlled trial (RCT) studies about the comparison of conventional therapy and low molecular weight heparin on prognosis of elderly patients with severe pneumonia from the time of database establishment to August 2019. The patients in conventional treatment group were treated by improving ventilation, anti-infection, eliminating phlegm, relieving asthma and maintaining homeostasis while those in low molecular weight heparin group were subcutaneously injected with low molecular weight heparin of 4 000 U, once a day for 7 days. The patients' main outcomes included the oxygenation index (PaO 2/FiO 2) after 7 days of treatment, duration of mechanical ventilation, mortality in hospital, and secondary outcomes included acute physiology and chronic health evaluation Ⅱ (APACHEⅡ) score and coagulation function after 7 days of treatment, the length of intensive care unit (ICU) stay, and incidence of bleeding. Data extraction and quality evaluation were conducted. The Meta-analysis of included studies that met the quality standards was performed using RevMan 5.3 software. Funnel diagram analysis was used to analyze the parameters with no less than 10 studies enrolled. Results:A total of 14 RCT studies were enrolled involving 1 173 elderly patients with severe pneumonia, among whom 590 received low molecular weight heparin while the other 583 received conventional therapy. All the included studies were well designed and of high quality. The results of Meta-analysis showed that compared with conventional therapy, small dose of low molecular weight heparin significantly elevated PaO 2/FiO 2 after 7 days of treatment [mean difference ( MD) = 19.25, 95% confidence interval (95% CI) was 16.88 to 21.61, P < 0.000 01], shortened the duration of mechanical ventilation ( MD = -48.88, 95% CI was -67.42 to -30.33, P < 0.000 01), and decreased mortality in hospital [odds ratio ( OR) = 0.40, 95% CI was 0.22 to 0.73, P = 0.003] and APACHEⅡ score after 7 days of treatment ( MD = -3.38, 95% CI was -3.94 to -2.83, P < 0.000 01), and shortened the length of ICU stay ( MD = -4.51, 95% CI was -5.75 to -3.27, P < 0.000 01). There was no significant difference in the changes of coagulation parameters after 7 days of treatment or the incidence of bleeding between low molecular weight heparin group and conventional therapy group [7-day thrombin time (TT): MD = 0.57, 95% CI was -0.15 to 1.28, P = 0.12; 7-day prothrombin time (PT): MD = 0.32, 95% CI was -0.35 to 0.98, P = 0.35; 7-day fibrinogen (FIB): MD = -0.17, 95% CI was -0.45 to 0.10, P = 0.22; incidence of bleeding: OR = 0.86, 95% CI was 0.36 to 2.07, P = 0.74]. The funnel diagram showed that there was publication bias of included 10 studies about APACHEⅡ score after 7 days of treatment. Conclusion:Small dose of low molecular weight heparin can improve the prognosis of elderly patients with severe pneumonia and it has no obvious side-effect on coagulation function.
5.Performance of clinical pulmonary infection score induces the duration and defined daily doses of antibiotics in patients with bacterial severe pneumonia in intensive care unit
Feng SHEN ; Yanqi WU ; Yahui WANG ; Wei LI ; Bo LIU ; Hong QIAN ; Huilin YANG ; Guixia YANG ; Xiang LI ; Xinghao ZHENG ; Yu WU ; Lulu XIE ; Daixiu GAO ; Liang LI ; Min LIU
Chinese Critical Care Medicine 2019;31(5):556-561
Objective To explore the impacts of clinical pulmonary infection score (CPIS) on duration and defined daily doses (DDDs) of antibiotics in patients with bacterial severe pneumonia in intensive care unit (ICU). Methods Patients with severe pneumonia, whose antibiotic usage was prescribed with the guide of CPIS, and admitted to ICU severe respiratory and infectious disease ward of Guizhou Medical University Affiliated Hospital from May 2017 to October 2017 were enrolled as CPIS group. Patients with the first CPIS score > 5 were given antimicrobial therapy, and the score was dynamically evaluated every 2-3 days. If the CPIS score < 5, the score was evaluated again after 2 days. If the score was still < 5, the antimicrobial drugs were discontinued. Patients admitted to the same ward from November 2016 to April 2017 were regarded as controls, of whom the antibiotic usage was completely conducted by the clinical experience of the chief physician. The duration and DDDs of antibiotics were compared between patients in two groups. At the same time, the usage of ventilator and prognostic indicators (the length of ICU stay, ICU mortality) were recorded. Kaplan-Meier survival curve was drawn, and the cumulative survival rates of 28 days, 90 days and 12 months were analyzed and compared between the two groups. Results In our department, 177 and 182 patients were admitted to ICU from November 2016 to April 2017 and from May 2017 to October 2017, respectively, of whom 101 and 65 patients with severe pneumonia were collected respectively during the two stages. There was no significant difference in gender composition, age, underlying diseases, vital signs, acute physiology and chronic health evaluation Ⅱ (APACHEⅡ) score, or peripheral blood routine at admission between the two groups, indicating that the baseline data of the two groups were equally comparable. During the treatment process, there was no significant difference in the duration of mechanical ventilation [hours: 126.0 (69.0, 228.8) vs. 120.0 (72.0, 192.0)], the length of ICU stay [days: 7.0 (5.0, 11.0) vs. 8.0 (5.0, 14.0)], or ICU mortality [18.8% (19/101) vs. 26.2% (17/65)] between the control group and CPIS group (all P >0.05). Kaplan-Meier survival curve analysis showed that there was no significant difference in the cumulative survival rate of 28 days (log-rank test: χ2 = 0.540, P = 0.462), 90 days (log-rank test: χ2 = 0.332, P = 0.564) or 12 months (log-rank test: χ2 = 0.833, P = 0.362). Patients from CPIS guided group, however, had a shorter duration of antibiotics usage (days: 7.54±4.81 vs. 9.88±4.96, P < 0.01), and had a lower DDDs of antibiotics (17.58±13.09 vs. 22.73±18.31, P < 0.05) as compared with those in the control group. Conclusion CPIS-guided therapeutic regimen shortens antibiotic duration and decreases antibiotic DDDs in patients with severe pneumonia in ICU, indicating the values of CPIS in guiding antibiotics usage in these patients.
6.Clinical effects of types of bone cement distribution in percutaneous kyphoplasty
Shuangjun HE ; Nanning LYU ; Hao LIU ; Changhao ZHANG ; Xiao LIANG ; Zhangzhe ZHOU ; Kangwu CHEN ; Zhiyong SUN ; Xiaoyu ZHU ; Zhonglai QIAN ; Huilin YANG
Chinese Journal of Orthopaedics 2019;39(3):137-143
Objective To investigate the impact of various distribution of bone cement on the early clinical outcomes in osteoporotic vertebral compression fracture (OVCF) patients treated with percutaneous kyphoplasty (PKP).Methods A total of 312 patients (54 males and 258 females,mean age 69.37 years) who diagnosed as OVCF and received PKP treatment from January 2015 to July 2017 were enrolled in the present study.All subjects were divided into two groups according to different distribution of bone cement:the shaped "O" distribution (group O,113 cases),in which bone cement in the vertebral body presented whole crumb,no separation or loss of bone cement,and the shaped "H" distribution (group H,199 cases),in which bone cement in the vertebral body presented two briquettes,connected with or without a small amount of bone cement.Demographic data,surgical details,radiographic data,and clinical outcomes (at preoperatively,two-days and one-year follow-up) were compared between the two groups.Results There was no significant difference in bone mineral density (BMD),operation duration,blood loss,and occurrence of leakage of bone cement between two groups.In comparison with group O,group H was accompanied with higher volume of injected bone cement and higher proportion of bilateral approach (P<0.05).Both groups achieved significant improvement of VAS scores after surgery,while the group H had a dramatical reduction of VAS scores at one-year follow-up compared with two-days follow-up (P<0.05).In addition,group H had a better restoration of VAS scores at one-year follow-up than group O (P<0.05),though no significant difference was observed at preoperative and two-days follow-up.Both groups achieved significant improvement of radiographic data after surgery (P<0.05) with similar effects of correction.Conclusion Either shaped "H" or shaped"O" distribution of bone cement can obtain satisfied early clinical effects of PKP for the treatment of OVCF.Compared with shaped "O" distribution,shaped "H" distribution can achieve better pain relief at early follow-up.
7. Xuebijing improves clinical prognosis and reduces mortality in patients with acute paraquat poisoning: a Meta-analysis included 1 429 patients
Hong QIAN ; Bo LIU ; Feng SHEN ; Yanqi WU ; Huilin YANG ; Yumei CHENG ; Guixia YANG ; Xiang LI ; Xinghao ZHENG ; Jincheng QIN ; Shuwen LI ; Tianhui HE
Chinese Critical Care Medicine 2019;31(11):1416-1422
Objective:
To explore the therapeutic effect of Xuebijing on patients with acute paraquat poisoning (APP) by using systematic evaluation method.
Methods:
PubMed, Cochrane Library, Embase, Wanfang database, China National Knowledge Infrastructure (CNKI), VIP database (VIP) and China Biology Medicine (CBM) were searched using the computers to find the literatures published about the Xuebijing injection for the treatment of APP. Randomized controlled trials (RCT) were retrieved from the establishment of the database to August 2019. Patients in experimental group were treated with Xuebijing injection combined with conventional treatment, while the patients in control group were only given conventional treatment. The patients' outcome included the 14-day mortality, arterial oxygen saturation (SaO2) and incidence of pulmonary fibrosis. In addition, the 6-month survival rate, alanine aminotransferase (ALT), serum creatinine (SCr), C-reactive protein (CRP), tumor necrosis factor-α (TNF-α), malondialdehyde (MDA) and superoxide dismutase (SOD) between the two groups were compared. The literature data were extracted by two researchers independently, and the quality of the literatures was evaluated according to the Cochrane 5.1 handbook. The Meta-analysis was performed by using RevMan 5.3 software. The results stability of Meta-analysis was tested by sensitivity analysis. The publication bias was analyzed through drawing of funnel diagram.
Results:
Twenty-seven RCT studies in total were enrolled, of which 26 were in Chinese and 1 was in English. A total of 1 429 patients were enrolled, among whom 726 were in experimental group and another 703 were in control group. Meta-analysis showed that compared with the control group, the 14-day mortality [relative risk (
8.Xuebijing improves clinical prognosis and reduces mortality in patients with acute paraquat poisoning: a Meta-analysis included 1 429 patients.
Hong QIAN ; Bo LIU ; Feng SHEN ; Yanqi WU ; Huilin YANG ; Yumei CHENG ; Guixia YANG ; Xiang LI ; Xinghao ZHENG ; Jincheng QIN ; Shuwen LI ; Tianhui HE
Chinese Critical Care Medicine 2019;31(11):1416-1422
OBJECTIVE:
To explore the therapeutic effect of Xuebijing on patients with acute paraquat poisoning (APP) by using systematic evaluation method.
METHODS:
PubMed, Cochrane Library, Embase, Wanfang database, China National Knowledge Infrastructure (CNKI), VIP database (VIP) and China Biology Medicine (CBM) were searched using the computers to find the literatures published about the Xuebijing injection for the treatment of APP. Randomized controlled trials (RCT) were retrieved from the establishment of the database to August 2019. Patients in experimental group were treated with Xuebijing injection combined with conventional treatment, while the patients in control group were only given conventional treatment. The patients' outcome included the 14-day mortality, arterial oxygen saturation (SaO2) and incidence of pulmonary fibrosis. In addition, the 6-month survival rate, alanine aminotransferase (ALT), serum creatinine (SCr), C-reactive protein (CRP), tumor necrosis factor-α (TNF-α), malondialdehyde (MDA) and superoxide dismutase (SOD) between the two groups were compared. The literature data were extracted by two researchers independently, and the quality of the literatures was evaluated according to the Cochrane 5.1 handbook. The Meta-analysis was performed by using RevMan 5.3 software. The results stability of Meta-analysis was tested by sensitivity analysis. The publication bias was analyzed through drawing of funnel diagram.
RESULTS:
Twenty-seven RCT studies in total were enrolled, of which 26 were in Chinese and 1 was in English. A total of 1 429 patients were enrolled, among whom 726 were in experimental group and another 703 were in control group. Meta-analysis showed that compared with the control group, the 14-day mortality [relative risk (RR) = 0.62, 95% confidence interval (95%CI) was 0.54 to 0.72, P < 0.000 01] and incidence of pulmonary fibrosis (RR = 0.67, 95%CI was 0.53 to 0.85, P = 0.000 9) of patients in the experimental group were significantly lowered, while SaO2 at 7 days and 14 days were significantly increased [7 days: mean difference (MD) = 16.86, 95%CI was 9.89 to 23.83, P < 0.000 01; 14 days: MD = 16.51, 95%CI was 10.22 to 22.80, P < 0.000 01]. Compared with the control group, the survival rate within 6 months (RR = 1.55, 95%CI was 1.41 to 1.71, P < 0.000 01) and SOD (MD = 13.88, 95%CI was 7.43 to 20.33, P < 0.000 1) of patients in the experimental group were significantly increased, ALT at 14 days (MD = -78.35, 95%CI was -127.35 to -29.34, P = 0.000 5), SCr at 7 days and 14 days (7 days: MD = -135.13, 95%CI was -219.09 to -51.17, P = 0.002; 14 days: MD = -206.05, 95%CI = -290.13 to -121.96, P < 0.000 01), CRP (MD = -11.55, 95%CI was -17.77 to -5.33, P = 0.000 3), TNF-α (MD = -9.27, 95%CI was -15.48 to -3.96, P = 0.000 9) and MDA (MD = -1.27, 95%CI was -1.57 to -0.96, P < 0.000 01) were significantly lowered. The overall effect value of the parameters with high heterogeneity was not significantly changed after further Meta-analysis excluding any one of the studies, suggesting that the result was relatively stable. Funnel chart analysis was used to analyze the parameters from more than 10 articles enrolled, and it showed that there was publication bias.
CONCLUSIONS
Xuebijing injection can reduce the mortality of patients with APP, which may because that it can improve liver and kidney function, reduce inflammation and oxidative stress damage, inhibit pulmonary fibrosis and increase oxygenation level.
China
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Drugs, Chinese Herbal/therapeutic use*
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Humans
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Paraquat/poisoning*
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Poisoning/mortality*
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Prognosis
9.Pedicle screw fixation combined with posterior lumbar interbody fusion for degenerative lumbar spondylolisthesis in the elderly
Kangwu CHEN ; Kai ZHANG ; Hao CHEN ; Genlin WANG ; Xiaoyu ZHU ; Zhonglai QIAN ; Huilin YANG
Chinese Journal of Tissue Engineering Research 2017;21(23):3688-3693
BACKGROUND:Whether lumbar spondylolisthesis needs to be treated with reduction remains controversial.OBJECTIVE:To investigate the clinical effectiveness of pedicle screw fixation combined with posterior lumbar interbody fusion for degenerative lumbar spondylolisthesis in the patients aged more than 70 years old.METHODS:The clinical data of 30 patients with degenerative spondylolisthesis aged over 70 years old undergoing pedicle screw fixation combined with posterior lumbar interbody fusion were analyzed retrospectively.The Visual Analogue Scale,Oswestry Dysfunction Index and the Japan Orthopedics Association scores were compared and analyzed before and after surgery.RESULTS AND CONCLUSION:(1) Among 30 patients,12 were male and 18 female,the average age was (75.1±6.7) years old,and all were followed up for more than 12 months.(2) The postoperative Visual Analogue Scale,Oswestry Dysfunction Index and the Japan Orthopedics Association scores were significantly improved compared with baseline (P < 0.05).According to the Japan Orthopedics Association scores,3 cases were cured,24 were significantly effective,and 3 effective.(3) Graft fusion was achieved at all patients,the average fusion time was (5.13±0.65) months.(4) The average operation time was (225.6±23.4) minutes,the average intraoperative blood loss was (470±45.5) mL,and the average follow-up time was (25.8±3.5) months.(5) Six patients presented complications (20%),including one case of dural tear,two cases of paralytic intestinal obstruction,and three transient lower extremity nerve symptoms.(6) These results indicate that if the associated disorders are strictly controlled,pedicle screw fixation combined with posterior lumbar interbody fusion can achieve good surgical results in the treatment of degenerative spondylolisthesis in the elderly.
10.Exploration of flipped classroom model in the medical laboratory English class
Chunzi LIANG ; Wei JING ; Qian TAN ; Man ZHU ; Farui ZHANG ; Huilin PEI ; Fang ZHENG ; Jiancheng TU
Chinese Journal of Laboratory Medicine 2017;40(8):641-642
Specialty English of Medical Laboratory is a comprehensive and overlapping discipline and plays a major role in multiple medical courses, including Life Science, Clinical Medicine and Laboratory Medicine.However, its teaching practices are limited due to the extensive contents, scattered basic knowledge points, complexities of language learning processes and high demanding of sophisticated teaching skills.Since internet technology′s breakout and the web-based education expanding in the past decade, personalized flipped classroom has drawn considerable attention in the education field and became a hop-spot in teaching practice system.In the present study, the concepts of flipped classroom and basic characteristics of Specialty English of Medical Laboratory were elaborated, as well as the reconstructing teaching processes, exploring the concrete plan for teachers and students in undergraduate program.

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