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.Clinical and epidemiological characteristics of human bocavirus in hospitalized children with acute lower respiratory tract infection at a hospital in Shanghai from 2021 to 2023
Shan ZHANG ; Yujuan HUANG ; Lei SHEN ; Li LIU ; Jie WANG ; Huilin ZHOU ; Leijun MENG ; Tingting CHEN
Shanghai Journal of Preventive Medicine 2026;38(3):193-198
ObjectiveTo investigate the epidemiological and clinical characteristics of human bocavirus (HBoV) in hospitalized children with acute lower respiratory tract infection (ALRTI) at a single-center children’s hospital in Shanghai, thereby providing evidence for the diagnosis, treatment, and prevention of HBoV infection. MethodsA retrospective study was conducted on 19 537 hospitalized children with ALRTI at Shanghai Children’s Hospital from January 2021 to December 2023. Multiplex polymerase chain reaction (PCR) combined with capillary electrophoresis was used to detect HBoV and 12 other common respiratory viruses /atypical pathogens. The positive detection rate, demographic characteristics (sex, age), temporal distribution (year, season) of HBoV, as well as the clinical characteristics of severe and non-severe pneumonia were analyzed. ResultsThe overall HBoV-positive rate was 2.57% (503/19 537), with 59.44% (299/503) being single infections and 40.56% (204/503) being co-infections. The positive detection rate was significantly higher in boys than that in girls (2.78% vs 2.33%, χ²=3.88, P=0.049). The highest infection rate was observed in toddlers, followed by infants (χ²=379.57, P<0.001). The positive rate peaked in 2021 and reached its lowest point in 2023 (χ²=45.49, P<0.001), with epidemics mainly prevalent in summer and autumn. The main clinical symptoms were cough (90.06%, 453/503), fever (75.94%, 382/503), and wheezing (39.96%, 201/503). Children with severe pneumonia showed a higher incidence of wheezing compared with the non-severe group (P<0.001), while underlying diseases and co-infections had no significant association with disease severity (P>0.05). ConclusionHBoV was an important pathogen of ALRTI in children, predominantly affecting infants and toddlers, with higher susceptibility in boys and seasonal peaks in autumn and summer. The main clinical manifestations included cough, fever, and wheezing, with wheezing being more prevalent in children with severe pneumonia.
3.Effect of scalp acupuncture combined with computer-assisted training on memory impairment after stroke
Lanqun LIU ; Yanli LI ; Jiaqi LIANG ; Shuang CHEN ; Huilin LIU
Chinese Journal of Rehabilitation Theory and Practice 2025;31(7):862-868
Objective To observe the effect of scalp acupuncture points including Shenting(GV24),Benshen(GB13)and Sishen-cong(EX-HN1)combined with computer-assisted training on memory impairment after stroke.Methods From May,2023 to December,2024,62 patients with post-stroke memory dysfunction who received rehabilita-tion treatment in Beijing Bo'ai Hospital were selected and divided into control group(n=31)and observation group(n=31)randomly.Both groups received conventional treatment and computer-assisted training,while the observation group received additional scalp acupuncture treatment,for four weeks.They were evaluated with Montreal Cognitive Assessment(MoCA),auditory memory span,and modified Barthel Index(MBI)before and after treatment.Results No adverse reaction occured during treatment.After treatment,the total score of MoCA and the memory dimen-sion score,and auditory memory span score improved in both groups(|t|>3.838,P<0.001),and the d-value was more in the observation group than in the control group(|t|>2.160,P<0.05);the score of MBI improved in both groups(|t|>7.471,P<0.001),however,there was no significant difference between two groups(P>0.05).Conclusion Computer-assisted training could significantly improve the cognitive function of patients with post-stroke memory dysfunction,especially the memory function,and is more effective while combining with scalp acupunc-ture.
4.Treatment of Obese Type 2 Diabetes Based on the Theory of"Maintaining the Sweet and Restoring the Body Fluids"
Bin LIU ; Xiru HUANG ; Deliang LIU ; Huilin LI
Journal of Nanjing University of Traditional Chinese Medicine 2025;41(4):555-560
Obese type 2 diabetes belongs to the category of"consumptive thirst"in traditional Chinese medicine,and obesity is its main cause.This paper summarizes the pathogenesis of obese type 2 diabetes from three aspects:thirst caused by fat evil,deficiency caused by fat evil,and fat evil causing various pathogens.That is to say,the congestion of fat evil produces heat and hurts Yin,lead-ing to consumptive thirst.The accumulation of ointment and fat will damage Yang in the middle energizer and hinder spleen transport.Phlegm and dampness originate from spleen deficiency,which gather in veins and generate blood stasis and heat.The com-plicated combination of phlegm,blood stasis and heat leads to the relapse or development of consumptive thirst.Based on the theory of"maintaining the sweet and restoring the body fluids",this paper skillfully uses sweet herbs and cooperates with other nature and flavors to treat the pathogenesis of"thirst,deficiency and blood stasis"caused by fat evil injuring body fluids,to achieve the purposes of clear-ing away heat and nourishing Yin,strengthening spleen and protecting middle energizer,removing turbidity and blood stasis.Finally,the body fluid is continuously produced,transported smoothly,and the consumptive thirst is relieved.
5.The application of sequential analysis for continuous post-market vaccine safety surveillance
Zixuan LU ; Musu LI ; Jiahe PAN ; Yiwen WU ; Huilin LI ; Er YU ; Hongmei WO ; Shaowen TANG ; Yang ZHAO ; Juncheng DAI ; Honggang YI
Chinese Journal of Epidemiology 2025;46(3):514-518
To explore the application of sequential analysis in post-market safety dynamic surveillance of vaccines. Under the dynamic monitoring data of vaccines post-market approval, this research introduces the fundamental principles of maximizing sequential probability ratio test (MaxSPRT) and Bayesian sequential analysis, employing R software. Through an example of dynamic safety monitoring data of vaccines post-market approval, we analyze using the MaxSPRT and Bayesian sequential analysis. The MaxSPRT identified a safety signal in week 4 ( P<0.05), while Bayesian sequential analysis indicated that the 95% highest density interval for the RR value at week 4 is 1.13-3.27, suggesting the first appearance of a safety signal at week 4. The MaxSPRT and Bayesian sequential analysis effectively leverage continuously accumulating dynamic monitoring data, thereby serving as a valuable method for post-market safety surveillance of vaccines.
6.Application of different repair methods for defects after Mohs micrographic surgery for malignant tumors of the external nose.
Huilin LI ; Mei ZHENG ; Xiaolin WANG ; Huan QI ; Zhifei ZHANG
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(9):830-835
Objective:To observe the effects of different repair methods in the defects after Mohs surgical excision of malignant nasal tumors. Methods:Twenty-two cases of external nasal malignant tumor surgery from January 2021 to May 2024 were selected as the research. The tumors were resected using Mohs surgical technique, and the defects were repaired using forehead axial flap, bipedicle flap, nasolabial flap, free full-thickness skin graft from the groin, forehead axial flap, facial kite flap, and composite flap of earlobe cartilage and perichond. The postoperative flap survival, external nasal morphology, and tumor recurrence were observed. Results:Among the 22 cases, there were 1 case of Kaposis sarcoma(KS), 2 cases of squ cell carcinoma, and 19 cases of basal cell carcinoma. Tumors were located at the nasal root in 3 cases, the nasal dorsum in5 cases, the nasal tip in 2 cases, the ala in 8 cases, both the ala and the nasal dorsum in 2 cases, nasal columella, the nasal tip, and the ala in 1 case, the nasal tip, the nasal dorsum, the ala, and paranasal area in 1 case. The size of the defects ranged from 1.2 cm×1.4 cm to 3.7 cm×4.8 cm. Three cases were repaired with forehead axial flaps, four cases with bilobed flaps, thirteen cases with nasolabial groove flaps, one case with free full-thickness skin grafts from the inguinal region, and one case with a combination of forehead axial flaps and facial kite flaps plus a composite of earlobe cartilage and perichondrium. All flaps survived well after surgery. Patients were followed up for 6 months to 3 years after surgery, during which no tumor recurrence was observed, and most patients were satisfied with appearance of their nose. Conclusion:Mohs surgery is used to excise the malignant tumor of the external nose, and satisfactory surgical results can be obtained by using different repair methods based the location and size of the postoperative defect.
Humans
;
Mohs Surgery/methods*
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Nose Neoplasms/surgery*
;
Surgical Flaps
;
Skin Transplantation
;
Male
;
Carcinoma, Basal Cell/surgery*
;
Skin Neoplasms/surgery*
;
Female
;
Middle Aged
;
Plastic Surgery Procedures/methods*
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Nose/surgery*
;
Aged
;
Adult
;
Carcinoma, Squamous Cell/surgery*
7.High serum cystatin C is an independent risk factor for poor renal prognosis in IgA nephropathy.
Tianwei TANG ; Luan LI ; Yuanhan CHEN ; Li ZHANG ; Lixia XU ; Zhilian LI ; Zhonglin FENG ; Huilin ZHANG ; Ruifang HUA ; Zhiming YE ; Xinling LIANG ; Ruizhao LI
Journal of Southern Medical University 2025;45(2):379-386
OBJECTIVES:
To explore the value of serum cystatin C (CysC) levels in evaluating renal prognosis in IgA nephropathy (IgAN) patients.
METHODS:
We retrospectively collected the clinical data of IgAN patients diagnosed by renal biopsy at Guangdong Provincial People's Hospital from January, 2014 to December, 2018. Based on baseline serum CysC levels, the patients were divided into high serum CysC (>1.03 mg/L) group and normal serum CysC (≤1.03 mg/L) group. The composite endpoint for poor renal prognosis was defined as ≥50% decline in estimated glomerular filtration rate (eGFR) and/or progression to end-stage renal disease (ESRD). Lasso regression, multivariate Cox regression and Kaplan-Meier survival analysis were used to identify the risk factors and compare renal survival rates between the two groups. Smooth curves fitting and threshold effect analysis were used to explore the relationship between serum CysC levels and the outcomes. A nomogram model was constructed and its predictive performance was evaluated using concordance index, calibration curve, receiver operating characteristic (ROC) curve and the area under curve (AUC).
RESULTS:
A total of 356 IgAN patients were enrolled, who were followed up for 4.65±0.93 years. The composite endpoint occurred in 74 patients. High serum CysC was identified as an independent risk factor for poor renal prognosis in IgAN (HR=2.142, 95% CI 1.222 to 3.755), and the patients with high serum CysC levels had a lower renal survival rate (Log-rank χ2=47.970, P<0.001). In patients with serum CysC below 2.12 mg/L, a higher CysC level was associated with an increased risk of poor renal prognosis (β=3.487, 95% CI: 2.561-4.413, P<0.001), while above this level, the increase of the risk was not significant (β=0.676, 95% CI: -0.642-1.995, P=0.315). The nomogram model based on serum CysC and 3 other independent risk factors demonstrated good internal validity with a concordance index of 0.873 (95% CI: 0.839-0.907) and an AUC of 0.909 (95% CI: 0.873-0.945).
CONCLUSIONS
Serum CysC levels are associated with renal prognosis in IgAN patients, and high serum CysC an independent risk factor for poor renal prognosis.
Humans
;
Glomerulonephritis, IGA/diagnosis*
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Cystatin C/blood*
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Prognosis
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Risk Factors
;
Retrospective Studies
;
Glomerular Filtration Rate
;
Kidney Failure, Chronic
;
Male
;
Female
;
Adult
;
Nomograms
;
Middle Aged
8.New acylphloroglucinol-sesquiterpenoid adducts with antiviral activities from Dryopteris atrata.
Jihui ZHANG ; Jinghao WANG ; Wei TANG ; Xi SHEN ; Jinlin CHEN ; Huilin OU ; Qianyi SITU ; Yaolan LI ; Guocai WANG ; Yubo ZHANG ; Nenghua CHEN
Chinese Journal of Natural Medicines (English Ed.) 2025;23(3):377-384
Seven novel acylphloroglucinol-sesquiterpenoid adducts, designated as dryatraols J-P (1-7), were isolated from the rhizomes of Dryopteris atrata (Wall. ex Kunze) Ching. The structures, including absolute configurations, were elucidated using comprehensive spectroscopic data, calculated 13C Nuclear Magnetic Resonance-Diastereotopic Probability Assignment Plus (13C NMR-DP4+) probability analysis, and ECD calculations. These structures represent a rare subclass of carbon skeleton of acylphloroglucinol-sesquiterpenoid adducts with a furan ring connecting the acylphloroglucinol and sesquiterpenoid moieties. Notably, compounds 1-6 are the first reported examples of acylphloroglucinol-sesquiterpenoid adducts with dimeric acylphloroglucinol incorporated into the aristolane- or rulepidanol-type sesquiterpene, while compound 7 features a hydroxylated monomeric acylphloroglucinol motif. A preliminary evaluation of their antiviral activities revealed that compounds 1-6 exhibited more potent activities against respiratory syncytial virus (RSV) with IC50 values ranging from 0.75 to 3.12 μmol·L-1 compared to the positive control (ribavirin).
Antiviral Agents/isolation & purification*
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Phloroglucinol/isolation & purification*
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Sesquiterpenes/isolation & purification*
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Molecular Structure
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Dryopteris/chemistry*
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Respiratory Syncytial Viruses/drug effects*
;
Humans
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Rhizome/chemistry*
;
Drugs, Chinese Herbal/pharmacology*
9.Comparison of clinical efficacy of different doses of rituximab combined with tacrolimus in the treatment of idiopathic membranous nephropathy
Ruihua SHANG ; Qian LI ; Minghao GUO ; Xiangdong LIU ; Shu-long WANG ; Huilin XING ; Jin LI
The Journal of Practical Medicine 2025;41(17):2740-2747
Objective To investigate the effect of two treatment regimens combining Tacrolimus(TAC)with different Rituximab(RTX)dosages,and to provide clinical reference for treatment strategies.Methods A retrospective analysis was conducted on patients diagnosed with idiopathic membranous nephropathy(IMN)and treated with RTX combined with TAC regimen(RTX+TAC group and low-dose RTX+TAC group)in The First Affiliated Hospital of Xinxiang Medical University.Propensity score matching(PSM)was performed at a 1:1 ratio,and a total of 60 patients were enrolled,with 30 in each group.In low-dose RTX(375 mg/m2 at the first and fifteenth day respectively)+TAC group,if circulating B cells(CD19?)exceeded 5 cells/μL after 3 months,a 200 mg RTX infusion was administered.In RTX(1g at the first and fifteenth day respectively)+TAC group,if complete remission(CR)was not achieved by 6 months,an additional 1000 mg RTX infusion was administered.The incidence of CR,partial remission,and adverse events were followed up for 12 months after medication in both groups.Results(1)Both groups showed significant reductions in 24-hour proteinuria,with the RTX+TAC group demonstrating a notably higher decrease compared to the low-dose RTX+TAC group.Statistical differences were observed between the two groups at the 1st and 3rd months of treatment(P<0.05).Albumin levels gradually increased,and there were differ-ences between the two groups at both the 1st and 3rd months(P<0.05).The anti-phospholipase A2 antibody levels decreased significantly after one month of treatment[3.45(1.90,22.10)vs.3.28(8.30,23.08)RU/mL],P>0.05.At 3 months of treatment,the overall clinical remission rate was 63.3%for the RTX+TAC group compared to 36.7%for the low-dose RTX+TAC group(P<0.05).At 12 months,the RTX+TAC group achieved an overall remission rate of 86.7%,while the low-dose RTX+TAC group reached 83.3%,showing no statistical significance(P>0.05).After one month of treatment,the RTX+TAC group achieved a complete serological immunological remission rate of 33.3%,significantly higher than the 3.3%in the low-dose RTX+TAC group(P<0.05).(2)The cumulative remission rate of the RTX+TAC group was higher than that of the low-dose RTX+TAC group during the first 6 months of follow-up.The remission rate in the low-dose RTX+TAC group increased significantly after 6 months.Log-rank test showed no statistical difference between the survival curves of the two groups(P=0.37).(3)Based on a multifactorial COX regression analysis of factors related to remission in patients with IMN,for every unit increase in serum immunological remission time,the risk of patients achieving remission decreased by 13.5%(HR=0.87,P=0.016).The risk of remission for patients with high titers of anti-PLA2R antibodies decreased by 60.2%(HR=0.39,P=0.018).Conclusions Different RTX dosages yielded comparable overall clinical remission rates without significantly increasing adverse events.RTX+TAC regimen achieves higher early CR rate.Serological remission time and high titer anti-PLA2R antibodies are associated with clinical outcomes.
10.Effect of moxibustion at "Shenque" (CV8) on the expression of BDNF and c-fos in the urinary control brain regions of rats with neurogenic bladder after spinal cord injury.
Han YU ; Yuanbo FU ; Huilin LIU ; Yuzhuo ZHANG ; Yutong NI ; Qingdai LI ; Yi XU
Chinese Acupuncture & Moxibustion 2025;45(5):638-645
OBJECTIVE:
To observe the effects of moxibustion at "Shenque" (CV8) on urodynamics and the expression of brain-derived neurotrophic factor (BDNF) and immediate early gene (c-fos) in pontine micturition center (PMC), periaqueductal gray (PAG), medial prefrontal cortex (mPFC) of neurogenic bladder (NB) rats after spinal cord injury.
METHODS:
Twenty-four SPF female SD rats were randomly divided into a sham-operation group (6 rats) and a modeling group (18 rats). In the modeling group, T9 complete spinal cord transection method was used to establish a neurogenic detrusor overactivity model, and the 12 rats with successful modeling were randomized into a model group and a moxibustion group, with 6 rats in each group. The rats in the moxibustion group were treated with ginger/salt-insulated moxibustion at "Shenque" (CV8), and 4 consecutive moxa cones were delivered in one intervention. Moxibustion was operated once daily and for 14 days. After intervention completion, the urodynamic indexes of rats in each group were detected. Fluorescence quantitative PCR was used to detect the mRNA expression of BDNF and c-fos in PMC, PAG and mPFC in rats. Western blot was used to detect the protein expression of BDNF and c-fos in PMC, PAG and mPFC.
RESULTS:
The rats in the sham-operation group did not show phasic detrusor contraction during bladder filling. Compared with the model group, the frequency and amplitude of the phasic detrusor contraction were reduced 5 min before urine leakage in the rats of the moxibustion group (P<0.05), and the duration of the first phasic detrusor contraction during bladder filling was prolonged (P<0.05). Compared with the sham-operation group, the mRNA and protein expression of BDNF and c-fos in PMC, PAG and mPFC increased in the model group (P<0.05). Compared with the model group, the mRNA and protein expression of BDNF and c-fos in PMC, PAG and mPFC decreased in the moxibustion group (P<0.05).
CONCLUSION
Moxibustion at "Shenque" (CV8) can improve the phasic contraction during bladder filling in NB rats after spinal cord injury, possibly by down-regulating the mRNA and protein expression of BDNF and c-fos in PMC, PAG, and mPFC.
Animals
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Moxibustion
;
Female
;
Rats
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Brain-Derived Neurotrophic Factor/metabolism*
;
Rats, Sprague-Dawley
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Acupuncture Points
;
Spinal Cord Injuries/metabolism*
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Urinary Bladder, Neurogenic/etiology*
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Proto-Oncogene Proteins c-fos/metabolism*
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Humans
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Urinary Bladder/physiopathology*
;
Brain/metabolism*
;
Urination

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