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.Targeted therapeutic effect of magnolol-loaded mitochondria-targeting immunoliposomes modified by datuximab and triphenylphosphine on neuroblastoma
Jiahui LI ; Zhili CHEN ; Limin SHI ; Mingyu WAN ; Jinfei YAO ; Chengyun YAN
Journal of China Pharmaceutical University 2026;57(2):215-223
To improve the targeted therapeutic effect of magnolol (Mag) on neuroblastoma, Mag-loaded mitochondria-targeting immunoliposomes modified by datuximab (aGD2) and triphenylphosphine (TPP) (Mag/aGD2-T-ILN) were prepared, and their physicochemical properties, targeting characteristics and anti-tumor activity were evaluated. Physico-chemical properties showed that the surface of Mag/aGD2-T-ILN was smooth and spherical, with good dispersibility. The particle sizes, PDI and Zeta potentials of Mag/aGD2-T-ILN were measured to be (136.5 ± 5.1) nm, 0.184 ± 0.010 and (27.5 ± 3.6) mV, respectively. Mag/aGD2-T-ILN could release the drug continuously and slowly, and maintain good stability at 4 ℃. Cytotoxicity test exhibited that the IC50 of 2-ME/aGD2-T-ILN was (4.07 ± 0.48) µmol/L, and compared with free Mag, the toxicity of Mag/aGD2-T-ILN to SH-SY5Y cells increased by 6.4 times. Cellular binding and uptake assays suggested that Rho-aGD2-T-ILN could specifically target GD2-positive tumor cells and then further reach their mitochondria. Therapeutic efficacy indicated that Mag/aGD2-T-ILN could better suppress the growth of SH-SY5Y tumor cells in the body with lower toxicity and less side-effects. The results demonstrated that the Mag/aGD2-T-ILN nanoparticles system could achieve intracellular endocytosis through specific binding of antibodies and antigens between the carrier and the surface of tumor cells and electrostatic interaction, then effectively delivered and released the drugs into mitochondria by crossing the mitochondrial phospholipid membrane through TPP, and thus achieving mitochondria-targeting therapy of Mag/aGD2-T-ILN. Through the construction of this active targeting delivery system, the clinical application value of datuximab and Mag is improved, providing a novel approach for the clinical treatment of neuroblastoma.
3.Analysis for the value of digital mammography combined with serum CHAC1 and RAI14 in differentiating benign and malignant breast masses
Limin YAO ; Jianxia HUANG ; Hongrui FAN ; Jingjuan DONG ; Wenzheng DU ; Xiaoxiao LIAN
China Medical Equipment 2025;22(3):43-47
Objective:To explore the diagnostic value of digital mammography combined with serum glutathione specific gamma-glutamyl transpeptidase 1(CHAC1)and retinoic acid-induced protein 14(RAI14)in identifying benign and malignant breast masses.Methods:A total of 189 patients with breast masses who were treated at Handan Maternal and Child Health Care Hospital from June 2019 to June 2024 were prospectively selected as the research subjects.According to the results of pathological biopsy,they were divided into benign mass group(128 cases)and malignant mass group(61 cases).All patients underwent digital mammography detection.The levels of serum CHAC1 and RAI14 were detected by enzyme-linked immunosorbent assay(ELISA).The general clinical data of the patients were collected and analyzed.Multivariate logistic regression analysis was used to analyze the factors of influencing benign and malignant nature of breast masses.The receiver operating characteristic(ROC)curve was drawn to analyze the diagnostic value of CHAC1 and RAI14 for the benign and malignant nature of breast masses.The Kappa test was used to assess the consistency of results between each diagnostic method and the pathological detection.Results:For 189 patients with breast masses,digital mammography identified 56 cases of malignant masses and 133 cases of benign masses,and 13 cases of them were misdiagnosis and 18 cases of them were missed diagnosis.It showed a moderate consistency with the results of pathological detection(Kappa=0.617,P<0.05).Compared with the benign mass group,the levels of serum CHAC1 and RAI14 in the malignant mass group were significantly higher,and the differences of them between the two groups were statistically significant(t=12.249,12.512,P<0.05).The age,menopausal time,CHAC1 and RAI14 of the patients were all risk factors that can affect the benign and malignant nature of breast masses(OR=1.368,1.305,1.897,1.995,P<0.05).The area under curve(AUC),sensitivity and specificity of CHAC1 were respectively 0.816(95%CI:0.753~0.868),70.49%and 89.06%in diagnosing the benign and malignant nature of breast masses.These indicators of RAI14 were respectively 0.838(95%CI:0.778~0.888),68.85%and 89.84%in diagnosing the benign and malignant nature.The combined detection of the three methods identified 74 cases of malignant masses and 115 cases of benign masses,with 15 cases of misdiagnosis and 2 cases of missed diagnosis,which showed an extremely high consistency with the results of pathological detection(Kappa=0.805,P<0.001).The sensitivity(96.72%),negative predictive value(98.26%)and accuracy(91.01%)of the combined detection of digital mammography,serum CHAC1 and RAI14 were significantly higher than those of each alone detection of them,and the differences of them were significant(x2=15.310,16.623,15.310,11.690,12.402,11.572,5.276,5.276,4.677,P<0.05).Conclusion:The levels of serum CHAC1 and RAI14 appear increase in malignant breast masses,and digital mammography combined with serum CHAC1 and RAI14 has a certain of identification value for benign and malignant nature of breast masses.
4.Study on influencing factors of social frailty in elderly patients with mild ischemic stroke
Limin QIAO ; Yaning ZHAO ; Yao LIU ; Pan ZHANG ; Daye ZHAO
Chinese Journal of Nursing 2025;60(10):1251-1256
Objective To explore the factors affecting social frailty in elderly patients with mild ischemic stroke and conduct interpretable analysis to provide references for the implementation of targeted intervention.Methods Using convenience sampling method,elderly mild ischemic stroke patients treated in a tertiary A hospital in Tangshan from September 2022 to August 2023 were selected as the survey subjects according to whether social weakness and no social weakness occurred 6 months after discharge.General Information Questionnaire,Chronic Illness Resources Survey,Family Care Index Questionnaire,Instrumental Activities of Daily Living Scale,Mini-Mental State Examination,International Physical Activity Questionnaire Short Form,and Social Frailty Scale were uesd to investigate.Univariate analysis,random forest-feature recurrence elimination screening variables were used to construct random forest models,and SHAP values were introduced for influencing factor analysis.Results A total of 818 elderly patients with mild ischemic stroke were included,and 110 patients were lost at 6 months,and 708 patients(86.55%)finally completed the survey.The prediction accuracy of random forest model was 0.828 and 0.807 in the training set and test set.The SHAP interpretability analysis results showed that impaired self-care ability,sedentary behavior,and the number of combined chronic diseases were positively associated with social weakness,ideal utilization of chronic disease resources,good family care and social weakness;the importance of characteristics was self-care ability,chronic disease resource utilization,family care,sedentary behavior,and combined chronic diseases.Conclusion The influencing factors of social frailty in elderly patients with mild ischemic stroke are complex,so medical staff should pay attention to the social function of elderly patients with mild ischemic stroke,and reduce the risk of social frailty by formulating personalized intervention measures.
5.Comparison of efficacy and safety of crisaborole ointment 2% versus pimecrolimus cream 1% in the treatment of mild to moderate atopic dermatitis in children: a multicenter, randomized, controlled clinical trial
Xing XIAO ; Shan WANG ; Huan YANG ; Hong SHU ; Yanping GUO ; Jinping CHEN ; Yao LU ; Qinfeng LI ; Yuan LIANG ; Mutong ZHAO ; Xiaoyan LUO ; Limin MIAO ; Rui XU ; Xuemei LI ; Sha LAI ; Jianhong LI ; Zhen LUO ; Lu YU ; Lu XING ; Meitan WANG ; Xiaoli LI ; Haitao XU ; Ping LI ; Hua WANG ; Lin MA
Chinese Journal of Dermatology 2025;58(5):425-430
Objective:To compare the efficacy and safety of crisaborole ointment 2% versus pimecrolimus cream 1% in the treatment of mild to moderate atopic dermatitis in children aged 2 years or older.Methods:A multicenter, randomized, open-label, controlled clinical trial was conducted. A total of 120 pediatric patients aged 2 - 17 years with mild to moderate atopic dermatitis were enrolled from departments of dermatology of 8 hospitals in China between March 2022 and February 2023. The participants were randomly assigned in a 1∶1 ratio to the crisaborole group and the pimecrolimus group, and received the treatment with crisaborole ointment 2% and pimecrolimus cream 1% respectively, twice a day for 4 weeks. Visits were scheduled at baseline/on day 1, as well as on days 8, 15, and 29. The primary efficacy outcome was the percentage of patients achieving the Investigator's Static Global Assessment (ISGA) success (defined as clear [0] or almost clear [1] on the ISGA scale, combined with ≥ 2‐grade improvement from baseline) on day 29. The secondary efficacy outcomes included changes in the Eczema Area and Severity Index (EASI) total scores from baseline to day 29, percentages of patients achieving ISGA improvement (defined as clear [0] or almost clear [1] on the ISGA scale), as well as changes in the Peak Pruritus Numerical Rating Scale (NRS) scores, Dermatology Life Quality Index (DLQI) /Infants' Dermatology Life Quality Index (IDLQI) /Children's Dermatology Life Quality Index (CDLQI) scores, and in the Dermatitis Family Impact (DFI) scores. Drug safety was evaluated according to the incidence of adverse events. Categorical data were compared using the chi-square test. Since measurement data did not follow a normal distribution, the rank sum test was used for comparisons of measurement data between groups.Results:A total of 106 children with mild to moderate atopic dermatitis were included in the per-protocol analysis set, with 52 in the crisaborole group (26 males and 26 females) and 54 in the pimecrolimus group (27 males and 27 females). There were no significant differences in age, disease duration, ISGA and EASI scores at baseline between the two groups (all P > 0.05). On day 29, 22 patients (42.31%) in the crisaborole group and 25 (46.30%) in the pimecrolimus group achieved ISGA success, with no significant difference between the two groups ( χ2 = 0.17, P = 0.68) ; 35 patients (67.31%) in the crisaborole group and 45 (83.33%) in the pimecrolimus group achieved ISGA improvement, also with no significant difference between the two groups ( χ2 = 3.68, P = 0.06) ; additionally, there were no significant differences in the EASI, pruritus NRS, DLQI/IDLQI/CDLQI, or DFI scores between the two groups (all P > 0.05). Adverse reactions to the two topical agents were mainly local reactions such as mild to moderate pain, itching, or worsening of itching, and no obvious systemic adverse reactions occurred. The incidence of drug-related adverse reactions was 46.15% (24 cases) in the crisaborole group and 37.04% (20 cases) in the pimecrolimus group, with no significant difference between the two groups ( χ2 = 0.91, P = 0.34) . Conclusion:The efficacy of crisaborole ointment 2% was comparable to that of pimecrolimus cream 1% in the treatment of mild to moderate atopic dermatitis in children aged ≥ 2 years, and it yielded early and rapid improvement in the quality of life of patients and their families, with good safety and tolerability profiles.
6.Differences of local brain activity in first-episode drug-na?ve depressive patients with and without suicidal ideation during resting-state
Hua XIAO ; Limin YAO ; Qian ZHAO ; Yangyang XU ; Shan XIE ; Hongquan LU ; Qin JIANG ; Kaitang ZHU
Journal of Practical Radiology 2025;41(7):1089-1093
Objective To analyze the differences of brain activity between first-episode untreated depressive patients with and without suicidal ideation(SI),and its correlations with clinical characteristics.Methods A total of 40 major depressive disorder(MDD)patients with SI(MDD+SI group),40 patients without SI MDD(MDD+NSI group),and 40 healthy controls(HC)(HC group)were enrolled.The 17-item Hamilton depression scale(HAMD-17)and Beck scale for suicide ideation(BSI)were used to assess the severity of depression and SI,respectively.MRI data were collected.The values of fractional amplitude of low-frequency fluctuation(fALFF)were calculated.Results(1)Compared with the HC group,the MDD+NSI group showed decreases in the fALFF val-ues of the default network and attention network.The fALFF values of the attention network in the MDD+SI group showed decreases.Compared with the MDD+NSI group,the MDD+SI group showed decreases in the fALFF values of the attention network.(2)The fALFF values in the left middle frontal gyrus were negatively correlated with the total score of HAMD-17(r=-0.55;P<0.001)in the MDD+NSI group,while the fALFF values in the left middle frontal gyrus were negatively correlated with the total score of HAMD-17(r=-0.53;P<0.001)and the total score of BSI(r=-0.51;P<0.001)in the MDD+SI group.(3)The optimal critical value of fALFF value in left middle frontal gyrus for predicting SI occurrence in MDD patients was-0.039,area under the curve(AUC)was 0.76,sensitivity was 0.63,and specificity was 0.80.Conclusion The decreased local activity intensity in the left middle frontal gyrus of the brain might be the central mechanism for the occurrence of SI in MDD patients.In addition,the left middle frontal gyrus might have certain value in identifying SI and predicting the severity of SI.
7.Calcium Dobesilate Inhibits the Oxidative Damage of Müller Cells Induced by High-glucose via the AQP4/Kir4.1 Axis
Xuewei QIN ; Limin WANG ; Xianfeng YAO
Journal of Medical Research 2025;54(6):44-48
Objective To investigate the protective effect and mechanism of calcium dobesilate on oxidative damage induced by high-glucose in Müller cells.Methods The oxidative damage model of Müller cells induced by high-glucose was established and the cells were divided into 4groups.The control group was cultured normally,and the high glucose group was cultured in the medium of 35mmol/L glucose.The control+calcium dobesilate group was treated with 0.5μmol/L calcium dobesilate intervention cells on the basis of routine culture,and the high sugar+calcium dobesilate group was treated with 0.5μmol/L calcium dobesilate intervention cells on the basis of high glucose.Cell proliferation was assessed by CCK-8,apoptosis was detected by flow cytometry,and oxidative stress markers were detected by the kit.Intracellular correction potassium channel subtype 4.1(Kir4.1)and aquaporin 4(AQP4)protein levels were detected by western blot.Results Compared with the control group,the proliferative activity of Müller cells of the high glucose group was decreased,apoptosis rate was increased,oxidative stress occurred,AQP4 protein expression level was increased and Kir4.1 protein level was decreased(P<0.05).Compared with the high glucose group,the cell activity and apoptosis rate of the high glucose+calcium do-besilate group were increased,the oxidative stress damage was alleviated,the AQP4 protein expression level was decreased and the Kir4.1 protein level was increased(P<0.05).Conclusion Calcium dobesilate may inhibit the oxidative damage of Müller cells induced by high-glucose by regulating the AQP4/Kir4.1 axis.
8.Research Progress on Prevention and Treatment of Alcoholic Liver Disease Based on Organ Crosstalk Theory
Limin DONG ; Ping WANG ; Yi WANG ; Xiaodong YAO ; Zhiping DING ; Ru ZHANG
World Science and Technology-Modernization of Traditional Chinese Medicine 2025;27(6):1522-1529
Alcoholic liver disease(ALD)is a liver disease caused by long-term heavy drinking and one of the most common causes of liver-related morbidity and mortality.According to Chinese medicine,the development of ALD is mainly related to alcoholism,and the evolution of its pathology is a gradually aggravating process.Wine-heat injures the liver,without obvious organic lesions at the initial stage,and as the disease progresses to different stages,internal dampness appears,dampness depresses and transforms into heat,and Qi stagnation and blood stasis are gradually aggravated,which affects the functions of various internal organs,directly or indirectly,and creates a complex mechanism of crosstalk between the liver and other organs,which leads to the pathological condition of This leads to the pathological state of multi-organ dysfunction.Modern research has found that long-term alcohol abuse not only causes direct damage to the liver,but also leads to progression to end-stage liver disease by altering the intestinal barrier function and intestinal microbial community,and producing kidney damage and cardiac function.This article reviewed recent studies on the interactions between the liver and other organs in light of the Chinese and Western pathogenesis of alcoholic liver disease and the theory of organ crosstalk,and introduces potential strategies for the treatment of alcoholic liver disease,which will provide a reference for the discovery of new therapeutic avenues.
9.Summary of evidence for donor and recipient site flap management in head and neck cancer patients undergoing free flap reconstruction
Tingting LIU ; Limin PU ; Miaomiao LIN ; Danchen WU ; Mengqin ZHAO ; Jiaying YAO ; Aixiang JIN ; Xiaomin CHEN
Chinese Journal of Modern Nursing 2025;31(34):4643-4650
Objective:To summarize the best available evidence for donor and recipient site flap management in head and neck cancer patients undergoing free flap reconstruction.Method:Following the 6S evidence hierarchy model, a comprehensive search was conducted in databases and websites including UpToDate, BMJ Best Practice, Guidelines International Network, National Institute for Health and Care Excellence, National Comprehensive Cancer Network, Joanna Briggs Institute Evidence-Based Healthcare Database, Cochrane Library, PubMed, Embase, Web of Science, China Biology Medicine disc, China National Knowledge Infrastructure, and Wanfang Data. The search period covered all publications up to May 1, 2024.Results:A total of 14 articles were included, comprising two clinical decisions, two guidelines, two systematic reviews, five expert consensuses, two randomized controlled trials, and one prospective cohort study.A total of 28 pieces of evidence were summarized from six aspects: establishing multidisciplinary collaboration, standardized assessment, prehabilitation training, donor site management strategies, recipient site management strategies, and risk identification and management.Conclusions:This study provides a comprehensive summary of evidence regarding donor and recipient site flap management in patients with head and neck cancer undergoing free flap reconstruction, offering an evidence-based foundation for guiding clinical nursing practice.
10.Summary of evidence for donor and recipient site flap management in head and neck cancer patients undergoing free flap reconstruction
Tingting LIU ; Limin PU ; Miaomiao LIN ; Danchen WU ; Mengqin ZHAO ; Jiaying YAO ; Aixiang JIN ; Xiaomin CHEN
Chinese Journal of Modern Nursing 2025;31(34):4643-4650
Objective:To summarize the best available evidence for donor and recipient site flap management in head and neck cancer patients undergoing free flap reconstruction.Method:Following the 6S evidence hierarchy model, a comprehensive search was conducted in databases and websites including UpToDate, BMJ Best Practice, Guidelines International Network, National Institute for Health and Care Excellence, National Comprehensive Cancer Network, Joanna Briggs Institute Evidence-Based Healthcare Database, Cochrane Library, PubMed, Embase, Web of Science, China Biology Medicine disc, China National Knowledge Infrastructure, and Wanfang Data. The search period covered all publications up to May 1, 2024.Results:A total of 14 articles were included, comprising two clinical decisions, two guidelines, two systematic reviews, five expert consensuses, two randomized controlled trials, and one prospective cohort study.A total of 28 pieces of evidence were summarized from six aspects: establishing multidisciplinary collaboration, standardized assessment, prehabilitation training, donor site management strategies, recipient site management strategies, and risk identification and management.Conclusions:This study provides a comprehensive summary of evidence regarding donor and recipient site flap management in patients with head and neck cancer undergoing free flap reconstruction, offering an evidence-based foundation for guiding clinical nursing practice.

Result Analysis
Print
Save
E-mail