1.Construction of a Diagnostic Model for Traditional Chinese Medicine Syndromes of Chronic Cough Based on the Voting Ensemble Machine Learning Algorithm
Yichen BAI ; Suyang QIN ; Chongyun ZHOU ; Liqing SHI ; Kun JI ; Chuchu ZHANG ; Panfei LI ; Tangming CUI ; Haiyan LI
Journal of Traditional Chinese Medicine 2025;66(11):1119-1127
ObjectiveTo explore the construction of a machine learning model for the diagnosis of traditional Chinese medicine (TCM) syndromes in chronic cough and the optimization of this model using the Voting ensemble algorithm. MethodsA retrospective analysis was conducted using clinical data from 921 patients with chronic cough treated at the Respiratory Department of Dongfang Hospital, Beijing University of Chinese Medicine. After standardized processing, 84 clinical features were extracted to determine TCM syndrome types. A specialized dataset for TCM syndrome diagnosis in chronic cough was formed by selecting syndrome types with more than 50 cases. The synthetic minority over-sampling technique (SMOTE) was employed to balance the dataset. Four base models, logistic regression (LR), decision tree (dt), multilayer perceptron (MLP), and Bagging, were constructed and integrated using a hard voting strategy to form a Voting ensemble model. Model performance was evaluated using accuracy, recall, precision, F1-score, receiver operating characteristic (ROC) curve, area under the curve (AUC), and confusion matrix. ResultsAmong the 921 cases, six syndrome types had over 50 cases each, phlegm-heat obstructing the lung (294 cases), wind pathogen latent in the lung (103 cases), cold-phlegm obstructing the lung (102 cases), damp-heat stagnating in the lung (64 cases), lung yang deficiency (54 cases), and phlegm-damp obstructing the lung (53 cases), yielding a total of 670 cases in the specialized dataset. High-frequency symptoms among these patients included cough, expectoration, odor-induced cough, throat itchiness, itch-induced cough, and cough triggered by cold wind. Among the four base models, the MLP model showed the best diagnostic performance (test accuracy: 0.9104; AUC: 0.9828). Compared with the base models, the Voting ensemble model achieved superior performance with an accuracy of 0.9289 on the training set and 0.9253 on the test set, showing a minimal overfitting gap of 0.0036. It also achieved the highest AUC (0.9836) in the test set, outperforming all base models. The model exhi-bited especially strong diagnostic performance for damp-heat stagnating in the lung (AUC: 0.9984) and wind pathogen latent in the lung (AUC: 0.9970). ConclusionThe Voting ensemble algorithm effectively integrates the strengths of multiple machine learning models, resulting in an optimized diagnostic model for TCM syndromes in chronic cough with high accuracy and enhanced generalization ability.
2.Optimization of Ovarian Tissue Vitrification Using Hydrogel Encapsulation and Magnetic Induction Nanowarming
Yu-Kun CAO ; Na YE ; Zheng LI ; Xin-Li ZHOU
Progress in Biochemistry and Biophysics 2025;52(2):464-477
ObjectiveFor prepubertal and urgently treated malignant tumor patients, ovarian tissue cryopreservation and transplantation represent more appropriate fertility preservation methods. Current clinical practices often involve freezing ovarian tissue with high concentrations of cryoprotectants (CPAs) and thawing with water baths. These processes lead to varying degrees of toxicity and devitrification damage to ovarian tissue. Therefore, this paper proposes optimized methods for vitrification of ovarian tissues based on sodium alginate hydrogel encapsulation and magnetic induction nanowarming technology. MethodsFirstly, the study investigated the effects of sodium alginate concentration, the sequence of hydrogel encapsulation and CPAs loading on vitrification efficiency of encapsulated ovarian tissue. Additionally, the capability of sodium alginate hydrogel encapsulation to reduce the required concentration of CPAs was validated. Secondly, a platform combining water bath and magnetic induction nanowarming was established to rewarm ovarian tissue under various concentrations of magnetic nanoparticles and magnetic field strengths. The post-warming follicle survival rate, antioxidant capacity, and ovarian tissue integrity were evaluated to assess the efficacy of the method. ResultsThe study found that ovarian tissue encapsulated with 2% sodium alginate hydrogel exhibited the highest follicle survival rate after vitrification. The method of loading CPAs prior to encapsulation proved more suitable for ovarian tissue cryopreservation, effectively reducing the required concentration of CPAs by 50%. A combination of 8 g/L Fe3O4 nanoparticles and an alternating magnetic field of 300 Gs showed optimal warming effectiveness for ovarian tissue. Combining water bath rewarming with magnetic induction nanowarming yielded the highest follicle survival rate, enhanced antioxidant capacity, and preserved tissue morphology. ConclusionSodium alginate hydrogel encapsulation of ovarian tissue reduces the concentration of CPAs required during the freezing process. The combination of magnetic induction nanowarming with water bath provides an efficient method ovarian tissue rewarming. This study offers novel approaches to optimize ovarian tissues vitrification.
3.Mechanism of DanShenyin in heart failure based on network pharmacology and experimental validation
Jing WANG ; Li LI ; Bing LIU ; Kun ZHOU ; Ying-Li YU
Chinese Pharmacological Bulletin 2024;40(9):1773-1780
Aim To investigate the pharmacological effects of Danshenyin(DSY)in treating heart failure using network pharmacology and in vitro experiments.Methods Utilizing the Traditional Chinese Medicine Systems Pharmacology Analysis Platform(TCMSP),UniProt and other databases,active components and targets of DSY were analyzed.Disease-related targets were identified via searches in the Gene Cards and oth-er databases using keyword"heart failure".Subse-quently,the intersection of DSY and heart failure tar-gets was conducted to obtain core targets.The STRING database was employed to construct a protein-protein interaction(PPI)network,and biological function and signal pathway enrichment analysis were performed u-sing the DAVID database.Establish a network of"me-dicinal materials-ingredients-target-disease."Accord-ing to this network,a preliminary docking validation of the active ingredient with the target molecule.A mouse model of chronic heart failure was established through left anterior descending coronary artery ligation,with prediction results confirmed via echocardiographic de-tection and Western blotting.Results Network phar-macological analysis indicated that DSY may regulate the MAPK cascade signaling pathway via pharmacologi-cal components such as danshenyin aldehyde,luteolin,tanshinone A,and miltionone Ⅱ to treat heart failure.Animal experiments demonstrated significant improve-ments in ultrasound indexes like left ventricular cardiac function and outflow tract blood flow in the DSY treat-ment group compared to the model group(P<0.05).Additionally,myocardial tissue phosphorylation levels of ERK,JNK,and p38 were significantly reduced(P<0.05).Conclusion DSY protects the myocardi-um,influences the MAPK pathway,and holds promise for treating chronic heart failure.
4.Research progress on mechanism of interaction between traditional Chinese medicine and intestinal flora
Jing WU ; Wei-Yi TIAN ; Kun CAI ; Su-Fang ZHOU ; Yao-Feng LI ; Xiang-Yun CHEN ; Hai-Bing QIAN ; Sha-Sha YANG
Chinese Pharmacological Bulletin 2024;40(10):1823-1829
Modern Chinese medicine studies have confirmed that the interaction between traditional Chinese medicine(TCM)and intestinal flora is the key to the treatment of diseases with tradi-tional Chinese medicine.This interplay includes such activities as:traditional Chinese medicine can be metabolized by intestinal flora into effective components with different biological activities from its precursors;TCM chemicals improve the composition of gut microbiota,consequently ameliorating its dysfunction as well as associated pathological conditions;and gut microbiota mediate the interactions between the multiple chemicals in TCM.There-fore,it becomes an important way to understand the modern sci-entific connotation of traditional Chinese medicine theory to study the pharmacological mechanism of the efficacy of traditional Chi-nese medicine by targeting Gut microbiota.
5.Detection of five tick-borne pathogens in Maanshan City,Anhui Province,China
Guo-Dong YANG ; Kun YANG ; Liang-Liang JIANG ; Ming WU ; Ying HONG ; Ke-Xia XIANG ; Jia HE ; Lei GONG ; Dan-Dan SONG ; Ming-Jia BAO ; Xing-Zhou LI ; Tian QIN ; Yan-Hua WANG
Chinese Journal of Zoonoses 2024;40(4):308-314
Here,5 important pathogens carried by ticks in Maanshan City,Anhui Province,China were identified.In to-tal,642 ticks were collected from 13 villages around Maanshan City and identified by morphological and mitochondrial COI genes.The 16S rRNA gene of Francisella tularensis,ssrA gene of Bartonella,16S rRNA,ompA and ompB genes of Rickett-sia,16S rRNA and gltA genes of Anaplasma,and groEL and rpoB genes of Coxiella were sequenced.Reference sequences were retrieved from a public database.Phylogenetic trees were constructed with MEG A1 1.0 software.In total,36 Rickettsiae isolates were detected in 640 Haemaphysalis longicornis ticks,which included 20 isolates of Rickettsia heilongjian-gensis,16 of Candidatus Rickettsia jingxinensis,2 of Ana-plasma bovis,and 186 of Coxiella-like endosymbiont.R.hei-longjiangensis HY2 detected in this study and Anhui B8 strain,Ca.R.jingxinensis QL3 and those from Shanxi Prov-ince and Jiangsu Province,A.bovis JX4 and those from Shanxi Province were clustered on the same branch.Overall,17 ticks had combined infections and none of the 5 bacteria were detected in two Amblyomma testudinarium ticks.This is the first report of Ca.R.jingxinensis detected in H.longicornis ticks from Anhui Province.It is recommended that the two types of Rickettsia that cause spotted fever and A.bovis should be reported to local health authorities to initiate appropriate prevention and control measures.
6.Association of neutrophil gelatinase-associated lipocalin and severity of coronary stenosis in patients with stable coronary artery disease
Li ZHU ; Minghao HE ; Meili ZHOU ; Shengchao WANG ; Kun CHEN
China Modern Doctor 2024;62(23):57-62
Objective To investigate the association of neutrophil gelatinase-associated lipocalin(NGAL)and severity of coronary stenosis in patients with stable coronary artery disease(SCAD).Methods Totally 144 patients who underwent coronary angiography firstly due to suspected coronary artery disease were enrolled.The patients were divided into SCAD group(n=101)and non-CAD group(n=43),and the clinical data were compared.The SCAD group was fuether divided into three subgroups accoding to Gensini score:mild stenosis group(Gensini<16,n=32),moderate stenosis(16≤Gensini<30,n=33)and severe stenosis group(Gensini≥36,n=35).The clinical data of each group were compared.Odinal Logistic regression was used to analysis the influencing factors of severe stenosis.The receiver operating characteristic(ROC)curve was performed to evaluated the ability of NGAL in discriminating severe stenosis.Results Serum NGAL,high sensitive C-reactive protein(hs-CRP)level in SCAD group were higher than those in non-CAD group(P<0.01).Comparing with mild and moderate stenosis groups,NGAL and hs-CRP level were more higher in severe stenosis group(P<0.01).Multivariable Logistic regression analysis showed that NGAL and hs-CRP were independent risk factors for severe coronary stenosis(both P<0.05).Receiver operating characteristic(ROC)curve analysis showed that the areas under the curve of NGAL and hs-CRP were 0.771,0.702 respectively(both P<0.01).The difference between two AUCs was 0.069 which was insignificant(P>0.05).Conclusion Serum NGAL increased is closely associated with severe coronary stenosis in patients with SCAD,which has a certain ability of discriminating severity of coronary stenosis.
7.Dosimetric effect of calculation grid size on stereotactic body radiation therapy of lung cancer in helical tomotherapy planning system
Xia-Yu HANG ; Wan-Rong JIANG ; Yi-Kun LI ; Jun HU ; Yan ZHANG ; Ruo-Qi CAO ; Nan XU ; Lei WANG ; Jin-Da ZHOU ; Xiang-Dong SUN
Chinese Medical Equipment Journal 2024;45(2):52-57
Objective To investigate the dosimetric effects of different calculation grid size(CGS)in helical tomotherapy(HT)planning system on stereotactic body radiation therapy(SBRT)for non-small cell lung cancer(NSCLC).Methods Nine NSCLC patients receiving radiation therapy for the first time at some hospital from March 2019 to December 2022 were selected as the subjects.SBRT planning was carried out through the HT system with three different CGS plans(Fine,Normal,and Coarse)and the same pitch,modulation factor(MF)and optimization conditions,and the target area indexes of the three CGS plans were compared including conformity index(CI),homogeneity index(HI),dosimetric parameters of the organ at risk(OAR),point dose verification pass rate,treatment time,number of monitor units and Sinograms.SPSS 22.0 was used for statistical analysis.Results For target area HI,there weres significant differences between CGS Fine plan and Coarse plan and between CGS Normal plan and Coarse plan(P<0.05),while no statistical differences were found between CGS Fine plan and Normal plan(P>0.05).For target area CI,there were significant differences between CGS Fine plan and Coarse plan(P<0.05),while no statistical differences were found between CGS Fine plan and Normal plan and between CGS Normal plan and Coarse plan(P>0.05).For OAR dosimetric parameters,CGS Fine plan and Coarse plan had significant differences in heart Dmax and Dmean,esophageal Dmax and Dmean,V5,V20,V30 and Dmean of the whole lung and affected lung,V5 and Dmax of the affected lung and heart V10 and V30(P<0.05),CGS Normal plan and Coarse plan had obvious differences in esophageal Dmax(P<0.05),and the remained dosimetric parameters were not statistically significant(P>0.05).Fine,Normal and Coarse plans had the point dose verifica-tion pass rates being 0.96%,1.50%and 1.77%,respectively.In terms of treatment time and number of monitor units,there were significant differences between Fine plan and Coarse plan(P<0.05)while no statistical differences were found between Fine and Normal plans and between Normal and Coarse plans(P>0.05).Sinograms analyses showed Fine plan had evenly distributed segment color gradient,Coarse plan had areas of very dark and very light color gradients and Normal plan was somewhere in between.Conclusion Low CGS has to be used as much as possible to obtain accurate dose distribution during SBRT planning for NSCLC patients,which contributes to the execution of the radiation therapy plan and the prevention of ad-verse effects.[Chinese Medical Equipment Journal,2024,45(2):52-57]
8.Cerebral oxygen metabolism and brain electrical activity of healthy full-term neonates in high-altitude areas:a multicenter clinical research protocol
Bi ZE ; Jin GAO ; Xiao-Fen ZHAO ; Yang-Fang LI ; Tie-Song ZHANG ; Xiao-Mei LIU ; Hui MAO ; Ming-Cai QIN ; Yi ZHANG ; Yong-Li YANG ; Chun-Ye HE ; Yan ZHAO ; Kun DU ; Lin LIU ; Wen-Hao ZHOU ; Chinese High Altitude Neonatal Medicine Alliance
Chinese Journal of Contemporary Pediatrics 2024;26(4):403-409
Further evidence is needed to explore the impact of high-altitude environments on the neurologic function of neonates.Non-invasive techniques such as cerebral near-infrared spectroscopy and amplitude-integrated electroencephalography can provide data on cerebral oxygenation and brain electrical activity.This study will conduct multiple cerebral near-infrared spectroscopy and amplitude-integrated electroencephalography monitoring sessions at various time points within the first 3 days postpartum for healthy full-term neonates at different altitudes.The obtained data on cerebral oxygenation and brain electrical activity will be compared between different altitudes,and corresponding reference ranges will be established.The study involves 6 participating centers in the Chinese High Altitude Neonatal Medicine Alliance,with altitude gradients divided into 4 categories:800 m,1 900 m,2 400 m,and 3 500 m,with an anticipated sample size of 170 neonates per altitude gradient.This multicenter prospective cohort study aims to provide evidence supporting the impact of high-altitude environments on early brain function and metabolism in neonates.[Chinese Journal of Contemporary Pediatrics,2024,26(4):403-409]
9.Congenital meningoencephalocele combined with type 1 neurofibromatosis: A case report and literature review
Li ZHOU ; Xiangyong QU ; Peng ZHANG ; Hao HUANG ; Kun LIU
Journal of Chinese Physician 2024;26(6):848-852
Objective:To explore the diagnosis and clinical characteristics of congenital meningocele combined with type 1 neurofibromatosis (NF1).Methods:Clinical data of a child with congenital meningoencephalocele complicated with NF1 diagnosed and treated by the Hunan Provincial Brain Hospital on July 12, 2021 were collected, and relevant literature was reviewed.Results:Patient, female, 9 years old, with milk coffee stains on the skin of the trunk and limbs, mostly with a length greater than 1.5 cm; A three-dimensional CT scan of the skull showed a skull defect in the left temporal occipital region (approximately 7.5 cm×6.7 cm) and below the right posterior occipital tuberosity (approximately 3 cm×3 cm). The patient′s clinical whole exome sequencing detected one pathogenic mutation (NF1: p. Arg681Ter), and underwent lumbar cistern drainage, cyst resection, occipital cistern ostomy, and titanium mesh repair and shaping surgery. The pathological result showed proliferation of arachnoid and fibrous tissue, and good postoperative recovery.Conclusions:Congenital meningoencephalocele combined with NF1 is extremely rare, and early surgery has more advantages than disadvantages. The use of titanium mesh with sliding groove can alleviate the limitation on skull growth to a certain extent. NF1 has diverse clinical manifestations and different onset ages, and should be followed up by a multidisciplinary team for a long time.
10.High-quality acceleration of the Chinese national schistosomiasis elimination programme to advance the building of Healthy China
Jing XU ; Qiang WANG ; Kun YANG ; Liyong WEN ; Tianping WANG ; Dandan LIN ; Jianbing LIU ; Jie ZHOU ; Yang LIU ; Yi DONG ; Chunli CAO ; Shizhu LI ; Xiaonong ZHOU
Chinese Journal of Schistosomiasis Control 2024;36(1):1-6
The goal of achieving elimination of schistosomiasis across all endemic counties in China by 2030 was proposed in the Outline of the Healthy China 2030 Plan. On June 16, 2023, the Action Plan to Accelerate the Elimination of Schistosomiasis in China (2023—2030) was jointly issued by National Disease Control and Prevention Administration and other 10 ministries, which deployed the targets and key tasks of the national schistosomiasis elimination programme in China. This article describes the progress of the national schistosomiasis control programme, analyzes the opportunities to eliminate schistosomiasis, and proposes targeted recommendations to tackle the challenges of schistosomiasis elimination, so as to accelerate the process towards schistosomiasis elimination and facilitate the building of a healthy China.

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