1.Prediction of postoperative pulmonary complications in video-assisted thoracic surgery for lung cancer based on cardiopulmonary exercise testing and machine learning
Lei GUO ; Fusong LIU ; Zhilong OU ; Lan GUO ; Tiantian LI ; Chongfeng ZHOU ; Kun LUAN ; Xiaoman CHEN ; Yucheng WEI
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2026;33(01):44-52
Objective To develop a predictive model for postoperative pulmonary complications (PPC) following video-assisted thoracic surgery (VATS) in lung cancer patients by integrating cardiopulmonary exercise testing (CPET) parameters and machine learning techniques. Methods A retrospective analysis was conducted on patients with early-stage non-small cell lung cancer who underwent CPET and VATS at Guangdong Provincial People’s Hospital between October 2021 and July 2023. Patients were divided into a PPC group and a non-PPC group. The least absolute shrinkage and selection operator (LASSO) regression was used to select important features associated with PPC. Six machine learning algorithms were utilized to construct prediction models, including logistic regression, support vector machine, k-nearest neighbors, random forest, gradient boosting machine, and extreme gradient boosting. The optimal model was interpreted using SHapley Additive exPlanations (SHAP). Results A total of 325 patients were included, with an average age of 60.36 years, and 55.1% were male. Significant differences were observed between the PPC and non-PPC groups in age, diabetes, coronary heart disease, surgical approach, forced expiratory volume in 1 second (FEV1), forced vital capacity (FVC), FVC% predicted, peak oxygen uptake (peak VO2), anaerobic threshold (AT), and ventilatory equivalent for carbon dioxide slope (VE/VCO2 slope) (P<0.05). In the predictive model constructed by selecting 7 key features using LASSO regression, the random forest model demonstrated the best overall performance across various metrics, with an area under the receiver operating curve of 0.930, an F1 score of 0.836, and a Brier score of 0.133 in the training set. It also exhibited good predictive ability and calibration in the test set. SHAP analysis ranked feature importance as follows: peak VO2, VE/VCO2 slope, age, FEV1, smoking history, diabetes, and surgical approach. Conclusion Integrating CPET parameters, the random forest model can effectively identify high-risk patients for PPC and has the potential for clinical application.
2.Comparative analysis of the clinical characteristics of pneumococcal meningitis in different populations in Baoji, Shaanxi Province
Ruize WANG ; Weixuan LI ; Yuanyuan DONG ; Xiaoyu ZHANG ; Tiantian ZHOU ; Dan ZHANG ; Weijun HU
Journal of Public Health and Preventive Medicine 2026;37(2):59-63
Objective To compare the clinical characteristics of pneumococcal meningitis in different age groups, and to provide a basis for early diagnosis of pneumococcal meningitis. Methods Cerebrospinal fluid and/or serum samples were collected from 1742 suspected cases of meningitis in Baoji, Shaanxi Province from August 2013 to July 2019. Streptococcus pneumoniae was detected by isolation culture and real-time fluorescence quantitative polymerase chain reaction. Retrospective analysis of clinical manifestations, biochemical indicators and other information of laboratory confirmed cases was conducted by χ2 test or Fisher's exact test. Results A total of 1742 samples of encephalitis or meningitis cases were detected, and 41 cases were confirmed as laboratory-confirmed Streptococcus pneumoniae infection. Among them, there were 12 cases (29.27%) in the infant group, 14 cases (34.15%) in the child group, and 15 cases (36.59%) in the adult group. The proportion of the adults with headache was significantly higher than that of the infants (χ2=11.408,P<0.017). The proportion of the adults with consciousness disorder, elevated white blood cells and elevated neutrophils were significantly higher than those in the infant and the child groups(Fisher's exact test, P<0.017;χ2 =6.428,P<0.017;χ2 =10.898,P<0.017;χ2 =6.421,P<0.017;χ2 =9.758,P<0.017;χ2 =7.744,P<0.017). The proportion of the infants with cerebrospinal fluid turbidity was significantly higher than that of the children (Fisher's exact test,P<0.017). The proportion of the infants with decreased white blood cells and reduced glucose in cerebrospinal fluid was significantly higher than that of the children group and the adult group(Fisher's exact test, P<0.001;Fisher's exact test, P<0.001;Fisher's exact test, P<0.017; Fisher's exact test, P<0.017). Conclusion Most adult patients with pneumococcal meningitis have headache and consciousness disorders, with significantly increased proportion of white blood cells and neutrophils. Infant patients tend to have cloudy appearance of cerebrospinal fluid, leukopenia in blood, and decreased glucose in cerebrospinal fluid.
3.Effect of rehabilitation robot training on abdominal muscle thickness and balance ability in children with hemiplegia
Yanhua LIANG ; Tong ZHANG ; Qi ZHANG ; Tiantian ZHOU ; Yanqing ZHANG ; Qing YUE ; Sijia LI
Chinese Journal of Rehabilitation Theory and Practice 2026;32(8):927-937
ObjectiveTo observe the effect of rehabilitation robot training on abdominal muscles thickness and balance ability in children with hemiplegia. MethodsFrom October, 2024 to December, 2025, 58 children with hemiplegia were admitted to Beijing Bo'ai Hospital and randomly divided into control group (n = 29) and experimental group (n = 29). Both groups received conventional rehabilitation treatment, and the experimental group received rehabilitation robot training in addition, for four weeks. The thickness of bilateral external oblique, internal oblique and transversus abdominis, Berg Balance Scale (BBS) score, the time of Timed Up and Go Test (TUGT), the center of pressure (COP) ellipse area, and self-selected walking speed (SWS) and maximum walking speed (MWS) of 10-meter walk test were compared before and after training. ResultsThree cases dropped out in each group. After training, the thickness of the external oblique, internal oblique and transverse abdominis on the hemiplegic side increased significantly in the experimental group (|t| > 7.280, P < 0.001, Cohen's d = 1.43~2.01), and was better in the experimental group than in the control group (|t| > 2.895, P < 0.01, Cohen's d = 0.80~1.60); the BBS score increased in both groups (|t| > 6.667, P < 0.001, Cohen's d = 1.30~4.06), and was better in the experimental group than in the control group (t = -2.721, P < 0.01, Cohen's d = 0.75). The time of TUGT decreased in both groups (t > 5.790, P < 0.001, Cohen's d = 1.14~2.68), and was better in the experimental group than in the control group (t = 2.290, P < 0.05, Cohen's d = 0.63). The SWS and MWS increased in both groups (|Z| > 2.910, P < 0.01, r = 0.40~0.68), and were better in the experimental group than in the control group (|Z| > 2.912, P < 0.05, r = 0.40~0.45), and the differences remained significant after correction. ConclusionRehabilitation robot training can improve the thickness of external oblique, the internal oblique and transversus abdominis muscles on the hemiplegic side in children with hemiplegia, and improve their balance and walking functions.
4.Epidemiological characteristics and ARIMA model-based prediction of pulmonary tuberculosis and diabetes mellitus comorbidity in Wuhan in 2020–2024
Tiantian WANG ; Zefang ZHANG ; Haozhe ZHANG ; Xiaojun WANG ; Yuehua LI ; Yan ZHOU ; Jun WU ; Gang WU
Journal of Public Health and Preventive Medicine 2026;37(5):36-40
Objective To investigate the registration rate and trend of pulmonary tuberculosis complicated with diabetes mellitus (PTB-DM) in Wuhan from 2020 to 2024, and to provide scientific evidence for formulating PTB-DM prevention and control policies. Methods PTB-DM case data in Wuhan (2020-2024) were collected through the Infectious Disease Registration and Management Information System. Joinpoint regression model was employed to analyze the trend of registration rates of PTB-DM among the general population and across different regions, genders, and age groups. ARIMA model was used to predict the short-term prevalence of PTB-DM. Results Among 26275 pulmonary tuberculosis cases registered in Wuhan (2020-2024), 2669 cases (10.16%) were PTB-DM. The average annual registration rate of PTB-DM was 3.96/100,000, increasing from 2.74/100,000 in 2020 to 5.40/100,000 in 2024 (APC=19.07%, 95% CI:12.99%-26.92%, P<0.001). The PTB-DM registration rates showed an upward trend across different regions, genders, and age groups in Wuhan, with higher registration rates observed in near urban area, males, and individuals aged 60~64 and 65 years and above (χ2=99.566, P<0.001; χ2=781.891, P<0.001; χ2=2211.930, P<0.001). ARIMA model predicted that the prevalence of PTB-DM in Wuhan would remain stable and fluctuating in the short time. Conclusion PTB-DM registration rate in Wuhan increases from 2020 to 2024. Near urban area, males, and elderly populations are high risk groups. Future efforts should focus on strengthening the prevention and control of PTB-DM among these populations.
5.Risk factors for low blood pressure in patients with refractory heart failure: a discussion based on comorbidities and clinical indicators
Jiamin ZAN ; Bailing ZHANG ; Fenglai ZHOU ; Shuling ZHANG ; Rong ZHANG ; Tiantian YUAN ; Jingli DAI ; Yuanxin KANG ; Qingqing YANG
Journal of Public Health and Preventive Medicine 2026;37(5):101-105
Objective To analyze the occurrence status of low blood pressure (BP) in patients with refractory heart failure (RHF) and its relationship with comorbidities. Methods A retrospective analysis was conducted on the clinical data of 360 patients with RHF who were hospitalized in department of cardiology of Affiliated Nantong Hospital of Shanghai University from May 2021 to May 2025. These patients were divided into the RHF with BP group and the RHF group based on their blood pressure at admission. The general data and comorbidities were compared between both groups. Multivariate logistic regression analysis was used to identify the risk factors for coexisting BP. Results The heart rate (HR), N-terminal pro-B-type natriuretic peptide (NT-proBNP), blood urea nitrogen, high-sensitivity cardiac troponin T, right atrial diameter, proportion of cardiac function grade IV, use rate of diuretics and prevalence rate of dilated cardiomyopathy (DCM) in the RHF with BP group were higher while the high-density lipoprotein cholesterol (HDL-C), albumin, left ventricular ejection fraction, use rate of lipid-lowering drugs and prevalence rate of coronary heart disease were lower compared to the RHF group, and the differences were statistically significant (P<0.05). Multivariate logistic regression analysis suggested that increased HR (OR=1.685, 95%CI: 1.106-2.569), increased NT-proBNP (OR=1.772, 95%CI: 1.138-2.759), decreased HDL-C (OR=0.605, 95%CI: 0.400-0.917) and DCM (OR=1.956, 95%CI: 1.176-3.255) were independent risk factors affecting BP in RHF patients (P<0.05). Conclusion The incidence rate of low blood pressure in elderly RHF patients is about 19.17%. Increased heart rate, increased NT-proBNP, decreased HDL-C and dilated cardiomyopathy are closely linked to the occurrence of low blood pressure, and they can be used as clinically related factors to identify patients at high risk of low blood pressure.
6.Current Status of Prediction Models of Traditional Chinese Medicine for Emerging Acute Infectious Diseases
Jiaxin ZUO ; Chengyang JING ; Tiantian ZHOU ; Fang HAN ; Di WANG ; Xing LIAO ; Jing HU
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(22):247-254
ObjectiveTo analyze the current status of traditional Chinese medicine (TCM) prediction model research for emerging acute infectious diseases, in order to provide reference for subsequent model construction and optimization. MethodsEight databases, including PubMed, Cochrane Library, and Embase, were systematically searched to comprehensively collect Chinese and English literature on TCM prediction models for emerging acute infectious diseases. The search period ranged from database inception to July 5, 2024. Reporting quality compliance was evaluated using the Transparent Reporting of a Multivariable Prediction Model for Individual Prognosis or Diagnosis—Traditional Chinese Medicine (TRIPOD-TCM) guideline. Risk of bias and applicability were assessed using the Prediction Model Risk of Bias Assessment Tool (PROBAST). ResultsA total of 21 studies were included, comprising 11 early warning model studies, 5 diagnostic model studies, 3 prognostic model studies, and 2 prescription prediction model studies, involving 84 models in total. The diseases involved were mainly viral infectious diseases such as coronavirus disease 2019 (COVID-19) and hepatitis B. The most frequently applied TCM theory was the "five movements and six climates" theory. The most commonly used modeling method was neural network-based approaches. The most frequently reported predictive factors were meteorological variables, including daily mean temperature, wind speed, precipitation, relative humidity, and vapor pressure. In terms of reporting quality, the included studies showed poor item-level compliance, with only 13 sub-items achieving compliance rates above 50%. Overall compliance ranged from 27% to 59% across studies. Although the included studies showed relatively good applicability, all were assessed as having a high risk of bias. The main sources of bias included inappropriate handling of missing data, absence of calibration methods, and unreasonable validation strategies, indicating deficiencies across multiple stages of model development. ConclusionCurrent research on TCM prediction models for emerging acute infectious diseases exhibits distinctive modeling characteristics. These models are based on traditional TCM theories such as the "five movements and six climates", incorporate TCM-specific features as predictive variables, and use TCM syndromes as outcomes. However, they generally suffer from low reporting compliance and a high risk of bias. Future studies should systematically design model development and validation processes, adhere to TRIPOD-TCM reporting standards, and apply PROBAST or develop dedicated bias risk assessment tools for TCM prediction models to improve methodological quality and promote their translation into clinical practice.
7.Knowledge and behaviors about hepatitis B prevention and control among carriers of hepatitis B surface antigen
LI Siwen ; ZHOU Tiantian ; ZHANG Chao ; ZHANG Dan ; HU Weijun
Journal of Preventive Medicine 2025;37(3):253-256,261
Objective:
To investigate the knowledge and behaviors related to hepatitis B prevention and control among carriers of hepatitis B surface antigen (HBsAg), so as to provide the basis for conducting health education and interventions for HBsAg carriers.
Methods:
Based on the seroepidemiological survey of hepatitis B among individuals aged 1 to 69 years in Shaanxi Province, HBsAg carriers were selected as the study subjects. Basic information, knowledge and behaviors about hepatitis B prevention and control were collected through questionnaire surveys. The awareness of hepatitis B prevention and control knowledge and related behaviors among HBsAg carriers were analyzed.
Results:
A total of 107 HBsAg carriers were enrolled, including 52 males (48.60%) and 55 females (51.40%), and had a median age of 47.04 (interquartile range, 19.78) years. The awareness of hepatitis B prevention and control knowledge ranged from 56.07% to 87.85% among HBsAg carriers, with the highest awareness for "hepatitis B vaccination can effectively prevent hepatitis B "(87.85%), and the lowest awareness for "sharing meals with HBsAg carriers or hepatitis B patients will not lead to infection" (56.07%) and "hepatitis B can be treated with antiviral drugs" (61.68%). The proportions of those who did not seek medical consultation, undergo regular check-ups, or receive treatment were relatively high, at 65.42%, 72.90% and 77.57%, respectively.
Conclusions
The awareness of hepatitis B transmission routes and treatment-related knowledge among HBsAg carriers is relatively low, and their medical-seeking behaviors are relatively passive. There is a need to enhance the dissemination of hepatitis B prevention and control knowledge, improve medical-seeking behaviors, and reduce the risk of hepatitis B virus transmission.
8.Study on the Mechanism of Tongluo Baoshen Decoction Intervening IgA Nephropathy Rats
Yongfang LIU ; Rui HUANG ; Huiyang LIU ; Jianfeng DAI ; Yinghua LIU ; Xingyu LIU ; Zhiying FENG ; Tiantian YIN ; Li ZHOU
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(8):105-113
Objective To observe the therapeutic effects of Tongluo Baoshen Prescription on IgA nephropathy rats;To explore its mechanism.Methods Totally 130 SD rats were randomly divided into a normal group(20 rats)and a modeling group(110 rats).After establishing the IgA nephropathy model,the modeling group was further randomly divided into the model group,losartan potassium group and Tongluo Baoshen Prescription low-,medium-and high-dosage groups,with 20 rats in each group.Tongluo Baoshen Prescription low-,medium-and high-dosage groups were administered at dosages of 5.3,10.6 and 21.2 g/kg respectively,the losartan potassium group was given with the dosage of 5 mg/kg,the normal group and model group were given an equivalent amount of distilled water by gavage once daily.Blood,urine and kidney tissue samples were collected after 4 and 8 weeks of administration.The hemoglobin content was detected,urinary IL-1β,integrin α3β1 and serum albumin contents were detected by ELISA,and the mRNA and protein expressions of NF-κB p52,NF-κB p65,Rel B,c-Rel and Desmin in renal tissue were detected by RT-qPCR and Western blot,the apoptosis of renal tissue at 8 weeks of administration was detected by TUNEL staining,the expression of C3c in renal tissue was detected by immunofluorescence,the co-expression of Gprc5b,Caspase-1,NLRP3 and Nephrin were detected by immunofluorescence double labeling,the expression of Gprc5b and Nephrin in renal tissue were detected by immunohistochemistry.Results Compared with the normal group,the model group rats showed significantly increased contents of urinary IL-1β and integrin α3β1(P<0.01),with further increases in urinary integrin α3β1 over time(P<0.05);the mRNA and protein expressions of NF-κB p52,NF-κB p65,Rel B,c-Rel and Desmin in renal tissue significantly increased(P<0.01),and the proportion of apoptosis-positive cells in renal tissue significantly increased(P<0.01),immunofluorescence results revealed that C3c exhibited granular and clumpy high-intensity deposition in the mesangial area and capillary loops of the glomeruli(P<0.01),immunofluorescence double labeling showed that the expression of Gprc5b,Caspase-1 and NLRP3 in renal tissue increased(P<0.01),while Nephrin expression significantly decreased(P<0.01),immunohistochemistry analysis showed that the positive expression of Gprc5b in renal tissue significantly increased(P<0.01),while Nephrin significantly decreased(P<0.01).Compared with the model group,the urinary IL-1β and integrin α3β1 contents in the losartan potassium group and Tongluo Baoshen Prescription groups reduced after 4 and 8 weeks of treatment(P<0.05,P<0.01);the mRNA and protein expressions of NF-κB p52,NF-κB p65,Rel B,c-Rel and Desmin in renal tissue decreased(P<0.05,P<0.01),and the proportion of apoptosis-positive cells in renal tissue decreased(P<0.05),the C3c deposition in renal tissue was diminished(P<0.05,P<0.01),immunofluorescence double labeling showed that the expression of Gprc5b,Caspase-1 and NLRP3 in renal tissue were decreased(P<0.05,P<0.01),while Nephrin expression increased(P<0.05,P<0.01),immunohistochemistry analysis showed that the positive expression of Gprc5b in renal tissue decreased(P<0.05,P<0.01),while Nephrin expression increased(P<0.05,P<0.01).Conclusion Tongluo Baoshen Prescription has a protective effect on the kidney of IgA nephropathy rats,and it can improve podocyte injury.The mechanism may be related to the inhibition of the Gprc5b/NF-κB/NLRP3 pathway.
9.Seroepidemiology of pertussis among healthy people aged 1-14 years old in Shaanxi Province in 2017
Chao ZHANG ; Tiantian ZHOU ; Siwen LI ; Weijun HU
Chinese Journal of Microbiology and Immunology 2025;45(11):942-948
Objective:To estimate the incidence of Bordetella pertussis( Bp)infection by analyzing the seroepidemiological characteristics of pertussis in healthy people aged 1-14 years in Shaanxi Province in 2017. Methods:A stratified random sampling method was used to select healthy people aged 1-14 years from 30 county-level disease surveillance sites in 10 cities of Shaanxi Province in 2017. Serum IgG antibodies against pertussis toxin(PT-IgG)were quantitatively detected by ELISA. The incidence of Bp infection within one year(PT-IgG≥100 IU/ml)and the geometric mean concentration(GMC)of PT-IgG were analyzed. Statistical analysis was performed using Mann-Whitney U test,Kruskal-Wallis test,or Jonckheere-Terpstra test. Results:A total of 1 777 subjects were included. The incidence of Bp infection within one year was 0.84%(15/1 777)and the GMC of PT-IgG was 5.70 IU/ml. The incidence of Bp infection within one year in different age groups ranged from 0 to 3.06%(3/98),and the GMC of PT-IgG was between 2.99 IU/ml and 9.29 IU/ml. People aged 12-14 years showed higher incidence of Bp infection within one year. The estimated incidence of Bp infection in people aged 5-14 years was 6 639.97/100 000,with the lowest incidence in people aged 5-6 years(2 016.85/100 000)and the highest in people aged 13-14 years(15 425.95/100 000). The estimated incidence of Bp infection increased with age( χ 2trend=12 090, P<0.01). Conclusions:The actual incidence of Bp infection in healthy people aged 1-14 years in Shaanxi Province is high,and the duration of antibody responses to vaccination is limited. Children and adolescents are high-risk groups for pertussis,and attention should be paid to people aged 12-14 years. It is recommended to strengthen the routine monitoring of pertussis in order to better adjust and optimize the immunization strategy.
10.Emergency nursing care of 1 patient with neck suicide complicated with airway obstruction and hemorrhagic shock
Youya DING ; Sa WANG ; Danping YAN ; Shuaishuai ZHOU ; Tiantian HE ; Yuwei WANG
Chinese Journal of Nursing 2025;60(15):1892-1895
To summarize the emergency nursing experience of 1 patient with neck suicide complicated with airway obstruction and hemorrhagic shock.Nursing points:to ensure airway safety and establish artificial airway;to optimize airway management and implement early sedation and wake-up;to control injury bleeding and limited fluid resuscitation;to establish a micro blood station in the emergency department and start a high-dose blood transfusion procedure;to carry out the refined target body temperature management to reduce complications;to optimize speech communication strategies and implement early psychological care.After 7 days of careful treatment and nursing,the patient's condition improved and recovered.After 2 months of follow-up,the patient recovered well.


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