1.Clinical application of an artificial intelligence system in predicting benign or malignant pulmonary nodules and pathological subtypes
Zhuowen YANG ; Zhizhong ZHENG ; Bin LI ; Yiming HUI ; Mingzhi LIN ; Jiying DANG ; Suiyang LI ; Chunjiao ZHANG ; Long YANG ; Liang SI ; Tieniu SONG ; Yuqi MENG
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(08):1086-1095
Objective To evaluate the predictive ability and clinical application value of artificial intelligence (AI) systems in the benign and malignant differentiation and pathological type of pulmonary nodules, and to summarize clinical application experience. Methods A retrospective analysis was conducted on the clinical data of patients with pulmonary nodules admitted to the Department of Thoracic Surgery, Second Hospital of Lanzhou University, from February 2016 to February 2025. Firstly, pulmonary nodules were divided into benign and non-benign groups, and the discriminative abilities of AI systems and clinicians were compared. Subsequently, lung nodules reported as precursor glandular lesions (PGL), microinvasive adenocarcinoma (MIA), and invasive adenocarcinoma (IAC) in postoperative pathological results were analyzed, comparing the efficacy of AI systems and clinicians in predicting the pathological type of pulmonary nodules. Results In the analysis of benign/non-benign pulmonary nodules, clinical data from a total of 638 patients with pulmonary nodules were included, of which there were 257 males (10 patients and 1 patient of double and triple primary lesions, respectively) and 381 females (18 patients and 1 patient of double and triple primary lesions, respectively), with a median age of 55.0 (47.0, 61.0) years. Different lesions in the same patient were analyzed as independent samples. Univariate analysis of the two groups of variables showed that, except for nodule location, the differences in the remaining variables were statistically significant (P<0.05). Multivariate logistic regression analysis showed that age, nodule type (subsolid pulmonary nodule), average density, spicule sign, and vascular convergence sign were independent influencing factors for non-benign pulmonary nodules, among which age, nodule type (subsolid pulmonary nodule), spicule sign, and vascular convergence sign were positively correlated with non-benign pulmonary nodules, while average density was negatively correlated with the occurrence of non-benign pulmonary nodules. The area under the receiver operating characteristic curve (AUC) of the malignancy risk value given by the AI system in predicting non-benign pulmonary nodules was 0.811, slightly lower than the 0.898 predicted by clinicians. In the PGL/MIA/IAC analysis, clinical data from a total of 411 patients with pulmonary nodules were included, of which there were 149 males (8 patients of double primary lesions) and 262 females (17 patients of double primary lesions), with a median age of 56.0 (50.0, 61.0) years. Different lesions in the same patient were analyzed as independent samples. Univariate analysis results showed that, except for gender, nodule location, and vascular convergence sign, the differences in the remaining variables among the three groups of PGL, MIA, and IAC patients were statistically significant (P<0.05). Multinomial multivariate logistic regression analysis showed that the differences between the parameters in the PGL group and the MIA group were not statistically significant (P>0.05), and the maximum diameter and average density of the nodules were statistically different between the PGL and IAC groups (P<0.05), and were positively correlated with the occurrence of IAC as independent risk factors. The average AUC value, accuracy, recall rate, and F1 score of the AI system in predicting lung nodule pathological type were 0.807, 74.3%, 73.2%, and 68.5%, respectively, all better than the clinical physicians’ prediction of lung nodule pathological type indicators (0.782, 70.9%, 66.2%, and 63.7% respectively). The AUC value of the AI system in predicting IAC was 0.853, and the sensitivity, specificity, and optimal cutoff value were 0.643, 0.943, and 50.0%, respectively. Conclusion This AI system has demonstrated high clinical value in predicting the benign and malignant nature and pathological type of lung nodules, especially in predicting lung nodule pathological type, its ability has surpassed that of clinical physicians. With the optimization of algorithms and the adequate integration of multimodal data, it can better assist clinical physicians in formulating individualized diagnostic and treatment plans for patients with lung nodules.
2.Analysis of the application effect of orthopedic medical equipment maintenance model based on analytic hierarchy process
Jingning WEN ; Xiaoying LI ; Yunfei ZHANG ; Lining WEN ; Xueting YANG ; Tian TIAN ; Wen WEI ; Shuangqian YU
China Medical Equipment 2024;21(8):121-126
Objective:To establish a medical equipment maintenance model based on the analytic hierarchy process(AHP),and to study its application effect in the management of orthopedic medical equipment in hospitals.Methods:Based on the analytic hierarchy process(AHP),the equipment maintenance model was constructed from the classification of the service life,failure mode,failure consequences and other indicators of orthopedic medical equipment.25 sets of medical equipment in clinical use in the Department of Orthopedics of The Second Affiliated Hospital of the Air Force Medical University from 2019 to 2022 were randomly selected,taking the time as the dividing point,the traditional orthopedic medical equipment management model(referred to as traditional management)was implemented during the equipment use period from 2019 to 2020,and the equipment maintenance model based on AHP was used to manage orthopedic medical equipment(referred to as model management)during the equipment use period from 2021 to 2022.A total of 1,000 equipment usage records were collected,500 for each mode,and the effect of equipment repair and maintenance,the satisfaction score of equipment usage management and the incidence of adverse events were compared under different management modes.Results:The cost-effectiveness of equipment using the model management mode was an average of CNY(34,500.00±4,700.00)per unit per year,which was higher than that of the traditional management mode,the difference was statistically significant(t=8.417,P<0.05),the maintenance costs and operating costs were CNY(15,381.95±13.67)per year and CNY(31,600.00±10,500.00)per year,respectively,which lower than those of the traditional management model,the difference was statistically significant(t=858.675,5.371,P<0.05).The scores of equipment management personnel on equipment performance,timeliness and cleanliness of the equipment using the model management mode,and the patients'satisfaction with convenience,effect and comfort of the equipment(9.65±1.14),(9.74±1.38),(9.53±1.09),(9.58±1.07),(9.62±1.14)and(9.81±1.28),respectively,which were all higher than those of the traditional management mode,the difference was statistically significant(t=5.629,5.687,4.736,8.085,5.330,7.680,P<0.05).The total incidence of adverse events in equipment using model management mode was 4.8%(24/500),which was lower than that of the traditional management mode,the difference was statistically significant(x2=12.515,P<0.05).Conclusion:The application of medical equipment maintenance model based on analytic hierarchy process to the management of orthopedic medical equipment can effectively reduce the equipment maintenance cost,improve the cost-effectiveness of the equipment,and improve the satisfaction of the equipment use management personnel.
3.DAPT regulates Treg/Th17 cells immune balance to inhibit atherosclerosis
Jingning YANG ; Su ZHANG ; Yusha LUO ; Jun CHEN
Chinese Journal of Immunology 2017;33(3):343-346
Objective:To observe the effect of Notch signal inhibitor DAPT (γ-secretase inhibitor ) on the pathological changes of atherosclerosis mice and the immune balance of Treg/Th17.Methods:24 ApoE knockout C57BL mice were randomly divided into blank group,model group and DAPT group.The blank group were fed with normal diet ,the model group and the experimental group were fed with high fat diet.After 5 weeks of feeding,the mice in the experimental group were injected with DAPT [100 mg/(kg· d),re-suspended in DMSO],and the other two groups were injected with the equivalent amount of DMSO .After another 5 weeks,pathological changes of the mice in each group were analyzed by HE staining .ELISA was used to detect the level of IL-17 in plasma,and the propor-tion of splenic Treg/Th17 cells in each group was detected by flow cytometry .Results:HE staining results showed that the model group had obvious plaque formation and foam cell formation ,which showed that the AS model was successfully prepared .The degree of arterial disease in the DAPT group was significantly less than that in the model group .The plasma levels of IL-17 in the blank group , model group and DAPT group were(293.94±28.59),(454.05±172.68) and (335.40±89.57) pg/ml,respectively .The percentages of Treg cells in the blank group,model group and DAPT group were(3.80±0.56)%,(2.54±0.38)%and(4.73±0.64)%,respective-ly.The Th17 cell subsets of mice in the blank group , model group and DAPT group were ( 3.46 ±0.23 )%, ( 4.52 ±0.85 )% and (1.38±0.37)%,respectively .Conclusion:DAPT decreased the plasma level of IL-17 in AS mice,inhibited the differentiation of Th17 cell subsets,and promoted the differentiation of Treg ,and reduced the atherosclerosis by changing the Treg/Th17 cells immune balance.
4.Observation of clinical efficacy of silybin combined with nucleotides in the treatment of viral hepatitis with nonalcoholic fatty liver disease
Chinese Journal of Primary Medicine and Pharmacy 2017;24(7):1065-1068
Objective To evaluate the clinical efficacy of silybin combined with nucleotides in the treatment of viral hepatitis associated with nonalcoholic fatty liver disease (NAFLD).Methods 88 viral hepatitis patients with NAFLD were randomly selected into the clinical research,and they were divided into groups according to the order of treatment.Among them 44 cases of single number were the control group treated with nucleoside(acid) drugs,44 cases of double number were the observation group treated with silibinincombined silybin combined with nucleoside(acid).The therapeutic effect after the end of the course of treatment were was evaluated.Results The effective rate in the observation group was 90.91%,which that in the control group was 70.45%,the difference was statistically significant (x2 =8.87,P < 0.05).The ALT,AST,r-GGT after treatment of the observation group were (37.14 ± 3.56) U/L,(30.45 ±3.35) U/L,(51.65 ± 3.46) U/L,which were significantly reduced than before treatment(t =8.01,8.72,7.80,all P < 0.05),and the differences were significant compared with the control group (t =7.57,8.34,7.29,all P < 0.05).The TG,TC of blood lipid indexes indices after treatment of the observation group were (1.48 ±0.26) mmol/L,(5.18 ± 0.86)mmol/L,which were significantly lower than those before treatment (t =7.62,8.14,all P < 0.05),and the differences were significant compared with the control group (t =7.10,7.55,all P < 0.05).Conclusion The combination of silybin and nucleotides in the treatment of viral hepatitis with NAFLD has significant effect,can significantly improve the clinical symptoms and liver function indicators,and gradually restore the level of blood lipids,it is worthy of promoting the application.
5.The dynamic changes of systemic inflammatory response syndrome after cardiopulmonary resuscitation in rabbits
Min XIAO ; Jingning YANG ; Xiaoyan LI ; Xuejun WANG ; Xuguo ZHANG ; Jun LV
Chinese Journal of Emergency Medicine 2011;20(8):830-834
ObjectiveTo explore the changes of systemic inflammatory response syndrome (SIRS)after cardiopulmonary resuscitation to provide basis for clinical prevention and treatment. MethodsForty rabbits were divided into the sham-operated group; the cardiac arrest for 4 minutes, 5 minutes and 6 minutes groups randomly (random number). Then the rabbits were anaesthetized, retrograde tracheal intubated .The cardiac arrest were induced by aphysia to all rabbits except the sham-operated group and the cardiopulmonary resuscitation were performed after 4, 5 and 6 minutes. The physiological parameters were evaluated at 24, 48, 72, 96 and 120 h after cardiac arrest. The serum samples were taken at the same to detect the level of tumor necrosis factor-α (TNF-α), C-reactive protein (CRP) and white blood cell.The data were analysed by repeated measure variance. ResultsThe SIRS were presented at all cardiopulmonary resuscitation groups after 24 h of cardiac arrest. Compared to the sham-operated group, the level of TNF-α and CRP in resuscitation groups was significantly increased ( P < 0. 01 ). To the group arrested for 4 minutes, the SIRS were higher at 24 ~ 48 h and dissipated at 72 h. To the groups arrested for 5 or 6minutes, SIRS were lasted for 96 h. ConclusionsSIRS is easy to recover if resuscitation was taken within 4 minutes after cardiac arrest. After 5 minutes, SIRS is severe and hard to recover. Serum TNF-α is a sensitive marker to evaluate SIRS and can be used as the supplymentary diagnosic marker of SIRS to providing early treament and prevention.
6.Relation of criteria of hepatoceilular carcinoma for liver transplantation to prognosis
Dinghua YANG ; Minhao PENG ; Bin CHEN ; Xigang CHEN ; Huishen ZHOU ; Jingning LU
Chinese Journal of Hepatobiliary Surgery 2010;16(10):738-741
Objective To assess the efficacy of orthotopic liver transplantation (OLT) for hepatocellular carcinoma (HCC) and the effect of recipient selection on postoperative survival. Methods The clinical data of 63 patients with primary HCC receiving OLT in this hospital from June 2000 to February 2007 were retrospectively analyzed. The cumulative survival rate after transplantation was analyzed by the Kaplan-Meier method. Results The 1-, 3- and 5-year cumulative survival rates of the 63 patients were 77.4%, 59.3%, 48. 9%, respectively. The rates in conformation with Milan criteria, UCSF criteria and beyond UCSF criteria were 93.8%, 80.8%, 80.8%; 92.1%, 79.2%,79.2%; 29.2%, 8.3%, 0, respectively. The 1-, 3-, 5-year cumulative recurrent rate of patients meeting Milan criteria, UCSF criteria and beyond UCSF criteria was 6.2%, 15.5%, 19. 2%; 7. 9%,15.9%, 20. 8% ; 70. 8%, 87. 5%, 91.7%, respectively (P<0.01). However, tumor recurrence and survival rates were similar for patients meeting UCSF and Milan criteria (P>0. 05). Conclusion Expansion of OLT criteria is justified for HCC and does not adversely impact the posttransplant prognosis by the UCSF criteria as compared with the Milan criteria.
7.Relationship between arrhythmia and obstructive sleep apnea syndrome of the elderly
Jingning YANG ; Yumei XIAO ; Guofan XU ; Wei HUANG ; Meiyan LIAO ; Fangzheng WANG
Chinese Journal of Geriatrics 2001;0(05):-
Objective To study the relationship between obstructive sleep apnea syndrome(OSAS) in the elderly and the occurrence and development of arrhythmia. Methods A total of 120 OSAS patients and 40 normal controls were selected and their polysomnography(PSG) or dynamic blood oxygen and analyzed holter were monitored. Results The total number of the reduction in apnta hypopnea index (AHI) and arterial orygen saturation (SaO 2) over 0.04 and the lasted period during SaO 20.05), while the incidences of the intermediate and serious groups significantly increased(P

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