1.The role and mechanism of calcium-binding protein S100A9 in acute lung injury induced by hepatic ischemia-reperfusion in mice
Yingli CAO ; Mingwei SHENG ; Chen ZHANG ; Shuhan HUO ; Wenna LIU ; Hongyin DU ; Wenli YU
Chinese Journal of Organ Transplantation 2025;46(5):382-388
Objective:To investigate the role of calcium-binding protein S100A9 in acute lung injury induced by hepatic ischemia-reperfusion (HIR) in mice, and to explore its relationship with nuclear factor erythroid 2-related factor 2 (Nrf2).Methods:A total of 12 specific pathogen-free (SPF) male wild-type (WT) and 12 S100A9 knockout (S100A9 KO) C57BL/6J mice aged 6~8 weeks and weighing 20-25 g were randomly divided into four groups using a random number table: WT+Sham group, S100A9 KO+Sham group, WT+HIR group, and S100A9 KO+HIR group ( n=6 per group). The HIR model was established by clamping the portal vein and hepatic artery of the left and median liver lobes for 60 minutes followed by reperfusion. At 6 hours post-reperfusion, mice were anesthetized again, and blood samples were collected from the inferior vena cava. Both lungs were harvested. The lung wet-to-dry (W/D) weight ratio was measured. Hematoxylin and eosin (HE) staining was used to assess histopathological changes and calculate lung injury scores. The levels of inflammatory markers—S100A9, tumor necrosis factor-α (TNF-α), and interleukin-6 (IL-6) —as well as oxidative stress indicators including myeloperoxidase (MPO), reactive oxygen species (ROS), malondialdehyde (MDA), and superoxide dismutase (SOD) in serum and lung tissue were measured. Western blotting was used to assess the expression levels of nuclear and cytoplasmic Nrf2, and cytoplasmic HO-1. Results:Compared with the WT+Sham group, both the WT+HIR and S100A9 KO+HIR groups showed significantly increased lung injury scores, W/D ratio, TNF-α, IL-6, ROS, MPO, and MDA levels (all P<0.05). Compared with the WT+HIR group, the S100A9 KO+HIR group exhibited significantly reduced levels of these indicators (all P<0.05). Moreover, the S100A9 KO+HIR group showed elevated nuclear Nrf2 expression and decreased cytoplasmic Nrf2 expression, accompanied by increased expression of HO-1, Gclm, Gclc, and Nqo1 (all P<0.05). Conclusion:Upregulation of S100A9 is involved in the development of HIR-induced acute lung injury, possibly through inhibition of Nrf2 nuclear translocation.
2.Research and Deveplopment Landscape and Industry Trends of Blood Product Enterprises in China and Abroad
Yanan XU ; Jiping HUO ; Qiang WU ; Ding YU ; Hong LIANG ; Rui FU ; Wenli MA ; Wei ZHANG ; Zhigang ZHAO
Herald of Medicine 2025;44(8):1272-1280
The blood products industry,both domestically and internationally,exhibits distinct features in product research,development,and technological innovation.International companies possess extensive expertise in developing immunoglobulins,coagulation factors,and recombinant plasma protein products,demonstrating continuous advancements-particularly in specific immunoglobulin development,long-acting formulation optimization,and manufacturing process improvements.In recent years,Chinese enterprises have also achieved notable progress in related fields,especially in immunoglobulin process refinement and the development of novel recombinant coagulation factor products.However,there remains significant scope for improvement in areas such as the application of recombinant protein technologies,efficient utilization of plasma resources,and the adoption of advanced manufacturing techniques.Additional challenges include the accumulation of patented technologies,the supply of critical raw materials,and access to comprehensive epidemiological data.Driven by ongoing advances in gene recombination technologies,innovations in drug delivery systems,digital transformation,and the rise of personalized medicine,the blood products industry is poised for broader development prospects.To foster sustained and stable domestic industry growth and enhance global competitiveness,Chinese blood product enterprises should intensify their technological accumulation,upgrade manufacturing processes,and optimize plasma resource utilization.
3.Risk factor analysis and nomogram model construction of pulmonary hemorrhage complicating lung nodule localization with a new type of 4-hook localization needle
Wenli HUO ; Xuechun KOU ; Yonghao DU ; Ting LIANG ; Chenguang GUO ; Gang NIU ; Jin SHANG
Journal of Xi'an Jiaotong University(Medical Sciences) 2025;46(6):1028-1036
Objective To construct a nomogram model for predicting pulmonary hemorrhage associated with the positioning of pulmonary nodules with the new four-hook positioning needle based on clinical-CT imaging features and evaluate its predictive efficacy.Methods We made a retrospective analysis of the clinical,imaging and pathological data of 449 patients with pulmonary nodules positioned by the new four-hook positioning needle.According to the random number table method(7∶3),they were divided into a training set of 314 cases and a validation set of 135 cases.Each data set was further divided into positive group and negative group for pulmonary hemorrhage according to the presence or absence of pulmonary hemorrhage.We evaluated the CT imaging features of pulmonary nodules,including nodule nature(pure ground-glass density,mixed ground-glass density,solid nodule),nodule diameter,distance from the nodule to the pleural surface(hereinafter referred to as length),nodule positioning time,and association with pulmonary hemorrhage.Independent sample t-test,Mann-Whitney U test and x2 test were used to compare the correlations of clinical and CT features of pulmonary nodules with pulmonary hemorrhage.LASSO regression and multivariate Logistic regression were employed to screen the independent risk factors related to pulmonary hemorrhage and construct a nomogram model.The receiver operating characteristic(ROC)curve was used to evaluate the predictive efficacy of the model,and the calibration curve and decision curve were respectively used for the verification of the nomogram model and evaluation of the clinical net benefit.Results The results of LASSO regression showed that the nature of pulmonary nodules,underlying diseases,smoking and length were the characteristic variables related to pulmonary hemorrhage.Based on the minimum akaike information criterion(AIC),the screened characteristic variables were included in the multivariate Logistic backward stepwise regression analysis.The results showed that the nature of pulmonary nodules,underlying diseases,smoking and length were all independent risk factors related to pulmonary hemorrhage.A nomogram was established according to the above independent risk factors and the ROC curve was drawn.The AUC of the training set was 0.86(95%CI:0.80-0.91),and the AUC of the validation set was 0.88(95%CI:0.80-0.96),with no statistically significant difference(P>0.05).The calibration curve suggested that the predicted values of the nomogram were close to the actual values,and the decision curve analysis showed that the net benefit of the model was good.Conclusion The nomogram model established by combining clinical-CT features such as the nature of pulmonary nodules,underlying diseases,smoking and length can effectively predict pulmonary hemorrhage associated with the positioning of pulmonary nodules with the new four-hook positioning needle.
4.Risk factor analysis and nomogram model construction of pulmonary hemorrhage complicating lung nodule localization with a new type of 4-hook localization needle
Wenli HUO ; Xuechun KOU ; Yonghao DU ; Ting LIANG ; Chenguang GUO ; Gang NIU ; Jin SHANG
Journal of Xi'an Jiaotong University(Medical Sciences) 2025;46(6):1028-1036
Objective To construct a nomogram model for predicting pulmonary hemorrhage associated with the positioning of pulmonary nodules with the new four-hook positioning needle based on clinical-CT imaging features and evaluate its predictive efficacy.Methods We made a retrospective analysis of the clinical,imaging and pathological data of 449 patients with pulmonary nodules positioned by the new four-hook positioning needle.According to the random number table method(7∶3),they were divided into a training set of 314 cases and a validation set of 135 cases.Each data set was further divided into positive group and negative group for pulmonary hemorrhage according to the presence or absence of pulmonary hemorrhage.We evaluated the CT imaging features of pulmonary nodules,including nodule nature(pure ground-glass density,mixed ground-glass density,solid nodule),nodule diameter,distance from the nodule to the pleural surface(hereinafter referred to as length),nodule positioning time,and association with pulmonary hemorrhage.Independent sample t-test,Mann-Whitney U test and x2 test were used to compare the correlations of clinical and CT features of pulmonary nodules with pulmonary hemorrhage.LASSO regression and multivariate Logistic regression were employed to screen the independent risk factors related to pulmonary hemorrhage and construct a nomogram model.The receiver operating characteristic(ROC)curve was used to evaluate the predictive efficacy of the model,and the calibration curve and decision curve were respectively used for the verification of the nomogram model and evaluation of the clinical net benefit.Results The results of LASSO regression showed that the nature of pulmonary nodules,underlying diseases,smoking and length were the characteristic variables related to pulmonary hemorrhage.Based on the minimum akaike information criterion(AIC),the screened characteristic variables were included in the multivariate Logistic backward stepwise regression analysis.The results showed that the nature of pulmonary nodules,underlying diseases,smoking and length were all independent risk factors related to pulmonary hemorrhage.A nomogram was established according to the above independent risk factors and the ROC curve was drawn.The AUC of the training set was 0.86(95%CI:0.80-0.91),and the AUC of the validation set was 0.88(95%CI:0.80-0.96),with no statistically significant difference(P>0.05).The calibration curve suggested that the predicted values of the nomogram were close to the actual values,and the decision curve analysis showed that the net benefit of the model was good.Conclusion The nomogram model established by combining clinical-CT features such as the nature of pulmonary nodules,underlying diseases,smoking and length can effectively predict pulmonary hemorrhage associated with the positioning of pulmonary nodules with the new four-hook positioning needle.
5.The role and mechanism of calcium-binding protein S100A9 in acute lung injury induced by hepatic ischemia-reperfusion in mice
Yingli CAO ; Mingwei SHENG ; Chen ZHANG ; Shuhan HUO ; Wenna LIU ; Hongyin DU ; Wenli YU
Chinese Journal of Organ Transplantation 2025;46(5):382-388
Objective:To investigate the role of calcium-binding protein S100A9 in acute lung injury induced by hepatic ischemia-reperfusion (HIR) in mice, and to explore its relationship with nuclear factor erythroid 2-related factor 2 (Nrf2).Methods:A total of 12 specific pathogen-free (SPF) male wild-type (WT) and 12 S100A9 knockout (S100A9 KO) C57BL/6J mice aged 6~8 weeks and weighing 20-25 g were randomly divided into four groups using a random number table: WT+Sham group, S100A9 KO+Sham group, WT+HIR group, and S100A9 KO+HIR group ( n=6 per group). The HIR model was established by clamping the portal vein and hepatic artery of the left and median liver lobes for 60 minutes followed by reperfusion. At 6 hours post-reperfusion, mice were anesthetized again, and blood samples were collected from the inferior vena cava. Both lungs were harvested. The lung wet-to-dry (W/D) weight ratio was measured. Hematoxylin and eosin (HE) staining was used to assess histopathological changes and calculate lung injury scores. The levels of inflammatory markers—S100A9, tumor necrosis factor-α (TNF-α), and interleukin-6 (IL-6) —as well as oxidative stress indicators including myeloperoxidase (MPO), reactive oxygen species (ROS), malondialdehyde (MDA), and superoxide dismutase (SOD) in serum and lung tissue were measured. Western blotting was used to assess the expression levels of nuclear and cytoplasmic Nrf2, and cytoplasmic HO-1. Results:Compared with the WT+Sham group, both the WT+HIR and S100A9 KO+HIR groups showed significantly increased lung injury scores, W/D ratio, TNF-α, IL-6, ROS, MPO, and MDA levels (all P<0.05). Compared with the WT+HIR group, the S100A9 KO+HIR group exhibited significantly reduced levels of these indicators (all P<0.05). Moreover, the S100A9 KO+HIR group showed elevated nuclear Nrf2 expression and decreased cytoplasmic Nrf2 expression, accompanied by increased expression of HO-1, Gclm, Gclc, and Nqo1 (all P<0.05). Conclusion:Upregulation of S100A9 is involved in the development of HIR-induced acute lung injury, possibly through inhibition of Nrf2 nuclear translocation.
6.Research and Deveplopment Landscape and Industry Trends of Blood Product Enterprises in China and Abroad
Yanan XU ; Jiping HUO ; Qiang WU ; Ding YU ; Hong LIANG ; Rui FU ; Wenli MA ; Wei ZHANG ; Zhigang ZHAO
Herald of Medicine 2025;44(8):1272-1280
The blood products industry,both domestically and internationally,exhibits distinct features in product research,development,and technological innovation.International companies possess extensive expertise in developing immunoglobulins,coagulation factors,and recombinant plasma protein products,demonstrating continuous advancements-particularly in specific immunoglobulin development,long-acting formulation optimization,and manufacturing process improvements.In recent years,Chinese enterprises have also achieved notable progress in related fields,especially in immunoglobulin process refinement and the development of novel recombinant coagulation factor products.However,there remains significant scope for improvement in areas such as the application of recombinant protein technologies,efficient utilization of plasma resources,and the adoption of advanced manufacturing techniques.Additional challenges include the accumulation of patented technologies,the supply of critical raw materials,and access to comprehensive epidemiological data.Driven by ongoing advances in gene recombination technologies,innovations in drug delivery systems,digital transformation,and the rise of personalized medicine,the blood products industry is poised for broader development prospects.To foster sustained and stable domestic industry growth and enhance global competitiveness,Chinese blood product enterprises should intensify their technological accumulation,upgrade manufacturing processes,and optimize plasma resource utilization.
7.Effect of esketamine on inflammatory cytokines and myocardial injury markers in pediatric patients undergoing living-donor liver transplantation
Lu CHE ; Yiqi WENG ; Mingwei SHENG ; Lili JIA ; Yuli WU ; Hongyu HUO ; Wenli YU ; Jiangang XU
Chinese Journal of Organ Transplantation 2024;45(5):337-342
Objective:To explore the effect of esketamine on inflammatory cytokines and myocardial injury markers in children undergoing living-donor liver transplantation (LT).Methods:Considering the inclusion criteria, 50 children with biliary atresia were selected for living donor LT. They were equally randomized into two groups of control (C) and esketamine (E) (25 cases each). Esketamine 0.5 mg/kg was administered to group E during induction and continued at a dose of 0.5 mg·kg –1·h -1 after an induction of anesthesia. Group C provided the same dose of 0.9% sodium chloride injection during induction and then continued to pumping until the end of the procedure. Basic profiles of two groups were recorded. Hemodynamic parameters, such as heart rate (HR), mean arterial pressure (MAP) and central venous pressure (CVP), were monitored at 5 min of anesthesia induction (T 0), 30 min of anhepatic phase (T 1), immediately after repercussion (T 2), 30 min of neohepatic phase (T 3) and end of surgery (T 4) in both groups. Central venous blood samples were collected at T 0, T 1, T 3 and T 4. Serum levels of cardiac troponin I (cTnI), creatine kinase isoenzyme-MB (CK-MB) ,tumor necrosis factor alpha (TNF-α) and interleukin-6 (IL-6) were measured. The incidence of adverse cardiac events, postoperative mechanical ventilation time, ICU stay and hospitalization length were compared. Results:As compared with T 0, mean arterial pressure (MAP) at T 2 declined markedly in group E [(48.6±12.7) mmHg (1 mmHg=0.133 kPa) vs (55.6±10.7) mmHg, P<0.001] and C [(39.3±8.0) mmHg vs (53.2±9.4) mmHg, P<0.001 ] ;As compared with T 0, the TNF-α and IL-6 spiked at T 3 in group C [169.0 (207.1) ng/L vs 43.8 (26.4) ng/L, (132.63±51.75) ng/L vs (51.79±17.83) ng/L, P<0.001] and E [78.5 (138.8) ng/L vs 43.8 (26.4) ng/L, (87.44±32.17) ng/L vs (51.79±17.83) ng/L, P<0.001 ] ; In group C, the concentration of myocardial injury markers CK-MB and cTnI rose at T 3/T 4 compared with T 0[T 3 vs T 0: 5.7 (5.4) μg/L vs 4.0 (3.5) μg/L, 0.09 (0.08) μg/L vs 0.02 (0.02) μg/L; T 4 vs T 0: 5.3 (5.0) μg/L vs 4.0 (3.5) μg/L, 0.07 (0.08) μg/L vs 0.02 (0.02) μg/L, P<0.001 ]. In group E, the levels of CK-MB and cTnI were higher at T 3/T 4 than those at T 0[T 3 vs T 0: 7.0 (5.0) μg/L vs 4.6 (2.1) μg/L, 0.06 (0.09) μg/L vs 0.03 (0.04) μg/L; T 4 vs T 0: 5.4 (4.9) μg/L vs 4.6 (2.1) μg/L, 0.03 (0.06) μg/L vs 0.03 (0.04) μg/L; P<0.001]. Compared with group C, the MAP of E rose at T 1/T 2/T 3 [(58.8±10.3) mmHg vs (53.3±8.6) mmHg, P=0.048; (48.6±12.7) mmHg vs (39.3± 8.0) mmHg, P=0.003; (55.8±7.4) mmHg vs (51.5±7.3) mmHg, P=0.044]. Compared with group C, TNF-α and IL-6 decreased in E at T 3/T 4[T 3: 78.5 (138.8) ng/L vs 169.0 (207.1) ng/L, P=0.010; (87.44±32.17) ng/L vs (132.63±51.75) ng/L, P=0.017. T 4: 62.3 (118.3) ng/L vs 141.3 (129.2) ng/L, P=0.001; (74.34±26.38) ng/L vs (100.59±30.40) ng/L, P=0.002]. Compared with group C, cTnI decreased in E at T 3/T 4[0.06 (0.09) μg/L vs 0.09 (0.08) μg/L, P=0.014; 0.03 (0.06) μg/L vs 0.07 (0.08) μg/L, P=0.003]. Compared with group C, the mechanical ventilation time in group E decreased [195 (120) min vs 315 (239) min, P<0.001]. Compared with group C, the incidence of severe hypotension [16%(4/25) vs 48% (12/25), P=0.015 ], bradycardia [12% (3/25) vs 36 % (9/25), P=0.047 ], myocardial ischemia [4 % (1 /25) vs 24 % (6/25), P=0.042 ] and premature ventricular contractions [0 vs 4 %(1/25), P=0.312 ] decreased in group E. Conclusion:Intraoperative dosing of esketamine may suppress inflammatory reactions and alleviate perioperative myocardial injury in children undergoing living-donor LT.
8.Effect of s-ketamine on perioperative myocardial injury in patients undergoing liver transplantation
Hongyu HUO ; Lu CHE ; Yuli WU ; Yiqi WENG ; Wenli YU ; Jiangang XU
Chinese Journal of Anesthesiology 2024;44(6):657-661
Objective:To evaluate the effect of s-ketamine on perioperative myocardial injury in patients undergoing liver transplantation.Methods:This was a prospective randomized controlled study. Sixty American Society of Anesthesiologists Physical Status classification Ⅲ or Ⅳ patients, aged 18-64 yr, with New York Heart Association classⅠ-Ⅲ, undergoing elective liver transplantation with general anesthesia in our hospital from May to October 2023, were divided into 2 groups ( n=30 each) using a random number table method: s-ketamine group (group S) and control group (group C). In group S, s-ketamine was intravenously injected at a dose of 0.5 mg/kg after induction of anesthesia, followed by an infusion of 0.5 mg·kg -1·h -1 until the end of surgery. The equal volume of normal saline was given instead in group C. Central venous blood samples were collected after induction of anesthesia (T 0), at 30 min of anhepatic phase (T 1), 30 min of neopepatic phase (T 2), abdominal closure (T 3), 24 h after operation (T 4) and 72 h after operation (T 5) for determination of the concentrations of serum high-sensitivity cardiac troponin I, creatine kinase-MB isoenzyme, N-terminal pro-B-type natriuretic peptide, tumor necrosis factor-α, interleukin-6 (IL-6), IL-10 and high-mobility group protein B1 by enzyme-linked immunosorbent assay. The occurrence of adverse cardiac events during surgery and within 24 h after surgery, postoperative mechanical ventilation time, time of intensive care unit stay, and postoperative length of hospital stay were recorded. Results:Compared with group C, the concentrations of serum high-sensitivity cardiac troponin I, creatine kinase-MB isoenzyme, N-terminal pro-B-type natriuretic peptide, tumor necrosis factor-α and IL-6 at T 2-5 and high-mobility group protein B1 at T 2-4 were significantly decreased, the concentrations of serum IL-10 were increased at T 2-5, the incidence of myocardial ischemia was decreased, the mechanical ventilation time was shortened ( P<0.05), and no significant change was found in the time of intensive care unit stay and postoperative length of hospital stay in S group ( P>0.05). Conclusions:Intraoperative usage of s-ketamine can inhibit the inflammatory responses and reduce perioperative myocardial injury in the patients undergoing liver transplantation.
9.Correlation of peripheral blood eosinophils with left ventricular hypertrophy in elderly patients with hypertension
Yinfeng GAO ; Chen ZHANG ; Xiaoqing XI ; Junhong MENG ; Jianting HUO ; Wenli LUO
Chinese Journal of Geriatric Heart Brain and Vessel Diseases 2024;26(12):1396-1400
Objective To investigate the correlation between peripheral blood eosinophil(EOS)and left ventricular hypertrophy(LVH)in elderly patients with hypertension.Methods A retrospec-tive cross-section analysis was conducted on 711 elderly hypertensive patients admitted to our de-partment from January to December 2023.According to their EOS count,they were divided into Group 1(<100×106/L),Group 2[(100-190)× 106/L]and Group 3(>190 × 106/L).The gen-eral clinical data,biochemical indicators,and echocardiographic parameters were compared among the three groups.The correlation between EOS and each indicator was analyzed by using Spearman correlation analysis.Logistic regression analysis was employed to identify the influential factors for hypertension complicated with LVH.Results Smoking history,TG and UA levels,and lymphocyte counts were gradually increased,while HDL-C level was gradually decreased in the three groups with the increment of EOS count(P<0.05,P<0.01).The proportions of usingβ-blockers,calcium channel blockers and statins were gradually increased in the three groups(P<0.05,P<0.01),so were the values of LVM,LVMI,IVST,LVEDD and LVPWT in them(P<0.01).EOS count was positively correlated with the values of LVM,LVMI,IVST,LVEDD and LVPWT,smoking history,TG and UA levels,WBC,lymphocyte and monocyte counts,and ratios of using β-blockers,calcium channel blockers and statins,but negatively with HDL-C level(P<0.05,P<0.01).Binary logistic regression analysis showed that female and HDL-C were protective factors for LVH in hypertensive patients,while age and EOS count were risk factors(OR=0.149,95%CI:0.096-0.230;OR=0.632,95%CI:0.399-0.999;OR=1.034,95%CI:1.007-1.062;OR=1.956,95%CI:1.446-2.645).Conclusion In elderly hypertensive patients with LVH,female and HDL-C are the protective factors,while age and EOS are the risk factors.EOS has a certain correlation with the occurrence of LVH in elderly hypertensive patients.
10.Development of a random forest prediction model for perineural invasion in gallbladder carcinoma based on preoperative enhanced CT image features
Min YANG ; Qi LI ; Wenli HUO ; Wenzhi LI ; Na LI ; Zhimin GENG ; Jian YANG
Chinese Journal of Hepatobiliary Surgery 2024;30(8):581-585
Objective:To construct a random forest prediction model for non-invasive identification of perineural invasion in gallbladder carcinoma (GBC) based on preoperative enhanced CT imaging features.Methods:The clinical data of 180 patients who underwent curative-intent resection for gallbladder carcinoma at the First Affiliated Hospital of Xi′an Jiaotong University from January 2022 to December 2023 were retrospectively analyzed, including 61 males and 119 females with the age of (65.3±10.2) years old. The 180 patients were divided into a training set ( n=126) and a testing set ( n=54), and based on perineural invasion, the 126 patients in the training set were divided into the perineural invasion group ( n=33) and the non-perineural invasion group ( n=93), and the other 54 patients in the testing set, there were 15 patients with perineural invasion and 39 patients without perineural invasion. Clinical data such as gender, age, perineural invasion, carbohydrate antigen 19-9 (CA19-9) level and tumor stage were collected from patients. Multivariate logistic regression model was used to analyze the risk factors of perineural invasion in gallbladder carcinoma patients. The correlation between clinical variables and perineural invasion was ranked in order of importance using the "feature_importance" package in Python software. Then, we developed a random forest prediction model for perineural invasion in gallbladder carcinoma patients, and the area under the receiver operating characteristic (ROC) curve and confusion matrix were used to assess the predictive ability of the model. Results:Multivariate logistic regression model analysis showed that patients with CA19-9 >39.0 U/ml ( OR=5.165, 95% CI: 1.650-16.174), T3 stage ( OR=6.037, 95% CI: 1.571-23.197), T4 stage ( OR=9.996, 95% CI: 2.177-45.898), and lymph node metastasis ( OR=7.829, 95% CI: 2.705-22.627) were with a high risk of perineural invasion occurrence (all P<0.05). The top three variables in the order of the importance ranking were CA19-9, lymph node metastasis, and T stage. Combining the results of multivariate analysis and importance ranking, CA19-9, lymph node metastasis, and T stage were used to develop a random forest prediction model for perineural invasion in gallbladder carcinoma patients. The results of ROC curve analysis showed that the areas under curves of the random forest model in the training and testing sets were 0.8250 and 0.7667, respectively. The confusion matrix results showed that the sensitivity were 75.76% and 73.33%, the specificity were 80.65% and 76.92%, and the accuracy were 79.36% and 75.93% in the training and testing sets, respectively. Conclusion:Random forest prediction model based on preoperative enhanced CT image features can be used as a noninvasive means of identifying perineural invasion in patients with gallbladder carcinoma.

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