1.Impact of peripheral blood inflammatory markers on neovascular glaucoma secondary to diabetic retinopathy
Mingfang WANG ; Wenwen ZHU ; Deyu XIA ; Dengrui XU ; Yawen SHI ; Hongchen FU ; Qian ZHAO ; Xiuyun LI
International Eye Science 2025;25(6):1005-1008
AIM: To investigate the influence of relevant inflammatory markers in peripheral blood on the progression of neovascular glaucoma(NVG)secondary to diabetic retinopathy(DR)patients.METHODS: Retrospective case-control study. Patients were categorized into two groups based on the presence or absence of NVG: those with proliferative diabetic retinopathy(PDR)alone(PDR group, n=148)and those with NVG secondary to PDR(NVG secondary to PDR group, n=142). Peripheral blood inflammatory markers were evaluated, including white blood cell-related indices, neutrophil-to-lymphocyte ratio(NLR), platelet-to-lymphocyte ratio(PLR), monocyte-to-lymphocyte ratio(MLR), and systemic immune-inflammation index(SII). The distinctions in peripheral blood inflammatory markers between the two groups of patients and their relationships with NVG secondary to PDR were analyzed.RESULTS:No statistically significant differences were observed in basic characteristics between the two groups, confirming their comparability. However, significant differences were found in eosinophil percentage and MLR between the PDR group and the NVG secondary to PDR group(all P<0.05), with both values being significantly higher in the NVG secondary to PDR group. Multivariate Logistic regression analysis revealed that the eosinophil percentage and the MLR were factors influencing the development of patients with NVG secondary to PDR.CONCLUSION: Eosinophil percentage and MLR may be associated with the progression of PDR to NVG, and could serve as potential predictive markers for NVG development in PDR patients.
2.Bioinformatics analysis and expression of the major genetic type of TcdB
Yitai Fang ; Nianzhi Ning ; Yakun Sun ; Deyu Li ; Hui Wang ; Deyan Luo
Acta Universitatis Medicinalis Anhui 2025;60(12):2273-2280
Objective:
To analyze the bioinformatics of domestic Clostridium difficile toxin B(TcdB) and prepare it to provide data support for the development of effective vaccines.
Methods:
Using bioinformatics software such as Snippy, Blast, Muscle, and the dist.alignment() and hclust() functions in R, 1 355 strains of Clostridium difficile from NCBI GenBank in China were compared and analyzed, and TcdB were grouped. The maximum likelihood tree and phylogenetic tree were beautified and displayed using iTOL. An online bioinformatics analysis website was used to predict and analyze the spatial structure and antigenic epitopes of the two largest subgroups, TcdB1 and TcdB2. The antigen protein TcdB was expressed and purified by prokaryotic system.
Results:
According to the genotype of toxin B, the 1 355 prevalent strains of Clostridium difficile in China could be roughly divided into 12 subtypes, among which TcdB1 and TcdB2 were the main subtypes, accounting for more than 93.94% of all isolated strains, and about 17.20% of the strains were nontoxigenic or lack TcdB. The antigen epitope prediction of TcdB1 and TcdB2 showed that their antigen epitope distributions were basically the same, and many of them were distributed outside the C-terminal combined repetitive oligopeptides domains.
Conclusion
A specialized typing system for C. difficile TcdB in China has been established, and its main subtypes have been predicted for antigenic epitopes. The screened TcdB has been expressed for recombinant preparation.
3.Application of continuous lamellar pancreaticojejunostomy in laparoscopic pancreaticoduodenectomy
Yongnian REN ; Changqian TANG ; Xingbo WEI ; Dongxiao LI ; Liancai WANG ; Deyu LI
Chinese Journal of Hepatobiliary Surgery 2025;31(4):273-277
Objective:To evaluate the safety and feasibility of continuous lamellar pancreaticojejunostomy in laparoscopic pancreaticoduodenectomy (LPD).Methods:Clinical data of 313 patients with periampullary tumors undergoing LPD at the People's Hospital of Zhengzhou University from January 2017 to December 2021 were retrospectively analyzed, including 163 males and 150 females, aged (62.5±6.7) years. Patients were divided into two groups according to the type of pancreaticojejunostomy. Patients undergoing continuous lamellar pancreaticojejunostomy were included in the study group ( n=162) and those undergoing traditional pancreaticojejunostomy were included in the control group ( n=151). Clinical data such as gender, age, level of carbohydrate antigen 199 (CA199), operation time, postoperative hospital stay, and complications were collected. In order to reduce the baseline differences between groups, propensity score matching (PSM) was used. Results:There were significant differences in age and preoperative CA199 between the study group and the control group before PSM (all P<0.05). After PSM for age and CA199, 156 cases were successfully matched, with 78 cases in both the study and control group. Preoperative data were conparable between the two groups after PSM (all P>0.05). The drainage time [16.0 (14.0, 21.0)d vs. 18.0(15.8, 22.0)d] and postoperative hospital stay [20.0(15.0, 24.0)d vs. 21.5(20.0, 25.0)d] were shorter in the study group (all P<0.05). The incidence of grade B/C postoperative pancreatic fistula (POPF) in the study group was lower than that in the control group [7.7%(6/78) vs. 20.5%(16/78), P<0.05]. Conclusion:Compared with traditional pancreaticojejunostomy, continuous lamellar pancreaticojejunostomy could be safe and feasible, which might reduce the incidence of grade B/C POPF and enhance postoperative recovery.
4.Efficacy of surgical resection and radiofrequency ablation in the treatment of difficult-to-reach hepatocellular carcinoma
Ju MA ; Yongnian REN ; Ying ZHU ; Yang XU ; Wensen WANG ; Xinyan ZHU ; Jinhui ZHAN ; Shipeng LI ; Dongxiao LI ; Liancai WANG ; Deyu LI
Chinese Journal of Hepatobiliary Surgery 2025;31(6):433-437
Objective:To compare the efficacy of surgical resection and radiofrequency ablation (RFA) treatment for China liver cancer staging (CNLC) Ia hepatocellular carcinoma (HCC) at difficult-to-reach locations.Methods:A retrospective analysis was conducted on the clinical data of 114 patients with CNLC Ia HCC at Ⅶ、Ⅷ、Ⅳb or Ⅰ segments that were difficult-to-reach locations who were admitted to People's Hospital of Zhengzhou University from December 2018 to December 2023. Among the patients, 85 were males and 29 were females, aged (58.1±1.0) years. The patients were divided into two groups: a RFA group with 31 cases and a surgical resection group with 83 cases. Compare the levels of alanine transaminase (ALT) and aspartate transaminase (AST) before and after surgery, the surgical time, intraoperative blood loss, postoperative hospital stay, postoperative complications, recurrence free survival rate, and cumulative survival rate between the two groups.Results:The comparison of age, gender, ALT, and AST between the two groups showed no statistically significant differences (all P>0.05). The differences in ALT and AST levels before and after surgery in the RFA group were (134.8±38.7) U/L and (195.1±53.9) U/L, respectively, which were significantly lower than those in the surgical resection group [(226.8±17.9) U/L and (229.5±16.2) U/L] ( t=-2.45 and -1.12, P=0.016 and 0.041). The RFA group had shorter operation time [(69.2±11.7) min vs. (210.6±8.9) min], less intraoperative blood loss [(8.7±3.8) ml vs. (238.6±20.8) ml], and shorter postoperative hospital stays [(6.4±1.0) d vs. (13.1±0.4) d] compared to the surgical resection group, with all differences statistically significant (all P<0.05). The overall complication rates were 19.4% (6/31) in the RFA group and 22.9% (19/83) in the surgical resection group, showing no significant difference ( χ2=0.16, P=0.685). No statistically significant diffe-rence was found in recurrence-free survival rates between the two groups ( χ2=0.13, P=0.717). Similarly, there was no statistically significant difference in cumulative survival rates between the groups ( χ2<0.01, P=0.978). Conclusion:For HCC at CNLC Ⅰa in challenging locations, RFA demonstrated shorter operation time and postoperative hospital stay, less intraoperative bleeding, and superior liver function recovery compared with surgical resection, while no significant difference was observed in survival outcomes between the two treatment groups.
5.Evaluation of the application of three-dimensional visualization combined with ICG fluorescence technology in laparoscopic hepatectomy in complex locations based on propensity score method
Hengli ZHU ; Changqian TANG ; Chiyu CAI ; Yongnian REN ; Jizhen LI ; Xingbo WEI ; Senmao MU ; Dongxiao LI ; Liancai WANG ; Deyu LI
Chinese Journal of Hepatobiliary Surgery 2025;31(5):326-331
Objective:To analyze the application value of three-dimensional visualization combined with indocyanine green fluorescence staining in laparoscopic resection of patients with complex liver cancer.Methods:The data of patients with complex liver cancer (liver cancer located in liver segments Ⅶ, Ⅷ, Ⅳa, Ⅴ and caudate lobe) who underwent laparoscopic anatomical liver resection in Zhengzhou University People's Hospital from August 2018 to August 2023 were retrospectively analyzed. A total of 334 patients were enrolled, including 249 males and 85 females, with the age of (57.0±10.6) years. Among the 334 patients, patients who underwent laparoscopic liver resection using three-dimensional visualization combined with indocyanine green fluorescence staining were included in the combined group ( n=128), and the other patients who underwent traditional laparoscopic liver resection were included in the traditional group ( n=206). Propensity score was used to match the preoperative indicators and postoperative pathology between the two groups. The two groups were compared in terms of gender, age, maximum diameter of tumor, alpha-fetoprotein, number of tumors, tumor location, American Society of Anesthesiologists (ASA) grade, operation time, portal occlusion time, intraoperative blood loss, surgical margin and postoperative aspartate transaminase (ALT), alanine transaminase (AST), albumin, total bilirubin, and severe postoperative complications (Clavien-Dindo grade≥grade Ⅲ). The Kaplan-Meier method was used to analyze the prognosis, and the log-rank test was used to compare the survival rate. Results:After propensity score matching, 120 cases were included in the combined group and the traditional group, respectively. There were no significant differences in gender, age, maximum diameter of tumor, alpha-fetoprotein, number of tumors, tumor location, and ASA grade between the two groups (all P>0.05). The intraoperative blood loss in the combined group was 200.0 (150.0, 300.0) ml, and the positive surgical margin rate was 6.7% (8/120), which were lower than 300.0 (150.0, 500.0) ml and 15.8% (19/120) in the traditional group, with statistically significant differences ( Z=-2.43, P=0.015, χ2=5.05, P=0.025). There were no statistically significant differences in the operation time, portal occlusion time, and postoperative ALT, AST, albumin, and total bilirubin between the two groups (all P>0.05). Eight cases (6.7%) in the combined group and 11 cases (9.2%) in the traditional group had severe complications after surgery, and all were discharged after treatment. The 1-, 3-, and 5-year recurrence-free survival rates of the combined group were 83.3%, 61.7%, and 58.3% respectively, while that of the traditional group were 71.7%, 52.5%, and 49.2%, respectively, with significant difference ( χ2=4.57, P=0.031). There was no significant difference in the cumulative survival rate between the combined group and the traditional group ( χ2=0.66, P=0.417). Conclusion:Compared with laparoscopic liver resection, laparoscopic liver resection for patients with complex liver cancer using three-dimensional visualization technology combined with indocyanine green fluorescence staining technology can reduce intraoperative blood loss, positive margin rate, and postoperative recurrence.
6.Survival prognosis analysis of Donafenib adjuvant therapy for radioactive iodine-refractory differentiated thyroid cancer
Xianmin DING ; Xin ZHANG ; Xing MA ; Si ZHOU ; Deyu LI ; Wenliang LI ; Yansong LIN ; Hui YANG
Chinese Journal of Nuclear Medicine and Molecular Imaging 2025;45(12):738-743
Objective:To report the follow-up status of patients participating phase Ⅲ clinical trial (ZGDD3) of Donafenib tosilate (abbreviated as Donafenib) in the treatment of progressive radioactive iodine-refractory differentiated thyroid cancer (RAIR-DTC), and to explore its efficacy, safety and prognostic factors.Methods:This study was a randomized controlled trial, and the clinicopathological data and follow-up results of 29 patients (16 males, 13 females, age 40-68 years) who participated in the clinical trial ZGDD3 between August 2018 and March 2021 were analyzed. Patients were divided into Donafenib group and placebo group using the central dynamic randomization method with the ratio of 2∶1. Adverse reactions (AE) during the trial were observed. Independent-sample t test, Mann-Whitney U test and Fisher exact test were used to analyze the differences of baseline characteristics between the two groups. Progression-free survival (PFS) and overall survival (OS) were followed up. Kaplan-Meier method was used to draw the survival curve (log-rank test) and Cox regression analysis was used to analyze the prognostic factors. Results:There were 22 patients in Donafenib group and 7 patients in placebo group. There were no significant differences of baseline characteristics between the two groups ( t values: -0.68, Z values: from -1.47 to -0.56, all P>0.05). The follow-up was 32.07(21.07, 49.85) months. During the trial, drug-related AEs occurred in all patients in Donafenib group, mostly was grade Ⅰ-Ⅱ, no grade Ⅳ or Ⅴ AEs were found. The median PFS was significantly longer in Donafenib group than that in placebo group (13.23 vs 4.03 months; χ2=9.68, P=0.002), and the median OS was 55.00 and 24.30 months respectively ( χ2=2.07, P=0.150). Metastasis to less common sites was the independent risk factor for OS (hazard ratio ( HR)=6.789, 95% CI: 1.272-36.246, P=0.025). Conclusions:Donafenib shows good clinical application in the treatment of RAIR-DTC, demonstrating good safety and efficacy. Metastasis to less common sites is closely related to OS.
7.Taohong Tongluo granules improve coronary microvascular dysfunction by inhibiting NLRP3/ASC/caspase-1 pathway
Ying ZHANG ; Jingjing FA ; Mingzhu WANG ; Xunjie ZHOU ; Ke LI ; Shuyan HUANG ; Ke WU ; Aoli CHEN ; Deyu FU
Academic Journal of Naval Medical University 2025;46(10):1363-1370
Objective To investigate the cardiac protective effect of Taohong Tongluo granules on coronary microvascular dysfunction(CMD)rats.Methods SD rats were randomly assigned to sham-operated group,CMD group,nicorandil group(5 mg/kg),or Taohong Tongluo granule group(50 mg/kg).Animals were administered corresponding drugs for 7 d according to the grouping,and the CMD model was prepared 2 h after the last administration.The rat CMD model was induced by injecting embolization microspheres(diameter 40-120 μm,approximately 1 000 microspheres)into the left ventricular cavity.Twenty-four hours after modeling,echocardiography was performed to measure the left ventricular ejection fraction(EF),fractional shortening(FS),and end-diastolic volume(EDV).The damaged myocardial area was assessed by 2,3,5-triphenyltetrazolium chloride(TTC)staining.Myocardial morphological changes were observed by hematoxylin-eosin(H-E)staining.The protein expression levels of NOD-like receptor family pyrin domain containing protein 3(NLRP3),apoptosis-associated speck-like protein(ASC),and cysteine aspartic acid specific protease(caspase)-1 in rat myocardial tissue were detected by immunohistochemical staining and Western blotting.Results Echocardiography showed that the EF and FS values in the Taohong Tongluo granule group,CMD group,and nicorandil group were significantly lower than those in the sham-operated group(all P<0.001).The EF and FS values in the Taohong Tongluo granule group and nicorandil group were significantly higher than those in the CMD group(all P<0.01).However,there were no significant differences in EDV among the groups(all P>0.05).H-E staining showed no abnormalities in the myocardium in the sham-operated group.The CMD group exhibited microsphere embolism in the myocardium,myocardial cell dissolution and rupture,and inflammatory infiltration.The lesions in the nicorandil group and the Taohong Tongluo granule group were relatively milder,and the number of thrombi in both groups was lower than that in the CMD group(both P<0.01).The results of TTC staining indicated that the areas of damaged myocardial regions in both the nicorandil group and the Taohong Tongluo granule group were smaller than that in the CMD group(P<0.05 or P<0.01).Moreover,the area in the Taohong Tongluo granule group was smaller than that in the nicorandil group(P<0.05).The results of immunohistochemical staining showed that in the CMD model,the expression of ASC and caspase-1 proteins,as well as the number of positive cells for these proteins,was increased and was distributed in myocardial and interstitial cells.The numbers of ASC and caspase-1 positive cells in the Taohong Tongluo granule group were lower than that in the CMD group(both P<0.01).The Western blotting showed that the expression levels of NLRP3,ASC,and caspase-1 proteins in the Taohong Tongluo granule group were all lower than those in the CMD group(all P<0.05).Conclusion Taohong Tongluo granules can improve cardiac function,ameliorate hemodynamic parameters,and reduce myocardial infarction area in rats with CMD induced by microsphere embolism.The mechanism is related to the inhibition of myocardial inflammasome activation,thereby attenuating the myocardial injuries.
8.Design and application of a ventilator circuit interface protective device for weaning.
Chen SHEN ; Lu MA ; Ping XU ; Xinyu XIA ; Guanjie CHEN ; Deyu GU ; Xiaoqing LI
Chinese Critical Care Medicine 2025;37(4):391-393
With the continuous advancement and innovation in medical equipment technology, the transition between high-flow oxygen therapy, non-invasive ventilation, and invasive ventilation can be easily achieved by adjusting the ventilation mode of ventilators. During the weaning phase for tracheotomized patients, it is necessary to disconnect the ventilator circuit, change the ventilator mode, and gradually extend the weaning time to achieve complete ventilator liberation. During the weaning process, due to patients' excessive dependence on the ventilator, there may be situations where respiratory endpoints and Y-connectors of the ventilator are reconnected for invasive ventilation. However, during the weaning process, the Y-connector and expiratory end connectors are exposed to the air, which cannot ensure the tightness of the ventilator circuit, easily increasing the probability of ventilator circuit contamination and subsequently the risk of ventilator-associated pneumonia (VAP). To overcome these issues, the research team of department of critical care medicine of Zhongda Hospital Southeast University has designed a ventilator circuit interface protective device for weaning and has obtained a National Utility Model Patent of China (ZL 2023 2 1453385.8). The main body of the protective device is a Y-connector plug, consisting of multiple components, including a sealing piece, a protective cover, a sealing plug, an interface 1 (connects with the patient's tracheal tube), an interface 2 (connects with the respiratory branch of the ventilator), and an interface 3 (connects with the expiratory branch of the ventilator), featuring a unique design and easy operation. During the patient's weaning training process, the interface 1 and interface 2 is disconnected from the patient's tracheal tube and respiratory branch, respectively. The interface 1 is plugged with a stopper, and the interface 2 is covered with a protective cover to ensure the tightness of the expiratory branch and Y-connector of the ventilator. During the period when the patient is using the ventilator, the protective cover and plug are removed, and connecting them together ensures the tightness of the device itself, reducing the incidence of VAP caused by ventilator circuit contamination, avoiding nosocomial infections, and shortening the prolonged use of invasive ventilation, increased complication rate, extended hospital stay, and increased medical cost associated with weaning.
Humans
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Ventilator Weaning/methods*
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Equipment Design
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Ventilators, Mechanical
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Respiration, Artificial/instrumentation*
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Pneumonia, Ventilator-Associated/prevention & control*
9.Spatial distribution changes of CD69 + T in hepatocellular carcinoma after immunotherapy and its significance
Ju MA ; Ying ZHU ; Yang XU ; Wensen WANG ; Xinyan ZHU ; Shipeng LI ; Liancai WANG ; Deyu LI
Chinese Journal of Hepatobiliary Surgery 2025;31(3):202-207
Objective:To investigate changes in the density and spatial distribution of CD69 + T cells within hepatocellular carcinoma tissues following immune checkpoint blockade (ICB) therapy, and to explore their correlation with tumor infiltrating immune cell. Methods:Tumor specimens were collected from 12 patients with hepatocellular carcinoma who were admitted to the Department of Hepatobiliary and Pancreatic Surgery of People's Hospital of Zhengzhou University and the First Affiliated Hospital of Zhengzhou University from July 2023 to July 2024. There were 10 males and 2 females, aged (58.5±5.6) years. Of the 12 patients, 6 cases underwent radical surgery directly and 6 underwent radical surgery after immunotherapy. The maximum tumor diameter and tumor volume of the immunotherapy group were measured by imaging. The density and distribution of immune cells such as CD8 + CD69 + T, CD4 + CD69 + T and programmed death-1 (PD-1) were detected by immunohistochemistry and immunofluorescence. The number of immune cells around the target cells was calculated to evaluate the effective score, and the intercellular distance was measured to evaluate the intercellular interaction. Results:The maximum tumor diameter and tumor volume of 6 patients after immunotherapy were lower than before treatment, and the differences were statistically significant (all P<0.05). The density of PD1 + cells in the immunotherapy group was 36.6 (25.9, 55.9) cells/mm 2, which was less than that in the control group 53.9 (38.3, 84.5) cells/mm 2, and the difference was statistically significant ( Z=-2.66, P=0.008). In the control group, the number of CD8 + CD69 + T cells was positively correlated with CD8 + PD1 + T cells and CD8 + PD1 + CD103 + T cells, and the correlation coefficients were 0.42 and 0.40, respectively ( P=0.001, 0.002). The effective scores of CD8 + CD69 + T cells and CD8 + PD1 + T, CD4 + CD103 + T, CD4 + PD1 + CD103 + T and CD8 + PD1 + CD103 + T cells in the above three areas in the immunotherapy group were lower than those in the control group, with statistical significance (all P<0.05). The distance between CD8 + CD69 + T and CD4 + CD69 + CD103 + T cells in the interface area of the control group was closer than that of the immunotherapy group, and the difference was statistically significant ( t=2.67, P=0.009). Conclusion:After immunotherapy in hepatocellular carcinoma patients, PD-1+ cells and immune cells around CD8 + CD69 + T cells decreased, and this change was related to the distance between CD8 + CD103 + T cells.
10.Construction of machine learning-based prediction model for clinically relevant delayed gastric emptying after LPD
Jizhen LI ; Hengli ZHU ; Qingan FU ; Changqian TANG ; Xingbo WEI ; Chiyu CAI ; Liancai WANG ; Dongxiao LI ; Deyu LI
Chinese Journal of Hepatobiliary Surgery 2025;31(2):101-106
Objective:To analyze the risk factors for clinically relevant delayed gastric emptying (CR-DGE) following laparoscopic pancreaticoduodenectomy (LPD) and to develop a model to predict the postoperative CR-DGE after LPD using the machine-learning approach with multi-model comparison.Methods:Clinical data of 278 patients with tumors located in the pancreatic head and periampullary region undergoing LPD at People’s Hospital of Zhengzhou University from January 2019 to December 2023 were retrospectively analyzed, including 167 males and 111 females, aged 59 (53, 66) years. According to the occurrence of DGE, patients were divided into the CR-DGE group ( n=94) and the non-CR-DGE group ( n=184). Main clinical characteristics were compared between the groups, including pancreatic duct diameter, intraoperative blood loss and operative time. The perioperative indicators were selected using the least absolute shrinkage and selection operator (LASSO) algorithm. Following variable selection, 278 patients were allocated into a training set ( n=222) and a validation set ( n=56) in an 8∶2 ratio. Eight machine learning models were selected to model the training set: random forest, adaptive boosting, light gradient boosting, multilayer perceptron, support vector machine, K-nearest neighbor algorithm, decision tree and complementary set plain bayes. The area under the curve (AUC) of receiver operating characteristic curve of the validation set was utilized to identify the optimal model. The predictive performance of the optimal model was evaluated using calibration plots and decision curve analysis (DCA). The contribution of each feature to the prediction is assessed using Shapley additive explanation (SHAP). Results:Univariate analysis showed statistically significant differences between the CR-DGE and non-CR-DGE groups in terms of age [66(62, 69) years vs. 56(51, 60), years], diabetes [42.6%(40/94) vs. 11.4%(21/184)], level of fibrinogen [3.43(2.74, 4.18) g/L vs. 3.84(3.19, 4.68) g/L], pancreatic duct diameter [2.00(1.50, 2.70) mm vs. 3.40(1.60, 5.00) mm], intraoperative blood loss [300(200, 600) ml vs. 200(150, 300) ml], operative time [472(430, 502) min vs. 430(365, 475) min], clinically relevant postoperative pancreatic fistula [34.0%(32/94) vs. 3.8%(7/184)], abdominal fluid accumulation [46.8%(44/94) vs. 12.5%(23/184)], postoperative hemorrhage [20.2%(19/94) vs. 3.3%(6/184)], abdominal infection [28.7%(27/94) vs. 11.4% (21/184)] and duration of postoperative gastrointestinal decompression [4.00 (2.00, 6.00) d vs. 3.00 (2.00, 5.00) d] (all P<0.05). The eleven variables selected via LASSO were incorporated into each of the eight machine learning models. Results demonstrated that the random forest model achieved the highest performance in the validation set, with an AUC of 0.894 (95% CI: 0.800-0.985), accuracy of 0.820 and sensitivity of 0.606. Calibration plots and DCA confirmed the robustness of the random forest model. SHAP analysis indicated that age, pancreatic duct diameter and preoperative aspartate aminotransferase were important predictors in the random forest model. Conclusion:The random forest model developed in this study demonstrated a good predictive performance for CR-DGE after LPD and may assist in the early identification of high-risk patients in clinical practice.


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