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.

Objective To observe the value of machine learning(ML)models constructed based on pre-treatment clinical and CT features for predicting acute liver function deterioration(ALFD)in hepatocellular carcinoma(HCC)patients after the first time TACE.Methods Totally 320 HCC patients who underwent the first TACE were retrospectively enrolled and divided into training set(n=256)and test set(n=64)at the ratio of 4∶1.ALFD was evaluated according to clinical,laboratory and image findings within 2 weeks after TACE.Univariate analysis was performed to compare clinical baseline data and diameter of HCC on pre-TACE CT in training set,and parameters being statistical different between patients with and without ALFD were used to construct ML models using 9 different ML algorithms.The efficacy of each model for predicting ALFD in test set was evaluated,and the optimal model was selected.The calibration degree and clinical value of the optimal model were assessed in test set,and the contribution of each parameter was analyzed using SHAP method.Results In training set,76 cases were ALFD and 180 cases were non-ALFD,while in test set,18 cases were ALFD and 46 cases were non-ALFD.Among 9 ML models,the sensitivity,specificity,accuracy,area under the curve,F1 value and Kappa value of extreme gradient boosting(XGBoost)model in test set was 85.12%,89.34%,88.08%,0.927,0.811 and 0.725,respectively.XGBoost model was considered as the optimal one,with predicted probability in test set in good agreement with actual probability and high clinical net benefit.The contribution of patients'age,lesion diameter on pre-TACE CT,glutamic-pyruvic transaminase,glutamic-oxaloacetic transaminase and TACE time were all great for XGBoost model.Conclusion XGBoost model based on pre-treatment clinical and CT features could be used to effectively predict ALFD in HCC patients after the first time TACE.

Objective To investigate the clinical effectiveness and safety of apatinib mesylate combined with gemcitabine+cisplatin(GC)and camrelizumab in the treatment of advanced gallbladder cancer,and to provide evidence for the clinical treatment of patients with advanced gallbladder cancer.Methods A total of 75 patients with advanced gallbladder cancer admitted to Henan Provincial People's Hospital and The Affiliated Cancer Hospital of Zhengzhou University from January 2022 to December 2023 were retrospectively included.According to treatment plans,they were divided into study group(apatinib mesylate combined with GC+camrelizumab)and control group(GC+camrelizumab).The 1-year survival rate,objective response rate(ORR),disease control rate(DCR),progression-free survival(PFS),overall survival(OS),and adverse reactions were compared between the two groups.Inter-group comparisons were performed using the chi-square test/Fisher's exact test,the t-test,and the Mann-Whitney U test for categorical data,continuous data in normal distribution,and continuous data in non-normal distribution,respectively.The Kaplan-Meier survival curves were generated and compared using the log-rank test.Results The ORR and DCR of the study group were 35.0%and 80.0%,respectively,which were not significantly different from those of the control group(bothP>0.05).The 1-year survival rate of the study group differed significantly from that of the control group(45.0%vs 20.0%,P<0.05).The median PFS was 7.73(95%confidence interval[CI]:4.39-11.01)months in the study group and 4.17(95%CI:3.48-4.85)months in the control group,and the difference was statistically significant(P<0.01).The median OS was 11.77(95%CI:8.07-15.47)months in the study group and 7.97(95%CI:5.84-10.09)months in the control group,which were not statistically significant(P>0.05).Across all grades of adverse reactions,the study group showed significantly higher incidence rates of hand-foot syndrome(62.5%vs 34.3%,χ2=5.945,P<0.05)and elevated blood pressure(42.5%vs 20.0%,χ2=4.343,P<0.05)than the control group.There were no significant differences in the incidence rates of adverse reactions of grade Ⅲ or above between the two groups(all P>0.05).Conclusion Apatinib mesylate combined with GC+camrelizumab is superior to GC+camrelizumab in prolonging the PFS but not in terms of the OS,with controllable toxic side effects,which is a safe and effective treatment regimen.

Objective To investigate the clinical efficacy of the"dynamic and static combination"approach in the treatment of Hepple Ⅰ-Ⅲ type osteochondral lesions of the talus(OLT),utilizing external ankle shaking,pulling,and poking manipulations in conjunction with ankle brace fixation.Methods A total of 82 patients diagnosed with OLT,who sought treatment at four hospitals between June 2022 and December 2023,were included in the study.Both the experimental and control groups received ankle immobilization using braces through-out the treatment period.The control group was administered Voltaren Emulgel topically twice daily(morning and evening),with each treatment course lasting 30 days,for a total of one course.The experimental group received additional therapeutic intervention involving shaking,pulling,and poking manipulations,conducted twice weekly,with the same duration and number of treatment courses as the control group.Follow-up assessments were scheduled at 2 weeks,4 weeks,and 2 months post-treatment.Outcome measures included the pain rating index(PRI),visual analogue scale(VAS)for pain intensity,current pain intensity(PPI),American Orthopaedic Foot & Ankle Society(AOFAS)ankle and hindfoot scores,proprioceptive function,and the size of OLT.Results During the longitudinal assessment conducted at 2-week,4-week,and follow-up intervals,the experimental group exhibited superior clinical outcomes compared to the control group,with statistically significant decreases in PRI,PPI,and AOFAS scores(all P＜0.05).VAS scores showed progressive improvement over time,with significant intergroup differences observed at both the 4-week and follow-up assessments(P＜0.05).Biomechanical analysis performed post-intervention indicated improved kinematic repositioning accuracy in the experimental group,as reflected by significantly reduced active-passive error angles(P＜0.05).Importantly,measurements of OLT area revealed notable therapeutic effects in the experimental group(P＜0.05),whereas no statistically significant changes were observed in the control group throughout the study period(all P＞0.05).Conclusions Under the guidance of the"dynamic and static combination"concept,the integration of shaking,pulling,and poking manipu-lation with conventional Western medicine-based conservative treatment for OLT demonstrates more pronounced advantages in alleviating pain,improving ankle joint function,restoring proprioception,facilitating lesion recovery,and enhancing overall quality of life.

Objective:To analyze the clinical characteristics, RAN-binding protein 2 ( RANBP2) gene variations, and prognosis in Chinese acute necrotizing encephalopathy (ANE) patients. Methods:A retrospective analysis of ANE cases registered in the Peking Union Medical College Hospital Encephalitis Registry System from 2022 to 2024, involving patients from Peking Union Medical College Hospital and other hospitals, was conducted. A descriptive study was performed on the clinical characteristics, treatments and prognosis, cerebrospinal fluid examination results, and imaging findings of these patients based on adjusted ANE diagnostic criteria. Whole-exome sequencing technology was used to detect gene mutations in these patients.Results:A total of 18 ANE cases were included, ranged in age from 2 to 72 [20(5, 43)] years. The male-to-female ratio was 4∶5. All patients were found with precipitating infections including COVID-19, influenza A virus and Mycoplasma pneumoniae infections. All patients presented with fever, with varying degrees of consciousness disturbance observed in 16 cases, and seizures in 10 cases. All patients underwent lumbar puncture, with normal or mildly elevated white cell counts [3(2, 13)×10 6/L] and mildly to moderately elevated protein levels [1.90(0.92, 4.65) g/L]. A total of 6 patients were found with extremely elevated interleukin-6 level [950(164, 2 000) pg/ml] in cerebrospinal fluid. Bilateral symmetric thalamic lesions were typical imaging features of ANE, while involvement of other areas such as cortical and subcortical white matter, brainstem, and cerebellum was also observed. A total of 14 patients performed genetic tests while 4 patients were identified with RANBP2 gene mutations (c.1754C>T in 3 cases, c.1966A>G in 1 case). All patients received immunotherapy, and 7 patients died at discharge while other patients presented with neurological sequelae of varying degrees. Conclusions:ANE is a rare and severe parainfectious encephalopathy that can occur in both children and adults. Clinically, it is characterized by rapidly progressing encephalopathy following systematic infection, with bilateral symmetric thalamic lesions. The detection of RANBP2 gene mutations could help make the diagnosis.

Objective To investigate the clinical effectiveness and safety of apatinib mesylate combined with gemcitabine+cisplatin(GC)and camrelizumab in the treatment of advanced gallbladder cancer,and to provide evidence for the clinical treatment of patients with advanced gallbladder cancer.Methods A total of 75 patients with advanced gallbladder cancer admitted to Henan Provincial People's Hospital and The Affiliated Cancer Hospital of Zhengzhou University from January 2022 to December 2023 were retrospectively included.According to treatment plans,they were divided into study group(apatinib mesylate combined with GC+camrelizumab)and control group(GC+camrelizumab).The 1-year survival rate,objective response rate(ORR),disease control rate(DCR),progression-free survival(PFS),overall survival(OS),and adverse reactions were compared between the two groups.Inter-group comparisons were performed using the chi-square test/Fisher's exact test,the t-test,and the Mann-Whitney U test for categorical data,continuous data in normal distribution,and continuous data in non-normal distribution,respectively.The Kaplan-Meier survival curves were generated and compared using the log-rank test.Results The ORR and DCR of the study group were 35.0%and 80.0%,respectively,which were not significantly different from those of the control group(bothP>0.05).The 1-year survival rate of the study group differed significantly from that of the control group(45.0%vs 20.0%,P<0.05).The median PFS was 7.73(95%confidence interval[CI]:4.39-11.01)months in the study group and 4.17(95%CI:3.48-4.85)months in the control group,and the difference was statistically significant(P<0.01).The median OS was 11.77(95%CI:8.07-15.47)months in the study group and 7.97(95%CI:5.84-10.09)months in the control group,which were not statistically significant(P>0.05).Across all grades of adverse reactions,the study group showed significantly higher incidence rates of hand-foot syndrome(62.5%vs 34.3%,χ2=5.945,P<0.05)and elevated blood pressure(42.5%vs 20.0%,χ2=4.343,P<0.05)than the control group.There were no significant differences in the incidence rates of adverse reactions of grade Ⅲ or above between the two groups(all P>0.05).Conclusion Apatinib mesylate combined with GC+camrelizumab is superior to GC+camrelizumab in prolonging the PFS but not in terms of the OS,with controllable toxic side effects,which is a safe and effective treatment regimen.

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.

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.

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.

Objective To analyze the value of abnormal expression of serum alpha fetoprotein variant 3(AFP-L3)and β2 microglobulin(β2-MG)in predicting complications after interventional surgery in patients with liver cancer.Methods Clinical information of totally 92 patients with liver cancer who underwent inter-ventional surgery in the hospital from January 2020 to December 2023 were retrospectively collected and the patients were divided into complication group(33 cases)and non-complication group(59 cases)according to whether complications occurred after interventional surgery.The levels of AFP-L3 and β2-MG were detected respectively.Multivariate Logistic regression was used to analyze the the factors influencing the occurrence of complications in patients with liver cancer.Receiver operating characteristic(ROC)curve was used to evaluate the val-ue of the levels of AFP-L3 and β2-MG to predict complications in patients with liver cancer.Results Compared with the non-complication group,the proportion of patients with a history of diabetes,positive hepatitis B vi-rus(HBV)-DNA,poorly differentiated histology,and the levels of AFP-L3 and β2-MG were higher in the complication group(P＜0.05),and the course of liver cancer was longer(P＜0.05).Multivariate Logistic re-gression analysis showed that the levels of AFP-L3 and β2-MG were independent risk factors for complications after interventional surgery in patients with liver cancer.The area under the curve(AUC)of AFP-L3 and β2-MG levels in predicting complications after interventional surgery in patients with liver cancer were 0.874 and 0.854,respectively,with sensitivity of 89.77％and 74.79％,and specificity of 87.21％and 84.82％,respec-tively.The cut off values were 92.281 μg/L and 4.430 mg/L,respectively.The AUC of the combination of AFP-L3 and β2-MG levels in predicting postoperative complications was 0.910,which was significantly better than the predictive value of the single indicator(P＜0.05).Conclusion High levels of serum AFP-L3 and β2-MG may be independent risk factors for complications after interventional surgery in patients with liver canc-er.The combined detection of the two serum indicators has higher predictive value for postoperative complica-tions.It provides a new means to evaluate complications in patients with liver cancer after interventional sur-gery.