Objective To evaluate and improve missing data imputation methods to enhance the performance of binary classification prediction model.Methods By simulating data missing scenes,the effects of direct elimination,mean imputation,random forest(RF)imputation algorithm,and multiple imputation-random forest(MI-RF)on the performance of the prediction model were jointly evaluated by receiver operating characteristic area under curve(AUC)and root mean square error(RMSE).Bayesian Network was introduced for the random forest imputation algorithm to optimize the imputation method using the correlations between variables.Results Under different missing proportions,both AUC and RMSE indicated that Bayesian network optimized random forest(BN-RF)imputation algorithm was better.In addition,when the missing proportion was 10％-20％,various imputation methods had roughly the same improvement effect for the prediction model;when the proportion of missing data was 30％-40％,compared to the mean imputation,except for the BN-RF,RF was more effective and its effect was slightly better than MI-RF;however,when the proportion of missing data was close to 50％,even if the model performance was still appropriate,the imputation data gradually deviated from the true data features,resulting in a decrease in the usability of the model.Conclusion The overall effect of BN-RF is satisfactory,and it should be chosen when random missing was 30％-40％.

Gastrointestinal (GI) cancers are a leading cause of cancer morbidity and mortality worldwide. Despite advances in treatment, cancer relapse remains a significant challenge, necessitating novel therapeutic strategies. In this study, we engineered nanobody-based chimeric antigen receptor (CAR) natural killer (NK) cells targeting cadherin 17 (CDH17) for the treatment of GI tumors. In addition, to enhance the efficacy of CAR-NK cells, we also incorporated CV1, a CD47-SIRPα axis inhibitor, to evaluate the anti-tumor effect of this combination. We found that CDH17-CAR-NK cells effectively eliminated GI cancers cells in a CDH17-dependent manner. CDH17-CAR-NK cells also exhibit potent in vivo anti-tumor effects in cancer cell-derived xenograft and patient-derived xenograft mouse models. Additionally, the anti-tumor activity of CDH17-CAR-NK cells is synergistically enhanced by CD47-signal regulatory protein α (SIRPα) axis inhibitor CV1, likely through augmented macrophages activation and an increase in M1-phenotype macrophages in the tumor microenvironment. Collectively, our findings suggest that CDH17-targeting CAR-NK cells are a promising strategy for GI cancers. The combination of CDH17-CAR-NK cells with CV1 emerges as a potential combinatorial approach to overcome the limitations of CAR-NK therapy. Further investigations are warranted to speed up the clinical translation of these findings.

ObjectiveTo explore the clinical safety of Feilike Mixture （FLK） in the real world. MethodsThe safety of all children who received FLK from 29 institutions in 12 provinces between January 21，2021 and December 25，2021 was evaluated through prospective centralized surveillance and a nested case control study. ResultsA total of 3 035 juveniles were included. There were 29 research centers involved，which are distributed across 12 provinces，including one traditional Chinese medicine （TCM） hospital and 28 general hospitals. The average age among the juveniles was （4.77±3.56） years old，and the average weight was （21.81±12.97） kg. Among them，119 cases （3.92%） of juveniles had a history of allergies. Acute bronchitis was the main diagnosis for juveniles，with 1 656 cases （54.46%）. FLK was first used in 2 016 cases （66.43%），and 142 juvenile patients had special dosages，accounting for 4.68%. Among them，92 adverse drug reactions （ADRs） occurred，including 73 cases of gastrointestinal system disorders，10 cases of metabolic and nutritional disorders，eight cases of skin and subcutaneous tissue diseases，two cases of vascular and lymphatic disorders，and one case of systemic diseases and various reactions at the administration site. The manifestations of ADRs were mainly diarrhea，stool discoloration，and vomiting，and no serious ADRs occurred. The results of multi-factor analysis indicated that special dosages （the use of FLK）［odds ratio （OR） of 2.642， 95% confidence interval （CI） of 1.105-6.323］，combined administration： spleen aminopeptide （OR of 4.978， 95%CI of 1.200-20.655），and reason for combined administration： anti-infection （OR of 1.814， 95%CI of 1.071-3.075） were the risk factors for ADRs caused by FLK. Conclusion92 ADRs occurred among 3 035 juveniles using FLK. The incidence of ADRs caused by FLK was 3.03%，and the severity was mainly mild or moderate. Generally，the prognosis was favorable after symptomatic treatment such as drug withdrawal or dosage reduction，suggesting that FLK has good clinical safety.

Objective To compare the image quality of readout-segmented diffusion weighted imaging(RESOLVE-DWI)and integrated slice-by-slice shimming diffusion weighted imaging(iShim-DWI)in patients with nasopharyngeal carcinoma.Methods A retrospective study was conducted on 26 patients with nasopharyngeal carcinoma confirmed by pathology.The imaging data included RESOLVE-DWI and iShim-DWI.The signal-to-noise ratio(SNR)and contrast-to-noise ratio(CNR)of the two sequences were compared by one deputy chief imaging technician.And two experienced radiologists used the 5-point scoring scheme to compare the lesion clarity,image artifacts,and antideformation ability of the two sequences,repectively.Results The SNR and CNR of the iShim-DWI sequence were significantly higher than those of RESOLVE-DWI sequence(P＜0.01).While the subjective scores of lesion clarity,image artifacts,and antideformation ability on RESOLVE-DWI were significantly better than those of iShim-DWI,and the differences were statistically significant(P＜0.01).Conclusion Both RESOLVE-DWI and iShim-DWI obtained good images.With sufficient SNR and CNR,RESOLVE-DWI has clearer lesions and surrounding structures,higher image resolution,fewer artifacts,and better antideformation ability,thus providing clinical advantages in evaluating patients with good physical tolerance.

Anatomy of laboratory animals plays an important role in laboratory animal science,veterinary medicine,and other life sciences.Integrating mind mapping into the entire teaching process can effectively help teachers to optimize the organization of teaching contents and stimulate students' enthusiasm and self-motivation for learning.This manuscript aims to explore the feasibility,advantages,and challenges of applying mind-mapping tools for teaching anatomy of laboratory animals.We analyze the different application scenarios from the perspectives of both teachers and students,with the aim of providing practical teaching tools and methodologies to enhance instructional effectiveness in the teaching of anatomy of laboratory animals.

Objective To compare the effects of single antiplatelet therapy(SAPT)versus dual antiplatelet therapy(DAPT)on bleeding and ischemic events in patients undergoing transcatheter aortic valve replacement(TAVR)without long-term anticoagulation indications.Methods This randomized controlled trial included 90 post-TAVR patients without anticoagulation indications,who were allocated to the SAPT group(n=46,aspirin 100 mg/d)or DAPT group(n=44,aspirin 100 mg/d+clopidogrel 75 mg/d for 3 months,followed by aspirin monotherapy).Maximum aggregation rates of platelets induced by arachidonic acid(MARAA)and adenosine diphosphate(MARADP)were measured 1,3,6,and 12 months postoperatively.Bleeding and ischemic events were recorded during the follow-up visits.Results The SAPT group exhibited significantly higher MARAA and MARADP scores at 1 and 3 months,and higher MARAA scores at 6 months compared to the DAPT group(P<0.05).At the 12-month follow-up,the SAPT group had a significantly lower inci-dence of bleeding events compared to the DAPT group(13.0%vs.31.8%,P=0.043).No statistically significant difference was observed in ischemic events between the groups(15.2%vs.11.4%,P=0.759).Conclusion For TAVR patients without anticoagulation indica-tions,SAPT significantly reduced the 1-year bleeding risk compared to DAPT,without increasing ischemic events.These findings support the safety and efficacy of SAPT after TAVR.

Objective To analyze the relationship between heart rate variability(HRV)parameters and cognitive impairment in elderly patients with ischemic cerebral small vessel disease(CSVD).Methods A total of 120 elderly patients with ischemic CSVD admitted in Affiliated Hospital of Southwest Medical University from December 2020 to December 2022 were recruited,and accord-ing to Montreal cognitive assessment(MoCA)score,they were divided into cognitively impaired group(MoCA score＜26,n=38)and cognitively normal group(MoCA score≥26,n=82).All pa-tients received dynamic electrocardiography to obtain HRV parameters,including standard devia-tion of R-R interval(SDNN),percentage of the number of pairs of adjacent R-R intervals differing by more than 50 ms(PNN50),power in low frequency range(LF)and power in high frequency range(HF).The relationship between HRV parameters and cognitive impairment was analyzed by Spearman correlation analysis,and the value of HRV parameters in evaluating cognitive impair-ment was explored by ROC curve analysis.Results The cognitively impaired group had signifi-cantly lower SDNN,PNN50,LF and HF than the cognitively normal group(P＜0.05,P＜0.01).Spearman correlation analysis indicated that SDNN,PNN50,LF and HF were negatively correla-ted with cognitive impairment in elderly patients with ischemic CSVD(r=-0.185,r=-0.720,r=-0.278,r=-0.387;P＜0.05).ROC curve analysis manifested that the AUC value,sensitivi-ty and specificity of combination of SDNN,PNN50,LF and HF in evaluating cognitive impair-ment in the patients was 0.972(95％CI:0.949-0.996),94.70％and 89.00％,respectively.The efficiency of combined evaluation was better than that of each indicator alone(P＜0.01).Conclusion The HRV parameters are closely associated with cognitive impairment in elderly pa-tients with ischemic CSVD.Early determination of SDNN,PNN50,LF,HF and other HRV pa-rameters can provide reference for the evaluation of cognitive impairment.

Persistent left superior vena cava is a rare venous variant that is often combined with cardiovascular malformations. In thoracic surgery, especially mediastinal tumor resection, neglect of this variant may make the surgery difficult and risky, and careful preoperative imaging interpretation and adequate preoperative evaluation play an important role in the perioperative safety of the patient. In this paper, we reported a case of a 17-year-old female patient with a persistent left superior vena cava combined with mediastinal tumors. She was successfully discharged 5 days after thoracoscopic surgery, and after 3 years of postoperative follow-up, no tumor recurrence was observed.

Background and Aims:Body mass index(BMI),an important indicator of nutrition and health,is closely associated with postoperative complications.This study was performed to investigate the relationship between preoperative BMI and severe complications in patients undergoing liver resection for hepatolithiasis,aiming to provide preoperative guidance for clinicians,reduce the risk of postoperative complications,and ensure surgical safety and efficacy.Methods:The clinical data of 484 patients with hepatolithiasis who underwent liver resection between May 2006 and December 2022 at the First Affiliated Hospital of Army Medical University and Beijing Tsinghua Changgung Hospital were retrospectively collected.Patients were classified into low BMI group(≤18.4 kg/m2),normal BMI group(18.5-24.9 kg/m2),and high BMI group(≥25.0 kg/m2)based on preoperative BMI.Baseline characteristics,overall complications,severe complications,and other postoperative outcomes were compared between the normal BMI group and the low group as well as the high BMI group.Risk factors for severe complications after liver resection were analyzed.Results:Among the 484 patients,79(16.3％)were in the low BMI group,328(67.8％)in the normal BMI group,and 77(15.9％)in the high BMI group.The high BMI group had significantly higher ASA score,preoperative albumin level,and proportion of hypertension compared to the normal BMI group(all P＜0.05).Baseline characteristics in the low BMI group showed no significant differences compared to the normal BMI group(all P＞0.05).The incidence rates of overall complications were not significantly among the three groups(P＞0.05).However,the high BMI group had significantly higher incidence rates of severe complications(Clavien-Dindo grade Ⅲ-Ⅳ),postoperative infections,liver failure,and bile leakage compared to the normal BMI group;the low BMI group had significantly higher rates of perioperative blood transfusion,postoperative infections,liver failure,and reoperation compared to the normal BMI group(all P＜0.05).Univariate and multivariate Logistic regression analyses identified high BMI and preoperative total bilirubin ≥54 pmol/L as independent risk factors for severe complications after liver resection in patients with hepatolithiasis(both P＜0.05).Conclusion:Preoperative BMI is closely associated with the occurrence of complications after liver resection in patients with hepatolithiasis,with high BMI being an independent risk factor for severe complications.To mitigate the risk of severe complications,clinical practice should prioritize monitoring and management of individuals with high BMI and other risk factors