Objective: To establish a machine learning-based precision blood donor recruitment model at the county level and assess its generalizability and applicability. Methods: A retrospective study was conducted using blood donation and SMS recruitment data from the Taicang Branch of the Suzhou Blood Center between 2019 and 2024. Multiple machine learning algorithms were employed, including extreme gradient boosting, support vector machine, k-nearest neighbor, logistic regression, decision tree, random forest, and multilayer perceptron. These were combined with techniques such as synthetic minority oversampling, undersampling, and cost-sensitive learning (using MFE and MSFE loss functions). Model parameters were optimized through grid search to identify the best-performing model. Results: In a prospective comparative study against conventional methods, the machine learning models increased the recruitment success rate among high-willingness donors by an average of 129.15%, and the recruitment efficiency per SMS improved by 125.02% compared with the traditional method. Under full-scale SMS sending, the recruitment rate per SMS increased by 42.61%, and SMS sending efficiency improved by 31.77%, significantly enhancing recruitment performance. Conclusion: This study represents the first application of a machine learning-based precision donor recruitment model at the county-level in China. The precise recruitment framework not only improves recruitment efficiency and reduces recruitment costs but also demonstrates strong scalability and generalizability. It provides a scientific and feasible intelligent pathway to ensure the safety and sustainability of the blood supply.

Objective To evaluate the high-risk factors for venous thromboembolism(venous throm-boembolism,VTE)during the perioperative period in gynecology and analyze the rationality of anticoagulant drug use.Methods Clinical data of 183 gynecological surgical patients treated at Kunming Maternal and Child Health Hospital from January 2023 to December 2024 were collected.Among them,29 diagnosed with postoperative VTE were classified as the VTE group and 154 diagnosed with no postoperative VTE during the same period were classified as the non-thrombosis group.Independent sample t-test,Mann-Whitney U test,or χ2 test were used to analyze high-risk factors for VTE during the perioperative period.Logistic regression analysis was employed to identify risk factors for VTE after the gynecological surgery and a predictive regression model was established.The ROC curve was plotted to evaluate the model's validity.Results Elevated D-dimer levels,open abdominal surgery,and history of thrombosis were independent risk factors for VTE in postoperative gynecological patients(OR>1,P<0.05).The AUC of the regression-based predictive model was higher than that of the Caprini and G-Caprini scores,indicating that this model had the good discriminatory ability its resolution was better than G-Caprini and Caprini risk assessment tools.The identified issues in VTE prophylaxis at the hospital included the insufficient mechanical prevention time limit and delayed initiation of anticoagulant therapy in patients at moderate risk of bleeding.Conclusion This predictive model has certain clinical value for broader application.For issues related to drug therapy such as delayed use of anticoagulant drugs,clinical pharmacists should collaborate with physicians to assess patients'bleeding and thrombosis risks,jointly develop precise anticoagulation regimens.

Objective To investigate the effect of perindopril on the nicotinamide adenine dinucleotide phosphate(NADPH)oxidase 4(NOX4)/NOD-like receptor protein 3(NLRP3)signaling pathway in rat liver fibrosis induced by thioacetamide(TAA).Methods Thirty-two SD rats were randomly divided into the blank group,the model group(TAA 200 mg/kg,twice a week for 6 weeks)and the low/high dose group(TAA+perindopril 2/8 mg/kg),with 8 rats in each group.Two weeks after modeling,the administration group was given the corresponding dose of perindopril by gavage(for 4 weeks).At the end of the 6th week,liver pathological sections were used to observe pathological changes of liver tissue and degrees of fibrosis and inflammation.The biochemical analyzer was used to detect alanine aminotransferase(ALT)and aspartate aminotransferase(AST).Enzyme-linked immunosorbent assay(ELISA)was used to detect NLRP3 and IL-1β.Immunohistochemistry was used to detect NOX4,NLRP3,Caspase-1,IL-1β protein and α-smooth muscle agonist protein(α-SMA).Results Compared with the blank group,liver collagen fibers were significantly proliferated in the model group,a large number of inflammatory cells infiltrated,and serum levels of ALT and AST,as well as NLRP3 and IL-1β in rats were significantly increased.The average optical density values of positive proteins such as NOX4,NLRP3,Caspase-1,IL-1β and α-SMA in rat liver tissue increased significantly(P<0.05).Compared with the model group,the proliferation of collagen fibers and inflammatory infiltration were significantly reduced in both the low-dose and high-dose groups,and serum levels of ALT and AST,NLRP3 and IL-1β in rats were significantly decreased.The average optical density values of positive proteins such as NOX4,NLRP3,Caspase-1,IL-1β and α-SMA in rat liver tissue decreased significantly(P<0.05).Moreover,the degree of liver fibrosis reduction in rats was better in the high-dose group than that in the low-dose group.Conclusion Perindopril may regulate the NLRP3 signaling pathway by inhibiting the expression of NOX4,thereby reducing oxidative stress damage and inflammatory responses and thus delaying the process of liver fibrosis.

Objective To investigate the effect of perindopril on the nicotinamide adenine dinucleotide phosphate(NADPH)oxidase 4(NOX4)/NOD-like receptor protein 3(NLRP3)signaling pathway in rat liver fibrosis induced by thioacetamide(TAA).Methods Thirty-two SD rats were randomly divided into the blank group,the model group(TAA 200 mg/kg,twice a week for 6 weeks)and the low/high dose group(TAA+perindopril 2/8 mg/kg),with 8 rats in each group.Two weeks after modeling,the administration group was given the corresponding dose of perindopril by gavage(for 4 weeks).At the end of the 6th week,liver pathological sections were used to observe pathological changes of liver tissue and degrees of fibrosis and inflammation.The biochemical analyzer was used to detect alanine aminotransferase(ALT)and aspartate aminotransferase(AST).Enzyme-linked immunosorbent assay(ELISA)was used to detect NLRP3 and IL-1β.Immunohistochemistry was used to detect NOX4,NLRP3,Caspase-1,IL-1β protein and α-smooth muscle agonist protein(α-SMA).Results Compared with the blank group,liver collagen fibers were significantly proliferated in the model group,a large number of inflammatory cells infiltrated,and serum levels of ALT and AST,as well as NLRP3 and IL-1β in rats were significantly increased.The average optical density values of positive proteins such as NOX4,NLRP3,Caspase-1,IL-1β and α-SMA in rat liver tissue increased significantly(P<0.05).Compared with the model group,the proliferation of collagen fibers and inflammatory infiltration were significantly reduced in both the low-dose and high-dose groups,and serum levels of ALT and AST,NLRP3 and IL-1β in rats were significantly decreased.The average optical density values of positive proteins such as NOX4,NLRP3,Caspase-1,IL-1β and α-SMA in rat liver tissue decreased significantly(P<0.05).Moreover,the degree of liver fibrosis reduction in rats was better in the high-dose group than that in the low-dose group.Conclusion Perindopril may regulate the NLRP3 signaling pathway by inhibiting the expression of NOX4,thereby reducing oxidative stress damage and inflammatory responses and thus delaying the process of liver fibrosis.

Objective:To explore the clinical phenotype and genetic etiology for a Chinese pedigree affected with Autosomal dominant polycystic kidney disease (ADPKD).Methods:A pedigree with ADPKD diagnosed at the Department of Gynaecology of the First Affiliated Hospital of Zhengzhou University in December 2020 was selected as the study subject. Clinical data of the pedigree was collected, and whole exome sequencing (WES) was carried out for the proband. Candidate variants were verified by Sanger sequencing of the proband and her relatives. This study was approved by the First Affiliated Hospital of Zhengzhou University (Ethics No. KS-2018-KY-36).Results:Fetal ultrasonography showed increased volume and parenchymal echogenicity in both kidneys. The fetus was found to harbor c. 11098C>T (p.R3700C) and c.11039T>C (p.F3680S) compound heterozygous variants of the PKD1 gene, which were respectively inherited from its mother and father. Based on the guidelines from the American College of Medical Genetics and Genomics (ACMG), both variants were predicted to be likely pathogenic (PM1+ PM2_Supporting+ PP3). Conclusion:The c. 11098C>T (p.R3700C) and c. 11039T>C (p.F3680S) compound heterozygous variants of the PKD1 gene probably underlay the ADPKD in the fetus. Above finding has provided guidance for the genetic counseling and prenatal diagnosis for this pedigree.

Objective:To retrieve, evaluate, and summarize the evidence on fertility management for cervical cancer patients of childbearing age, providing a basis for clinical medical and nursing staff to carry out fertility management for cervical cancer patients.Methods:The evidence on fertility in cervical cancer patients included clinical decision-making, guidelines, summary of evidence, expert consensus, and systematic review, which were systematically searched on domestic and international evidence-based medicine databases, clinical decision-making systems, guideline websites, professional association websites, medical literature service websites, and databases such as UpToDate, Cochrane Library, British Medical Journal (BMJ) Best Practice, China Guidelines Network, China National Knowledge Infrastructure, WanFang Med Online, China Biology Medicine disc, and VIP. The search period was from database establishment to March 1, 2023. Two researchers who received evidence-based nursing knowledge training independently conducted literature screening and quality evaluation, and jointly discussed with clinical experts on the literature that met the requirements to complete evidence extraction and summary.Results:A total of 11 articles were included, including three clinical decision-making, four guidelines, three expert consensus, and one systematic review. A total of 30 pieces of best evidence were summarized from six aspects, including fertility assessment and safety, fertility preservation methods, fertility preservation surgery and anti-tumor treatment, fertility timing, pregnancy management and follow-up, and special treatment for pregnancy with cervical cancer.Conclusions:The evidence on fertility management for cervical cancer patients of childbearing age provides a basis for clinical medical and nursing staff to provide fertility guidance for cervical cancer patients. In clinical application, factors such as patient willingness and condition should be fully considered, and personalized treatment plans should be provided to maximize patient benefits.

Objective:To understand the status of frailty in postoperative gastric cancer patients and to explore its influence on symptom groups during the initial oral chemotherapy. Provide theoretical guidance for symptom management of cancer patients.Methods:A total of 133 postoperative gastric cancer patients who received initial oral chemotherapy were selected as subjects by cross section survey from Octomber 2021 to Octomber 2022 in Department of Oncology, First People′s Hospital of Changzhou by couvenient sampling method. Baseline data of patients before chemotherapy were investigated by general data questionnaire and Frailty Phenotype. Symptoms on the 2nd and 14th day of chemotherapy were investigated by M. D. Anderson Symptom Inventory-Gastrointestinal Cancer Module.Results:The incidence of frailty in postoperative gastric cancer patients was 48.9% (65/133). On the 2nd day of chemotherapy, there were four symptom clusters, namely emotional symptom cluster, gastrointestinal symptom cluster, disease related symptom cluster and neurological symptom cluster, and the cumulative variance contribution rate was 61.20%. On the 14th day of chemotherapy, there were five symptom clusters after gastric cancer specific symptom cluster appeared. and the cumulative variance contribution rate was 63.90%. On the 2nd day of chemotherapy, frailty had statistical significance on emotional symptom cluster, gastrointestinal symptom cluster andneurological symptom cluster ( t = 3.52, 2.66, 5.48, all P<0.05), which explained 7.2%, 4.1% and 15.1% of symptom group severity, respectively. On the 14th day of chemotherapy, frailty still had statistical significance on emotional symptom cluster, gastrointestinal symptom cluster and neurological symptom cluster ( t = 3.41, 5.47, 4.06, all P<0.05), which explained 7.1%, 13.2% and 9.6% of symptom group severity, respectively. Conclusions:The incidence of frailty in patients with postoperative gastric cancer was at a relatively high level. The emotional symptom cluster, gastrointestinal symptom cluster, and neurological system related symptom cluster in patients with frailty were more serious at different time points.

ObjectiveTo summarize the current research of traditional physical and mental exercise in elderly patients with mild cognitive impairment （MCI） by means of a scoping review， so as to provide references for exercise intervention in elderly patients with MCI. MethodsRelevant literatures related to the application of traditional physical and mental exercise in elderly MCI patients were searched from CNKI， Wanfang， VIP database， PubMed， Web of Science and Embase， and the retrieval time was set up until June 2021. Basic information， traditional physical and mental exercise methods and application effects were extracted from the selected literatures. The application of traditional physical and mental exercise in elderly MCI patients were summarized. ResultsA total of 22 literatures were involved in the final review， and the intervention methods were as follows， combined intervention of various traditional physical and mental exercise（2）， Baduanjin（9）， Tai Chi（9）， Liuzijue（1） and Qigong（1）. The intervention plan lasted from 2 to 18 months in total， 2 to 5 sessions per week， and each session was 40 to 90 minutes. Traditional physical and mental exercise had an overall positive effect on cognitive function， sleep quality， memory and reaction time of elderly patients with MCI， but its effect on daily living ability and depression was controversial. ConclusionTraditional physical and mental exercise can improve cognitive function and physical function of elderly patients with MCI， which may be a safe and effective treatment.

objective To analyze the clinical characteristics of pneumonia in patients with aplastic anemia for improving early prevention and clinical diagnosis. Methods A retrospective analysis was conducted for patients with aplastic anemia treated in our hosipital from June 2013 to April 2018. The clinical data of pneumonia were reviewed and analyzed in terms of radiological findings, pathogen distribution, and related risk factors. Results The clinical manifestations are atypical in patients with aplastic anemia. The imaging findings suggested that the infection was mainly bilateral pulmonary infection. The common pathogens were gram-negative bacteria such as Klebsiella pneumoniae. Disease type, agranulocytosis and low serum albumin level were independent risk factors for pneumonia in patients with aplastic anemia. Regular immunosuppressive therapy is a protective factor for pneumonia in patients with aplastic anemia. Conclusions The clinical manifestations of pneumonia are diverse in patients with aplastic anemia. The pathogens are mainly gram-negative bacteria. Empirical use of β-lactam-β-lactamase inhibitor combinations or quinolones is beneficial for controlling infection. Regular immunosuppressive therapy, recovery of hematopoietic function, nutritional support are effective measures to reduce the incidence of pneumonia in patients with aplastic anemia.