Objective To explore an artificial intelligence (AI)-based method for automated hand hygiene monitoring and to compare the effectiveness of three algorithms (UniFormerV2, TDN, C3D) in recognizing hand hygiene steps in surgical settings, thereby aiding hospital infection control. Methods From April to October 2024, we non-invasively collected 641 video recordings of healthcare staff performing hand hygiene at four-bay scrub sinks in two tertiary hospitals using overhead HD cameras. The dataset was annotated by five trained experts for model training and validation. Results Following training on 385 samples, internal validation (n=119) showed the C3D model achieved 81% accuracy, 87% recall, and an 83% F1-score. The TDN model achieved 93%, 91%, and 92% for the same metrics. The UniFormerV2 model outperformed both, with an accuracy, recall, and F1-score of 93%—an improvement of over 10 percentage points compared to traditional CNNs (TDN, C3D). It also achieved an 84% accuracy in external validation, demonstrating strong generalization. Conclusion The UniFormerV2 model is more accurate than CNN-based models for hand hygiene step recognition and shows robust performance in external validation. It presents a viable tool for healthcare facilities to enhance hand hygiene management, ultimately improving medical quality and patient safety.

Objective To explore the potential prognostic factors of patients with acute ischemic stroke(AIS)after undergoing endovascular mechanical thrombectomy and to construct an effective predictive model.Methods A retrospective analysis of clinical data was conducted on 202 patients with anterior circulation large vessel occlusion AIS from 2 stroke centers.All patients received endovascular mechanical thrombectomy treatment,with treatment and follow-up lasting at least 90 d.Basic demographic characteristics,medical records,and baseline blood biomarker data were collected,and the potential prognostic indicators for AIS after 90 d were screened using least absolute shrinkage and selection operator(LASSO)-logistic regression analysis.Results It was found that alcohol drinking(P=0.029),hypertension(P=0.001),diabetes mellitus(P=0.021),stroke or transient ischemic attack(P=0.049),systolic blood pressure on admission(P=0.009),diastolic blood pressure on admission(P=0.038),blood glucose(P=0.003),white blood cell count(P=0.001),neutrophil count(P=0.001),fibrinogen(P=0.010),systemic immune-inflammation index(P=0.008)and neutrophil-to-lymphocyte ratio(NLR)(P＜0.001)were associated with adverse clinical outcomes.Nine significant prognostic determinants were screened through LASSO-logistic regression analysis.Multivariate logistic regression analysis revealed that male sex(P=0.008),smoking history(P=0.013),hypertension(P=0.011),lymphocyte(P=0.028),fibrinogen(P=0.016),and NLR(P＜0.001)were significant predictive factors for poor prognosis in AIS patients after endovascular thrombectomy treatment.The constructed prognostic model had an accuracy of 76.2％,a sensitivity of 78.2％,a specificity of 71.7％,and a positive predictive value of 86.7％.Conclusion The predictive model established in this study can assist clinicians in identifying high-risk patients with AIS who have undergone endovascular thrombectomy,and it provide guidance for formulating individualized treatment strategies.

Objective To observe the expression of GLIS3 in triple negative breast cancer(TNBC)and analyze its relationship with the prognosis of TNBC patients.Methods Bioinformatic analysis was applied to analyze the expression level of GLIS3 in Gene Expression Omnibus(GEO).Kaplan-Meier survival curve was plotted to evaluate the impact of GLIS3 expression on the survival rate of patients based on DNA chip data.A total of 125 patients pathologically diagnosed as TNBC in the Fourth Hospital of Hebei Medical University from January to December 2014 were enrolled by cluster random sampling.Among them,53 patients had complete tissue specimens,medical records and follow-up data.Immunohistochemical assay was used to detect the expression of GLIS3 in TNBC and adjacent tissues to tumors,while the relationships between GLIS3 protein expression in breast cancer tissues and clinicopathological parameters such as age,menstrual status,tumor size,clinical stage,histological grade,pathological type,axillary lymph node metastasis,vascular tumor thrombus,and expression of TP53 and Ki-67 were analyzed.Kaplan-Meier survival curve was plotted to analyze the effect of GLIS3 on the overall and disease-free survival of TNBC patients.Cox regression model was established to identify the risk factors impacting the prognosis of the patients.Results Analysis of GEO data showed that the expression of GLIS3 in TNBC was significantly higher than that in paracancer tissues(P＜0.05).The expression of GLIS3 was notably higher in the TNBC tissue than the adjacent tissue to tumor(P＜0.05).A marked augmentation of GLIS3 expression was observed in both the advanced and larger-sized tumors(P＜0.05).Univariate analysis of Cox regression model revealed that lymph node metastasis,TNM stage and GLIS3 expression were all related to disease-free survival of TNBC patients(P＜0.05).Univariate and multivariate analyses displayed that TNM stage was related to the overall survival of TNBC patients(P＜0.05).The patients with high expression of GLIS3 had significant shorter disease-free survival time than those with low expression(P＜0.05),but had no statistical difference in overall survival(P＞0.05).Conclusion GLIS3 protein is highly expressed in TNBC tissues,and tumor size and TNM stage are correlated with its high expression.The high expression of GLIS3 suggests that the patients have poor prognosis and low disease-free survival rate.

BACKGROUND: Limited data are available on the comparison of clinical outcomes of complete vs. incomplete percutaneous coronary intervention (PCI) for patients with chronic total occlusion (CTO) and multi-vessel disease (MVD). The study aimed to compare their clinical outcomes. METHODS: A total of 558 patients with CTO and MVD were divided into the optimal medical treatment (OMT) group ( n = 86), incomplete PCI group ( n = 327), and complete PCI group ( n = 145). Propensity score matching (PSM) was performed between the complete and incomplete PCI groups as sensitivity analysis. The primary outcome was defined as the occurrence of major adverse cardiovascular events (MACEs), and unstable angina was defined as the secondary outcome. RESULTS: At a median follow-up of 21 months, there were statistical differences among the OMT, incomplete PCI, and complete PCI groups in the rates of MACEs (43.0% [37/86] vs. 30.6% [100/327] vs. 20.0% [29/145], respectively, P = 0.016) and unstable angina (24.4% [21/86] vs. 19.3% [63/327] vs. 10.3% [15/145], respectively, P = 0.010). Complete PCI was associated with lower MACE compared with OMT (adjusted hazard ratio [HR] = 2.00; 95% confidence interval [CI] = 1.23-3.27; P = 0.005) or incomplete PCI (adjusted HR = 1.58; 95% CI = 1.04-2.39; P = 0.031). Sensitivity analysis of PSM showed similar results to the above on the rates of MACEs between complete PCI and incomplete PCI groups (20.5% [25/122] vs. 32.6% [62/190], respectively; adjusted HR = 0.55; 95% CI = 0.32-0.96; P = 0.035) and unstable angina (10.7% [13/122] vs. 20.5% [39/190], respectively; adjusted HR = 0.48; 95% CI = 0.24-0.99; P = 0.046). CONCLUSIONS For treatment of CTO and MVD, complete PCI reduced the long-term risk of MACEs and unstable angina, as compared with incomplete PCI and OMT. Complete PCI in both CTO and non-CTO lesions can potentially improve the prognosis of patients with CTO and MVD.
Humans ; Treatment Outcome ; Percutaneous Coronary Intervention/methods* ; Coronary Occlusion/surgery* ; Prognosis ; Angina, Unstable/surgery* ; Chronic Disease ; Risk Factors

Objective To investigate the risk factors for rebleeding after emergency esophageal variceal ligation (EVL) in patients with liver cirrhosis. Methods A retrospective analysis was performed for the clinical and laboratory data of 290 patients with liver cirrhosis who underwent emergency EVL in The Fifth Medical Center of Chinese PLA General Hospital from January 2016 to December 2019, and according to the presence or absence of rebleeding within 1-year follow-up, they were divided into rebleeding group and non-rebleeding group. The t -test was used for comparison of normally distributed continuous data between two groups, and the Wilcoxon rank sum test was used for comparison of non-normally distributed continuous data between two groups; the chi-square test was used for comparison of categorical data between two groups. A multivariate logistic regression analysis was performed with the statistically significant factors as independent variables to screen out the independent risk factors for rebleeding after emergency EVL, and the receiver operating characteristic (ROC) curve was plotted to obtain the indices for predicting the probability of rebleeding and establish a predictive model. Results The univariate analysis showed that there were significant differences between the two groups in platelet count ( t =-1.888, P =0.047), Child-Pugh score ( χ 2 =5.975, P =0.049), albumin level ( t =-2.229, P =0.029), and splenic vein diameter ( t =3.808, P =0.001). The multivariate logistic regression analysis showed that Child-Pugh score (odds ratio [ OR ]=0.280, 95% confidence interval [ CI ]: 0.108-0.729, P =0.009), splenic vein diameter ( OR =1.549, 95% CI : 1.197-2.005, P =0.001) and albumin level ( OR =0.832, 95% CI : 0.729-0.949, P =0.006) were independent influencing factors for rebleeding after EVL. The predictive model based on these three factors had an area under the ROC curve of 0.796, with a sensitivity of 83.7% and a specificity of 74.5% at the cut-off value of -0.086. Conclusion Child-Pugh score, albumin level, and splenic vein diameter are independent risk factors for rebleeding after emergency EVL, and the combination of the three indices has the highest sensitivity and specificity in predicting rebleeding.

Objective:To compare the clinical application of aspirin and low molecular weight heparin in pulmonary lobectomy after percutaneous coronary intervention(PCI), and to explore the effect of aspirin monotherapy in anti-platelet therapy.Methods:From January 2018 to December 2019, the clinical data of 48 patients with coronary atherosclerotic heart disease(coronary heart disease) who underwent lobectomy in the Thoracic Surgery Department of Beijing Anzhen Hospital within 12 months after PCI were retrospectively analyzed. There were 37 males and 11 females. The age ranged from 41 to 76(67.6±10.4) years. There were 22 cases with hypertension, 18 cases with diabetes and 2 cases with cerebrovascular disease. Iliac artery stents were inserted in 2 cases and vertebral artery stents in 1 case. Preoperative atrial fibrillation in 2 cases. There were 46 patients with gradeⅠand 2 patients with gradeⅡcardiac function(NYHA). According to the preoperative antiplatelet treatment, the patients were divided into aspirin group(25 cases) and low molecular weight heparin group(LMWH group, 23 cases). In the aspirin group, clopidogrel or ticagrelor was stopped 5 days before lobectomy, and aspirin single drug antiplatelet therapy was used, orally 100 mg every day until the morning of operation. In the LMWH group, aspirin, clopidogrel or ticagrelor were stopped 7 days before surgery, and 0.6 ml LMWH calcium was injected subcutaneously, once every 12 hours, and stopped 12 hours before surgery. Perioperative clinical data of the two groups were recorded and analyzed, and major adverse cardiac event(MACE) and bleeding events were observed.Results:There was no death in all groups. MACE and bleeding occurred in 1 case respectively in LMWH group. There were no significant differences between the two groups in length of hospital stay, duration of operation, diameter of lesion, total postoperative thoracic drainage and retention time of thoracic drainage tube( P>0.05). The intraoperative blood loss and chest drainage in the aspirin group were significantly lower than those in the LMWH group in the first 3 days after surgery, with statistical significance( P<0.05). Conclusion:The incidence of MACE increases after lobectomy for coronary heart disease within 12 months after PCI, and aspirin monotherapy is safe and effective in antiplatelet therapy.

Objective:To investigate the effectiveness and advantage of visual laryngoscope in the treatment of patients with sudden cardiac arrest who need spontaneous respiration tracheal intubation.Methods:Totally 60 patients who suffered from cardiac arrest and needed spontaneous respiration tracheal intubation were enrolled from June 2020 to February 2021 in the Affilicated Hospital of Chifeng University. Theywere randomlydivided into two groups-traditional laryngoscope (TL) group and visual laryngoscope (VL) group, with30 patients in each group. Then the success rate of glottis exposure, the operative time, success rate and complication rate of tracheal intubation were compared between the two groups. Subgroup assessment between the junior emergency resident doctor (A group) and the senior emergency resident doctor (B group) was conducted.Results:According to Cormack Lehan grades, the success rate of glottis exposure in VL group was higher than that in TL group ( P>0.05), and the success rate of Grade I in VL group was significant higer than that in TL group: 56.70%(17/30) vs. 30.00%(9/30), P<0.05. The trial times of successful intubation cases and the operative time of successful intubation cases were significantly less than those in TL group (1.30 vs 1.67, P = 0.049) and (56.37 s vs 67.12 s, P<0.05). In the subgroup, the one-time success rate of tracheal intubation in A-TL group was significantly lower than that in B-TL group (4/15 vs. 11/15, P<0.05), while the one-time success rate of tracheal intubation in A-VL group was 60.00%, which is lower than that in B-VL group ( P>0.05). The operative time consumed for successful intubation in A-TL group was significantly longer than that in B-TL group: 78.00 s vs. 55.57 s, P<0.05, while the operative time in A-VL group was a little longer than that in B-VL group ( P>0.05). Conclusions:Visual laryngoscope used in spontaneous respiration tracheal intubation can not only increase the success rate of glottis exposure, decrease trial times and shorten operative time of intubation, but also improve the success rate and decrease the complication rate of emergency tracheal intubation.

Objective The flow field of electromagnetically driven pulsating perfusion blood pump was simulated by computational fluid dynamics (CFD) method, and the flow state of blood in blood pump was improved by modifying the structure of pump head, so as to improve its anti-hemolytic performance. Methods The influences of changes in pump head structure on flow field in the pump were analyzed by using Fluent 17.0. Four simulation experiments were carried out to analyze streamline distributions of the internal liquid, the turbulent flow energy distribution on axis of the model, pressure loss of blood flowing through the pump head and shear stress on surface of the model. Results In the four experiments, when the angle between the inlet and outlet of the pump head was symmetrical and the angle between the pump head and the symmetrical axis (α) was 30°, there was no obvious disturbance in the flow line and the turbulence degree was low. In Experiment 1, the pressure loss was 376.8 Pa, with the minimum value. The maximum shear stress in Experiment 2 and 3 was 258.6 Pa and 302.8 Pa, respectively, which met the biomechanical requirements of blood pump such as pressure loss and hemolysis. The model with α=30° was selected as pump head structure of the pulsating blood pump driven by electromagnetic force, and was fabricated by 3D printing technology. Conclusions By optimization of the pump head, the hemolysis performance of the blood pump was improved. The research results can be applied to the design and experiment of a new electromagnetic drive pulse perfusion blood pump.

Objective To confirm the noninferiority of mesorectal excision (ME) alone to ME combined with lateral lymph node dissection (LLND) in terms of efficacy. Methods Eligibility criteria included histologically proven rectal cancer at clinical stageⅡ/Ⅲ; main lesion located in the rectum. Patients were intra-operatively allocated to undergo ME combined with LLND or ME alone in a randomized manner. The primary endpoint was relapse-free survival, with a noninferiority margin for the hazard ratio of 1.34. Secondary end points included overall survival and local-recurrence-free survival. Results In total, 502 patients from November 11, 2010 to October 1, 2017 were randomized to the ME combined with LLND (252 patients) and ME alone (250 patients) groups. The 5-year relapse-free survival in the ME combined with LLND and ME alone groups were 73.4% and 73.3%, respectively (hazard ratio:1.07, 90.9% CI 0.84— 1.36), with one sided P value for noninferiority of 0.0547. The 5-year overall survival, and 5-year local-recurrence-free survival in the ME combined with LLND and ME alone groups were 92.6% and 90.2% , and 87.7% and 82.4% , respectively. The numbers of patients with local recurrence were 21 cases (8.3%) and 43 cases (17.2%) in the ME combined with LLND group and ME alone group (P=0.024). Conclusions The noninferiority of ME alone to ME combined with LLND is not confirmed in the intent-to-treat analysis. ME combined with LLND has a lower local recurrence, especially in the lateral pelvis, compared to ME alone.