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Objective To develop and validate a deep learning model for automatic identification of liver CT contrast-enhanced phases.Methods A total of 766 patients with liver CT contrast-enhanced images were retrospectively collected.A three-phase classification model and an arterial phase(AP)classification model were developed,so as to automatically identify liver CT contrast-enhanced phases as early arterial phase(EAP)or late arterial phase(LAP),portal venous phase(PVP),and equilibrium phase(EP).In addition,221 patients with liver CT contrast-enhanced images in 5 different hospitals were used for external validation.The annotation results of radiologists were used as a reference standard to evaluate the model performances.Results In the external validation datasets,the accuracy in identifying each enhanced phase reached to 90.50%-99.70%.Conclusion The automatic identification model of liver CT contrast-enhanced phases based on residual network may provide an efficient,objective,and unified image quality control tool.
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Objective:To investigate the clinical significance of autologous platelet separation (APS) in different time courses of cardiovascular surgery.Methods:The relevant data of 75 patients with cardiovascular surgery from September 2019 to August 2021 in Hunan Provincial Peoples′ Hospital were collected retrospectively. They were divided into two groups according to whether APS was used during the operation: group A used APS (37 cases) and group B did not use APS (38 cases). The two groups were divided into subgroups according to the length of cardiopulmonary bypass (CPB): A1 and B1 were medium and short-term groups (CPB bypass time ≤200 min), and A2 and B2 were long-term groups (CPB bypass time >200 min). Blood routine, postoperative drainage volume, postoperative blood product infusion volume and thromboelastogram at different time points were recorded and compared.Results:The postoperative drainage volume, red blood cell infusion volume and ventilator assisted time in group A were less than those in group B (all P<0.05); The postoperative drainage volume [(645.79±205.25)ml vs (886.67±360.96)ml, P=0.006], erythrocyte infusion volume [(3.24±2.53)U vs (4.77±1.97)U, P=0.016], platelet infusion volume [0.00(0.00, 0.00)U vs 1.00(0.125, 2.00)U, P=0.002] and thromboelastogram coagulation reaction time [(7.38±1.74)min vs (9.09±3.57)min, P=0.047] in group A2 were significantly better than those in group B2 (all P<0.05); There were no significant difference in the above indexes between A1 and B1 group (all P>0.05). Conclusions:APS can improve the coagulation function of patients undergoing cardiopulmonary bypass and reduce the amount of bleeding and blood products. Its protective effect is more prominent in high-risk cardiovascular surgery with long cardiopulmonary bypass and complex operation.
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Objective:To discuss the safety and effectiveness of del Nido cardioplegia solution in severe valvular surgery.Methods:A retrospective analysis of 138 patients of severe valvular disease underwent valve replacement or valvuloplasty in Hunan Provincial People′s Hospital between July 2019 and December 2020 was performed. According to the different cardioplegic solution used, patients were separated in two groups: the del Nido cardioplegia group (D group, n=73) and the St. Thomas cardioplegia group (C group, n=65). The perioperative clinical results of the two groups were compared to evaluate the safety and effectiveness of del Nido cardioplegia in the operation of severe valvular disease. Results:Preoperative characteristics were similar between the two groups, including gender, age, body weight, ejection fraction, and myocardial markers ( P>0.05). No statistical differences were noted in cardiopulmonary bypass time, clamp time, mechanical ventilation time, vasoactive drug use time, ICU and hospital stay time, and ejection fraction before discharge ( P>0.05). However, the times of cardioplegia perfusion [(1.33±0.47)times vs (4.08±0.48)times] and the total perfusion time [(3.96±1.41)min vs (13.15±1.46)min] in group D were lower than those in group C, while the automatic rebound rate (90.41% vs 76.92%) was higher than that in group C ( P<0.05). Both groups successfully completed the operation. There were no serious complications of important organs such as low cardiac output, brain, liver and kidney during and after the operation. There were no deaths during hospitalization, and all patients were cured and discharged. Conclusions:There was no significant difference in myocardial protection between del Nido and St. Thomas cardioplegia solution in severe valvular surgery. The application of del Nido cardioplegia could reduce the frequency of perfusions and total perfusion time.
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Objective To summarize the management of cardiopulmonary bypass(CPB) for infants below 10 kilograms with congenital heart diseases.Methods From Jan 2010 to Apr 2011,the clinical datas of 122 infants aged from 1.5 months to 2 years with body weight 3 to 10 kilograms,who underwent open heart surgery under mild or moderate hypothermia CPB were retrospectively analyzed.Results Among all the 122 infants,CPB time was 13 ~ 118 min [(62.69 ± 21.48) min],aortic cross-clamp time was 0 to 86 min [(35.47 ± 19.51) min].All patients were spontaneous resuscitation and successfully weared from the machine,no severe complications associated with CPB occurred,3 infants died (2.46%,3/122) after operation.Conclusion Using membrane oxygenator,circuit tubing and artery filter with less priming,and highflow perfusion during CPB,maintaining hemodynamics stable,holding reasonable hematocrit and colloid osmotic pressure,good myocardial protection and ultrafiltration are the significant elements of the management of CPB in infants with weight less than 10 kilograms.