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@#Objective To explore the application of Tsetlin Machine (TM) in heart beat classification. Methods TM was used to classify the normal beats, premature ventricular contraction (PVC) and supraventricular premature beats (SPB) in the 2020 data set of China Physiological Signal Challenge. This data set consisted of the single-lead electro-cardiogram data of 10 patients with arrhythmia. One patient with atrial fibrillation was excluded, and finally data of the other 9 patients were included in this study. The classification results were then analyzed. Results The classification results showed that the average recognition accuracy of TM was 84.3%, and the basis of classification could be shown by the bit pattern interpretation diagram. Conclusion TM can explain the classification results when classifying heart beats. The reasonable interpretation of classification results can increase the reliability of the model and facilitate people's review and understanding.
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@#Objective To recognize the different phases of Korotkoff sounds through deep learning technology, so as to improve the accuracy of blood pressure measurement in different populations. Methods A classification model of the Korotkoff sounds phases was designed, which fused attention mechanism (Attention), residual network (ResNet) and bidirectional long short-term memory (BiLSTM). First, a single Korotkoff sound signal was extracted from the whole Korotkoff sounds signals beat by beat, and each Korotkoff sound signal was converted into a Mel spectrogram. Then, the local feature extraction of Mel spectrogram was processed by using the Attention mechanism and ResNet network, and BiLSTM network was used to deal with the temporal relations between features, and full-connection layer network was applied in reducing the dimension of features. Finally, the classification was completed by SoftMax function. The dataset used in this study was collected from 44 volunteers (24 females, 20 males with an average age of 36 years), and the model performance was verified using 10-fold cross-validation. Results The classification accuracy of the established model for the 5 types of Korotkoff sounds phases was 93.4%, which was higher than that of other models. Conclusion This study proves that the deep learning method can accurately classify Korotkoff sounds phases, which lays a strong technical foundation for the subsequent design of automatic blood pressure measurement methods based on the classification of the Korotkoff sounds phases.
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@#Currently, in precision cardiac surgery, there are still some pressing issues that need to be addressed. For example, cardiopulmonary bypass remains a critical factor in precise surgical treatment, and many core aspects still rely on the experience and subjective judgment of cardiopulmonary bypass specialists and surgeons, lacking precise data feedback. With the increasing elderly population and rising surgical complexity, precise feedback during cardiopulmonary bypass becomes crucial for improving surgical success rates and facilitating high-complexity procedures. Overcoming these key challenges requires not only a solid medical background but also close collaboration among multiple interdisciplinary fields. Establishing a multidisciplinary team encompassing professionals from the medical, information, software, and related industries can provide high-quality solutions to these challenges. This article shows several patents from a collaborative medical and electronic information team, illustrating how to identify unresolved technical issues and find corresponding solutions in the field of precision cardiac surgery while sharing experiences in applying for invention patents.
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@#Objective To investigate the protective effect of atomized inhalation of nano-luteolin preparation on acute lung injury caused by extracorporeal circulation, and to explore the anti-inflammatory mechanism of luteolin, so as to provide study basis for clinical application. Methods Thirty male SD rats aged 5-6 weeks and weighting 160-190 g, were randomly divided into a preoperative baseline (BL) group, arteriovenous partial diversion (ECC) group, luteolin atomization pretreatment for 1 h group, 2 h group, and 3 h group by random number method, with 6 rats in each group. In the BL group, lung tissue samples were collected directly without any treatment. The ECC group received mechanical ventilation, and the whole body was heparinized after the jugular arteriovenous intubation. The flow was transferred for 30 minutes, followed by observation for 60 minutes, then lung tissue samples were collected. Subjects in the 1 h, 2 h and 3 h groups were placed in a small animal atomizer 1 h, 2 h and 3 h before flow transfer respectively, and the subsequent operation was the same as that in the ECC group. The inflammatory level of lung tissue was detected to evaluate the degree of pathological injury of lung tissue. Western blotting (WB) was used to detect the contents of p65, IKKα, IKKβ and IKKγ in the cytoplasm of lung tissue samples of each group. Results Compared with the ECC group, the levels of IL-6 and TNF-α in lung tissues and the degree of pathological injury in the 1 h, 2 h and 3 h groups decreased, and the difference between the 3 h group and the ECC group was statistically different (P<0.05). WB results showed that compared with the ECC group, the levels of p65 in lung tissue of the 1 h, 2 h and 3 h groups decreased; the levels of IKKβ in the lung tissue increased in the 1 h, 2 h and 3 h groups, and the difference of the 3 h group was statistically different from the ECC group (P<0.05). Conclusion Luteolin has a protective effect on acute lung injury induced by ECC, and atomization 3 h in advance has the best protective effect on lung. The mechanism plays a protective role in ECC-induced acute lung injury, may be through inhibition of IKKβ phosphorylation, thereby inhibiting the classical NF-κB signaling pathway.
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@#Surgical treatment of atrial septal defect (ASD) mainly includes occlusion or repair under cardiopulmonary bypass. Surgical treatment of atrial fibrillation includes transcatheter radiofrequency ablation or Maze surgery under cardiopulmonary bypass. There are many treatments for ASD patients combined with atrial fibrillation, but each has its own advantages and disadvantages. We reported an ASD patient combined with atrial fibrillation treated by totally endoscopic "one-stop" radiofrequency ablation and simultaneous transthoracic ASD occlusion of atrial fibrillation, with good postoperative results.
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@#Atrial fibrillation (AF) is one of the most common complications after cardiac surgery. The existing treatment of postoperative AF mainly focuses on preoperative prevention, intraoperative protection and postoperative treatment for factors prone to AF before, during and after surgery, but the postoperative treatment in various areas and hospitals is different. This article combines the latest literature published in Europace about the practice guidance of cardioversion of AF and atrial flutter, and summarizes the treatment of electrical cardioversion, in order to provide clinical guidance for electrical cardioversion of AF after cardiac surgery.
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@#Atrial fibrillation (AF) is the most common type of cardiac arrhythmia. The metabolic changes of atrial myocytes, especially lipid metabolism, have a significant impact on the electrical signals and structural remodeling of atrial tissue, and play an important role in the occurrence and development of AF. The reduction of fatty acid oxidation ratio and increased aerobic glycolysis ratio are characteristic changes of tissue metabolic remodeling in AF. In this review, we will introduce the latest research status of lipid metabolism in AF from aspects of AF metabolism, clinical treatment and diagnosis and prognosis.
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@#Objective To explore the anticoagulant strategy of adjusting the dose of warfarin at different stages after mechanical valve replacement of mitral valve. Methods Clinical data of a total of 302 patients, including 76 males and 226 females, with an average age of 50.1±10.1 years, who underwent mechanical mitral valve replacement in the Chinese adult cardiac surgery database from 2013 to 2017 were retrospectively analyzed. According to the dose adjustment strategy of taking warfarin, the patients were divided into a D group (adjusting warfarin dose in days) and a W group (adjusting warfarin dose in weeks) to evaluate the anti-coagulation effect of warfarin. Results The total follow-up time was 423 277 d (1 159.7 years). There was no significant difference in the overall anticoagulant strength, and the warfarin dose adjusted in days was better in the early postoperative period (P<0.05), especially in patients over 60 years. It was better to adjust warfarin dose in weeks in the middle and long periods (P<0.05), especially in patients ≤40 years. In terms of the stability of anticoagulation, it was better to adjust the dosage of warfarin in weeks (P<0.05). It was better to adjust the dosage of warfarin in weeks for early, middle- and long-term anticoagulant therapy after operation (P<0.05), especially in the females aged >40 and ≤50 years. Conclusion Within the target range of international normalized ratio (1.5-2.5), the anticoagulant strategy of adjusting warfarin dose in days after mechanical valve replacement of mitral valve can achieve a better anticoagulant strength, and adjusting the dosage of warfarin in weeks is better in the middle- and long-term after operation. In general, the anticoagulant effect is more stable in the short term when warfarin dose is adjusted on a weekly basis.
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@#With the opening of the two child policy in China, the number of pregnant women has increased. Pregnancy has a huge impact on the cardiovascular system, and heart disease during pregnancy increases the risk of maternal heart failure and death, intrauterine growth retardation, and the risk of complications such as premature birth. Pregnancy with heart disease ranks first among indirect obstetric deaths in China. Reducing maternal mortality is a global goal of the World Health Organization. Thus, to strengthen the prevention and management of patients with critical heart disease during pregnancy is important. However, clinical decision-making and management of pregnant women with heart disease is still controversial. This article combines relevant literature of pregnancy and heart disease published in recent years and reviews of relevant diagnostic and therapeutic methods, to provide clinical reference for pregnant women with heart disease preventive care and management of the whole strategy.
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@#Atrial fibrillation (AF) and breast cancer are common diseases with high incidence, which can be promoted and maintained by a wide range of regulatory factors (changes of hormone secretion, chronic inflammation, dysfunctions in autonomic nervous system, coagulation system and endothelia). There may be a consistent pathophysiological link between the increased incidence of breast cancer and AF, which is currently seldomly reported. The development process of these two diseases are complex, and the occurrence of breast cancer may increase the incidence of AF. In this paper, we reviewed the relationship between breast cancer and AF based on the latest reports.
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@#Objective To analyze the changes of perioperative thyroid hormone in patients undergoing cardiac surgery under cardiopulmonary bypass, and to provide guidance for postoperative cardiac management. Methods The clinical data of 72 patients receiving cardiac surgery under cardiopulmonary bypass in our hospital from January to May 2019 were collected, including 35 males and 37 females, aged 19-72 (52.35±10.40) years. The changes of thyroid hormones before operation, 2 hours and 24 hours after operation were analyzed. Results There was a statistical difference in thyroid stimulating hormone (TSH), triiodothyronine (T3), tetraiodothyronine (T4) and free tetraiodothyronine (FT4) between postoperative 2 hours and preoperation (P<0.05). There was a statistical difference in TSH, T3, free triiodothyronine (FT3), T4 and FT4 between postoperative 24 hours and preoperation (P<0.05). There was a statistical difference in TSH, T3, FT3 and T4 between postoperative 24 hours and 2 hours (P<0.05). Postoperatively T3 and FT3 decreased, TSH increased and then decreased while T4 and FT4 were within the normal range. Repeated measures analysis of variance showed a statistical difference of time effect in TSH, T3, FT3, T4 and FT4. Conclusion Patients with cardiac surgery under cardiopulmonary bypass have different thyroid hormones postoperatively compared with preoperatively. T3 and FT3 decrease, TSH increases and then decreases, while T4 and FT4 are in the normal range. The results require further large-scale, multi-center, high-quality clinical studies to be confirmed.