The judgment of the type of arrhythmia is the key to the prevention and diagnosis of early cardiovascular disease. Therefore, electrocardiogram (ECG) analysis has been widely used as an important basis for doctors to diagnose. However, due to the large differences in ECG signal morphology among different patients and the unbalanced distribution of categories, the existing automatic detection algorithms for arrhythmias have certain difficulties in the identification process. This paper designs a variable scale fusion network model for automatic recognition of heart rhythm types. In this study, a variable-scale fusion network model was proposed for automatic identification of heart rhythm types. The improved ECG generation network (EGAN) module was used to solve the imbalance of ECG data, and the ECG signal was reproduced in two dimensions in the form of gray recurrence plot (GRP) and spectrogram. Combined with the branching structure of the model, the automatic classification of variable-length heart beats was realized. The results of the study were verified by the Massachusetts institute of technology and Beth Israel hospital (MIT-BIH) arrhythmia database, which distinguished eight heart rhythm types. The average accuracy rate reached 99.36%, and the sensitivity and specificity were 96.11% and 99.84%, respectively. In conclusion, it is expected that this method can be used for clinical auxiliary diagnosis and smart wearable devices in the future.
ObjectiveTo explore the clinical utility and safety of electromagnetic navigation bronchoscopy (ENB)-guided microwave ablation (MWA) in the patients with inoperable high-risk pulmonary nodules.MethodsClinical data of patients who were diagnosed with inoperable pulmonary nodules highly suspected as malignant tumors and treated with ENB-guided MWA in Zhongshan Hospital, Fudan University from December 2019 to September 2020 were retrospectively collected and analyzed to evaluate the efficacy and safety of the procedure. There were 6 males and 3 females aged 72.0 (59.5-77.0) years.ResultsTotally ENB-guided MWA was performed in 9 patients with 12 lesions. All patients suffered from at least one chronic comorbidity. The inoperable reasons included poor pulmonary function (55.6%), comorbidities of other organs which made the surgery intolerable (33.3%), multiple lesions in different lobes or segments (22.2%), personal wills (22.2%) and advanced in age (11.1%). The median diameter of nodules was 13.5 (9.5-22.0) mm and the median distance from the edge of nodules to pleura was 5.3 (1.8-16.3) mm. Bronchoscope maneuver to the targeted lesions was manipulated according to navigation pathway under visual and X-ray guidance and confirmed with radial ultrasound probe. Rapid on-site evaluation also helped with primary pathological confirmation of biopsy specimen. Among all the lesions, 4 adenocarcinoma, 1 non-small cell lung cancer-not otherwise specified and 2 inflammatory lesions were reported in postoperative pathological diagnosis, while no malignant cells were found in 5 specimens. The ablation success rate was 83.3% (10/12). For the two off-targeted lesions, percutaneous ablations were performed as salvage treatment subsequently. The median hospitalization time was 3.0 (2.0-3.0) days and no short-term complications were reported in these patients.ConclusionENB-guided MWA is a safe and effective procedure for patients with high-risk pulmonary nodules when thoracic surgery cannot be tolerated.