OBJECTIVE: To classify Right Bundle Branch Block (RBBB),Left Bundle Branch Block (LBBB) and normal ECG signals automatically. METHODS: The MIT-BIH database was used as experimental data sources.The training set and test set were extracted for training and testing network models.Based on convolutional neural network,this paper proposed the core algorithm:sparse connection residual network.Compared the sparse connected residual network with classic network models,then evaluated the recognition effect of the model. RESULTS: The accuracy of the test set the MIT-BIH database was 95.2%,the result is better than classic network models. CONCLUSIONS The algorithm proposed in this paper can assist doctors in the diagnosis of heart block related disease and place a high value on clinical application.
Algorithms ; Arrhythmias, Cardiac ; diagnostic imaging ; Bundle-Branch Block ; diagnostic imaging ; Electrocardiography ; Humans ; Neural Networks (Computer)

Arrhythmias, Cardiac ; diagnostic imaging ; Bradycardia ; diagnostic imaging ; Echocardiography, Doppler, Color ; Female ; Fetal Diseases ; diagnostic imaging ; Heart Defects, Congenital ; diagnostic imaging ; embryology ; Humans ; Pregnancy ; Retrospective Studies

Arrhythmia is a significant cardiovascular disease that poses a threat to human health, and its primary diagnosis relies on electrocardiogram (ECG). Implementing computer technology to achieve automatic classification of arrhythmia can effectively avoid human error, improve diagnostic efficiency, and reduce costs. However, most automatic arrhythmia classification algorithms focus on one-dimensional temporal signals, which lack robustness. Therefore, this study proposed an arrhythmia image classification method based on Gramian angular summation field (GASF) and an improved Inception-ResNet-v2 network. Firstly, the data was preprocessed using variational mode decomposition, and data augmentation was performed using a deep convolutional generative adversarial network. Then, GASF was used to transform one-dimensional ECG signals into two-dimensional images, and an improved Inception-ResNet-v2 network was utilized to implement the five arrhythmia classifications recommended by the AAMI (N, V, S, F, and Q). The experimental results on the MIT-BIH Arrhythmia Database showed that the proposed method achieved an overall classification accuracy of 99.52% and 95.48% under the intra-patient and inter-patient paradigms, respectively. The arrhythmia classification performance of the improved Inception-ResNet-v2 network in this study outperforms other methods, providing a new approach for deep learning-based automatic arrhythmia classification.
Humans ; Arrhythmias, Cardiac/diagnostic imaging* ; Cardiovascular Diseases ; Algorithms ; Databases, Factual ; Electrocardiography

OBJECTIVE: To assess the predictive value of myocardial scar mass in malignant ventricular arrhythmia (MVA) after myocardial infarction. METHODS: Thirty myocardial infarction patients with complete electrophysiology and cardiac MRI data admitted from January 2012 to August 2017 were enrolled in the study. According to the results of intracavitary electrophysiological study, MVA developed in 16 patients (MVA group) and not developed in 14 patients (non-MVA group). The qualitative and quantitative analysis of left ventricular ejection fraction (LVFE) and scar mass was performed with CV post-processing software and predictive value of myocardial scar and LVEF for MVA after myocardial infarction was analyzed using ROC curves. RESULTS: LVEF in MVA group was significantly lower than that in non-MVA group, and scar mass in MVA group was significantly higher than that in non-MVA group (all <0.05). Regression analysis showed that LVEF (=1.580) and scar mass (=6.270) were risk factors for MVA after myocardial infarction. For predicting MVA, the area under ROC curve () of LVEF was 0.696 with a sensitivity of 0.786 and the specificity of 0.685; the of the scar mass was 0.839 with a sensitivity was 0.618 and the specificity of 0.929; the of LVEF combined with scar mass was 0.848 with a sensitivity of 0.688 and specificity of 0.857. CONCLUSIONS Myocardial scar assessed by late gadolinium enhancement MRI is more effective than LVEF in predicting MVA after myocardial infarction.
Arrhythmias, Cardiac ; diagnosis ; Cicatrix ; diagnostic imaging ; Contrast Media ; Gadolinium ; Humans ; Myocardial Infarction ; complications ; diagnostic imaging ; Predictive Value of Tests ; Ventricular Function, Left

OBJECTIVETo evaluate the perinatal management and outcome of different types of fetal arrhythmia.

METHODSA retrospective analysis was conducted among the fetuses with arrhythmia identified by M-mode and pulsed Doppler echocardiography in a single institution between October 2003 and December 2010.

RESULTSA total of 130 fetuses were found to have fetal arrhythmia. The most common arrhythmia during pregnancy was extrasystole (n=59), followed by bradycardia (n=23), tachycardia (n=16), atrial flutter (AF, n=3), atrioventricular block (AVB, n=12) and other arrhythmia (n=17). The overall incidence of cardiac anomalies (commonly fetal bradycardia) was 9.2% in these cases. The prognosis of arrhythmia differed significantly between cases of different classifications. The type of fetal arrhythmia (P=0.024), presence of congenital heart defect (CHD, P=0.000) and fetal hydrops (P=0.008) were significant risk factors associated with termination of pregnancy.

CONCLUSIONFetal arrhythmias without CHD or hydrops under close monitoring often have good clinical outcome, while fetal bradycardia is associated with a high mortality rate. CHD and the presence of fetal hydrops are significant risk factors for pregnancy termination.

Adult ; Arrhythmias, Cardiac ; classification ; diagnostic imaging ; Female ; Fetal Diseases ; diagnostic imaging ; Heart Defects, Congenital ; diagnostic imaging ; Humans ; Pregnancy ; Pregnancy Trimester, Second ; Pregnancy Trimester, Third ; Retrospective Studies ; Ultrasonography, Doppler, Color ; Ultrasonography, Prenatal ; Young Adult

OBJECTIVETo investigate the application of echocardiography diagnosis of fetal cardiac structural abnormalities.

METHODSThe echocardiography findings of 9 352 fetus were studied.

RESULTSA total of 472 cases showed cardiac structural abnormalities, including 7 cases of ventricular septal defect, 53 cases of atrioventricular septal defect, 49 cases of atrial septal defect, 26 cases of tetralogy of Fallot, 21 cases of persistent truncus arteriosus, 20 cases of Ebstein's anomaly and 206 cases of other cardiac abnormalities. There were 17 cases with cardiac arrhythmia, 9 with heart failure, and 5 with hydrops.

CONCLUSIONSFetal echocardiography is a promising diagnostic tool for prenatal evaluation of cardiac structural abnormalities. The echocardiography diagnosis and evaluation for fetal congenital cardiovascular malformations is the foundation of the guidance and monitoring in intrauterine fetal cardiac intervention.

Adult ; Arrhythmias, Cardiac ; etiology ; Echocardiography ; Female ; Follow-Up Studies ; Heart Defects, Congenital ; complications ; diagnostic imaging ; Heart Failure ; etiology ; Humans ; Hydrops Fetalis ; etiology ; Pregnancy ; Ultrasonography, Prenatal

OBJECTIVETo evaluate the clinical value of retrospective electrocardiogram (ECG) -editing technique in dual-source computed tomography (CT) coronary angiography in patients with arrhythmia.

METHODSTotally 73 patients with arrhythmia during dual-source CT coronary angiography were included into this study. A retrospective gating technique and ECG-editing technique (Insert Sync; Disable Sync; Delete Sync; Shift R-peak) were used in patients who needed ECG-editing. Two experienced radiologists evaluated in consensus all pre-editing and post-editing reconstructed images and recorded scores according to the American Heart Association guidelines on coronary segmentation on a per segment basis. Image quality of all coronary segments was assessed using a four-point grading scale from excellent (4 scores) to non-assessable (1 score) .

RESULTSThe overall mean image quality of 34 patients who did not need ECG-editing was 3.42 ± 0.20. In 39 patients who needed ECG-editing, the overall mean image quality before and after ECG-editing was 2.39?0.37 and 3.22?0.24. The mean image quality in every segment between pre-editing and post-editing was also significantly different (P<0.01) .

CONCLUSIONECG-editing technique can remarkably improve image quality of coronary artery segments by reducing or even eliminating the artifact produced by arrhythmia during dual-source CT coronary angiography.

Adult ; Aged ; Aged, 80 and over ; Arrhythmias, Cardiac ; diagnostic imaging ; Coronary Angiography ; methods ; Electrocardiography ; Female ; Humans ; Image Processing, Computer-Assisted ; methods ; Male ; Middle Aged ; Tomography, X-Ray Computed ; methods

The present study investigated the application of echocardiography to evaluation of cardiac dyssynchrony in patients with congestive heart failure (CHF). A total of 348 consecutive CHF patients who were admitted for cardiac resynchronization (CRT) and presented with low ejection fraction (EF) and wide QRS duration were enrolled in this study, along with 388 healthy individuals. Dyssynchrony was assessed based on filling time ratio (FT/RR), left ventricular pre-ejection delay (PED), interventricular mechanical delay (IVMD), longitudinal opposing wall delay (LOWD) and radial septal to posterior wall delay (RSPWD). Response to CRT was defined as a ≥15% increase in EF. The results showed that FT/RR was decreased while PED, IVMD, LOWD and RSPWD were increased in the CHF group compared with the control group (P<0.01). In the CHF group, FT/RR was negatively correlated with the QRS duration, LV end-diastolic diameter (LVESd), LV end-diastolic volume (LVEDV) and LV end-systolic volume (LVESV) (P<0.01), but positively with the LVEF (P<0.01). Additionally, PED, IVMD, LOWD and RSPWD were positively correlated with the QRS duration, LVESd, LVEDV and LVESV (P<0.01), but negatively with the LVEF (P<0.01). The CHF group was divided into three subgroups according to the varying degrees of LVEF. FT/RR decreased successively from the LVEF-1 group to the LVEF-2 group to the LVEF-3 group, while the PED, IVMD, LOWD and RSPWD successively increased in the same order (P<0.01). The CHF group was divided into three subgroups according to the varying degrees of QRS duration, and FT/RR decreased successively in a sequence from the QRS-1 group to the QRS-2 group to the QRS-3 group, while the PED, IVMD, LOWD and RSPWD successively increased in the same order (P<0.01). Speckle tracking radial dyssynchrony ≥130 ms was predictive of an EF response in patients in QRS-1 group (78% sensitivity, 83% specificity), those in QRS-2 group (83% sensitivity, 77% specificity) and in QRS-3 group (89% sensitivity, 79% specificity). In conclusion, echocardiography is a convenient and sensitive method for evaluating cardiac dyssynchrony in patients with CHF.
Adult ; Aged ; Arrhythmias, Cardiac ; diagnostic imaging ; physiopathology ; therapy ; Cardiac Resynchronization Therapy ; methods ; Case-Control Studies ; Diastole ; Echocardiography ; Female ; Heart ; diagnostic imaging ; physiopathology ; Heart Failure ; diagnostic imaging ; physiopathology ; therapy ; Humans ; Male ; Middle Aged ; Stroke Volume ; Systole ; Ventricular Dysfunction, Left ; diagnostic imaging ; physiopathology ; therapy ; Ventricular Remodeling

OBJECTIVETo analyze the clinical features and outcome of patients with noncompaction of ventricular myocardium (NVM).

METHODSClinical manifestations, electrocardiograms and echocardiographies data were analyzed in 18 patients with NVM. Mean follow-up period was (11 +/- 5) months.

RESULTSThe patients aged from 1.5 to 71 years, 66.7% patients were males, familial history was observed in 2 cases, congestive heart failure was present in 14 cases, thromboembolic event occurred in 1 patient, arrhythmia induced syncopes were diagnosed in 2 patients and 1 patient was asymptomatic. Abnormal electrocardiograms were observed in all patients, including premature ventricular beats (7 cases), heart block (4 cases), and atrial fibrillations (4 cases). Echocardiographies showed that noncompaction of ventricular myocardium localized in the left ventricle in 17 patients, and right ventricle in 1 patient. The extension of noncompaction myocardium was predominantly at the apex (72%). N/C was 2.3 - 3.1. EF was less than 50% in 15 patients. Hypokinetic movements were observed in both noncompacted and compacted segments. During the follow-up, 1 patient with congestive heart failure received heart transplantation. ICD was implanted in one patient due to ventricular tachycardia. One patient suffered from sudden cardiac death.

CONCLUSIONSThe most common clinical presentations of NVM are congestive heart failure, cardiac arrhythmias, and thromboembolism. Echocardiography is considered as the best tool for the diagnosis of NVM. ICD, heart transplantation and anticoagulation therapy could improve the prognosis of patients with NVM in selected cases.

Adolescent ; Adult ; Aged ; Arrhythmias, Cardiac ; diagnosis ; Cardiomyopathies ; diagnosis ; diagnostic imaging ; Child ; Child, Preschool ; Echocardiography ; Female ; Heart Failure ; diagnosis ; Heart Ventricles ; abnormalities ; Humans ; Infant ; Male ; Middle Aged ; Myocardium ; pathology ; Young Adult

The clinical data for a patient with sick sinus syndrome was retrospectively analyzed. The patient was treated because of his heart palpitations and the increased chest pain. The patient admitted to the hospital under consideration for the left atrial tumor dependent on the echocardiography findings. After the CT scan and the dynamic ECG examination, the patient successfully underwent the left atrial tumor resection, atrial septal repair and cardiac pacing lead installation. The postoperative pathological diagnosis showed that the infective endocarditis and left atrial thrombus in left atrium was cured. The patient was discharged after postoperative anti-inflammatory therapy. By analyzing the reasons for misdignosis before or during surgery, the possible mechanisms for left atrial subendocardial thrombus have been found. This study suggests that it is necessary to combine imaging diagnosis and clinical observations to distinguish tumor from excrescence.
Anti-Inflammatory Agents ; therapeutic use ; Arrhythmias, Cardiac ; etiology ; surgery ; Atrial Septum ; surgery ; Computed Tomography Angiography ; Diagnosis, Differential ; Diagnostic Errors ; Echocardiography ; Endocarditis ; diagnosis ; therapy ; Heart Atria ; diagnostic imaging ; surgery ; Heart Diseases ; etiology ; surgery ; Heart Neoplasms ; complications ; diagnostic imaging ; surgery ; Humans ; Male ; Pacemaker, Artificial ; Retrospective Studies ; Sick Sinus Syndrome ; etiology ; surgery ; Thrombosis ; etiology ; surgery