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Predicting cardiovascular events in out-of-hospital patients presenting with atypical chest pain and complete left bundle branch block: role of CTA and echocardiographic Global Longitudinal Strain
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作者 Guido Pastorini Fabio Anastasio +2 位作者 Anna Botto Valentina Tardivo Mauro Feola 《Journal of Geriatric Cardiology》 SCIE CAS CSCD 2024年第7期760-767,共8页
Background Out-of-hospital patients presenting with atypical chest pain and complete left bundle branch block(LBBB)have to be stratified for the presence of coronary artery disease and the risk of developing heart fai... Background Out-of-hospital patients presenting with atypical chest pain and complete left bundle branch block(LBBB)have to be stratified for the presence of coronary artery disease and the risk of developing heart failure(HF).We investigated the pro-gnostic role of coronary CT-angiography(CTA)and echocardiographic global longitudinal strain(GLS)in those patients in a mid-term follow-up.Methods Out-of-hospital patients with LBBB underwent echocardiography and a 64-slice CT angiography were evaluated ret-rospectively.Development of HF or a cardiovascular death were the events scheduled.Results Seventy-eight patients(32 female;mean age:66.0±10.4 years were enrolled.During a follow-up of 33 months(IQR:17-77),one patient(1.5%)experienced a cardiovascular death,14 patients(17.9%)required urgent outpatient visits due to acute de-compensated HF(12 hospitalizations).Echocardiography showed a slightly reduced left ventricular ejection fraction(LVEF)(50.0%±9.8%)and GLS within the normal range(-16.2%±4.1%).CTA analysis showed coronary stenosis>50%in 28 patients(35.9%).A high Agatston score(>100)was observed in 29.5%.Notably,25 patients(32.1%)were diagnosed with left main coron-ary artery disease and 15 patients(16.7%)underwent revascularization during the follow up.Significant associations were ob-served between events and LVEF(P=0.001),diastolic dysfunction grade≥2(P=0.02),GLS(P<0.001),multiple coronary stenos-is(P=0.04)and Agatston score(P=0.05).Multivariate analysis confirmed the relationships with LVEF(R^(2)=0.89,P<0.001),dia-stolic dysfunction(R^(2)=3.30,P=0.04),GLS(R^(2)=1.43,P<0.001),and Agatston score(R^(2)=1.01,P=0.05).Conclusions In patients with complete LBBB,CTA and GLS identified those at a high risk of development HF. 展开更多
关键词 PATIENTS echocardiographic branch
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Incidental echocardiographic finding:Fractured inferior vena cava filter
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作者 Bhradeev Sivasambu Deepa Kabirdas Assad Movahed 《World Journal of Clinical Cases》 SCIE 2017年第4期148-152,共5页
Inferior vena cava filters have gained increasing popularity in recent decades and knowledge on rare complications becomes vital to practicing physicians. A 30-year-old African American male with diabetes mellitus, hy... Inferior vena cava filters have gained increasing popularity in recent decades and knowledge on rare complications becomes vital to practicing physicians. A 30-year-old African American male with diabetes mellitus, hypertension, end-stage renal disease, history of deep venous thrombosis and placement of venacaval filter who was seen in the cardiology clinic for cardiac risks stratification prior to renal transplant. Patient denied any cardiac symptoms. A transthoracic echocardiogram was performed and showed two linear echoes bright densities in the right atrium and right ventricle embedded which was later found to be fractured filter struts by computed tomography. We discuss the various outcomes associated with nonretrieval of retrievable inferior vena cava filters. 展开更多
关键词 INFERIOR vena cava FILTER Fractured INFERIOR vena cava FILTER CARDIAC FOREIGN body Metal in HEART INCIDENTAL echocardiographic finding
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Electrocardiographic and echocardiographic dyssynchrony parameters that might better predict the response to cardiac resynchronization therapy than QRS morphology and duration
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作者 András Vereckei 《Journal of Geriatric Cardiology》 SCIE CAS CSCD 2022年第2期98-100,共3页
Cardiac resynchronization therapy(CRT)is an evidence-based effective therapy of symptomatic heart failure with reduced ejection fraction refractory to optimal medical ther-apy and associated with intraventricular cond... Cardiac resynchronization therapy(CRT)is an evidence-based effective therapy of symptomatic heart failure with reduced ejection fraction refractory to optimal medical ther-apy and associated with intraventricular conduction disturbance,that results in a significant electrical ventricular dyssynchrony.However,the non-response rate to CRT is still 20%−40%.[1]The potential underlying causes of CRT nonresponse are:(1)suboptimal localization of the left ventricular(LV)electrode,far away from the latest activated LV region. 展开更多
关键词 VENTRICULAR synchronization echocardiographic
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Prognostic value of the echocardiographic right/left ventricular end-diastolic diameter ratio in patients with idiopathic pulmonary arterial hypertension
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作者 SUN Yun-juan,ZENG Wei-jie,HE Jian-guo (Cardiovascular Institute and Fu Wai Hospital,Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100037,China) 《岭南心血管病杂志》 2011年第S1期143-144,共2页
Background Previous studies have shown that an echocardiographic right/left ventricular end-diastolic diameter ratio(RV/LV ratio)≥0.9 is an independent predictor of poor prognosis in patients with acute pulmonary emb... Background Previous studies have shown that an echocardiographic right/left ventricular end-diastolic diameter ratio(RV/LV ratio)≥0.9 is an independent predictor of poor prognosis in patients with acute pulmonary embolism. The prognostic value of the RV/LV ratio in patients with idiopathic pulmonary arterial hypertension(IPAH) is still unknown. Methods We retrospectively enrolled 95 consecutive patients with newly diagnosed IPAH and 16 of them were reevaluated by echocardiography at 3-12 months following targeted therapy.Follow-up data were obtained by telephone interviews and review of the patients’ records.Results The RV/LV ratio was in parallel with the severity of World Health Orgnization(WHO) functional class and mean right atrial pressure.The RV/LV ratio was positively correlated with total pulmonary resistance(P P P 2 saturation(P P = 0.001),weight and absence of targeted therapy were independent predictors of death.No significant changes in the RV/LV ratio before and after targeted therapy were observed. A baseline RV/LV ratio≥0.84 or a further increase in the RV/LV ratio during targeted therapy indicated a poor prognosis. Conclusions The RV/LV ratio helps to assess the severity of IPAH and serves as an independent predictor of prognosis in patients with IPAH. 展开更多
关键词 IPAH LEFT Prognostic value of the echocardiographic right/left ventricular end-diastolic diameter ratio in patients with idiopathic pulmonary arterial hypertension
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Recognition of abnormal changes in echocardiographic videos by an artificial intelligence assisted diagnosis model based on 3D CNN
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作者 申凯凯 《China Medical Abstracts(Internal Medicine)》 2023年第3期159-159,共1页
Objective To investigate the diagnostic efficiency and clinical application value of an artificial intelligenceassisted diagnosis model based on a three-dimensional convolutional neural network(3D CNN)on echocardiogra... Objective To investigate the diagnostic efficiency and clinical application value of an artificial intelligenceassisted diagnosis model based on a three-dimensional convolutional neural network(3D CNN)on echocardiographic videos of patients with hypertensive heart disease,chronic renal failure(CRF)and hypothyroidism with cardiac involvement.Methods This study is a retrospective study. 展开更多
关键词 diagnosis echocardiographic INVOLVEMENT
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Echocardiographic and clinical outcomes of central versus non-central percutaneous edge-toedge repair of degenerative mitral regurgitation
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《South China Journal of Cardiology》 CAS 2013年第3期213-213,共1页
ABSTRACT Objectives We aimed to assess the clinical and echocardiographic results of MitraClip implantation in non-central de- generative mitralregurgitation (dMR) compared to central dMR. Background It is unknown ... ABSTRACT Objectives We aimed to assess the clinical and echocardiographic results of MitraClip implantation in non-central de- generative mitralregurgitation (dMR) compared to central dMR. Background It is unknown if the use of the MitraClip therapy in non-central dMR is as safe and effective as in central dMR. 展开更多
关键词 NYHA echocardiographic and clinical outcomes of central versus non-central percutaneous edge-toedge repair of degenerative mitral regurgitation
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Analysis on echocardiographic imaging and clinical feature of patients with unroofed coronary sinus syndrome
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作者 GONG Wenqing 《China Medical Abstracts(Internal Medicine)》 2021年第3期162-163,共2页
Objective To analyze the echocardiographic image features and clinical data of patients with Unroofed Coronary Sinus Syndrome(UCSS).Methods We retrospectively analyzed the echocardiographic imaging data of 140 UCSS pa... Objective To analyze the echocardiographic image features and clinical data of patients with Unroofed Coronary Sinus Syndrome(UCSS).Methods We retrospectively analyzed the echocardiographic imaging data of 140 UCSS patients,who were diagnosed by cardiovascular surgery from Jan.2007 to Jan.2020 in our hospital. 展开更多
关键词 echocardiographic PATIENTS CLINICAL
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Diagnosis and treatment of heart failure with preserved left ventricular ejection fraction 被引量:12
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作者 Robert J Henning 《World Journal of Cardiology》 CAS 2020年第1期7-25,共19页
Nearly six million people in United States have heart failure.Fifty percent of these people have normal left ventricular(LV)systolic heart function but abnormal diastolic function due to increased LV myocardial stiffn... Nearly six million people in United States have heart failure.Fifty percent of these people have normal left ventricular(LV)systolic heart function but abnormal diastolic function due to increased LV myocardial stiffness.Most commonly,these patients are elderly women with hypertension,ischemic heart disease,atrial fibrillation,obesity,diabetes mellitus,renal disease,or obstructive lung disease.The annual mortality rate of these patients is 8%-12%per year.The diagnosis is based on the history,physical examination,laboratory data,echocardiography,and,when necessary,by cardiac catheterization.Patients with obesity,hypertension,atrial fibrillation,and volume overload require weight reduction,an exercise program,aggressive control of blood pressure and heart rate,and diuretics.Miniature devices inserted into patients for pulmonary artery pressure monitoring provide early warning of increased pulmonary pressure and congestion.If significant coronary heart disease is present,coronary revascularization should be considered. 展开更多
关键词 Diastolic heart failure Myocardial stiffness Incomplete left ventricular relaxation echocardiographic heart failure criteria Pulmonary artery pressure monitoring Drug treatment
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苯那普利对高血压及左室肥厚的影响(摘要) 被引量:2
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作者 张元春 李玉光 +1 位作者 蔡楚丹 陈少萍 《岭南心血管病杂志》 1996年第2期48-,54,共2页
苯那普利对高血压及左室肥厚的影响(摘要)张元春,李玉光,蔡楚丹,陈少萍苯那普利是一种第三代的非疏基前体血管紧张素转换酶(ACE)抑制剂,它水解成有活性的苯那普利拉,对全身和局部血管有扩张作用,特别是肾小动脉扩张,对肾... 苯那普利对高血压及左室肥厚的影响(摘要)张元春,李玉光,蔡楚丹,陈少萍苯那普利是一种第三代的非疏基前体血管紧张素转换酶(ACE)抑制剂,它水解成有活性的苯那普利拉,对全身和局部血管有扩张作用,特别是肾小动脉扩张,对肾小球水平的血液动力学效应,能纠正肾... 展开更多
关键词 DOPPLER echocardiograph LEFT ventricualr DIASTOLIC FUNCTION
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Mitral peak early diastolic filling velocity to deceleration time ratio as a predictor of prognosis in patients with chronic heart failure and preserved or reduced ejection fraction 被引量:2
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作者 Flora Pirozzi AntoneUa Paglia Laura Sasso Pasquale Abete Angelo Carlomagno Carlo G Tocchetti Domenico Bonaduce Mario Petretta 《Journal of Geriatric Cardiology》 SCIE CAS CSCD 2015年第4期346-352,共7页
Objective Doppler derived mitral peak early diastolic filling velocity to deceleration time ratio (E/DT) has been proposed as parameter for predicting prognosis in general population. This study prospectively invest... Objective Doppler derived mitral peak early diastolic filling velocity to deceleration time ratio (E/DT) has been proposed as parameter for predicting prognosis in general population. This study prospectively investigates the incremental prognostic value of E/DT over clinical, conven- tional eehocardiographic and mitral-Doppler variables in patients hospitalized for decompensated heart failure (HF). Methods We analyzed 95 HF patients (mean age 64.8 ± 12.2 years) hospitalized at our institution from January 2010 to March 2012. The primary end-point was cardiac death or hospitalization, whichever occurred first. Cox regression analysis was performed to identify significant predictors of outcomes. Results During follow-up (median 37.7 months) 13 patients died and 44 were hospitalized for a cardiac event. At univariable analysis, New York Heart Association (NYHA) functional class, furosemide dosage, lateral tricuspidal annular plane systolic excursion, deceleration lime and E/DT were predictive of outcome. At multivariable analysis, E/DT was the only predictor of prognosis (hazard ratio = 1.02, P = 0.018), giving incremental prognostic information to clinical and other echocardio-graphic measures (global chi-square from 15.4 to 25.2; P = 0.032). Conclusions FJDT gives independent and incremental prognostic information in HF patients. 展开更多
关键词 echocardiographic evaluation Left venlricular function Risk stratification
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Speckle Tracking Echocardiography Identifies Impaired Longitudinal Strain as a Common Deficit in Various Cardiac Diseases
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作者 Randy R.Jeffrey Robert F.Hamburger +1 位作者 Janelle Gooden-Ebanks John W.Petersen 《Cardiovascular Innovations and Applications》 2018年第B07期237-250,共14页
The use of speckle-tracking echocardiography(STE)is becoming an increasingly useful tool in the evaluation of myocardial disease.STE software can track the motion of the specular pattern created by the interference of... The use of speckle-tracking echocardiography(STE)is becoming an increasingly useful tool in the evaluation of myocardial disease.STE software can track the motion of the specular pattern created by the interference of ultrasound with the myofibers of the heart and provide a quantitative means to evaluate subtle changes in ventricular function that often occur before changes in ventricular ejection fraction are observed.STE is most often used to measure the change in shape(strain)of myocardial segments in the circumferential,radial,and longitudinal directions.In various diseases,including coronary artery disease,aortic stenosis,and mitral regurgitation,deficits in longitudinal strain appear to occur earlier than deficits in other measures of strain or in ejection fraction.Consideration of STE measures of left ventricular contraction has the potential to significantly affect clinical management and outcomes of ischemic and valvular heart disease given the ability to separate those with asymptomatic disease who may benefit from earlier interventions than current guidelines may suggest. 展开更多
关键词 speckle tracking ECHOCARDIOGRAPHY longitudinal strain valvular HEART disease ischemic HEART DISEASE echocardiographic imaging
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Primary malignant pericardial mesothelioma with difficult antemortem diagnosis:A case report
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作者 Naoya Oka Yuichi Orita +2 位作者 Chikage Oshita Hirofumi Nakayama Hiroki Teragawa 《World Journal of Clinical Cases》 SCIE 2022年第33期12380-12387,共8页
BACKGROUND Primary malignant pericardial mesothelioma(PMPM)is an extremely rare malignant tumor,and it is difficult to diagnose definitively before death.We present a case in which PMPM was diagnosed at autopsy.We con... BACKGROUND Primary malignant pericardial mesothelioma(PMPM)is an extremely rare malignant tumor,and it is difficult to diagnose definitively before death.We present a case in which PMPM was diagnosed at autopsy.We consider this case to be highly suggestive and report it here.CASE SUMMARY A 78-year-old male presented with transient loss of consciousness and falls.The transient loss of consciousness was considered to result from complications of diastolic dysfunction due to pericardial disease,fever with dehydration,and paroxysmal atrial fibrillation.Ultrasound cardiography(UCG)and computed tomography showed cardiac enlargement and high-density pericardial effusion.We considered pericardial disease to be the main pathogenesis of this case.Cardiac magnetic resonance imaging and gadolinium contrast-enhanced T1-weighted images showed thick staining inside and outside the pericardium.Pericardial biopsy was considered to establish a definitive diagnosis,but the patient and his family refused further treatment and examinations,and the patient was followed conservatively.We noticed a thickening of the pericardium and massive changes in the pericardium on UCG over time.We performed an autopsy 60 h after the patient died of pneumonia.Giemsa staining of the autopsy tissue showed an epithelial-like arrangement in the pericardial tumor,and immunostaining showed positive and negative factors for the diagnosis of PMPM.Based on these findings,the final diagnosis of PMPM was made.CONCLUSION PMPM has a poor prognosis,and early diagnosis and treatment are important.The temporal echocardiographic findings may provide a clue for the diagnosis of PMPM. 展开更多
关键词 Primary malignant pericardial mesothelioma Antemortem diagnosis Pericardial disease Temporal echocardiographic Case report
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Study of Cardiac Manifestations in Patients with HIV Infection and Their Correlation with CD4 Count in Indian Population
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作者 Ayaskanta Singh Sidhartha Das Rabindra Kumar Dalai 《International Journal of Clinical Medicine》 2012年第3期178-183,共6页
Introduction: With advances in the management of patients living with HIV and AIDS (PLHA), not only survival has increased but manifestations of late stage HIV infection are encountered more often including cardiovasc... Introduction: With advances in the management of patients living with HIV and AIDS (PLHA), not only survival has increased but manifestations of late stage HIV infection are encountered more often including cardiovascular complications. Aims and Objectives: To determine the prevalence and characteristics of cardiac manifestations in patients with HIV infection and to evaluate their correlation with CD4 count. Materials and Method: 70 consecutive patients with HIV infection admitted to Post Graduate Department of Medicine from the period of July 2010 to August 2011 were studied. All cases of PLHA diagnosed after positive ELISA test for HIV infection were included, whereas those with congenital heart disease, rheumatic heart disease, hypertension, Ischemic heart disease were excluded from the study. CD4 count and 2D echocardiography along with routine investigations were done for all patients. Result: Male to female ratio was 2:1. Echocardiographic abnormalities were seen in 58% of patients. Reduced ejection fraction (below 50%) and fractional shortening below 30% were the most common cardiac abnormality (48.7%) followed by pericardial effusion (17.4%), pulmonary artery hypertension (11.4%), dilated cardiomyopathy (8.5%), diastolic dysfunction (8.5%) and regional wall motion abnormality (1.4%) respectively. Significant statistical positive correlation was observed between low CD4 count and echocardiographic abnormalities (p < 0.0001). Pericardial effusion was seen more in patients with CD4 count below 200 (p < 0.001). Maximum number of echocardiographic abnormalities was seen in WHO clinical stage IV. Conclusions: Cardiac manifestations are frequent PLHA in our population but do not have detectable clinical manifestation. Echocardiographic abnormalities have a strong correlation with low CD4 count and occur more in advanced stage of the disease. 展开更多
关键词 HIV AIDS PLHA CD4 COUNT echocardiographic FINDINGS
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Lipopolysaccharide Binding Protein and Cardiovascular Changes in Obese Children
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作者 Eatemad Nabil Mansour Mervat Elshahat Elwakeel +1 位作者 Ola Hassan Abd Elaziz Walaa Mohammed Shipl 《Open Journal of Pediatrics》 2021年第2期225-237,共13页
<strong>Objective: </strong><span style="font-family:;" "=""><span style="font-family:Verdana;">Despite the growing evidence that lipopolysaccharide bind... <strong>Objective: </strong><span style="font-family:;" "=""><span style="font-family:Verdana;">Despite the growing evidence that lipopolysaccharide binding protein (LBP) plays a major role in cardiovascular disease (CVD) pathophy</span><span style="font-family:Verdana;">siology and obesity, data regarding this association in children are rar</span><span style="font-family:Verdana;">e. Therefore, our objectives were to assess whether there was a difference between overweight/obese and normal-weight children in plasma LBP levels and to assess the cardiovascular changes in both groups.</span></span><span style="font-family:;" "=""> </span><b><span style="font-family:Verdana;">Methods</span></b><b><span style="font-family:Verdana;">: </span></b><span style="font-family:Verdana;">In an observational, case-control study, a total of 30 children as obese and overweight children.</span><span style="font-family:;" "=""> </span><span style="font-family:;" "=""><span style="font-family:Verdana;">Obese children with body mass index (BMI) above 95</span><sup><span style="font-family:Verdana;">th</span></sup><span style="font-family:Verdana;"> percentile, and overweight children with BMI between 85</span><sup><span style="font-family:Verdana;">th</span></sup><span style="font-family:Verdana;"> and 95</span><sup><span style="font-family:Verdana;">th</span></sup><span style="font-family:Verdana;"> percentile were recruited if they aged between 8-16 years old.</span></span><span style="font-family:;" "=""> </span><span style="font-family:;" "=""><span style="font-family:Verdana;">A similar number of matched controls were included. Serum LBP was measured by enzyme-linked immunosorbent assay (ELISA) technique. </span><b><span style="font-family:Verdana;">Results</span></b></span><b><span style="font-family:Verdana;">: </span></b><span style="font-family:Verdana;">With regard to serum LBP, the mean LBP was significantly higher in obese children than </span><span style="font-family:Verdana;">in </span><span style="font-family:Verdana;">the control group (52.74 ± 17.25 versus 12.34 ± 2.67</span><span style="font-family:;" "=""> </span><span style="font-family:Verdana;">μg/mL, respectively;p <</span><span style="font-family:;" "=""> </span><span style="font-family:Verdana;">0.001). The ROC curve showed that the serum LBP, at a cutoff value of >19</span><span style="font-family:;" "=""> </span><span style="font-family:Verdana;">μg/mL, was </span><span style="font-family:Verdana;">a </span><span style="font-family:Verdana;">significant discriminator of obesity with a sensitivity of 96.67% and specificity of 100%. The regression analysis showed that BMI was</span><span style="font-family:Verdana;"> an</span><span style="font-family:Verdana;"> independent predictor of serum LBP (B coefficient = 0.684;p =</span><span style="font-family:;" "=""> </span><span style="font-family:Verdana;">0.024).</span><span style="font-family:;" "=""> </span><span style="font-family:Verdana;">The serum LBP correlated significantly with age (r =</span><span style="font-family:;" "=""> </span><span style="font-family:Verdana;">0.58;p = 0.001), BMI (r =</span><span style="font-family:;" "=""> </span><span style="font-family:Verdana;">0.834;p =</span><span style="font-family:;" "=""> </span><span style="font-family:Verdana;">0.001), and LV longitudinal strain (r =</span><span style="font-family:;" "=""> </span><span style="font-family:Verdana;">0.362;p =</span><span style="font-family:;" "=""> </span><span style="font-family:Verdana;">0.05).</span><span style="font-family:;" "=""> </span><b><span style="font-family:Verdana;">Conclusion</span></b><b><span style="font-family:Verdana;">: </span></b><span style="font-family:Verdana;">In conclusion, our findings showed that obesity was associated with</span><span style="font-family:Verdana;"> a</span><span style="font-family:Verdana;"> worse lipid profile and cardiovascular function. LBP is a promising predictor </span><span style="font-family:Verdana;">of</span><span style="font-family:Verdana;"> obesity in children.</span> 展开更多
关键词 OBESITY echocardiographic Changes Lipopolysaccharide Binding Protein
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世界卫生组织高血压专家委员会对高血压分级的建议 被引量:1
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作者 饶栩栩 《岭南心血管病杂志》 1996年第2期55-56,共2页
世界卫生组织高血压专家委员会对高血压分级的建议摘自WHO技术报告系列862:HYPERTENSIONCONTROL.日内瓦,1996世界卫生组织(WHO)高血压控制专家委员会1994年10月24~31日在日内瓦开会。... 世界卫生组织高血压专家委员会对高血压分级的建议摘自WHO技术报告系列862:HYPERTENSIONCONTROL.日内瓦,1996世界卫生组织(WHO)高血压控制专家委员会1994年10月24~31日在日内瓦开会。1996年WHO发表该专家委员会报... 展开更多
关键词 DOPPLER echocardiograph LEFT ventricualr DIASTOLIC FUNCTION
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心血管药物临床应用经验座谈会(二)──应用24小时动态血压评价高血压药物疗效的经验
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《岭南心血管病杂志》 1996年第2期57-58,共2页
心血管药物临床应用经验座谈会(二)──应用24小时动态血压评价高血压药物疗效的经验1996年5月8日,澳大利亚墨尔本大学的r.vorgam教授应广东省心血管学会及法国施维雅药厂的激请,参加了在广州举行的抗高血压药物座... 心血管药物临床应用经验座谈会(二)──应用24小时动态血压评价高血压药物疗效的经验1996年5月8日,澳大利亚墨尔本大学的r.vorgam教授应广东省心血管学会及法国施维雅药厂的激请,参加了在广州举行的抗高血压药物座谈会,T.MOngan教授在会上作... 展开更多
关键词 DOPPLER echocardiograph LEFT ventricualr DIASTOLIC function
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A deep learning-based method for pediatric congenital heart disease detection with seven standard views in echocardiography 被引量:1
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作者 Xusheng Jiang Jin Yu +3 位作者 Jingjing Ye Weijie Jia Weize Xu Qiang Shu 《World Journal of Pediatric Surgery》 CSCD 2023年第3期180-187,共8页
Background With the aggregation of clinical data and the evolution of computational resources,artificial intelligence-based methods have become possible to facilitate clinical diagnosis.For congenital heart disease(CH... Background With the aggregation of clinical data and the evolution of computational resources,artificial intelligence-based methods have become possible to facilitate clinical diagnosis.For congenital heart disease(CHD)detection,recent deep learning-based methods tend to achieve classification with few views or even a single view.Due to the complexity of CHD,the input images for the deep learning model should cover as many anatomical structures of the heart as possible to enhance the accuracy and robustness of the algorithm.In this paper,we first propose a deep learning method based on seven views for CHD classification and then validate it with clinical data,the results of which show the competitiveness of our approach.Methods A total of 1411 children admitted to the Children’s Hospital of Zhejiang University School of Medicine were selected,and their echocardiographic videos were obtained.Then,seven standard views were selected from each video,which were used as the input to the deep learning model to obtain the final result after training,validation and testing.Results In the test set,when a reasonable type of image was input,the area under the curve(AUC)value could reach 0.91,and the accuracy could reach 92.3%.During the experiment,shear transformation was used as interference to test the infection resistance of our method.As long as appropriate data were input,the above experimental results would not fluctuate obviously even if artificial interference was applied.Conclusions These results indicate that the deep learning model based on the seven standard echocardiographic views can effectively detect CHD in children,and this approach has considerable value in practical application. 展开更多
关键词 admitted CONGENITAL echocardiographic
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