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Predictors and Outcomes of Acute Brain Injury in Patients on Venoarterial Extracorporeal Membrane Oxygenation after Cardiopulmonary Resuscitation. 心肺复苏后静脉体外膜氧合患者急性脑损伤的预测因素和预后。
IF 1.9 4区 医学 Q2 Medicine Pub Date : 2024-01-01 DOI: 10.6515/ACS.202401_40(1).20230817B
Chia-Yu Ou, Meng-Ta Tsai, Yi-Chen Wang, Jun-Neng Roan, Chung-Dann Kan, Yu-Ning Hu

Background: Venoarterial (V-A) extracorporeal membrane oxygenation (ECMO) after cardiac arrest often predisposes patients to acute brain injury (ABI), which affects survival and neurological performance. The investigation of the predictors of ABI will be beneficial for further management.

Objectives: To explore the predictors and outcomes of ABI and intracerebral hemorrhage (ICH) in patients experiencing cardiac arrest and cardiopulmonary resuscitation (CPR) with V-A ECMO support.

Methods: We retrospectively analyzed 150 patients who successfully weaned from V-A ECMO support after pre-ECMO CPR at our institution from January 2009 to December 2021. Short-term and long-term outcomes were evaluated. Characteristics before and during ECMO were analyzed for determining the predictors of ABI and ICH.

Results: Of the 150 patients, 66 (44.0%) had ABI. ABI was associated with higher in-hospital mortality (62.1% vs. 21.4%, p < 0.0001) and poorer long-term survival after discharge (p = 0.002). Patients who survived to discharge with ABI had significantly more severe neurological deficits at discharge (84.0% vs. 42.4%, p < 0.0001) and improved little at one year after discharge (33.3% vs. 11.4%, p = 0.027). We found that CPR duration [odds ratio (OR) = 1.04, p = 0.003] was the independent risk factor for ABI, whereas lower platelet counts was the independent risk factor for ICH (OR = 0.96, p = 0.019).

Conclusions: After CPR, development of ABI during V-A ECMO support impacted survival and further neurological outcome. Longer CPR duration before ECMO set up significantly increases the occurrence of ABI. Besides, severe thrombocytopenia during ECMO support increases the possibility of ICH.

背景:心脏骤停后的体外膜肺氧合(ECMO)患者往往容易发生急性脑损伤(ABI),从而影响存活率和神经功能。研究ABI的预测因素将有利于进一步的管理:目的:探讨心脏骤停患者在 V-A ECMO 支持下进行心肺复苏(CPR)后发生 ABI 和脑内出血(ICH)的预测因素和结果:我们回顾性分析了 2009 年 1 月至 2021 年 12 月期间在我院接受 ECMO 前心肺复苏术后成功脱离 V-A ECMO 支持的 150 例患者。对短期和长期结果进行了评估。分析了 ECMO 之前和期间的特征,以确定 ABI 和 ICH 的预测因素:150名患者中,66人(44.0%)有ABI。ABI 与较高的院内死亡率(62.1% 对 21.4%,p < 0.0001)和较差的出院后长期存活率(p = 0.002)相关。带 ABI 存活出院的患者出院时的神经功能缺损程度明显更严重(84.0% 对 42.4%,p < 0.0001),出院一年后的情况改善甚微(33.3% 对 11.4%,p = 0.027)。我们发现,心肺复苏持续时间[比值比 (OR) = 1.04,p = 0.003]是 ABI 的独立风险因素,而血小板计数较低是 ICH 的独立风险因素(OR = 0.96,p = 0.019):结论:心肺复苏后,V-A ECMO 支持期间出现 ABI 会影响存活率和进一步的神经功能预后。结论:心肺复苏后,V-A ECMO 支持期间出现 ABI 会影响存活率和进一步的神经功能预后。此外,ECMO 支持期间血小板严重减少也会增加发生 ICH 的可能性。
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引用次数: 0
Successful Three-Dimensional Mapping-Guided Sinus Node Modification for Drug-Refractory Inappropriate Sinus Tachycardia after Circumferential Pulmonary Vein Isolation. 三维制图引导下的窦房结改造成功治疗环形肺静脉隔离后药物难治性不适当窦性心动过速
IF 1.9 4区 医学 Q2 Medicine Pub Date : 2024-01-01 DOI: 10.6515/ACS.202401_40(1).20231026A
Hao-Tien Liu, Ming-Shien Wen, Chung-Chuan Chou
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引用次数: 0
Left Atrial Expansion Index for Ischemic Stroke Prediction in Patients with Atrial Fibrillation. 预测心房颤动患者缺血性卒中的左心房扩张指数
IF 1.9 4区 医学 Q2 Medicine Pub Date : 2024-01-01 DOI: 10.6515/ACS.202401_40(1).20230628A
Jau-Wen Shiau, Chao-Sheng Hsiao, Shih-Hung Hsiao

Background: The efficacy of the left atrial (LA) expansion index (LAEI) to predict cerebral ischemic events in patients with atrial fibrillation (AF) is unknown.

Methods: We enrolled 177 patients with AF (88 with paroxysmal AF and 89 with persistent AF) and a baseline CHA2DS2-VASc score (at enrollment) of 3.6 ± 2.3. Comprehensive echocardiography was performed at enrollment. The LAEI was calculated as (Volmax - Volmin) × 100%/Volmin, where Volmax and Volmin denoted maximal and minimal LA volumes, respectively. The study endpoint was ischemic stroke. Stroke subtypes were classified into cardioembolic stroke (CE), non-CE with determined mechanism (NCE), embolic stroke of undetermined source (ESUS), or transient ischemic attack (TIA).

Results: Over a mean 9.9-year follow-up period, 44 (24.9%) of the patients reached the endpoint (24 with CE, 4 with NCE, 6 with ESUS, and 10 with TIA). The LAEI was lower in the stroke group than in the non-stroke group. Stroke incidence in the lowest LAEI quartile was much higher than that in the other LAEI quartiles; the 10-year cumulative stroke risk was 15.9% (14/88) and 33.7% (30/89) in the patients with paroxysmal and persistent AF, respectively. An LAEI of < 35% predicted the presence of stroke with 77% sensitivity and 78% specificity. In multivariable analysis, the LAEI was independently associated with ischemic stroke (hazard ratio 0.952 per 1% increase, 95% confidence interval 0.932-0.971, p < 0.0001).

Conclusions: The LAEI is a useful predictor of ischemic stroke in patients with AF.

背景:左心房(LA)扩张指数(LAEI)预测心房颤动(AF)患者脑缺血事件的有效性尚不清楚:我们招募了 177 名房颤患者(88 名阵发性房颤患者和 89 名持续性房颤患者),他们的基线 CHA2DS2-VASc 评分(入组时)为 3.6 ± 2.3。入组时进行了全面的超声心动图检查。LAEI的计算公式为(Volmax - Volmin)×100%/Volmin,其中Volmax和Volmin分别表示最大和最小LA容积。研究终点为缺血性卒中。中风亚型分为心肌栓塞性中风(CE)、机制确定的非CE(NCE)、来源不明的栓塞性中风(ESUS)或短暂性脑缺血发作(TIA):在平均 9.9 年的随访期内,44 例(24.9%)患者达到终点(24 例 CE、4 例 NCE、6 例 ESUS 和 10 例 TIA)。中风组的 LAEI 低于非中风组。LAEI 最低四分位数的卒中发生率远高于其他 LAEI 四分位数;阵发性和持续性房颤患者的 10 年累积卒中风险分别为 15.9% (14/88)和 33.7% (30/89)。LAEI < 35% 预测中风发生的敏感性为 77%,特异性为 78%。在多变量分析中,LAEI 与缺血性中风有独立相关性(每增加 1%,危险比为 0.952,95% 置信区间为 0.932-0.971,P < 0.0001):LAEI是房颤患者缺血性卒中的有效预测指标。
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引用次数: 0
Serum Albumin was Associated with a Long Term Cardiovascular Mortality among Elderly Patients with Stable Coronary Artery Disease. 血清白蛋白与患有稳定型冠状动脉疾病的老年患者的长期心血管死亡率有关。
IF 1.9 4区 医学 Q2 Medicine Pub Date : 2024-01-01 DOI: 10.6515/ACS.202401_40(1).20230825A
Chung-Wei Cheng, Chun-Wei Lee, Shih-Chieh Chien, Hung-I Yeh, Chun-Yen Chen

Background: Serum albumin (SA), a multifunction protein, contributes to maintaining a variety of physiological functions. Studies have linked SA to atherosclerosis with possible mechanisms including a response to inflammation. The contribution of albumin to cardiovascular (CV) mortality in elderly patients with stable coronary artery disease (CAD) remains unclear.

Methods: We investigated 321 elderly patients with stable CAD undergoing coronary angiography between 2003 and 2006. CV mortality data were obtained from the National Registry of Deaths in Taiwan. CV mortality included deaths attributable to ischemic heart disease, congestive heart disease, and stroke. The association between baseline SA and CV mortality was assessed using a Cox model and Fine-Gray model when non-CV mortality was considered a competing event.

Results: During a median follow-up of 97 months, 39 (12.1%) participants died from CV disease and 76 (23.7%) died from non-CV diseases. After adjusting for covariates, patients in the SA ≥ 3.75 g/dL group had a lower frequency of CV mortality compared with those in the SA < 3.75 g/dL group [hazard ratio (HR): 0.20; 95% confidence interval (CI): 0.08-0.49; p < 0.001]. Similarly, compared to the participants with non-CV mortality, the SA ≥ 3.75 g/dL group had a lower frequency of CV mortality compared with the SA < 3.75 g/dL group (subdistribution HR: 0.27; 95% CI: 0.11-0.65; p < 0.001) in adjusted competing risk models.

Conclusions: A SA level ≥ 3.75 g/dL at admission was associated with decreased long-term CV mortality and may be useful for risk prediction in elderly patients with stable CAD.

背景:血清白蛋白(SA)是一种多功能蛋白质,有助于维持多种生理功能。研究表明,白蛋白与动脉粥样硬化有关,可能的机制包括对炎症的反应。白蛋白对患有稳定型冠状动脉疾病(CAD)的老年患者心血管(CV)死亡率的影响仍不清楚:我们调查了 2003 年至 2006 年期间接受冠状动脉造影术的 321 名稳定型 CAD 老年患者。CV死亡率数据来自台湾国家死亡登记处。CV死亡率包括缺血性心脏病、充血性心脏病和中风导致的死亡。采用 Cox 模型和 Fine-Gray 模型评估了基线 SA 与心血管疾病死亡率之间的关系(将非心血管疾病死亡率视为竞争事件):结果:在中位数为 97 个月的随访期间,39 人(12.1%)死于冠心病,76 人(23.7%)死于非冠心病。调整协变量后,SA ≥ 3.75 g/dL 组患者的心血管疾病死亡率低于 SA < 3.75 g/dL 组[危险比 (HR):0.20;95% 置信区间 (CI):0.08-0.49;P < 0.001]。同样,在调整后的竞争风险模型中,与非CV死亡的参与者相比,SA≥3.75 g/dL组与SA<3.75 g/dL组相比,CV死亡频率较低(亚分布HR:0.27;95% CI:0.11-0.65;P<0.001):结论:入院时 SA 水平≥ 3.75 g/dL 与心血管疾病长期死亡率的降低有关,可用于稳定型 CAD 老年患者的风险预测。
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引用次数: 0
Left Atrial Strain Predicts Cardiovascular and All-Cause Mortality. 左心房应变可预测心血管疾病和全因死亡率。
IF 1.9 4区 医学 Q2 Medicine Pub Date : 2024-01-01 DOI: 10.6515/ACS.202401_40(1).20230818A
Chien-Wei Chang, Wen-Hsien Lee, Tien-Chi Huang, Yi-Hsueh Liu, Po-Chao Hsu, Tsung-Hsien Lin, Wen-Chol Voon, Ho-Ming Su

Background: Left atrial strain can usefully reflect left atrial function. The follow-up periods in previous studies assessing left atrial strain as a survival predictor have been relatively short, and few studies have examined the ability of left atrial strain to predict mortality in patients with borderline diastolic function. This study sought to investigate the survival predictive value of left atrial strain with a longer follow-up duration. In addition, we also evaluated the survival predictive value of left atrial strain in patients with borderline diastolic function.

Methods: In total, 652 participants who received routine echocardiography underwent 2-D speckle tracking echocardiography to evaluate left atrial reservoir function by peak atrial longitudinal strain. The study endpoints were all-cause and cardiovascular mortality.

Results: The mean left atrial strain was 27.6%, and the median follow-up duration was 92 months. During follow-up, 72 patients died of cardiovascular causes and 181 died of all causes. Univariable Cox regression analysis revealed that lower left atrial strain significantly predicted an increase in all-cause and cardiovascular mortality. After adjusting for common clinical and echocardiographic parameters, lower left atrial strain was still associated with a higher risk of all-cause mortality [hazard ratio (HR) = 0.942, p = 0.011] and cardiovascular mortality (HR = 0.915, p = 0.018) in multivariable Cox-regression analysis. In addition, 293 patients had borderline left ventricular diastolic function. Multivariable analysis still revealed that left atrial strain could predict cardiovascular mortality in this population.

Conclusions: Our data showed that left atrial strain could predict all-cause and cardiovascular mortality, even after adjusting for general clinical and echocardiographic parameters.

背景:左心房应变可有效反映左心房功能。以往将左心房应变作为生存预测指标进行评估的研究中,随访时间都相对较短,而且很少有研究探讨左心房应变预测舒张功能边缘患者死亡率的能力。本研究试图通过更长的随访时间来研究左心房应变的生存预测价值。此外,我们还评估了左心房应变对边缘性舒张功能患者的生存预测价值:共有 652 名接受常规超声心动图检查的患者接受了二维斑点追踪超声心动图检查,通过心房纵向应变峰值评估左心房储血功能。研究终点为全因死亡率和心血管死亡率:平均左房应变为 27.6%,中位随访时间为 92 个月。随访期间,72名患者死于心血管疾病,181名患者死于各种原因。单变量 Cox 回归分析显示,左心房应变较低可显著预测全因死亡率和心血管死亡率的上升。调整常见的临床和超声心动图参数后,在多变量 Cox 回归分析中,较低的左心房应变仍与较高的全因死亡风险[危险比 (HR) = 0.942,p = 0.011]和心血管死亡风险(HR = 0.915,p = 0.018)相关。此外,293 名患者的左心室舒张功能处于边缘状态。多变量分析仍显示,左心房应变可预测该人群的心血管死亡率:我们的数据显示,即使在调整了一般临床和超声心动图参数后,左心房应变仍能预测全因死亡率和心血管死亡率。
{"title":"Left Atrial Strain Predicts Cardiovascular and All-Cause Mortality.","authors":"Chien-Wei Chang, Wen-Hsien Lee, Tien-Chi Huang, Yi-Hsueh Liu, Po-Chao Hsu, Tsung-Hsien Lin, Wen-Chol Voon, Ho-Ming Su","doi":"10.6515/ACS.202401_40(1).20230818A","DOIUrl":"10.6515/ACS.202401_40(1).20230818A","url":null,"abstract":"<p><strong>Background: </strong>Left atrial strain can usefully reflect left atrial function. The follow-up periods in previous studies assessing left atrial strain as a survival predictor have been relatively short, and few studies have examined the ability of left atrial strain to predict mortality in patients with borderline diastolic function. This study sought to investigate the survival predictive value of left atrial strain with a longer follow-up duration. In addition, we also evaluated the survival predictive value of left atrial strain in patients with borderline diastolic function.</p><p><strong>Methods: </strong>In total, 652 participants who received routine echocardiography underwent 2-D speckle tracking echocardiography to evaluate left atrial reservoir function by peak atrial longitudinal strain. The study endpoints were all-cause and cardiovascular mortality.</p><p><strong>Results: </strong>The mean left atrial strain was 27.6%, and the median follow-up duration was 92 months. During follow-up, 72 patients died of cardiovascular causes and 181 died of all causes. Univariable Cox regression analysis revealed that lower left atrial strain significantly predicted an increase in all-cause and cardiovascular mortality. After adjusting for common clinical and echocardiographic parameters, lower left atrial strain was still associated with a higher risk of all-cause mortality [hazard ratio (HR) = 0.942, p = 0.011] and cardiovascular mortality (HR = 0.915, p = 0.018) in multivariable Cox-regression analysis. In addition, 293 patients had borderline left ventricular diastolic function. Multivariable analysis still revealed that left atrial strain could predict cardiovascular mortality in this population.</p><p><strong>Conclusions: </strong>Our data showed that left atrial strain could predict all-cause and cardiovascular mortality, even after adjusting for general clinical and echocardiographic parameters.</p>","PeriodicalId":6957,"journal":{"name":"Acta Cardiologica Sinica","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10801424/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139541131","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
2023 TAMIS/TSOC/TACVPR Consensus Statement for Patients with Acute Myocardial Infarction Rehabilitation. 2023 TAMIS/TSOC/TACVPR对急性心肌梗死患者康复的共识声明。
IF 1.9 4区 医学 Q2 Medicine Pub Date : 2023-11-01 DOI: 10.6515/ACS.202311_39(6).20230921A
Kuan-Cheng Chen, Chih-Neng Hsu, Cheng-Hsueh Wu, Ko-Lung Lin, Shyh-Ming Chen, Yuchun Lee, Chien-Yi Hsu, Che-Wei Hsu, Chi-Yao Huang, Shou-Hsien Huang, Chia-Te Liao, Christina Soong, Po-Wei Chen, Shu-Ming Yeh, Chang-Cheng Wu, Cho-I Lin, Nai-Wen Guo, Yi-Heng Li, Tsung-Hsien Lin, Chia-Hsin Chen, Chun-Yao Huang, Ssu-Yuan Chen, Yu-Chen Wang, Wei-Chun Huang, Willy Chou, Wen-Jone Chen

Cardiac rehabilitation is a comprehensive intervention recommended in international and Taiwanese guidelines for patients with acute myocardial infarction. Evidence supports that cardiac rehabilitation improves the health-related quality of life, enhances exercise capacity, reduces readmission rates, and promotes survival in patients with cardiovascular disease. The cardiac rehabilitation team is comprehensive and multidisciplinary. The inpatient, outpatient, and maintenance phases are included in cardiac rehabilitation. All patients admitted with acute myocardial infarction should be referred to the rehabilitation department as soon as clinically feasible. Pre-exercise evaluation, including exercise testing, helps physicians identify the risks of cardiac rehabilitation and organize appropriate exercise prescriptions. Therefore, the Taiwan Myocardial Infarction Society (TAMIS), Taiwan Society of Cardiology (TSOC), and Taiwan Academy of Cardiovascular and Pulmonary Rehabilitation (TACVPR) address this consensus statement to assist healthcare practitioners in performing cardiac rehabilitation in patients with acute myocardial infarction.

心脏康复是国际及台湾地区急性心肌梗死患者指南中推荐的综合干预措施。有证据表明,心脏康复可改善心血管疾病患者的健康相关生活质量,增强运动能力,降低再入院率,并促进生存率。心脏康复团队是综合性和多学科的。心脏康复包括住院、门诊和维持阶段。所有入院的急性心肌梗死患者应尽快转诊至康复科。运动前评估,包括运动测试,可以帮助医生识别心脏康复的风险,并组织适当的运动处方。因此,台湾心肌梗死学会(TAMIS)、台湾心脏病学会(TSOC)和台湾心血管与肺康复学会(TACVPR)共同发表此共识声明,以协助医护人员对急性心肌梗死患者进行心脏康复治疗。
{"title":"2023 TAMIS/TSOC/TACVPR Consensus Statement for Patients with Acute Myocardial Infarction Rehabilitation.","authors":"Kuan-Cheng Chen, Chih-Neng Hsu, Cheng-Hsueh Wu, Ko-Lung Lin, Shyh-Ming Chen, Yuchun Lee, Chien-Yi Hsu, Che-Wei Hsu, Chi-Yao Huang, Shou-Hsien Huang, Chia-Te Liao, Christina Soong, Po-Wei Chen, Shu-Ming Yeh, Chang-Cheng Wu, Cho-I Lin, Nai-Wen Guo, Yi-Heng Li, Tsung-Hsien Lin, Chia-Hsin Chen, Chun-Yao Huang, Ssu-Yuan Chen, Yu-Chen Wang, Wei-Chun Huang, Willy Chou, Wen-Jone Chen","doi":"10.6515/ACS.202311_39(6).20230921A","DOIUrl":"https://doi.org/10.6515/ACS.202311_39(6).20230921A","url":null,"abstract":"<p><p>Cardiac rehabilitation is a comprehensive intervention recommended in international and Taiwanese guidelines for patients with acute myocardial infarction. Evidence supports that cardiac rehabilitation improves the health-related quality of life, enhances exercise capacity, reduces readmission rates, and promotes survival in patients with cardiovascular disease. The cardiac rehabilitation team is comprehensive and multidisciplinary. The inpatient, outpatient, and maintenance phases are included in cardiac rehabilitation. All patients admitted with acute myocardial infarction should be referred to the rehabilitation department as soon as clinically feasible. Pre-exercise evaluation, including exercise testing, helps physicians identify the risks of cardiac rehabilitation and organize appropriate exercise prescriptions. Therefore, the Taiwan Myocardial Infarction Society (TAMIS), Taiwan Society of Cardiology (TSOC), and Taiwan Academy of Cardiovascular and Pulmonary Rehabilitation (TACVPR) address this consensus statement to assist healthcare practitioners in performing cardiac rehabilitation in patients with acute myocardial infarction.</p>","PeriodicalId":6957,"journal":{"name":"Acta Cardiologica Sinica","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2023-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10646588/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138457090","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Deep-Learning Algorithm-Enhanced Electrocardiogram Interpretation for Detecting Pulmonary Embolism. 一种深度学习算法增强的心电图解释用于检测肺栓塞。
IF 1.9 4区 医学 Q2 Medicine Pub Date : 2023-11-01 DOI: 10.6515/ACS.202311_39(6).20230410B
Yu-Cheng Chen, Sung-Chiao Tsai, Chin Lin, Chin-Sheng Lin, Wen-Hui Fang, Yu-Sheng Lou, Chia-Cheng Lee, Pang-Yen Liu

Background: The early diagnosis of pulmonary embolism (PE) remains a challenge. Electrocardiograms (ECGs) and D-dimer levels are used to screen potential cases.

Objective: To develop a deep learning model (DLM) to detect PE using ECGs and investigate the clinical value of false detections in patients without PE.

Methods: Among patients who visited the emergency department between 2011 and 2019, PE cases were identified through a review of medical records. Non-PE ECGs were collected from patients without a diagnostic code for PE. There were 113 PE and 51,456 non-PE ECGs in the training and validation sets for developing the DLM, respectively, and 27 PE and 13,105 non-PE cases in an independent testing set for performance validation. A human-machine competition was conducted from the testing set to compare the performance of the DLM with that of physicians. Receiver operating characteristic (ROC) curves, sensitivity, and specificity were used to determine the diagnostic value. Survival analysis was used to assess the prognosis of the patients without PE, stratified by DLM prediction.

Results: The DLM was as effective as physicians in diagnosing PE, with 70.8% sensitivity and 69.7% specificity. The area under the ROC curve of DLM was 0.778 in the testing set and up to 0.9 with D-dimer and demographic data. The non-PE patients whose ECG was misclassified as PE by DLM had higher all-cause mortality [hazard ratio (HR) 2.13 (1.51-3.02)] and risk of non-cardiovascular hospitalization [HR 1.55 (1.42-1.68)] than those correctly classified.

Conclusions: A DLM-enhanced ECG system may prompt PE recognition and provide prognostic outcomes in patients with false-positive predictions.

背景:肺栓塞(PE)的早期诊断仍然是一个挑战。心电图(ECGs)和d -二聚体水平用于筛选潜在病例。目的:建立心电图检测PE的深度学习模型(DLM),探讨无PE患者误检的临床价值。方法:在2011年至2019年就诊的急诊科患者中,通过查阅病历确定PE病例。从没有PE诊断代码的患者中收集非PE心电图。在开发DLM的训练集和验证集中,分别有113例PE和51,456例非PE心电图,在性能验证的独立测试集中,分别有27例PE和13,105例非PE心电图。从测试集中进行了人机竞赛,以比较DLM与医生的性能。采用受试者工作特征(ROC)曲线、敏感性和特异性来确定诊断价值。采用生存分析评估无PE患者的预后,并按DLM预测分层。结果:DLM诊断PE的敏感度为70.8%,特异度为69.7%。DLM的ROC曲线下面积在检验集中为0.778,在d -二聚体和人口统计学数据下可达0.9。DLM误分类为PE的非PE患者全因死亡率[危险比(HR) 2.13(1.51-3.02)]和非心血管住院风险[HR 1.55(1.42-1.68)]高于正确分类的非PE患者。结论:dlm增强的心电图系统可以促进PE识别,并为假阳性预测患者提供预后结果。
{"title":"A Deep-Learning Algorithm-Enhanced Electrocardiogram Interpretation for Detecting Pulmonary Embolism.","authors":"Yu-Cheng Chen, Sung-Chiao Tsai, Chin Lin, Chin-Sheng Lin, Wen-Hui Fang, Yu-Sheng Lou, Chia-Cheng Lee, Pang-Yen Liu","doi":"10.6515/ACS.202311_39(6).20230410B","DOIUrl":"https://doi.org/10.6515/ACS.202311_39(6).20230410B","url":null,"abstract":"<p><strong>Background: </strong>The early diagnosis of pulmonary embolism (PE) remains a challenge. Electrocardiograms (ECGs) and D-dimer levels are used to screen potential cases.</p><p><strong>Objective: </strong>To develop a deep learning model (DLM) to detect PE using ECGs and investigate the clinical value of false detections in patients without PE.</p><p><strong>Methods: </strong>Among patients who visited the emergency department between 2011 and 2019, PE cases were identified through a review of medical records. Non-PE ECGs were collected from patients without a diagnostic code for PE. There were 113 PE and 51,456 non-PE ECGs in the training and validation sets for developing the DLM, respectively, and 27 PE and 13,105 non-PE cases in an independent testing set for performance validation. A human-machine competition was conducted from the testing set to compare the performance of the DLM with that of physicians. Receiver operating characteristic (ROC) curves, sensitivity, and specificity were used to determine the diagnostic value. Survival analysis was used to assess the prognosis of the patients without PE, stratified by DLM prediction.</p><p><strong>Results: </strong>The DLM was as effective as physicians in diagnosing PE, with 70.8% sensitivity and 69.7% specificity. The area under the ROC curve of DLM was 0.778 in the testing set and up to 0.9 with D-dimer and demographic data. The non-PE patients whose ECG was misclassified as PE by DLM had higher all-cause mortality [hazard ratio (HR) 2.13 (1.51-3.02)] and risk of non-cardiovascular hospitalization [HR 1.55 (1.42-1.68)] than those correctly classified.</p><p><strong>Conclusions: </strong>A DLM-enhanced ECG system may prompt PE recognition and provide prognostic outcomes in patients with false-positive predictions.</p>","PeriodicalId":6957,"journal":{"name":"Acta Cardiologica Sinica","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2023-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10646591/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138457099","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Validation of the Framingham General Cardiovascular Risk Score and Pooled Cohort Equations in a Community-Based Population: A Prospective Cohort Study Analysis 2006-2017. 基于社区人群的Framingham心血管风险评分和合并队列方程的验证:2006-2017年前瞻性队列研究分析
IF 1.9 4区 医学 Q2 Medicine Pub Date : 2023-11-01 DOI: 10.6515/ACS.202311_39(6).20230405A
Jia-Zhen Jian, I-Shiang Tzeng, Chuan-Fa Hsieh, Hsuan-Li Huang, Chien-Lung Chen, Kuan-Liang Liu

Background: The 10-year atherosclerotic cardiovascular disease (ASCVD) risk - as assessed using the Framingham general cardiovascular risk score (FRS-CVD) or pooled cohort equations (PCE) - is commonly used in Western cohorts for the primary prevention of cardiovascular disease (CVD). However, the FRS-CVD and PCE have not been validated in Taiwanese cohorts.

Objectives: We aimed to validate the FRS-CVD and PCE for assessing the 10-year ASCVD risk using a Taiwanese community-based population.

Methods: We extracted patient data from the Landseed Integrated Outreaching Neighborhood Screening registry, a community-based prospective cohort study established in 2006. Cardiovascular events from 2006 to 2017 were determined from electronic medical records. The discriminative power and calibration of the FRS-CVD and PCE were evaluated.

Results: Overall, 5,139 subjects were analyzed; the 10-year follow-up rate was 99.6%. The mean age at baseline was 52.8 ± 13.1 years, and 44.6% of the subjects were male. In total, 430 of 4,631 (9.3%) and 227 of 4,022 (5.6%) of the FRS-CVD- and PCE-like cohorts, respectively, had ASCVD events. The calibration χ2 of the FRS-CVD was 7.0267 (p = 0.6343) in males and 7.8845 (p = 0.5458) in females; the χ2 of PCE was 13.007 (p = 0.1623) in males and 38.785 (p < 0.001) in females. The area under the receiver operating characteristic curve (AUROC) of the FRS-CVD was 0.76 (0.72-0.79) in males and 0.71 (0.67-0.74) in females; the AUROC of PCE was 0.68 (0.62-0.73) in males and 0.61 (0.56-0.67) in females.

Conclusions: Except for PCE in females, the FRS-CVD and PCE provided good calibration and modest discrimination in statin-naïve Taiwanese individuals without prior CVD.

背景:使用Framingham一般心血管风险评分(FRS-CVD)或合并队列方程(PCE)评估10年动脉粥样硬化性心血管疾病(ASCVD)风险,在西方队列中通常用于心血管疾病(CVD)的一级预防。然而,FRS-CVD和PCE尚未在台湾队列中得到验证。目的:我们旨在验证FRS-CVD和PCE在台湾社区人群中评估10年ASCVD风险的有效性。方法:我们从Landseed综合外展社区筛查登记处提取患者数据,这是一项基于社区的前瞻性队列研究,成立于2006年。2006年至2017年的心血管事件是通过电子医疗记录确定的。对FRS-CVD和PCE的判别能力和校准进行了评价。结果:总共分析了5139名受试者;10年随访率为99.6%。基线时平均年龄为52.8±13.1岁,男性占44.6%。在FRS-CVD和pcs -样队列中,4631人中有430人(9.3%)和4022人中有227人(5.6%)发生ASCVD事件。男性FRS-CVD的校正χ2为7.0267 (p = 0.6343),女性为7.8845 (p = 0.5458);男性PCE的χ2为13.007 (p = 0.1623),女性为38.785 (p < 0.001)。受试者工作特征曲线下面积(AUROC)男性为0.76(0.72 ~ 0.79),女性为0.71 (0.67 ~ 0.74);男性PCE的AUROC为0.68(0.62 ~ 0.73),女性为0.61(0.56 ~ 0.67)。结论:除了女性的PCE外,FRS-CVD和PCE在statin-naïve台湾无CVD的个体中提供了良好的校准和适度的区分。
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引用次数: 0
Galectin-3 as a Biomarker to Predict Cardiorenal Syndrome in Patients with Acute Heart Failure. 半乳糖凝集素-3作为预测急性心力衰竭患者心肾综合征的生物标志物。
IF 1.9 4区 医学 Q2 Medicine Pub Date : 2023-11-01 DOI: 10.6515/ACS.202311_39(6).20230903A
Serhan Ozyildirim, Omer Dogan, Hasan Ali Barman, Selim Tanyolaç, Adem Atıcı, Rasim Enar, Sait Mesut Doğan

Background: Galectin-3 affects cardiac tissue inflammation as an inflammatory mediator. The development of cardiorenal syndrome in heart failure patients is associated with a poor prognosis. This study aims to investigate whether serum galectin-3 levels can be used as a biomarker to predict cardiorenal syndrome in heart failure patients with reduced left ventricular ejection fraction.

Methods: A total of 166 symptomatic heart failure patients [New York Heart Association (NYHA) functional class II-III] with reduced left ventricular ejection fraction (≤ 40%) were recruited prospectively. Cardiorenal syndrome type 1 was defined as an acute worsening of cardiac function leading to renal dysfunction. The patients were divided into two groups with and without cardiorenal syndrome. The galectin-3 levels of all patients were determined. The primary outcome of this study was the occurrence of cardiorenal syndrome.

Results: Cardiorenal syndrome developed in 41 patients. Galectin-3 levels were found to be higher in the patients with cardiorenal syndrome (+) compared to those without cardiorenal syndrome (-) (20.7 ± 2.9 ng/mL vs. 17.8 ± 3.1 ng/mL, p < 0.001). After performing a multivariable analysis, galectin-3 levels [odds ratio (OR): 3.21, p = 0.001], NYHA functional class (OR: 1.98, p = 0.009), creatinine (OR: 3.18, p = 0.006), furosemide dose (OR: 1.21, p = 0.033), and angiotensin-converting enzyme inhibitor/angiotensin-receptor blockers usage (OR: 0.54, p = 0.029) were identified as independent predictors for the development of cardiorenal syndrome. Moreover, galectin-3 level demonstrated predictive capability for cardiorenal syndrome development (AUC = 0.761, p < 0.001).

Conclusions: Serum galectin-3 level showed an association with cardiorenal syndrome development in patients with heart failure, indicating potential usefulness as a prognostic biomarker.

背景:半乳糖凝集素-3作为炎症介质影响心脏组织炎症。心衰患者心肾综合征的发展与预后不良有关。本研究旨在探讨血清半凝集素-3水平是否可以作为一种生物标志物来预测左心室射血分数降低的心力衰竭患者的心肾综合征。方法:前瞻性招募左室射血分数降低(≤40%)的症状性心力衰竭患者166例[纽约心脏协会(NYHA)功能分级II-III级]。心肾综合征1型定义为心功能急性恶化导致肾功能不全。患者分为有心肾综合征和无心肾综合征两组。测定所有患者的半凝集素-3水平。这项研究的主要结局是心肾综合征的发生。结果:41例发生心肾综合征。心肾综合征(+)患者半乳糖凝集素-3水平高于无心肾综合征(-)患者(20.7±2.9 ng/mL vs. 17.8±3.1 ng/mL, p < 0.001)。在进行多变量分析后,半凝集素-3水平[优势比(OR): 3.21, p = 0.001]、NYHA功能等级(OR: 1.98, p = 0.009)、肌酐(OR: 3.18, p = 0.006)、速尿剂量(OR: 1.21, p = 0.033)和血管紧张素转换酶抑制剂/血管紧张素受体阻滞剂的使用(OR: 0.54, p = 0.029)被确定为心肾综合征发展的独立预测因子。此外,半凝集素-3水平对心肾综合征的发展具有预测能力(AUC = 0.761, p < 0.001)。结论:血清半乳糖凝集素-3水平与心力衰竭患者心肾综合征的发展相关,表明其作为预后生物标志物的潜在用途。
{"title":"Galectin-3 as a Biomarker to Predict Cardiorenal Syndrome in Patients with Acute Heart Failure.","authors":"Serhan Ozyildirim, Omer Dogan, Hasan Ali Barman, Selim Tanyolaç, Adem Atıcı, Rasim Enar, Sait Mesut Doğan","doi":"10.6515/ACS.202311_39(6).20230903A","DOIUrl":"https://doi.org/10.6515/ACS.202311_39(6).20230903A","url":null,"abstract":"<p><strong>Background: </strong>Galectin-3 affects cardiac tissue inflammation as an inflammatory mediator. The development of cardiorenal syndrome in heart failure patients is associated with a poor prognosis. This study aims to investigate whether serum galectin-3 levels can be used as a biomarker to predict cardiorenal syndrome in heart failure patients with reduced left ventricular ejection fraction.</p><p><strong>Methods: </strong>A total of 166 symptomatic heart failure patients [New York Heart Association (NYHA) functional class II-III] with reduced left ventricular ejection fraction (≤ 40%) were recruited prospectively. Cardiorenal syndrome type 1 was defined as an acute worsening of cardiac function leading to renal dysfunction. The patients were divided into two groups with and without cardiorenal syndrome. The galectin-3 levels of all patients were determined. The primary outcome of this study was the occurrence of cardiorenal syndrome.</p><p><strong>Results: </strong>Cardiorenal syndrome developed in 41 patients. Galectin-3 levels were found to be higher in the patients with cardiorenal syndrome (+) compared to those without cardiorenal syndrome (-) (20.7 ± 2.9 ng/mL vs. 17.8 ± 3.1 ng/mL, p < 0.001). After performing a multivariable analysis, galectin-3 levels [odds ratio (OR): 3.21, p = 0.001], NYHA functional class (OR: 1.98, p = 0.009), creatinine (OR: 3.18, p = 0.006), furosemide dose (OR: 1.21, p = 0.033), and angiotensin-converting enzyme inhibitor/angiotensin-receptor blockers usage (OR: 0.54, p = 0.029) were identified as independent predictors for the development of cardiorenal syndrome. Moreover, galectin-3 level demonstrated predictive capability for cardiorenal syndrome development (AUC = 0.761, p < 0.001).</p><p><strong>Conclusions: </strong>Serum galectin-3 level showed an association with cardiorenal syndrome development in patients with heart failure, indicating potential usefulness as a prognostic biomarker.</p>","PeriodicalId":6957,"journal":{"name":"Acta Cardiologica Sinica","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2023-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10646596/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138457104","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Machine Learning Models for ASCVD Risk Prediction in an Asian Population - How to Validate the Model is Important. 亚洲人群ASCVD风险预测的机器学习模型-如何验证模型很重要。
IF 1.9 4区 医学 Q2 Medicine Pub Date : 2023-11-01 DOI: 10.6515/ACS.202311_39(6).20230528A
Yu-Chung Hsiao, Chen-Yuan Kuo, Fang-Ju Lin, Yen-Wen Wu, Tsung-Hsien Lin, Hung-I Yeh, Jaw-Wen Chen, Chau-Chung Wu

Introduction: Atherosclerotic cardiovascular disease (ASCVD) is prevalent worldwide including Taiwan, however widely accepted tools to assess the risk of ASCVD are lacking in Taiwan. Machine learning models are potentially useful for risk evaluation. In this study we used two cohorts to test the feasibility of machine learning with transfer learning for developing an ASCVD risk prediction model in Taiwan.

Methods: Two multi-center observational registry cohorts, T-SPARCLE and T-PPARCLE were used in this study. The variables selected were based on European, U.S. and Asian guidelines. Both registries recorded the ASCVD outcomes of the patients. Ten-fold validation and temporal validation methods were used to evaluate the performance of the binary classification analysis [prediction of major adverse cardiovascular (CV) events in one year]. Time-to-event analyses were also performed.

Results: In the binary classification analysis, eXtreme Gradient Boosting (XGBoost) and random forest had the best performance, with areas under the receiver operating characteristic curve (AUC-ROC) of 0.72 (0.68-0.76) and 0.73 (0.69-0.77), respectively, although it was not significantly better than other models. Temporal validation was also performed, and the data showed significant differences in the distribution of various features and event rate. The AUC-ROC of XGBoost dropped to 0.66 (0.59-0.73), while that of random forest dropped to 0.69 (0.62-0.76) in the temporal validation method, and the performance also became numerically worse than that of the logistic regression model. In the time-to-event analysis, most models had a concordance index of around 0.70.

Conclusions: Machine learning models with appropriate transfer learning may be a useful tool for the development of CV risk prediction models and may help improve patient care in the future.

简介:动脉粥样硬化性心血管疾病(ASCVD)在包括台湾在内的世界范围内普遍存在,但台湾缺乏广泛接受的评估ASCVD风险的工具。机器学习模型可能对风险评估有用。在本研究中,我们使用两个队列来测试机器学习与迁移学习在台湾发展ASCVD风险预测模型的可行性。方法:本研究采用T-SPARCLE和T-PPARCLE两个多中心观察登记队列。所选择的变量是基于欧洲、美国和亚洲的指导方针。两个登记处都记录了患者的ASCVD结果。采用十倍验证和时间验证方法来评估二元分类分析[预测一年内主要心血管不良事件]的性能。还执行了时间到事件的分析。结果:在二元分类分析中,极端梯度增强(eXtreme Gradient Boosting, XGBoost)模型和随机森林模型表现最好,其受试者工作特征曲线下面积(AUC-ROC)分别为0.72(0.68-0.76)和0.73(0.69-0.77),但其优于其他模型的效果并不显著。同时进行了时间验证,数据在各种特征的分布和事件率上存在显著差异。在时间验证方法中,XGBoost的AUC-ROC降至0.66(0.59-0.73),而随机森林的AUC-ROC降至0.69(0.62-0.76),在数值上也不如logistic回归模型。在时间-事件分析中,大多数模型的一致性指数在0.70左右。结论:具有适当迁移学习的机器学习模型可能是开发CV风险预测模型的有用工具,并可能有助于改善未来的患者护理。
{"title":"Machine Learning Models for ASCVD Risk Prediction in an Asian Population - How to Validate the Model is Important.","authors":"Yu-Chung Hsiao, Chen-Yuan Kuo, Fang-Ju Lin, Yen-Wen Wu, Tsung-Hsien Lin, Hung-I Yeh, Jaw-Wen Chen, Chau-Chung Wu","doi":"10.6515/ACS.202311_39(6).20230528A","DOIUrl":"https://doi.org/10.6515/ACS.202311_39(6).20230528A","url":null,"abstract":"<p><strong>Introduction: </strong>Atherosclerotic cardiovascular disease (ASCVD) is prevalent worldwide including Taiwan, however widely accepted tools to assess the risk of ASCVD are lacking in Taiwan. Machine learning models are potentially useful for risk evaluation. In this study we used two cohorts to test the feasibility of machine learning with transfer learning for developing an ASCVD risk prediction model in Taiwan.</p><p><strong>Methods: </strong>Two multi-center observational registry cohorts, T-SPARCLE and T-PPARCLE were used in this study. The variables selected were based on European, U.S. and Asian guidelines. Both registries recorded the ASCVD outcomes of the patients. Ten-fold validation and temporal validation methods were used to evaluate the performance of the binary classification analysis [prediction of major adverse cardiovascular (CV) events in one year]. Time-to-event analyses were also performed.</p><p><strong>Results: </strong>In the binary classification analysis, eXtreme Gradient Boosting (XGBoost) and random forest had the best performance, with areas under the receiver operating characteristic curve (AUC-ROC) of 0.72 (0.68-0.76) and 0.73 (0.69-0.77), respectively, although it was not significantly better than other models. Temporal validation was also performed, and the data showed significant differences in the distribution of various features and event rate. The AUC-ROC of XGBoost dropped to 0.66 (0.59-0.73), while that of random forest dropped to 0.69 (0.62-0.76) in the temporal validation method, and the performance also became numerically worse than that of the logistic regression model. In the time-to-event analysis, most models had a concordance index of around 0.70.</p><p><strong>Conclusions: </strong>Machine learning models with appropriate transfer learning may be a useful tool for the development of CV risk prediction models and may help improve patient care in the future.</p>","PeriodicalId":6957,"journal":{"name":"Acta Cardiologica Sinica","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2023-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10646597/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138457107","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Acta Cardiologica Sinica
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