1D-CADCapsNet: One dimensional deep capsule networks for coronary artery disease detection using ECG signals

PurposeCardiovascular disease (CVD) is a leading cause of death globally. Electrocardiogram (ECG), which records the electrical activity of the heart, has been used for the diagnosis of CVD. The automated and robust detection of CVD from ECG signals plays a significant role for early and accurate clinical diagnosis. The purpose of this study is to provide automated detection of coronary artery disease (CAD) from ECG signals using capsule networks (CapsNet).MethodsDeep learning-based approaches have become increasingly popular in computer aided diagnosis systems. Capsule networks are one of the new promising approaches in the field of deep learning. In this study, we used 1D version of CapsNet for the automated detection of coronary artery disease (CAD) on two second (95,300) and five second-long (38,120) ECG segments. These segments are obtained from 40 normal and 7 CAD subjects. In the experimental studies, 5-fold cross validation technique is employed to evaluate performance of the model.ResultsThe proposed model, which is named as 1D-CADCapsNet, yielded a promising 5-fold diagnosis accuracy of 99.44% and 98.62% for two- and five-second ECG signal groups, respectively. We have obtained the highest performance results using 2 s ECG segment than the state-of-art studies reported in the literature.Conclusions1D-CADCapsNet model automatically learns the pertinent representations from raw ECG data without using any hand-crafted technique and can be used as a fast and accurate diagnostic tool to help cardiologists.     

肺炎支原体感染对川崎病的影响及机制探讨

目的分析肺炎支原体感染对川崎病的影响及其机制,以期指导临床诊疗。方法回顾性分析2013年8月至2018年8月我科住院的496例川崎病患儿临床资料,其中合并肺炎支原体感染组193例,未合并肺炎支原体感染组303例。应用倾向评分匹配法1∶1校正2组的年龄、性别、是否为不完全型川崎病、是否使用糖皮质激素、丙种球蛋白使用时间、丙种球蛋白使用方法和阿司匹林初始剂量,比较2组患儿的总发热天数、冠状动脉直径、冠状动脉扩张发生率、冠状动脉瘤发生率和丙种球蛋白无反应发生率。结果川崎病合并肺炎支原体感染组男性患儿多,更易发生颈部淋巴结肿大,年龄、中性粒细胞百分比、血沉和低密度脂蛋白高于川崎病未合并肺炎支原体感染组,血钾、血钙、高密度脂蛋白和白蛋白低于川崎病未合并肺炎支原体感染组,差异有统计学意义(均P<0.05)。应用倾向评分匹配法1∶1配对后发现,川崎病合并肺炎支原体感染组患儿总发热时间更长[8(6~10)d vs 7(6~9)d,Z=-2.089,P<0.05),冠状动脉直径值更大[(2.81±0.81)mm vs(2.63±0.45)mm,t=2.532,P<0.05],冠状动脉瘤发生率更高(5.5% vs 1.1%,χ²=5.516,P<0.05)。结论肺炎支原体感染可能引起川崎病患儿脂质代谢及电解质的紊乱,其炎症反应更强,持续时间更长,对冠状动脉损伤更大。     

老年冠心病患者血尿酸水平与肠道菌群的关系

目的探讨老年冠心病患者血尿酸(SUA)水平与肠道菌群的关系,为该类患者的治疗提供参考。方法选择2018年5月至2019年5月我院收治的83例冠心病患者为研究组,选择同期我院83例健康体检者的作为对照组。比较两组对象SUA水平及粪便标本中肠道菌群分布情况(乳杆菌、双歧杆菌、幽门螺杆菌、大肠埃希菌、链球菌);比较不同菌群紊乱程度冠心病患者SUA水平;比较不同SUA水平冠心病患者肠道菌群分布情况。采用Pearson相关分析冠心病患者SUA水平与肠道菌群相关性。结果研究组患者肠道乳杆菌、双歧杆菌数量明显低于对照组(均P<0.05),而肠道幽门螺杆菌、大肠埃希菌、链球菌数量明显高于对照组(均P<0.05)。研究组患者SUA水平明显高于对照组(P<0.05),不同菌群紊乱程度冠心病患者SUA水平有差异有统计学意义(均P<0.05)。不同SUA水平冠心病患者肠道乳杆菌、双歧杆菌、幽门螺杆菌、大肠埃希菌、链球菌数量差异有统计学意义(均P<0.05)。冠心病患者SUA水平与肠道乳杆菌、双歧杆菌数量呈负相关(r=-0.872、-0.912,均P<0.001),与肠道幽门螺杆菌、大肠埃希菌、链球菌数量呈正相关(r=0.915、0.896、0.889,均P<0.001)。结论冠心病患者存在肠道细菌紊乱及高尿酸现象。冠心病患者SUA水平与肠道菌群显著相关,检测冠心病患者SUA水平对监测肠道菌群状态及治疗方案制定具有重要意义。     

Assessment of risk factors for postoperative cognitive dysfunction after coronary artery bypass surgery: a single-center retrospective cohort study

Aim: To find out risk factors for postoperative cognitive dysfunction (POCD) after coronary artery bypass grafting (CABG), and to provide basis for clinical prevention of POCD. A total of 88 patients who underwent CABG were surveyed with Telephone Questionnaire (TICS-M) for their cognitive impairment after 3, 7, 21, 90, 180 days post-surgery. The occurrence of POCD was diagnosed by Neuropsychological Battery which included Vocabular Learning Test (VLT), Wisconsin Card Sorting Test (WCST), Trail Making Test (TMT) and Symbol Digit Modalities Test (SDMT). The preoperative, intraoperative and postoperative risk factors were assessed by the χ² or t test. Multivariate analysis was used to study the correlation between the risk factors and the occurrence of POCD. Age, aortic plaque, carotid artery stenosis, cerebrovascular disease, anesthesia time, the rate of decline in intraoperative hemoglobin concentration (ΔHb) and systemic inflammatory response syndrome (SIRS) score on postoperative day 2 had statistically significant (P<0.05) influence on the occurrence of POCD. Aortic plaque, carotid artery stenosis, anesthesia time and SIRS score (odds ratio (OR) value > 1, P<0.05) are the risk factors for POCD. The incidence of day-21 and -180 POCD was approximately 26.1 and 22.7%, respectively.     

Circulating antioxidant vitamins and copper in Azorean coronary artery disease patients under preventive medication – A case study

Background and aimOxidative stress and inflammation are conditions that are deeply involved in atherosclerosis and consequent coronary artery disease (CAD). Therefore, the aim of this study was to assess the relationship among circulating antioxidant vitamins (C, A, E), copper, and other pro- or antioxidant/inflammation markers in patients with and without CAD under preventive medication.Subjects and methods174 Azorean subjects symptomatic for CAD (age 56 ± 9y; 68 % men) submitted to coronary angiography were split into 2 groups: one formed by CAD patients (≥50 % stenosis in at least one major coronary vessel) and the other by non-CAD patients (<50 % stenosis). Both groups were age-, sex- and BMI-matched. Plasma levels of vitamins or copper were measured by HPLC and AAS, respectively.Results and conclusionsLower vitamin C levels were observed in CAD patients (mainly in women, who exhibited a high rate of diabetes mellitus) as compared to the non-CAD ones. Also, CAD patients (mainly men) exhibited significantly higher concentrations of plasma copper than their non-CAD counterparts (1.17 ± 0.3 mg/L vs. 1.09 ± 0.3 mg/L, p = 0.030). In bivariate analysis, plasma copper levels were positively associated with serum LDL-cholesterol (r=0.22; p = 0.004) and chiefly with C-reactive protein (r=0.40; p < 0.001). Furthermore, they were significantly lower in recurrent vs. non recurrent CAD patients (1.07±0.2 vs. 1.24±0.3 mg/L, p = 0.004). ROC analysis showed that plasma copper, whenever >1.06 mg/L, was an independent risk factor for CAD in primary prevention for men, which suggests that its levels can fluctuate with medical therapy (such as anti-inflammatory), thus indicating that copper is not a reliable marker for CAD. Moreover, plasma copper concentration was not associated with CAD severity. Yet, results do suggest that, even within its reference concentration range, it could be useful as an acute inflammation marker in CAD management.     

普罗布考联合家庭心脏康复训练对冠心病患者射血分数、血脂的影响分析

目的探讨普罗布考联合家庭康复训练对冠心病患者射血分数及血脂水平的影响。方法选择2018年6月~2020年6月我院收治的冠心病患者110例,按随机数字表法分成对照组和实验组,对照组给予瑞舒伐他汀治疗,实验组在对照组的基础上联合应用普罗布考及家庭康复训练。对两组患者治疗前及治疗后3个月的心功能指标、血脂水平进行检测比较。结果治疗后,两组患者的LVEF水平高于治疗前,LVSD、LVEDD水平低于治疗前,差异均有统计学意义(均P<0.05);而两组各指标比较,实验组的LVEF水平更高,LVSD、LVEDD水平更低,差异均有统计学意义(均P<0.05)。两组患者治疗后的TG、TC及LDL-C水平均低于治疗前,HDL-C水平高于治疗前,差异具有统计学意义(均P<0.05);而两组的各指标比较,实验组的TG、TC及LDL-C水平低于对照组,HDL-C水平高于对照组,差异均有统计学意义(均P<0.05)。结论普罗布考联合家庭康复训练有助于提高冠心病患者的射血分数,改善血脂代谢水平。     

CT定量分析在冠心病介入治疗前后血流灌注改变的评估价值

摘要 目的：探讨CT定量分析在冠心病介入治疗前后血流灌注改变的评估价值。方法：2018年2月到2020年11月选择在本院诊治的冠心病患者95例作为研究对象,所有患者都给予经皮冠状动脉介入治疗,在介入前1 d与介入后1个月进行CT定量与超声检查,随访介入后6个月的冠状动脉再狭窄情况并进行相关性分析。结果：所有患者都顺利完成介入治疗,介入期无严重并发症发生。95例患者介入后1个月的左室射血分数(ejectionfraction,EF)、左室短轴缩短率(fractionalshortening,FS)高于介入前1 d(P<0.05),介入前后左室等容舒张时间(iso-volumicrelaxationtime,IVRT)对比差异无统计学意义(P>0.05)。95例患者介入后1个月的心肌血流量(Myocardialbloodflow,MBF)、心肌血容量(Myocardialbloodvolume,MBV)高于介入前1d(P<0.05),达峰时间(Timetopeak,TTP)低于介入前1 d(P<0.05)。介入后随访6个月,冠状动脉再狭窄14例,再狭窄率14.7 %,其中中度狭窄12例,重度狭窄2例;Pearson分析显示冠心病患者介入前1 d的MBF、MBV、TTP与FS、EF都存在相关性(P<0.05);Logistic回归分析显示MBF、MBV、TTP、FS、EF为影响冠心病患者介入后随访再狭窄率的重要因素(P<0.05)。结论：CT定量分析在冠心病介入前后的应用能有效反映血流灌注改变情况,且与患者的心功能存在相关性,也可有效预测患者介入随访冠状动脉再狭窄发生情况。     

冠状动脉磁共振血管成像和CT对可疑冠心病患者心脏事件的预测价值的比较研究

摘要 目的：探讨与比较冠状动脉核磁共振(MR)血管成像和CT对可疑冠心病患者心脏事件的预测价值。方法：2018年4月到2020年10月选择在本院诊治的103例可疑冠心病患者作为研究对象,所有患者都给予冠状动脉MRI血管成像与64层螺旋CT冠状动脉成像检查,记录影像学特征。随访患者的预后并进行预测价值分析。结果：103例可疑冠心病患者随访到2021年4月1日,发生心血管不良终点事件23例(不良事件组),发生率为22.3%。不良事件组的MRI血管成像显示右冠状动脉血管长度与内径都低于非不良事件组(P<0.05)。不良事件组的CT显示斑块率、斑块性质等与非不良事件组对比差异有统计学意义(P<0.05),两组斑块位置对比差异无统计学意义(P>0.05)。多因素Cox回归分析显示斑块性质、斑块率、右冠状动脉血管长度与内径都为导致心血管不良终点事件的重要因素(P<0.05)。结论：冠状动脉MRI血管成像和CT都可有效预测可疑冠心病患者心脏事件发生情况,能满足临床诊断可疑冠心病与预测预后的要求。     

男性内源性性激素水平与冠心病范围及左心室射血分数的相关性

摘要 目的：探究男性内源性性激素水平与冠心病范围及左心室射血分数（LVEF）的相关性。方法：将2018年6月至2020年6月于我院接受治疗的96例经冠状动脉造影术（CAG）确诊为冠心病的96例患者纳入研究,按照临床分型将其区分为稳定型心绞痛（SAP,30例）、不稳定型心绞痛（UAP,30例）、急性心肌梗死（AMI,36例）,另选同期CAG检测结果提示冠状动脉管腔直径狭窄率<50 %的50例个体为对照组,检测入组对象的睾酮（Ts）、雌二醇（E₂）水平,评估计算入组对象的Gensini积分以及LVEF,对比不同组别之间Ts、E₂、Gensini积分以及LVEF差异,Spearman相关分析探究Ts、E₂与Gensini积分、LVEF的相关性,最后将患者按照Genisini评分区分为狭窄轻型组与严重组,Logistic回归分析影响冠脉狭窄的危险因素。结果：（1）比较显示,冠心病各组间Ts、E₂、Gensini积分以及LVEF差异明显,以AMI组患者Ts、E₂和LVEF水平最低,Gensini积分最高（P<0.05）;（2）Spearman相关性分析显示,Ts、E₂均与Gensini积分呈负相关,与LVEF呈正相关（P<0.05）;（3）多因素Logistic回归分析显示Ts、E₂水平是影响冠脉狭窄程度的独立危险因素（P<0.05）。结论：男性内源性性激素水平同其冠心病范围和LVEF呈现密切相关性,是影响冠脉狭窄程度的独立危险因素,可以考虑将其应用于临床冠脉狭窄的诊断与鉴别中。     

A computed tomography algorithm for crossing coronary chronic total occlusions: riding on the wave of the proximal cap and distal vessel segment

With wider adoption of coronary computed tomography angiography (coronary CTA), chronic total occlusions (CTOs) are being increasingly identified and characterised by non-invasive angiography. In particular, the ability of coronary CTA to clearly delineate atherosclerotic plaque, as well as to display three-dimensional vessel trajectories, has garnered particular attention in the context of preprocedural planning and periprocedural guidance of CTO percutaneous coronary intervention (PCI). Single CTO features and combined scoring systems derived from CTA (mostly exceeding the diagnostic performance of the angiographic J‑CTO score) have been used to predict time-efficient guidewire crossing, and thus grade the CTO difficulty level prior to PCI. In addition, the introduction of three-dimensional CTA/fluoroscopy co-registration for periprocedural navigation during CTO PCI offers the unprecedented opportunity to resolve proximal cap ambiguity and clearly visualise the distal CTO segment, thereby potentially influencing CTO PCI strategies and techniques. In this review, the potential advantages of non-invasive evaluation of CTO by coronary CTA are described, and a CTA-based hybrid algorithm is introduced for further enhancing the efficiency of CTO PCI. Further studies are clearly needed to verify the proposed approach. However, several luminary operators have already implemented coronary CTA for planning and periprocedural guidance of CTO interventions using the hybrid algorithm.