Shape identification of electrocardiographic ST segment based on radial basis function neural network

The types of myocardial ischemia can be revealed by electrocardiographic (ECG) ST segment. Effective measurement and electrocardiographic analysis of ST as well as calculation of displacement and shape change of ST segment can help doctors diagnose coronary heart disease and myocardial ischemia, especially for asymptomatic myocardial ischemia. Therefore, it is a very important subject in clinical practice to measure and classify the ECG ST segment. In this paper, we introduce a computerized automatic identification method of the electrocardiographic ST segment shape with radial basis function neural network based on adaptive fuzzy system, which has a better effect than other methods. It helps to analyze the reason of the ST segment change and confirm the position of myocardial ischemia, and is useful for doctor diagnosis. Translated from Acta Biophysica Sinica, 2005, 21(6): 443–448 [译自: 生物物理学报]     

A longitudinal study on BIO14.6 hamsters with dilated cardiomyopathy: micro-echocardiographic evaluation

Background

Acute myocarditis may mimic myocardial infarction, since affected patients complain of "typical" chest pain, the ECG changes are identical to those observed in acute coronary syndromes, and serum markers are increased. We describe a case series of presumptive myocarditis with ST segment elevation on admission ECG.

Methods and Results

From 1998 to 2009, 21 patients (20 males; age 17-42 years) were admitted with chest pain, persistent ST segment elevation, serum enzyme and troponine release. All but one patients had fever and flu-like symptoms prior to admission. No abnormal Q wave appeared in any ECG tracing, and angiography did not show significant coronary artery disease. Patients remained asymptomatic at long term follow-up, except 2 who experienced a late relapse, with the same clinical, electrocardiographic and serum findings as in the first clinical presentation.

Conclusion

Presumptive myocarditis of possible viral origin characterized by ST elevation mimicking myocardial infarction, good short term prognosis and some risk for recurrence is relatively frequent in young males and appears as a distinct clinical condition.     

Decreases in Electrocardiographic R-Wave Amplitude and QT Interval Predict Myocardial Ischemic Infarction in Rhesus Monkeys with Left Anterior Descending Artery Ligation

Clinical studies have demonstrated the predictive values of changes in electrocardiographic (ECG) parameters for the preexisting myocardial ischemic infarction. However, a simple and early predictor for the subsequent development of myocardial infarction during the ischemic phase is of significant value for the identification of ischemic patients at high risk. The present study was undertaken by using non-human primate model of myocardial ischemic infarction to fulfill this gap. Twenty male Rhesus monkeys at age of 2–3 years old were subjected to left anterior descending artery ligation. This ligation was performed at varying position along the artery so that it produced varying sizes of myocardial infarction at the late stage. The ECG recording was undertaken before the surgical procedure, at 2 h after the ligation, and 8 weeks after the surgery for each animal. The correlation of the changes in the ECG waves in the early or the late stage with the myocardial infarction size was analyzed. The R wave depression and the QT shortening in the early ischemic stage were found to have an inverse correlation with the myocardial infarction size. At the late stage, the R wave depression, the QT prolongation, the QRS score, and the ST segment elevation were all closely correlated with the developed infarction size. The poor R wave progression was identified at both the early ischemic and the late infarction stages. Therefore, the present study using non-human primate model of myocardial ischemic infarction identified the decreases in the R wave and the QT interval as early predictors of myocardial infarction. Validation of these parameters in clinical studies would greatly help identifying patients with myocardial ischemia at high risk for the subsequent development of myocardial infarction.     

SMT对大鼠在体心脏缺血-再灌注损伤超微结构的保护作用

目的：研究ＳＭＴ对心脏缺血－再灌注损伤（ＩＲＩ）心肌超微结构的影响。方法：ＳＤ大鼠１８只,体重３２０￣３８０ｇ,随机分为三组：①缺血－再灌注组（ＩＲ）：夹闭冠状动脉左前降支６０ｍｉｎ,松夹２０ｍｉｎ。②缺血－再灌注＋ＳＭＴ组（ＳＭＴ）：再灌注前５ｍｉｎ,股静脉注射ｉＮＯＳ抑制剂Ｓ－ｍｅｔｈｙｌｉｓｏｔｈｉｏｕｒｅａ ｓｕｌｆａｔｅ（ＳＭＴ ５ｍｇ／ｋｇ ｗ）,余同ＩＲ组;③对照组（Ｃ）：暴露心脏后     

Electrocardiograms Corresponding to the Development of Myocardial Infarction in Anesthetized WHHLMI Rabbits (Oryctolagus cuniculus), an Animal Model for Familial Hypercholesterolemia

The aim of this study was to determine whether features indicative of myocardial ischemia occur in the electrocardiograms (ECG) in myocardial infarction-prone Watanabe heritable hyperlipidemic (WHHLMI) rabbits, an animal model for human familial hypercholesterolemia. ECG were recorded in 110 anesthetized WHHLMI rabbits (age, 10 to 39 mo) by using unipolar and bipolar limb leads with or without chest leads. We noted the following electrocardiographic changes: T wave inversion (37.4%), ST segment depression (31.8%), deep Q wave (16.3%), reduced R wave amplitude (7.3%), ST segment elevation (2.7%), and high T wave (1.8%). These ECG changes resembled those in human patients with coronary heart disease. Histopathologic examination revealed that the left ventricular wall showed acute myocardial lesions, including loss of cross-striations, vacuolar degeneration, coagulation necrosis of cardiac myocytes, and edema between myofibrils, in addition to chronic myocardial lesions such as myocardial fibrosis. The coronary arteries that caused these ECG changes were severely stenosed due to atherosclerotic lesions. Ischemic ECG changes corresponded to the locations of the myocardial lesions. Normal ECG waveforms were similar between WHHLMI rabbits and humans, in contrast to the large differences between rabbits and mice or rats. In conclusion, ischemic ECG changes in WHHLMI rabbits reflect the location of myocardial lesions, making this model useful for studying coronary heart disease.Abbreviations: CHD, coronary heart disease; ECG, electrocardiogram; WHHL, Watanabe heritable hyperlipidemic; WHHLMI, myocardial infarction-prone Watanabe heritable hyperlipidemicCoronary heart disease (CHD) is prevalent in developed countries, including the United States.^16,24 Although potent compounds (for example, statins to inhibit cholesterol synthesis) have been developed to reduce the public health burden of this disease, CHD remains a leading cause of death, and further efforts are needed to reduce associated morbidity and mortality.²⁵ In evaluating the therapeutic effects of CHD interventions, the electrocardiogram (ECG) is an essential tool for examining myocardial function.³⁹In humans, various ischemic ECG changes occur in association with myocardial ischemia and infarction, such as high T wave, ST segment elevation, emergence of the deep Q wave, reduction of R wave amplitude, resolution of ST segment elevation, and T wave inversion.^21,39 In addition, ST segment depression is a typical change observed with subendocardial ischemia.^2,7In the study of myocardial ischemia, animal models that show ECG waveforms comparable to those of human patients with CHD play an important role. This similarity is important not only for assessing the effects of agents for the treatment of CHD but also for assessing adverse effects of newly developed agents on cardiac function. Although ECG have been used to study myocardial ischemia in several species including pigs, dogs, rabbits, rats, and mice,^{3,9,10,14,18,23} most of these studies used coronary ligation models. These models do not fully reflect the events that occur during myocardial ischemia caused by atherosclerotic coronary stenosis, which is seen typically in patients with CHD.The Watanabe heritable hyperlipidemic (WHHL) rabbit⁴⁰ and the myocardial infarction-prone WHHL (WHHLMI) rabbit³³ are animal models for the study of human myocardial ischemia. WHHLMI rabbits spontaneously develop hypercholesterolemia due to a deficiency of receptors for low-density lipoproteins and manifest severe coronary atherosclerosis and myocardial infarction. Importantly, lipoprotein metabolism in WHHL and WHHLMI rabbits resembles that in humans.^28,30 Using these advantages of the WHHL and WHHLMI models, we and others have been studying the effects of hypocholesterolemic and antiatherosclerotic agents on coronary atherosclerosis.^29,32,34 However, ECG were not examined in these studies. Because the rabbit heart is electrophysiologically similar to the human heart,^27,38 using ECG to monitor myocardial function in the WHHLMI rabbit may be valuable.In the present study, we examined whether ECG changes observed in WHHLMI rabbits reflect myocardial ischemia and whether those changes correspond to ECG features in human patients with CHD.     

A lead dependent ischemic episodes detection strategy using Hermite functions

In this work a new strategy for automatic detection of ischemic episodes is proposed. A new measure for ST deviation based on the time–frequency analysis of the ECG and the use of a reduced set of Hermite basis functions for T wave and QRS complex morphology characterization, are the key points of the proposed methodology.Usually, ischemia manifests itself in the ECG signal by ST segment deviation or by QRS complex and T wave changes in morphology. These effects might occur simultaneously. Time–frequency methods are especially adequate for the detection of small transient characteristics hidden in the ECG, such as ST segment alterations. A Wigner–Ville transform-based approach is proposed to estimate the ST shift. To characterize the alterations in the T wave and the QRS morphologies, each cardiac beat is described by expansions in Hermite functions. These demonstrated to be suitable to capture the most relevant morphologic characteristics of the signal. A lead dependent neural network classifier considers, as inputs, the ST segment deviation and the Hermite expansion coefficients. The ability of the proposed method in ischemia episodes detection is evaluated using the European Society of Cardiology ST–T database. A sensitivity of 96.7% and a positive predictivity of 96.2% reveal the capacity of the proposed strategy to perform ischemic episodes identification.     

动态心电图对无症状性心肌缺血的诊断价值

目的:研究动态心电图对无症状性心肌缺血的临床诊断价值。方法:收集我院2014年6月-2015年6月我院接受诊治的冠心病(CAD)患者120例作为研究对象,采用动态心电图仪检测记录24h心电图信息,将动态心电图检测为心肌缺血的患者分为A组(无症状心肌缺血)、B组(有症状心肌缺血),比较两组患者基本信息、心肌缺血发作阵次、ST段下降幅度、ST段下降持续时间、心肌缺血阈变异性、心率及心率失常发生率。结果:120例CAD患者中有95例患者出现心肌缺血,其中A组66例(占69.47%),B组29例(占30.53%),差异显著(P0.05)。A组ST段阵次改变明显高于B组,A组ST段下降幅度、ST段下降持续时间、心肌缺血阈变异性明显低于B组(P0.05)。A、B两组患者心肌缺血发作表现出昼夜节律,在时间段6:00-12:00最高,在时间段0:00-6:00最低(P0.05)。A组患者平均心率显著低于B组患者,心律失常发生率显著高于B组(P0.05)。结论:动态心电图能够准确的诊断出无临床症状心肌缺血,使患者得到及时的治疗,值得临床推广应用。     

Acupuncture pretreatment protects heart from injury in rats with myocardial ischemia and reperfusion via inhibition of the beta(1)-adrenoceptor signaling pathway

Our previous study showed that a cardioprotective effect was produced by pretreatment with acupuncture at bilateral Neiguan acupoints (PC6) and the effect of EA was diminished by propranolol, a nonspecific antagonist of beta-adrenoceptors (beta-ARs) which are the most powerful cardiac receptors, indicating an involvement of beta-ARs. The present study explored further the signaling mechanism underlying the cardioprotective effect of acupuncture pretreatment in rats subjected to myocardial ischemia and reperfusion (MIR). Myocardial ischemia was achieved by ligating the left anterior descending coronary artery and reperfusion by releasing the ligation. Adult rats were divided into three groups, namely, a normal control (NC) group, a group subjected to ischemia and reperfusion (IR) only, and a group given electro-acupuncture (EA) before IR. For EA, bilateral Neiguan points (PC6) of the rats were stimulated for 30 min once a day for 3 consecutive days. The ST segment of ECG, the ratio of infarct size over risk zone, and the contents of beta(1)-adrenoceptor (beta(1)-AR), Gsalpha protein and cAMP in ischemic myocardium were compared among the three groups. IR increased the elevation of ECG ST segment, myocardial infarct size, contents of beta(1)-AR, Gsalpha protein and cAMP. These effects were attenuated by EA pretreatment at bilateral Neiguan acupoints. In conclusion, the present results indicate that EA produces cardioprotective effect against IR which may be mediated via the beta(1)-AR-Gs-protein-cAMP pathway.     

心电图ST段不同改变与急性心肌梗死患者冠脉造影病变特点及生活质量的相关性研究

目的:探讨心电图ST段不同改变与急性心肌梗死患者冠脉造影病变特点及生活质量的相关性。方法:选取选取2015年6月到2017年6月在本院接受治疗的急性心肌梗死患者208例,根据心电图ST段的改变情况将患者分为ST段抬高组(124例)、ST段压低组(64例)、ST段无偏移组(20例),所有患者进行冠脉造影检查和常规治疗,比较治疗前三组患者的冠脉造影情况和冠脉狭窄程度,比较治疗1个月后三组患者的生活质量评分。结果:在ST段抬高组中,共检测出单支血管闭塞病变99例,占79.84%,两支或两支以上血管病变25例,占20.16%,其中侧支循环开放19例,开放率为15.32%。在ST段压低组中,共检测出单支血管非闭塞病变6例,占9.38%,两支或两支以上血管非闭塞病变56例,占87.50%,单支血管闭塞病变2例,占3.13%,其中侧支循环开放34例,开放率为53.13%。在ST段无偏移组中,单支血管闭塞病变15例,占75.00%,单支或多支血管非闭塞病变5例,占25.00%,其中侧支循环开放7例,开放率为35.00%。ST段抬高组、ST段无偏移组患者的冠脉狭窄程度以重度狭窄为主,ST段压低组患者的冠脉狭窄程度以中度狭窄为主,三组患者的轻度狭窄、中度狭窄、重度狭窄整体比较存在统计学差异(P0.05)。三组患者的疼痛评分、躯体受限评分、精神及活动评分整体比较具有统计学差异(P0.05),ST段压低组的上述评分均显著高于ST段抬高组和ST段无偏移组(P0.05)。结论:心电图ST段不同改变与急性心肌梗死患者冠脉造影病变密切相关,且ST段压低患者的预后通常较好。     

踏车运动试验对高血压病合并冠心病的诊断意义

本文回顾了４７例无心肌缺血症状和平静心电图无ＳＴ段改变的原发笥高血压病患者的车运动试验结果。阴性率３２％,阳性患者中７４．５％为下斜型ＳＴ段降低,持续时间２－１２ｍｉｎ。提示踏车运动试验对原发性高血压病患者筛选有否合并冠心病,具有较高的辅助诊断价值。     

Prospect of Stress Testing

A new method for analyzing the data of stress electrocardiography, based on physiologically justified approximations of trends in the heart rate (HR) and ST, is discussed. The method makes it possible to determine how the HR and ST of an individual vary with time during graded exercise and how these parameters and the times of their regulation depend on the workload; to reveal general patterns of their behavior; and to derive new physiological characteristics. Analysis of the general patterns of only the load time dependences of HR and ST and of the workload dependence of HR in patients with ischemic heart disease allows us to detect brief episodes of myocardial ischemia; to assess the anaerobic thresholds of locally injured areas of the myocardium and of the whole body; and to propose unified parameters for assessing the coronary reserve, the physical working capacity, and the severity of ischemic injury to the myocardium. The proposed method of analysis of stress electrocardiographic data and the combined use of stress electrocardiography, positron emission tomography, myocardial scintigraphy, and stress echocardiography offer new opportunities for a better understanding of myocardial ischemia.     

Electrocardiography as a tool for validating myocardial ischemia-reperfusion procedures in mice

This paper evaluates the modifications induced by ischemia and ischemia-reperfusion in mice after permanent or transient, respectively, ligation of the left coronary artery and establishes a correlation among the extent of ischemia, electrocardiograph features, and infarct size. The left coronary artery was ligated 1 mm distal from the tip of the left auricle. Histologic analysis revealed that 30-min ischemia (n = 9) led to infarction involving 9.7% ± 0.5% of the left ventricle, whereas 1-h ischemia (n = 9) resulted in transmural infarction of 16.1% ± 4.6% of the left ventricle. In contrast, 24-h ischemia (n = 8) and permanent ischemia (n = 8) induced similarly sized infarcts (33% ± 2% and 31.8% ± 0.7%, respectively), suggesting ineffective reperfusion after 24-h ischemia. Electrocardiography revealed that ligation of the left coronary artery led to ST height elevation (204 compared with 14 μV) and QTc prolongation (136 compared with 76 ms). Both parameters rapidly normalized on reperfusion, demonstrating that electrocardiography was important for validating correct ligation and reperfusion. In addition, electrocardiography predicted the severity of the myocardial damage induced by ischemia. Our results show that electrocardiographic changes present after 30-min ischemia were reversed on reperfusion; however, prolonged ischemia induced pathologic electrocardiographic patterns that remained even after reperfusion. The mouse model of myocardial ischemia-reperfusion can be improved by using electrocardiography to validate ligation and reperfusion during surgery and to predict the severity of infarction.     

Myocardial ischemia--association with perioperative cardiac morbidity.

The development of ambulatory electrocardiographic recorders and analysers and the application of transesophageal echocardiography in the mid-1980''s enabled investigators to quantify and describe the occurrence of silent as well as symptomatic ischemia in the perioperative period. Several technical advances which have recently occurred in ECG monitoring include the use of miniaturized digital computing equipment to store and analyze data. In addition, real time ST-segment analysis has become widely available on multicomponent monitors in both the operating room and intensive care units. The incidence of perioperative myocardial ischemia depends on the patient population, the surgical procedure, and the monitoring technique used. Several studies in the early 1990''s have shown that cardiac morbidity in patients undergoing major, noncardiac surgery is best predicted by postoperative myocardial ischemia, rather than tradition preoperative clinical predictors. Long duration postoperative ischemia may be the factor most significantly associated with adverse cardiac outcome. Postoperative pain, physiological and emotional stress may all combine to cause tachycardia, hypertension, increase in cardiac output, and fluid shifts which, in high risk patients, might result in subendocardial ischemia and eventual myocardial infarction. If postoperative myocardial ischemia is the cause of late postoperative myocardial infarction in patients undergoing non-cardiac surgery, then treatment of postoperative myocardial ischemia should reduce morbidity. In addition, reducing pain and stress and avoiding postoperative hypoxemia might prevent postoperative myocardial ischemia and minimize the need for extensive preoperative cardiac evaluation.     

躯体传入冲动抑制中枢性心肌缺血的脊髓机制

本工作在58只尿酯-氯醛糖麻醉,三碘季铵酚制动,人工呼吸,切断迷走神经的兔上进行。结果显示:电刺激正中神经(MN)和腓深神经(DPN)均能抑制或部分抑制下丘脑背内侧核(DMH)诱发的缺血性心电 ST 段偏移,以刺激 MN 的抑制作用更为明显。蛛网膜下腔注射(ith)吗啡(40μg)也能抑制这种缺血性心电变化。ith 纳洛酮(20μg)则可阻断刺激 MN 对中枢性心肌缺血的抑制作用。完整兔在刺激左侧 MN 或 DPN 后,用放射免疫技术测得胸 2—5(T_2-5)节段两侧中间外侧柱(IML)中亮氨酸脑啡肽(LENK)含量明显增加。在颈1(C_1)水平横断脊髓,以同样参数刺激左侧 MN,同侧胸髓 IML 中 LENK 含量明显增加,而对侧胸髓 IML 中 LENK 含量无明显改变;刺激一侧 DPN,T_(2-5)的两侧 IML 中 LENK 含量均无明显变化。上述结果表明,刺激 MN 与 DPN 均能抑制 DMH 诱发的中枢性心肌缺血,但以MN 作用较明显。我们推测这种抑制作用可能与通过脊上机制双侧性增加 IML 中 LENK 含量有关,MN 的抑制作用可能尚包括直接激活胸髓内的脑啡肽系统,增加同侧 IML 中 LENK含量,加强了对交感输出活动的抑制作用。     

Spatiotemporal correlation analyses: a new procedure for standardisation of DC magnetocardiograms.

There is a lack of standard methods for the analysis of magnetocardiograms (MCGs). MCG signals have a shape similar to the ECG (P wave, QRS complex, T wave). High-quality multichannel recordings can indicate even slight disturbances of de- and repolarisation. The purpose of our study was to apply a new approach in the analysis of signal-averaged DC-MCGs. DC-MCGs (31-channel) were recorded in 182 subjects: 110 patients after myocardial infarction and 72 controls. Spatiotemporal correlation analysis of the QRS complex and T wave patterns throughout the entire heart cycle was used to analyse homogeneity of de- and repolarisation. These plots were compared to standard ECG analyses (electrical axis, Q wave, ST deviation, T polarity and shape). Spatiotemporal correlation analyses seem to be applicable in assessing the course of electrical repolarisation with respect to homogeneity. MCG provided all diagnostic information contained in common ECG recordings at high significance levels. The ECG patterns were included in 5/8 of our parameters for electrical axis, 6/8 for Q-wave, 7/8 for ST deviation and 5/8 for T-polarity based on two time series of correlation coefficients. We conclude that our spatiotemporal correlation approach provides a new tool for standardised analysis of cardiac mapping data such as MCG.     

跳动心脏的心电仿真模型建构

以往的心电仿真研究都没有考虑在一个心动周期内,因为心脏跳动而引起的偶极子位置变化的实际情况,从而造成其结果输出的不可避免的误差,在心脏电生理和心脏动力学分析的基础上,对原有的心脏电仿真模型施加动力学影响,从而构建了新的跳动心脏模型。在这两个模型上进行了正常心脏和心肌缺血心脏的仿真试验后,对比两个心电模型的仿真输出,发现新的心脏模型有效提高了仿真精度,对于严重心肌缺血和轻微心肌缺血的识别分别有不同程度的改善。这项研究证实了动力学因素 在心电模型建构中的重要性,为心电正问题和逆问题研究的进一步开展 提供了新的思路和方向。     

Role of the ECG in initial acute coronary syndrome triage: primary PCI regardless presence of ST elevation or of non-ST elevation

The major initial triaging decision in acute coronary syndrome (ACS) is whether or not percutaneous coronary intervention (PCI) is the primary treatment. Current guidelines recommend primary PCI in ST-elevation ACS (STEACS) and initial antithrombotic therapy in non-ST-elevation ACS (NSTEACS). This review probes the question whether this decision can indeed be based on the ECG. Genesis of STE/NSTE ECGs depends on the coronary anatomy, collateral circulation and site of the culprit lesion. Other causes than ischaemia may also result in ST-segment changes. It has been demonstrated that the area at risk cannot reliably be estimated by the magnitude of the ST change, that complete as well as incomplete occlusions can cause STE as well as NSTE ECGs, and that STE and NSTE patterns cannot differentiate between transmural and non-transmural ischaemia. Furthermore, unstable angina can occur with STE and NSTE ECGs. We conclude that the ECG can be used to assist in detecting ischaemia, but that electrocardiographic STE and NSTE patterns are not uniquely related to distinctly different pathophysiological mechanisms. Hence, in ACS, primary PCI might be considered regardless of the nature of the ST deviation, and it should be done with the shortest possible delay, because ‘time is muscle’.     

An approach to determine myocardial ischemia by hidden Markov models

A hidden Markov model (HMM) of electrocardiogram (ECG) signal is presented for detection of myocardial ischemia. The time domain signals that are recorded by the ECG before and during the episode of local ischemia were pre-processed to produce input sequences, which is needed for the model training. The model is also verified by test data, and the results show that the models have certain function for the detection of myocardial ischemia. The algorithm based on HMM provides a possible approach for the timely, rapid and automatic diagnosis of myocardial ischemia, and also can be used in portable medical diagnostic equipment in the future.