Electrocardiography to differentiate acute myocardial infarction from bundle branch block or left ventricular hypertrophy
09782102 · 2017-10-10
Assignee
Inventors
Cpc classification
International classification
Abstract
Acute myocardial infarction (AMI) is diagnosed if: (1) the ECG traces satisfy an ST Elevation Myocardial Infarction (STEMI) criterion and the ECG traces do not indicate the subject has a confounding cardiac condition, or (2) the ECG traces satisfy the STEMI criterion and the ECG traces also indicate the subject has the confounding cardiac condition and a three-dimensional vector cardiograph (3D-VCG) signal generated from the ECG traces includes an ST vector in the ST segment of the 3D-VCG signal and a terminal QRS vector of maximum magnitude in a terminal portion of the QRS complex of the 3D-VCG signal for which the angle between the ST vector and the terminal QRS vector is less than a threshold angle, e.g. in the range [130°, 170°] inclusive. The confounding cardiac condition may be bundle branch block (BBB), left ventricular hypertrophy (LVH), or interventricular conduction delay (IVCD).
Claims
1. A cardiac monitoring system comprising: an electrocardiograph (ECG) monitor configured for operative connection with a plurality of ECG electrodes, the ECG monitor including a display device and an electronic data processing component configured to perform ECG analysis of ECG traces for a plurality of ECG leads acquired by the ECG monitor including the operations of: determining whether the ECG traces satisfy an ST Elevation Myocardial Infarction (STEMI) criterion; analyzing the ECG traces to detect a confounding cardiac condition that is not acute myocardial infarction (AMI) and that produces ST deviation; conditional on the STEMI criterion being satisfied and not detecting the confounding cardiac condition, displaying an AMI alarm on the display device of the ECG monitor; conditional on the STEMI criterion being satisfied and also detecting the confounding cardiac condition, performing the further operations of: converting the ECG traces to a three-dimensional vector cardiograph (3D-VCG) signal; computing an angle between (1) an ST vector characterizing the ST segment of the 3D-VCG signal and (2) a terminal QRS vector characterizing a terminal portion of the QRS complex of the 3D-VCG signal; and conditional on the computed angle being less than a threshold angle, displaying the AMI alarm on the display device of the ECG monitor.
2. The cardiac monitoring system of claim 1 wherein the converting operation comprises: converting the ECG traces to said 3D-VCG signal comprising a vector sum of lead vectors in a three-dimensional space wherein each lead vector has magnitude corresponding to a lead voltage and lies along an anatomical direction corresponding to a spatial orientation of the lead voltage.
3. The cardiac monitoring system of claim 2 wherein the ECG traces for the plurality of ECG leads acquired by the ECG monitor are 12-lead ECG traces and the converting operation further comprises: calculating the lead voltages comprising Frank lead voltages from the 12-lead ECG traces.
4. The cardiac monitoring system of claim 1 wherein the confounding cardiac condition includes one or more of: left bundle branch block (LBBB), right bundle branch block (RBBB), left ventricular hypertrophy (LVH), and Interventricular Conduction Delay (IVCD).
5. The cardiac monitoring system of claim 1 wherein the operation of analyzing the ECG traces to detect the confounding cardiac condition comprises: detecting the confounding cardiac condition if the QRS complex exceeds a threshold duration.
6. The cardiac monitoring system of claim 1 wherein: the operation of analyzing the ECG traces to detect the confounding cardiac condition includes analyzing the ECG traces to detect a bundle branch block (BBB) condition and analyzing the ECG traces to detect a left ventricular hypertrophy (LVH) condition; and the AMI alarm is displayed on the display device of the ECG monitor conditional on the computed angle being less than (i) a threshold angle Th.sub.BBB if BBB is detected or (ii) a threshold angle
Th.sub.LVH if LVH is detected.
7. The cardiac monitoring system of claim 1 wherein: the ST vector is a vector of the 3D-VCG lying in the ST segment of the 3D-VCG signal; and the terminal QRS vector is a vector of the 3D-VCG lying in the terminal portion of the QRS complex of the 3D-VCG signal.
8. The cardiac monitoring system of claim 1 wherein: the ST vector is the vector of the 3D-VCG lying in the middle of the ST segment of the 3D-VCG signal; and the QRS vector is the vector of the 3D-VCG of maximum magnitude in the terminal portion of the QRS complex of the 3D-VCG signal.
9. The cardiac monitoring system of claim 8 wherein the threshold angle is in the range [130°, 170°] inclusive.
10. The cardiac monitoring system of claim 1 wherein the threshold angle is in the range [130°, 170°] inclusive.
11. The cardiac monitoring system of claim 1 wherein the terminal portion of the QRS complex of the 3D-VCG signal is the last one-third of the QRS complex of the 3D-VCG signal.
12. A non-transitory storage medium storing instructions readable and executable by an electronic data processing device to perform an electrocardiographic (ECG) monitoring method operating on ECG traces acquired from a subject using a plurality of ECG leads, the ECG monitoring method comprising: determining whether the subject has acute myocardial infarction (AMI) by determining whether: (i) the ECG traces satisfy an ST Elevation Myocardial Infarction (STEMI) criterion and (ii) the ECG traces also indicate the subject has a confounding cardiac condition and (iii) a vector angle difference between an ST vector in the ST segment and a terminal QRS vector of maximum magnitude in a terminal portion of the QRS complex is less than a threshold angle wherein the ST vector and the terminal QRS vector reside in a three-dimensional space defined by an orthogonal set of basis vectors generated from the ECG traces acquired from the subject and wherein the threshold angle is in the range [130°, 170°] inclusive; and outputting a human-perceptible AMI alarm in response to determining the subject has AMI.
13. The non-transitory storage medium of claim 12 wherein the confounding cardiac condition includes both left bundle branch block (LBBB) and left ventricular hypertrophy (LVH).
14. The non-transitory storage medium of claim 12 wherein the confounding cardiac condition includes Interventricular Conduction Delay (IVCD) indicated by the QRS complex having a duration longer than a threshold duration wherein the threshold duration is at least 100 milliseconds.
15. The non-transitory storage medium of claim 12 wherein condition (iii) is: (iii) a three-dimensional vector cardiograph (3D-VCG) signal generated from the ECG traces acquired from the subject includes an ST vector in the ST segment of the 3D-VCG signal and a terminal QRS vector of maximum magnitude in a terminal portion of the QRS complex of the 3D-VCG signal for which the angle between the ST vector and the terminal QRS vector is less than a threshold angle.
16. The non-transitory storage medium of claim 15 wherein the 3D-VCG signal is a vector sum of ECG lead vectors in a three-dimensional space.
17. The non-transitory storage medium of claim 12 wherein the ECG monitoring method further comprises: defining the three-dimensional space in which the ST vector and the terminal QRS vector reside by performing principal component analysis (PCA) to calculate eigenvalues and eigenvectors from the ECG traces acquired from the subject, wherein the orthogonal set of basis vectors comprise the first three eigenvectors generated by the PCA.
18. A method for determining acute myocardial infarction (AMI) comprising: obtaining ECG traces from a subject; identifying a deviation of an ST portion of the ECG traces; converting the ECG traces into a three-dimensional vector cardiogram (3D-VCG) signal having a QRS vector and an ST vector; calculating a vector angle between the QRS vector and the ST vector; and classifying the subject as AMI if both (1)the deviation of the ST portion of the ECG traces is greater than a STEMI criteria ST elevation and (2)the calculated vector angle is less than a threshold angle.
19. The method of claim 18 wherein the ST vector corresponds to a middle segment of a single ST portion of the 3D-VCG.
20. The method of claim 18 wherein the QRS vector corresponds to a terminal part of the QRS portion of the 3D-VCG.
21. The method of claim 20 wherein the QRS vector corresponds to the vector of maximum voltage magnitude in the terminal part of the QRS portion of the 3D-VGC.
22. The method of claim 18 wherein the classification step classifies the subject as AMI if the calculated vector angle is less than 150 degrees, and if otherwise, classifies the subject as non-AMI.
23. The method of claim 18 wherein the STEMI criteria ST Elevation is in a range of 0.15 mV to 0.2 mV.
Description
(1) The invention may take form in various components and arrangements of components, and in various steps and arrangements of steps. The drawings are only for purposes of illustrating the preferred embodiments and are not to be construed as limiting the invention.
(2)
(3)
(4)
(5)
(6) It is recognized herein that the hard trade-off between sensitivity and specificity in AMI differentiation tests is that all these methods are based on observation on each individual ECG lead (or channel). The myocardial electrical activity represented by a single ECG lead constitutes a spatial projection of the three-dimensional cardiac activity, and exhibits waveform instability due to the deviations in anatomy from patient-to-patient and over time for a single patient, as well as deviations in electrode location from patient to patient. Disclosed herein are improved AMI differentiation tests that operate on relative vector comparisons (e.g. angles between vectors, vector magnitude ratios) of vector features computed in a three-dimensional vector cardiograph (3D-VCG) space. In the 3D-VCG space, deviations in anatomy and electrode placement translate into small-angle rotations or other small deviations or distortions in the three-dimensional space. As a consequence, instability is substantially reduced and so both sensitivity and specificity are improved. The disclosed approaches also have intuitive interpretation which assists physicians in diagnosis, and are readily implemented in a multi-leads diagnostic ECG acquisition/analysis system.
(7) With reference to
(8) TABLE-US-00001 TABLE 1 Standard 12-Lead ECG Lead Type Lead Calculation I Limb LA − RA II Limb LL − RA III Limb LL − LA AVR Augmented RA − (LA + LL)/2 AVL Augmented LA − (RA + LL)/2 AVF Augmented LL − (RA + LA)/2 V1 Precordial V1 − (RA + LA + LL)/3 V2 Precordial V2 − (RA + LA + LL)/3 V3 Precordial V3 − (RA + LA + LL)/3 V4 Precordial V4 − (RA + LA + LL)/3 V5 Precordial V5 − (RA + LA + LL)/3 V6 Precordial V6 − (RA + LA + LL)/3
While the illustrative 12-lead ECG is a standard ECG configuration, various modified electrode configurations may alternatively be employed, such as the Mason-Likar ECG in which the limb electrodes are moved off the limbs toward the body center-of-mass, e.g. onto the torso, or a reduced-electrodes configuration such as the EASI system (where the leads of the 12-lead ECG can be computed using suitable mathematical transforms). It will also be appreciated that electrode placement onto the subject 8 is generally a manual process and the precise electrode positions will vary from subject to subject due to individual differences in subject anatomy, individual differences in the medical caregiver's expertise in electrode placement, and so forth.
(9) The ECG monitor 10 includes a display device 12 on which acquired ECG data and information derived from ECG analysis are displayed. The display device 12 may be a liquid crystal display (LCD) display device, a plasma display device, an organic light emitting diode (OLED) display device, or so forth. The ECG monitor 10 further includes an electronic data processing component 14 which is diagrammatically represented in
(10) In some embodiments the ECG monitor 10 may comprise a multi-parameter physiological monitor that monitors ECG as well as other physiological parameters such as blood pressure via a blood pressure sensor, peripheral capillary oxygen saturation (SpO.sub.2) via a SpO.sub.2 sensor, respiration rate via a respiratory sensor, or so forth.
(11) The ECG recorder 18 records voltage samples as a function of time for each lead of the 12-lead ECG. To this end, the ECG recorder 18 acquires the potentials on the two electrodes of the lead (for example, electrodes LA and RA for Lead I) for each time interval and computes the lead voltage for the time interval as the difference (e.g. the voltage of Lead I equals LA-RA). In an Inset A of
(12) In an Inset B of
(13) With continuing reference to
(14) With continuing reference to
(15) With continuing reference to
(16) The STEMI criteria applied in the operation 42 are appropriate in the absence of QRS confounders. Alpert et al., supra. Accordingly, if in the operation 42 it is found that the STEMI criteria are met, it cannot be immediately concluded that AMI is indicated—rather, the elevated ST segment could be due to a confounding condition such as LBBB or LVH. Accordingly, in an operation 46 the ECG analyses to detect BBB and LVH are performed, for example by the BBB and LVH analysis components 24, 26 as already described. In an operation 48, the outputs of the BBB and LVH analysis components 24, 26 are inspected to determine whether the subject 8 is diagnosed with either BBB or LVH. If the operation 48 concludes that neither BBB nor LVH is present, then there are no confounding conditions and it is concluded in an operation 50 that AMI is indicated.
(17) On the other hand, if the operation 48 indicates that either BBB or LVH, or both, are diagnosed in the subject 8, then there is the possibility that the positive result for the STEMI criterion in the operation 42 is actually due to the confounding condition, rather than being due to AMI. In this case, the AMI analysis component 30 proceeds with the VCG-based AMI differentiation process. To this end, in an operation 60 the 3D-VCG generator 32 is invoked to convert the ECG signals from the leads of the 12-lead ECG to a 3D-VCG signal. Vector cardiography (VCG) describes the electrical activity of the heart as an ECG vector (as a function of time) in a three-dimensional VCG space. See, e.g. Robert B. Northrup, NONINVASIVE INSTRUMENTATION AND MEASUREMENT IN MEDICAL DIAGNOSIS (CRC Press 2002) chapter 4. In a conventional VCG coordinate system for the human anatomy, the x-axis runs horizontally from the right hand to the left hand through the chest, the y-axis runs vertically from head to feet, and the z-axis runs from the chest to the back. In
(18) Based on clinical observations, it has been determined that AMI can be differentiated from BBB and LVH based on comparison of the ST vector, denoted herein as ST, and the terminal (or end) QRS vector, denoted herein as tQRS. These vectors can be compared in terms of the angle between them, denoted herein as (ST-tQRS). These vectors can additionally or alternatively be compared in terms of their magnitude ratio, denoted herein as (|ST|/|tQRS|). In the ECG trace of a subject with a healthy heart, the ST segment is substantially flat (see
(19) Based on clinical observations, it has been found that the angle (ST-tQRS) is especially useful for differentiating AMI from confounding BBB and/or LVH conditions. Using the aforedescribed illustrative definitions of the ST and tQRS vectors, it was found that an effective test for differentiating AMI is as follows: If
(ST-tQRS)>150° then the ST segment deviation is not due to AMI; whereas, if
(ST-tQRS)≦150° then the ST segment deviation is due to AMI. While an AMI/confounder differentiation threshold of 150° (that is, 150 degrees) is used in these examples, it will be appreciated that the precise threshold may be adjusted to achieve a desired trade-off between sensitivity and specificity. Additionally, if the ST and/or tQRS vectors are defined differently, then the threshold may need to be adjusted accordingly. Thus, more generally the AMI differentiation test can be stated as: If
(ST-tQRS)>
Th then AMI is not indicated If
(ST-tQRS)≦
Th then AMI is indicated
where Th is a threshold angle, e.g.
Th=150° in the illustrative embodiments. In general, increasing threshold
Th provides a higher likelihood of the test indicating AMI (that is, higher sensitivity, i.e. reduced likelihood of missing an actual AMI case). On the other hand, decreasing the threshold
Th provides a lower likelihood of the test indicating AMI (that is, higher specificity, i.e. reduced likelihood of misdiagnosing a case which is not AMI as AMI). For the conventional VCG space of
Th is in the range [130°, 170°] inclusive (that is, including the end-points 130° and 170°), although setting
Th below 130° or above 170° is also contemplated.
(20) In another variant AMI test, it is contemplated to employ different thresholds for differentiating AMI from BBB and LVH, respectively. The AMI differentiation test in this case becomes: If BBB and (ST-tQRS)>
Th.sub.BBB then AMI is not indicated If BBB and
(ST-tQRS)≦
Th.sub.BBB then AMI is indicated If LVH and
(ST-tQRS)>
Th.sub.LVH then AMI is not indicated If LVH and
(ST-tQRS)≦
Th.sub.LVH then AMI is indicated
In one suitable embodiment, Th.sub.BBB=130° and
Th.sub.LVH=170°, although other threshold values are contemplated to achieve desired sensitivity and specificity, or to accommodate different VCG systems, or so forth. (There may be an ambiguity if both BBB and LVH are present—in this case, given the acute nature of AMI it is generally preferable to indicate AMI if
(ST-tQRS) is less than either of the two angles
Th.sub.BBB,
Th.sub.LVH).
(21) Thus, with returning reference to (ST-tQRS). In an operation 64, the AMI analysis component 30 compares this angle against the threshold angle
Th. If
(ST-tQRS)>
Th then in an operation 66 it is concluded that AMI is not indicated; otherwise, in an operation 68 is it concluded that AMI is indicated. (In the variant embodiment in which different thresholds
Th.sub.BBB and
Th.sub.LVH are used, the appropriate threshold for use in operation 64 is selected based on the output of the BBB and LVH tests performed in the operation 46, as indicated by the data flow arrow 70 in
(22) While the AMI analysis component 30 differentiates AMI from confounding BBB and LVH conditions, this does not preclude the possibility that the subject 8 may have some combination of AMI, BBB, and LVH. Indeed, if the AMI analysis process of
(23) The AMI test described with reference to
(24) The disclosed AMI differentiation tests are based on comparison of vectors (e.g. angle between the vectors) of the 3D-VCG signal generated from the ECG traces. Because of this, the choice of VCG coordinate system is arbitrary, e.g. while in illustrative Th based on a training set of clinical observations converted to the chosen VCG space.
(25) With reference to
(26) The ROC of
(27) The ROC of
(28) The ROC of
(29) In the illustrative embodiments, the ST vector characterizing the ST segment and the terminal QRS vector characterizing the terminal portion of the QRS complex are defined in a 3D-VCG space. However, these vectors may more generally reside in a three-dimensional space defined by an orthogonal set of basis vectors generated from the ECG traces acquired from the subject. For example, in another embodiment, the anatomical directions are determined by the voltage differences between different leads of the 12-lead ECG. Differences in anatomical direction of the terminal portion of the QRS and the anatomical direction of the ST segment then direct the AMI decision. Another example method for determining direction vector differences between the ST segment and terminal QRS is to use the first three principal components of the ECG signal derived from 12-lead ECG. The first three principal components suitably form a set of orthogonal basis functions. For instance, principal component analysis (PCA) can be used to calculate eigenvalues and eigenvectors (which may be approximate or “pseudo”-eigenvalues and “pseudo”-eigenvectors, depending upon the type of PCA employed) from the 12 leads of the 12-lead ECG. The first three principal components (eigenvectors) make up an orthogonal set of basis functions as the Frank X, Y and Z are orthogonal. Those three principal components can be used in place of Frank X, Y and Z to calculate vector angle differences and vector magnitude differences.
(30) The invention has been described with reference to the preferred embodiments. Modifications and alterations may occur to others upon reading and understanding the preceding detailed description. It is intended that the invention be construed as including all such modifications and alterations insofar as they come within the scope of the appended claims or the equivalents thereof.