Table 2.
Comparison of automated STEMI detection methods.
| Study | Modality | Wearable | Method | Patients | Duration of | Sensitivity | Specificity |
|---|---|---|---|---|---|---|---|
| Device | (STEMI/Control) | Recordings | |||||
| Heden et al., (1997) [12] | 12-lead ECG | No | ANN | 1120/10,452 | NA | 46.2% | 95.4% |
| Heden et al., (1997) [12] | 12-lead ECG | No | Rule-based | 1120/10,452 | NA | 30.7% | 95.4% |
| Haraldsson et al., (2004) [13] | 12-lead ECG | No | Bayesian ANN | 1119/1119 | NA | 63.3% | 85.0% |
| Haraldsson et al., (2004) [13] | 12-lead ECG | No | Hermite functions | 1119/1119 | NA | 61.5% | 85.0% |
| Haraldsson et al., (2004) [13] | 8-lead ECG | No | Bayesian ANN | 1119/1119 | NA | 56.3% | 85.0% |
| Haraldsson et al., (2004) [13] | 8-lead ECG | No | Hermite functions | 1119/1119 | NA | 59.3% | 85.0% |
| Green et al., (2006) [14] | 12-lead ECG | No | ANN ensemble | 130/504 | NA | 95.0% | 41.4% |
| Green et al., (2006) [14] | 12-lead ECG | No | Logistic regression | 130/504 | NA | 95.0% | 33.7% |
| Olsson et al., (2006) [15] * | 12-lead ECG | No | Feed-forward ANN | 736/3264 | NA | 95.0% | 88.0% |
| Tripathy et al., (2019) [16] | 12-lead ECG | No | Fourier-Bessel DNN | 100/52 | 24 h | 99.9% | 99.6% |
| Van Heuverswyn et al., (2019) [17] | 3-lead ECG | Yes | Rule-based (ST-seg.) | 59 (5011 rec.) | NA | 87–100% | 96.0% |
| Spaccarotella et al., (2020) [18] | 1-lead ECG x 9 | Yes | Human expert | 54/19 | 5.8 min | 93.0% | 95% |
| Ours ** | MCG (1-lead ECG) | Yes | Logistic regression | 41/49 | 15 min | 85.7% | 73.9% |
* transmural ischemia only, ** sinus rhythm recordings only.