Key result
Support vector machine models using pulse transit time classify ICM versus DCM with ~90% accuracy.
Why the study?
Adequate identification of the etiology in patients with cardiomyopathy remains a clinical challenge.
Can pulse transit time (PTT) analysis accurately classify patients with ischemic versus dilated cardiomyopathy?
Observational (n=73)
Can pulse transit time (PTT) analysis accurately classify patients with ischemic versus dilated cardiomyopathy?
Pulse transit time analysis using support vector machine models demonstrates high accuracy in differentiating between ischemic and dilated cardiomyopathy.
PTT-SVM models may differentiate ICM from DCM; leaves open clinical utility pending prospective validation.
Cardiomyopathies diseases affects a great number of the elderly population. An adequate identification of the etiology of a cardiomyopathy patient is still a challenge. The aim of this study was to classify patients by their etiology in function of indexes extracted from the characterization of the pulse transit time (PTT). This time series represents the time taken by the pulse pressure to propagate through the length of the arterial tree and corresponding to the time between R peak of ECG and the mid-point of the diastolic to systolic slope in the blood pressure signal. For each patient, the PTT time series was extracted. Thirty cardiomyopathy patients (CMP) classified as ischemic (ICM - 15 patients) and dilated (DCM - 15 patients) were analyzed. Forty-three healthy subjects (CON) were used as a reference. The PTT time series was characterized through statistical descriptive indices and the joint symbolic dynamics method. The best indices were used to build support vector machine models. The optimal model to classify ICM versus DCM patients achieved 89.6% accuracy, 78.5% sensitivity, and 100% specificity. When comparing CMP patients and CON subjects, the best model achieved 91.3% accuracy, 91.3% sensitivity, and 88.3% specificity. Our results suggests a significantly lower pulse transit time in ischemic patients.Clinical relevance- This study analyzed the suitability of the pulse transit time for the classification of ICM and DCM patients.
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Rodríguez et al. (2021) conducted an observational in Ischemic and dilated cardiomyopathy (n=73). Pulse transit time (PTT) analysis vs. Healthy subjects was evaluated on Classification accuracy, sensitivity, and specificity for ICM versus DCM. Support vector machine models using pulse transit time indices classified ischemic versus dilated cardiomyopathy patients with 89.6% accuracy, 78.5% sensitivity, and 100% specificity.
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