AI Article Synopsis

  • Cardiac resynchronization therapy (CRT) can significantly help heart failure patients, but about 30% don't benefit; the study aimed to create specific maps to identify optimal lead placement for better responses.
  • Researchers analyzed data from 82 subjects who underwent CRT and used advanced imaging techniques to derive left ventricle features, training a support vector machine to generate lead placement scores (LPS).
  • The results showed that subjects with higher LPS scores had a much better chance of responding to CRT, with 90% response in the upper quartile, indicating the usefulness of LPS maps in predicting treatment success.

Article Abstract

Background: Cardiac resynchronization therapy (CRT) is an effective treatment for patients with heart failure; however, 30% of patients do not respond to the treatment. We sought to derive patient-specific left ventricle maps of lead placement scores (LPS) that highlight target pacing lead sites for achieving a higher probability of CRT response.

Methods: Eighty-two subjects recruited for the ImagingCRT trial (Empiric Versus Imaging Guided Left Ventricular Lead Placement in Cardiac Resynchronization Therapy) were retrospectively analyzed. All 82 subjects had 2 contrast-enhanced full cardiac cycle 4-dimensional computed tomography scans: a baseline and a 6-month follow-up scan. CRT response was defined as a reduction in computed tomography-derived end-systolic volume ≥15%. Eight left ventricle features derived from the baseline scans were used to train a support vector machine via a bagging approach. An LPS map over the left ventricle was created for each subject as a linear combination of the support vector machine feature weights and the subject's own feature vector. Performance for distinguishing responders was performed on the original 82 subjects.

Results: Fifty-two (63%) subjects were responders. Subjects with an LPS≤Q (lower-quartile) had a posttest probability of responding of 14% (3/21), while subjects with an LPS≥ Q (upper-quartile) had a posttest probability of responding of 90% (19/21). Subjects with Q
Conclusions: An LPS map was defined using 4-dimensional computed tomography-derived features of left ventricular mechanics. The LPS correlated with CRT response, reclassifying 25% of the subjects into low probability of response, 25% into high probability of response, and 50% unchanged. These encouraging results highlight the potential utility of 4-dimensional computed tomography in guiding patient selection for CRT. The present findings need verification in larger independent data sets and prospective trials.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9558060PMC
http://dx.doi.org/10.1161/CIRCIMAGING.122.014165DOI Listing

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