Title | Automated segmentation of routine clinical cardiac magnetic resonance imaging for assessment of left ventricular diastolic dysfunction. |
Publication Type | Journal Article |
Year of Publication | 2009 |
Authors | Kawaji K, Codella NCF, Prince MR, Chu CW, Shakoor A, LaBounty TM, Min JK, Swaminathan RV, Devereux RB, Wang Y, Weinsaft JW |
Journal | Circ Cardiovasc Imaging |
Volume | 2 |
Issue | 6 |
Pagination | 476-84 |
Date Published | 2009 Nov |
ISSN | 1942-0080 |
Keywords | Aged, Algorithms, Automation, Chi-Square Distribution, Diastole, Echocardiography, Doppler, Female, Humans, Image Processing, Computer-Assisted, Logistic Models, Magnetic Resonance Imaging, Male, Middle Aged, Prospective Studies, ROC Curve, Sensitivity and Specificity, Stroke Volume, Ventricular Function, Left |
Abstract | BACKGROUND: Cardiac magnetic resonance (CMR) is established for assessment of left ventricular (LV) systolic function but has not been widely used to assess diastolic function. This study tested performance of a novel CMR segmentation algorithm (LV-METRIC) for automated assessment of diastolic function. METHODS AND RESULTS: A total of 101 patients with normal LV systolic function underwent CMR and echocardiography (echo) within 7 days. LV-METRIC generated LV filling profiles via automated segmentation of contiguous short-axis images (204+/-39 images, 2:04+/-0:53 minutes). Diastolic function by CMR was assessed via early:atrial filling ratios, peak diastolic filling rate, time to peak filling rate, and a novel index-diastolic volume recovery (DVR), calculated as percent diastole required for recovery of 80% stroke volume. Using an echo standard, patients with versus without diastolic dysfunction had lower early:atrial filling ratios, longer time to peak filling rate, lower stroke volume-adjusted peak diastolic filling rate, and greater DVR (all P<0.05). Prevalence of abnormal CMR filling indices increased in relation to clinical symptoms classified by New York Heart Association functional class (P=0.04) or dyspnea (P=0.006). Among all parameters tested, DVR yielded optimal performance versus echo (area under the curve: 0.87+/-0.04, P<0.001). Using a 90% specificity cutoff, DVR yielded 74% sensitivity for diastolic dysfunction. In multivariate analysis, DVR (odds ratio, 1.82; 95% CI, 1.13 to 2.57; P=0.02) was independently associated with echo-evidenced diastolic dysfunction after controlling for age, hypertension, and LV mass (chi(2)=73.4, P<0.001). CONCLUSIONS: Automated CMR segmentation can provide LV filling profiles that may offer insight into diastolic dysfunction. Patients with diastolic dysfunction have prolonged diastolic filling intervals, which are associated with echo-evidenced diastolic dysfunction independent of clinical and imaging variables. |
DOI | 10.1161/CIRCIMAGING.109.879304 |
Alternate Journal | Circ Cardiovasc Imaging |
PubMed ID | 19920046 |
Grant List | UL1-RR024996 / RR / NCRR NIH HHS / United States |
Related Institute:
MRI Research Institute (MRIRI)