Dynamic cardiac PET is used to quantify molecular processes in vivo. However, measurements of left ventricular (LV) mass and volume require electrocardiogram-gated PET data. The aim of this study was to explore the feasibility of measuring LV geometry using nongated dynamic cardiac PET. Methods: Thirty-five patients with aortic-valve stenosis and 10 healthy controls underwent a 27-min 11 C-acetate PET/CT scan and cardiac MRI (CMR). The controls were scanned twice to assess repeatability. Parametric images of uptake rate K 1 and the blood pool were generated from nongated dynamic data. Using software-based structure recognition, the LV wall was automatically segmented from K 1 images to derive functional assessments of LV mass (m LV ) and wall thickness. Endsystolic and end-diastolic volumes were calculated using blood pool images and applied to obtain stroke volume and LV ejection fraction (LVEF). PET measurements were compared with CMR. Results: High, linear correlations were found for LV mass (r 5 0.95), end-systolic volume (r 5 0.93), and end-diastolic volume (r 5 0.90), and slightly lower correlations were found for stroke volume (r 5 0.74), LVEF (r 5 0.81), and thickness (r 5 0.78). Bland-Altman analyses showed significant differences for m LV and thickness only and an overestimation for LVEF at lower values. Intra-and interobserver correlations were greater than 0.95 for all PET measurements. PET repeatability accuracy in the controls was comparable to CMR. Conclusion: LV mass and volume are accurately and automatically generated from dynamic 11 C-acetate PET without electrocardiogram gating. This method can be incorporated in a standard routine without any additional workload and can, in theory, be extended to other PET tracers.Key Words: dynamic PET; stroke volume; myocardial mass; 11 C-acetate; ejection fraction; myocardial wall thickness PET has been used extensively for evaluation of molecular processes of the heart (5). In addition, electrocardiogram-gated PET can be used to assess LV function, mass, and volume using a variety of PET tracers (6-11). However, quantification of molecular processes via tracer kinetic analysis requires dynamic scans whereas functional assessments of LV mass (m LV ) and volume require electrocardiogram-gated PET images. The need for separate reconstructions to assess LV volume and to quantify molecular processes increases workload significantly and has limited the use of combined functional and molecular assessments of the heart. In addition, for some PET tracers such as 15 O-water, no specific uptake is seen in the myocardium, ruling out the use of electrocardiogram-gated reconstructions to assess myocardial function.Recently, automatic parametric imaging became available for 15 O-water (12), and the same methodology can be applied to most other tracers. Parametric images visualize tracer kinetic parameters on the pixel level and are generated during routine quantitative analysis of dynamic PET images. For a single-tissue-compartment model, used for tracers such as 82 Rb...