Salvatore Saporito1, Ingeborg H.F. Herold 1,2, Patrick Houthuizen3, Jacques A. den Boer1, Harrie C.M. van den Bosch4, Hendrikus H.M. Korsten 1,2, Hans C. van Assen1, and Massimo Mischi1
1Department of Electrical Engineering, Eindhoven University of technology, Eindhoven, Netherlands, 2Department of Anesthesiology and Intensive Care, Catharina Hospital Eindhoven, Eindhoven, Netherlands, 3Department of Cardiology, Catharina Hospital Eindhoven, Eindhoven, Netherlands, 4Department of Radiology, Catharina Hospital Eindhoven, Eindhoven, Netherlands
Synopsis
Objective measures to assess pulmonary
circulation status would improve heart failure patient care. We propose a
method for the characterization of the transpulmonary circulation by DCE-MRI. Parametric
deconvolution was performed between contrast agent first passage time-enhancement curves derived from the
right and left ventricular blood pool. The transpulmonary
circulation was characterized as a linear system with impulse response modelled as local density random walk model. We tested the method on 32
heart failure patients and 19 healthy volunteers; patients presented longer transpulmonary
transit times and more skewed transpulmonary impulse responses.Purpose
Low cardiac output and large intra-thoracic blood volumes result in
prolongation of circulation times in heart failure. Circulation times can be
assessed by indicator dilution techniques where a detectable indicator is
injected in the circulation; sampling the indicator concentration in different
blood pools, indicator dilution curves (IDCs) can be derived
1. Model-based
fitting of the IDCs permits quantitative physiological parameter estimation. Dynamic
contrast-enhanced MRI (DCE-MRI) allows minimally-invasive IDC measurement, with
the advantage of simultaneous sampling in the different heart chambers. Moreover,
extravasating MRI contrast agents enable the discrimination between contributions
of convection and diffusion, which may be influenced by capillary exchange with
extravascular fluid compartments
2. In this work, we aim at investigating the characteristics of the transpulmonary
circulation assessed by DCE-MRI. We compared indicator dilution kinetic
parameters between heart failure patients and healthy volunteers.
Methods
All the experiments were performed on a 1.5 T Philips Ingenia scanner.
Study population: 32 heart failure (HF) patients
(aged 65±9 y, 18 males) and 19 healthy volunteers (HV) (aged
32±10 y, 16 males) were included in the study after
providing informed consent.
DCE-MRI measurement: Four-chamber
view DCE-MRI images were acquired using a fast spoiled gradient echo sequence
(T1-TFE) with a flip angle of 7° and TR/TE of 6/2.9 ms. A 90° saturation pre-pulse was applied prior to the TFE acquisition; the time from prepulse to k=0 profile was 200 ms. Under these acquisition conditions, a linear
relationship between contrast agent concentration and MR signal was expected3.
Acquisition was triggered in mid-diastole to minimize the effect of
cardiac motion; measurement was performed during end-expiratory
breath-hold. Typical voxel size was 1.6 x 1.6 x 10 mm; parallel imaging (SENSE factor 2) and partial k-space scanning
were used to decrease acquisition time to approximately 175 ms per image. A contrast
bolus of 0.1 mmol gadoteridol was diluted into 5 mL saline
solution and intravenously administered using an automated injector, followed by 15 mL saline flush. The acquistion was interrupted after 60 s.
Data analysis: Regions of
interest (ROIs) were manually drawn in right and left ventricle (RV and LV,
respectively); IDCs were derived averaging the MR signal intensity within the
ROI. Parametric least-squares deconvolution between the RV and LV IDC was
performed to identify the impulse response of the transpulmonary dilution
system [3]. The local density random walk was used to parametrize the impulse
response; the model expression is:
$$S(t) =\alpha \sqrt{\frac{\lambda\mu}{2\pi t}} e ^{{-\frac{\lambda}{2}(\frac{t}{\mu}+\frac{\mu}{t}})} $$
where S(t) is the MR signal enhancement
over time, µ is the mean transit time (MTT) of the indicator, α a normalizing
factor, and λ a skewness parameter which relates to the Peclet number of the
dilution system [3]. Pulmonary transit time (PTT) was defined as the MTT of the
identified system; normalized PTT (nPTT) was derived as PTT/RR interval.
Results
Sample frames from a DCE-MRI recording together with derived IDCs are shown in Figure 1.
A comparison between representative IDCs from HV and HF, together with
identified transpulmonary impulse response is shown in Figure 2.
PTT was prolonged is in patients (9.0±2.1 s in HF vs. 6.7±1.8 s in HV,
p<0.01 two-sample t-test); nPTT was larger in patients (10.3±2.6 in HF vs. 7.0±1.7
in HV, p<0.01). λ was significantly smaller (p<0.01) for heart failure patients (10.3±5.5)
compared to HV (16.6±9.7, dimensionless), reflecting a more asymmetrical transpulmonary
impulse response. Distribution of nPTT in the different groups is shown in
Figure 3.
Conclusion
In the present study, we proposed a method for the characterization of
the transpulmonary circulation by DCE-MRI; measurement was feasible in HF
patients and HV. PTT was prolonged in HF patients; significant differences in
the skewness of the identified transpulmonary impulse response were also
observed.
Acknowledgements
No acknowledgement found.References
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[2] Bogaard et
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(1984): 479-493.
[3] Mischi et al. Magn Res in Med 61.2 (2009), 344-353.