Sina Tafti1, William J Garrison2, John P Mugler2,3, Y Michael Shim4, Talissa A Altes3,5, Jaime F Mata3, Nicholas J Tustison3, Kun Qing3, Eduard E de Lange3, Gordon D Cates1,3, and G Wilson Miller2,3
1Physics, University of Virginia, Charlottesville, VA, United States, 2Biomedical Engineering, University of Virginia, Charlottesville, VA, United States, 3Radiology and Medical Imaging, University of Virginia, Charlottesville, VA, United States, 4Medicine, University of Virginia, Charlottesville, VA, United States, 5Radiology, University of Missouri, Columbia, MO, United States
Synopsis
Emphysema index (EI) based
on CT provides a quantitative measure of emphysema burden in patients with chronic obstructive pulmonary disease (COPD). Diffusion-weighted
MRI of inhaled hyperpolarized gases also provides a method for detecting emphysema, as elevated ADC values indicate airspace enlargement due to emphysematous
destruction of alveolar walls. We propose an alternative formulation of EI based
on He-3 or Xe-129 ADC measurements and compare their performance in characterizing
emphysema severity with that of CT-EI. Our results suggest that ADC-EI may
provide a useful quantitative measure of emphysema burden in patients with COPD that is more sensitive to early stages of emphysema
than CT-EI.
Introduction
Apparent diffusion
coefficient (ADC) values obtained from diffusion-weighted MRI of inhaled hyperpolarized
gases provide a relative measure of alveolar size in the lung. In patients with
chronic obstructive pulmonary disease (COPD), elevated ADC values indicate airspace
enlargement due to emphysematous destruction of alveolar walls. Although this
connection has been demonstrated in numerous research studies, computed
tomography (CT) remains the gold standard for image-based characterization of
emphysema. Emphysema index (EI) based on CT Hounsfield units provides a
quantitative measure of emphysema burden over the entire lung1. Inspired by the
usefulness of CT-EI, we propose herein an alternative formulation of EI based
on He-3 or Xe-129 ADC measurements and compare their performance in characterizing
emphysema severity with that of CT-EI. Methods
9 healthy volunteers and
20 COPD patients (8 GOLD stage I, 7 stage II, and 5 stage III) aged 45-70 were
given CT along with He-3 and Xe-129 diffusion-weighted MRI exams, all performed
at one-third of forced vital capacity (FVC) as determined by spirometry. Each
subject inhaled a bag containing
nitrogen for the CT scan and a mixture of nitrogen and either 400 ml of hyperpolarized
He-3 or 1 L of hyperpolarized Xe-129 for the diffusion-weighted MRI scans. He-3 was polarized to ~60% using a homebuilt
system and Xe-129 was polarized to ~30%
using a commercial prototype system (XeBox-10, Xemed LLC). The CT scans were
acquired using a Siemens SOMATOM Definition Flash scanner at 0.9 × 0.9 × 0.7 mm
voxel resolution. MRI was performed on a separate day using a 1.5 T whole-body
scanner (Siemens Avanto) and vest-shaped RF coil (Clinical MR Solutions). For
the hyperpolarized-gas images, five 4 cm-thick transverse slices separated by
8-mm gaps were acquired using a spoiled gradient-echo pulse sequence equipped
with bipolar diffusion-sensitizing gradients. To produce the ADC maps, b values of 1.6 and 12.5 cm2/s were applied for He-3
and Xe-129, respectively. In both cases the upper edge of the topmost slice was
positioned at the apex of the lung. Pulse sequence parameters included: TR = 11
ms, TE = 6.8 ms, pixel bandwidth = 200 Hz/pixel, and matrix size = 36 × 64. CT-EI
was defined as the fraction of lung voxels with attenuation coefficient of less
than −950 Hounsfield units. For He-3 and Xe-129 ADC, we defined EI to be
the fraction of lung voxels with ADC values greater than 0.30 and 0.048 cm2/s,
respectively. These thresholds correspond to the 95th percentiles of all voxel
values from healthy subjects for the corresponding scans as shown in Figure 1.
Mean CT-EI and mean ADC-EI were calculated over healthy subjects and those with
varying COPD stages, and differences were assessed using independent-samples t-tests. Results
Figure 2 depicts a
scatter plot of emphysema indices (EI) based on He-3 vs. Xe-129 ADC, with slope
of 0.934 and R2 = 0.969 demonstrating excellent correlation. Scatter
plots of CT-EI vs. He-3 and Xe-129 are displayed in Figure 3. The separation
between healthy subjects and those with COPD based on ADC-EI is more pronounced
than separation based on CT-EI: 36% of COPD subjects fall within the “healthy”
range based on CT-EI whereas only 15% fall within the “healthy” range based on He-3
or Xe-129 ADC-EI. This disparity seems to imply that hyperpolarized-gas ADC is
sensitive to something that CT is not. The close resemblance between He-3 and
Xe-129 ADC maps and comparison with CT is demonstrated in Figure 4 for three
different subject types. A plot of mean CT-EI and He-3 and Xe-129 ADC-EI along
with their standard errors and p-values
is given in Figure 5, broken down by COPD severity. The p-values for ADC-EI (representing the statistical significance of
the difference between COPD and healthy groups) are 1-2 orders of magnitude
lower than corresponding values for CT-EI. In particular, ADC-EI provides much
greater separation between the healthy group and COPD stages I/II.Conclusion
In this study, we propose
an alternate method of defining emphysema index (EI) based on
hyperpolarized-gas MRI. The self-consistency of our results suggest that EI based
on either He-3 or Xe-129 ADC maps might provide a robust quantitative measure
of emphysema burden. The greater separation between healthy and COPD groups
provided by ADC-EI, particularly in GOLD stages I and II, suggests that hyperpolarized-gas
measures of EI may be more sensitive to early emphysematous changes in the
alveolar microstructure.Acknowledgements
This work was supported by NIH grant R01 HL105586.References
1. Bae K., Medicine (Baltimore), 2016, 95(48).