Adam Jaster1, Ivan Pedrosa1,2, Robert E. Lenkinski1,2, Ildiko Lingvay3,4, and Takeshi Yokoo1,2
1Radiology, UT Southwestern Medical Center, Dallas, TX, United States, 2Advanced Imaging Research Center, UT Southwestern Medical Center, Dallas, TX, United States, 3Internal Medicine, UT Southwestern Medical Center, Dallas, TX, United States, 4Clinical Sciences, UT Southwestern Medical Center, Dallas, TX, United States
Synopsis
In pancreatic steatosis, fat accumulates within intra-lobular
(parenchyma) and inter-lobular (adipose) tissue. Regions of interest (ROIs)
placed in pancreas include heterogeneous population of pixels of lower-fat
intra-lobular tissue, higher-fat inter-lobular tissue, and admixture of the two
by partial volume effects. In this study of 21 subjects with insulin-dependent
type 2 diabetes, we investigated the impact of inter-lobular fat on the repeatability
of pancreatic fat fraction (FF) measurement by multiecho gradient-echo
MRI. We found that the mean FF
measurement within segmented pancreatic ROI is highly repeatable with
intraclass correlation of 0.965 after exclusion of high-fat (FF≥50%) pixels contaminated by inter-lobular fat. Background/Purpose
Pancreatic
steatosis refers to fat accumulation in the pancreas and is implicated in the
pathogenesis of diabetes mellitus type 2 (DM2)[1,2]. Fat may accumulate in two distinct
compartments: (a) the endocrine and exocrine parenchymal tissue in the intra-lobular
space, and (b) the adipose tissue in the inter-lobular space. Frequently, large
amount of bulk fat can infiltrate the interlobular space, resulting in an irregular
inter-digitated appearance of the pancreas. While multiecho gradient-echo MRI
with proton-density fat fraction (PDFF) reconstruction may allow quantification
of pancreatic fat on a pixel-to-pixel basis [3,4], a region-of-interest (ROI) placed
in the pancreas may include heterogeneous population of pixels of the lower-fat
intra-lobular tissue, higher-fat inter-lobular tissue, and admixture of the two
due to partial-volume effects. We hypothesized that the presence of
interlobular fat impacts repeatability of the PDFF measurement. The purpose of
the study was to evaluate the effect of interlobular fat on the repeatability
of pancreatic PDFF measurement by multiecho gradient-echo MRI.
Materials/Methods
In this IRB-approved, HIPAA-compliant prospective
observational study, 21 adult subjects with uncontrolled DM2 underwent 28 quantitative
MRI examinations of the pancreas using a multiecho gradient-echo sequence with PDFF
map reconstruction (mDixon-Quant) on a Philips Achieva 3T system (Philips
Healthcare, Best, the Netherlands) using a Torso XL 16-channel phased array
coil and SENSE factor of 2. One subject
with large body habitus precluding use of the phased array coil was imaged with
the built-in body coil without SENSE. All subjects signed informed consent
prior to imaging. Two sets of axial images were acquired in two separate
breath-holds, at 3- and 4-mm thick sections, but using otherwise identical
imaging parameters, including 1x1 mm in-plane resolution.
A 20x10-mm manually drawn rectangular ROI was manually drawn within the
pancreatic body and co-localized on the 3- and 4-mm PDFF maps (Fig 1).
Attempts were made to avoid splenic artery/vein, main pancreatic duct
and obvious areas of inter-lobular fat.
On the same section, the outer contour of the pancreas was manually
segmented (Fig 1), including
inter-lobular fat when present. The pixel
PDFF values within the rectangular and segmented ROIs were exported into MATLAB
(MathWorks, Natick, MA, USA), and the mean PDFF values were calculated, before
and after exclusion of the high-fat voxels having PDFF ≥ 50%, thought to be contaminated
by inter-lobular fat.
Results/Discussion
The agreement of PDFF measurement between the 3-
and 4-mm acquisitions was assessed by Bland-Altman analysis and intraclass
correlation coefficient (ICC), shown in Fig
2. Mean FF values in the rectangular
ROI (avg. 112.3 pixels) showed large variability exceeding ±10% PDFF and only
moderate agreement by ICC. Exclusion of high-fat pixels had little effect on
agreement. This suggests that PDFF in rectangular
ROI is not impacted by interlobular fat, but repeatability is limited due to the
small size of ROI given the intrinsic PDFF estimation noise. The mean PDFF
values of the larger segmented ROIs (avg. 1597.7 pixels) were less variable after
exclusion of the high-fat pixels (approx. ±4% FF) with excellent agreement by
ICC. This suggests that PDFF in
segmented ROI is impacted by interlobular fat, but high repeatability can be
achieved after exclusion of the high-fat pixels contaminated by interlobular
fat and averaging across a larger segmented area.
Conclusion
A segmented analysis including most of the
visualized pancreas but excluding intra-lobular fat (i.e. voxels with
proton-density fat fraction>50%) provides a repeatable method for assessing
pancreatic steatosis.
Acknowledgements
NoneReferences
References: [1] Smits, Nat Rev Gastro Hepatol 2011, 8(3):169-77; [2]
Lingvay, J Clin Endo Metab 2009, 94(10):4070-6; [3] Kuhn, Radiology 2015,
276(1):129-36; [4] Begovatz,
Diebetologia 2015, 58(7):1646-55.