Whole lung morphometry with 3D multiple b-value hyperpolarized gas MRI and compressed sensing

被引:38
作者
Chan, Ho-Fung [1 ]
Stewart, Neil J. [1 ]
Parra-Robles, Juan [1 ]
Collier, Guilhem J. [1 ]
Wild, Jim M. [1 ,2 ]
机构
[1] Univ Sheffield, Acad Unit Radiol, POLARIS, Sheffield, S Yorkshire, England
[2] Inst Silico Med, Insigneo, Sheffield, S Yorkshire, England
关键词
hyperpolarized He-3; compressed sensing; lung morphometry; stretched exponential model; ADC mapping; APPARENT DIFFUSION-COEFFICIENT; IN-VIVO; HE-3; GAS; HEALTHY-VOLUNTEERS; VENTILATION; ACQUISITION; AIRWAYS; XENON; FLOW;
D O I
10.1002/mrm.26279
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
PurposeTo demonstrate three-dimensional (3D) multiple b-value diffusion-weighted (DW) MRI of hyperpolarized He-3 gas for whole lung morphometry with compressed sensing (CS). MethodsA fully-sampled, two b-value, 3D hyperpolarized He-3 DW-MRI dataset was acquired from the lungs of a healthy volunteer and retrospectively undersampled in the k(y) and k(z) phase-encoding directions for CS simulations. Optimal k-space undersampling patterns were determined by minimizing the mean absolute error between reconstructed and fully-sampled He-3 apparent diffusion coefficient (ADC) maps. Prospective three-fold, undersampled, 3D multiple b-value He-3 DW-MRI datasets were acquired from five healthy volunteers and one chronic obstructive pulmonary disease (COPD) patient, and the mean values of maps of ADC and mean alveolar dimension (Lm(D)) were validated against two-dimensional (2D) and 3D fully-sampled He-3 DW-MRI experiments. ResultsReconstructed undersampled datasets showed no visual artifacts and good preservation of the main image features and quantitative information. A good agreement between fully-sampled and prospective undersampled datasets was found, with a mean difference of +3.4% and +5.1% observed in mean global ADC and Lm(D) values, respectively. These differences were within the standard deviation range and consistent with values reported from healthy and COPD lungs. ConclusionsAccelerated CS acquisition has facilitated 3D multiple b-value He-3 DW-MRI scans in a single breath-hold, enabling whole lung morphometry mapping. Magn Reson Med 77:1916-1925, 2017. (c) 2016 The Authors Magnetic Resonance in Medicine published by Wiley Periodicals, Inc. on behalf of International Society for Magnetic Resonance in Medicine. This is an open access article under the terms of the License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
引用
收藏
页码:1916 / 1925
页数:10
相关论文
共 32 条
[1]   Incorporation of prior knowledge in compressed sensing for faster acquisition of hyperpolarized gas images [J].
Ajraoui, S. ;
Parra-Robles, J. ;
Wild, J. M. .
MAGNETIC RESONANCE IN MEDICINE, 2013, 69 (02) :360-369
[2]   Acquisition of 3He ventilation images, ADC, T2*and B1 maps in a single scan with compressed sensing [J].
Ajraoui, S. ;
Parra-Robles, J. ;
Marshall, H. ;
Deppe, M. H. ;
Clemence, M. ;
Wild, J. M. .
NMR IN BIOMEDICINE, 2012, 25 (01) :44-51
[3]  
Ajraoui S, 2009, P INT SOC MAGNETIC R, P2178
[4]   Compressed Sensing in Hyperpolarized 3He Lung MRI [J].
Ajraoui, Salma ;
Lee, Kuan J. ;
Deppe, Martin H. ;
Parnell, Steven R. ;
Parra-Robles, Juan ;
Wild, Jim M. .
MAGNETIC RESONANCE IN MEDICINE, 2010, 63 (04) :1059-1069
[5]   Mathematical functions for the analysis of luminescence decays with underlying distributions 1. Kohlrausch decay function (stretched exponential) [J].
Berberan-Santos, MN ;
Bodunov, EN ;
Valeur, B .
CHEMICAL PHYSICS, 2005, 315 (1-2) :171-182
[6]   In vivo measurement of gas flow in human airways with hyperpolarized gas MRI and compressed sensing [J].
Collier, Guilhem J. ;
Wild, Jim M. .
MAGNETIC RESONANCE IN MEDICINE, 2015, 73 (06) :2255-2261
[7]   Hyperpolarized 3He apparent diffusion coefficient MRI of the lung:: Reproducibility and volume dependency in healthy volunteers and patients with emphysema [J].
Diaz, Sandra ;
Casselbrant, Ingrid ;
Piitulainen, Eeva ;
Pettersson, Goran ;
Magnusson, Peter ;
Peterson, Barry ;
Wollmer, Per ;
Leander, Peter ;
Ekberg, Olle ;
Akeson, Per .
JOURNAL OF MAGNETIC RESONANCE IMAGING, 2008, 27 (04) :763-770
[8]   Validity of apparent diffusion coefficient hyperpolarized 3He-MRI using MSCT and pulmonary function tests as references [J].
Diaz, Sandra ;
Casselbrant, Ingrid ;
Piitulainen, Eeva ;
Magnusson, Peter ;
Peterson, Barry ;
Wollmer, Per ;
Leander, Peter ;
Ekberg, Olle ;
Akeson, Per .
EUROPEAN JOURNAL OF RADIOLOGY, 2009, 71 (02) :257-263
[9]   MRI of helium-3 gas in healthy lungs: Posture related variations of alveolar size [J].
Fichele, S ;
Woodhouse, N ;
Swift, AJ ;
Said, Z ;
Paley, MNJ ;
Kasuboski, L ;
Mills, GH ;
van Beek, EJR ;
Wild, JM .
JOURNAL OF MAGNETIC RESONANCE IMAGING, 2004, 20 (02) :331-335
[10]   Dose and pulse sequence considerations for hyperpolarized 129Xe ventilation MRI [J].
He, Mu ;
Robertson, Scott H. ;
Kaushik, S. Sivaram ;
Freeman, Matthew S. ;
Virgincar, Rohan S. ;
Davies, John ;
Stiles, Jane ;
Foster, William M. ;
McAdams, H. Page ;
Driehuys, Bastiaan .
MAGNETIC RESONANCE IMAGING, 2015, 33 (07) :877-885