Longitudinal Analysis of MRI T2 Knee Cartilage Laminar Organization in a Subset of Patients From the Osteoarthritis Initiative: A Texture Approach

被引:56
作者
Carballido-Gamio, Julio [1 ,2 ]
Joseph, Gabby B. [2 ]
Lynch, John A. [3 ]
Link, Thomas M. [2 ]
Majumdar, Sharmila [2 ]
机构
[1] SA CV, Grp Tecnol Santa Fe, Mexico City, DF, Mexico
[2] Univ Calif San Francisco, Dept Radiol & Biomed Imaging, San Francisco, CA 94143 USA
[3] Univ Calif San Francisco, Dept Epidemiol & Biostat, San Francisco, CA 94143 USA
基金
美国国家卫生研究院;
关键词
T-2; cartilage; osteoarthritis initiative (OAI); texture analysis; magnetic resonance imaging (MRI); HUMAN ARTICULAR-CARTILAGE; T2; RELAXATION-TIME; SPATIAL VARIATION; REPAIR TISSUE; 3.0-TESLA MRI; FOLLOW-UP; FEASIBILITY; THICKNESS; REPRODUCIBILITY; CLASSIFICATION;
D O I
10.1002/mrm.22693
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
100231 [临床病理学]; 100902 [航空航天医学];
摘要
Cartilage magnetic resonance imaging T-2 relaxation time is sensitive to hydration, collagen content, and tissue anisotropy, and a potential imaging-based biomarker for knee osteoarthritis. This longitudinal pilot study presents an improved cartilage flattening technique that facilitates texture analysis using gray-level co-occurrence matrices parallel and perpendicular to the cartilage layers, and the application of this technique to the knee cartilage of 13 subjects of the osteoarthritis initiative at baseline, 1-year follow-up, and 2-year follow-up. Cartilage flattening showed minimum distortion (similar to 0.5 ms) of mean T-2 values between nonflattened and flattened T-2 maps. Gray-level co-occurrence matrices texture analysis of flattened T-2 maps detected a cartilage laminar organization at baseline, 1-year follow-up, and 2-year follow-up by yielding significant (P < 0.05) differences between texture parameters perpendicular and parallel to the cartilage layers. Tendencies showed higher contrast, dissimilarity, angular second moment, and energy perpendicular to the cartilage layers; and higher homogeneity, entropy, variance, and correlation parallel to them. Significant (P < 0.05) longitudinal texture changes were also detected reflecting subtle signs of a laminar disruption. Tendencies showed decreasing contrast, dissimilarity, and entropy; and increasing homogeneity, energy, and correlation. Results of this study warrant further investigation to complete the assessment of the usefulness of the presented methodology in the study of knee osteoarthritis. Magn Reson Med 65:1184-1194, 2011. (C) 2010 Wiley-Liss, Inc.
引用
收藏
页码:1184 / 1194
页数:11
相关论文
共 34 条
[1]
The feasibility of characterizing the spatial distribution of cartilage T2 using texture analysis [J].
Blumenkrantz, G. ;
Stahl, R. ;
Carballido-Gamio, J. ;
Zhao, S. ;
Lu, Y. ;
Munoz, T. ;
Le Graverand-Gastineau, M. -P. Hellio ;
Jain, S. K. ;
Link, T. M. ;
Majumdar, S. .
OSTEOARTHRITIS AND CARTILAGE, 2008, 16 (05) :584-590
[2]
A pilot, two-year longitudinal study of the interrelationship between trabecular bone and articular cartilage in the osteoarthritic kneel [J].
Blumenkrantz, G ;
Lindsey, CT ;
Dunn, TC ;
Jin, H ;
Ries, MD ;
Link, TM ;
Steinbach, LS ;
Majumdar, S .
OSTEOARTHRITIS AND CARTILAGE, 2004, 12 (12) :997-1005
[3]
Feasibility and reproducibility of relaxometry, morphometric. and geometrical measurements of the hip joint with magnetic resonance imaging at 3T [J].
Carballido-Gamio, Julio ;
Link, Thomas M. ;
Li, Xiaojuan ;
Han, Eric T. ;
Krug, Roland ;
Ries, Michael D. ;
Majumdar, Sharmila .
JOURNAL OF MAGNETIC RESONANCE IMAGING, 2008, 28 (01) :227-235
[4]
New techniques for cartilage magnetic resonance imaging relaxation time analysis: Texture analysis of flattened cartilage and localized intra- and inter-subject comparisons [J].
Carballido-Gamio, Julio ;
Link, Thomas M. ;
Majumdar, Sharmila .
MAGNETIC RESONANCE IN MEDICINE, 2008, 59 (06) :1472-1477
[5]
Inter-subject comparison of MRI knee cartilage thickness [J].
Carballido-Gamio, Julio ;
Bauer, Jan S. ;
Stahl, Robert ;
Lee, Keh-Yang ;
Krause, Stefanie ;
Link, Thomas M. ;
Majumdar, Sharmila .
MEDICAL IMAGE ANALYSIS, 2008, 12 (02) :120-135
[6]
Longitudinal Analysis of MRI T2 Knee Cartilage Laminar Organization in a Subset of Patients from the Osteoarthritis Initiative [J].
Carballido-Gamio, Julio ;
Blumenkrantz, Gabrielle ;
Lynch, John A. ;
Link, Thomas M. ;
Majumdar, Sharmila .
MAGNETIC RESONANCE IN MEDICINE, 2010, 63 (02) :465-472
[7]
Spatial analysis of magnetic resonance T1ρ and T2 relaxation times improves classification between subjects with and without osteoarthritis [J].
Carballido-Gamio, Julio ;
Stahl, Robert ;
Blumenkrantz, Gabrielle ;
Romero, Adan ;
Majumdar, Sharmila ;
Link, Thomas M. .
MEDICAL PHYSICS, 2009, 36 (09) :4059-4067
[8]
Spatial variation of T2 in human articular cartilage [J].
Dardzinski, BJ ;
Mosher, TJ ;
Li, SZ ;
VanSlyke, MA ;
Smith, MB .
RADIOLOGY, 1997, 205 (02) :546-550
[9]
T2 relaxation time of cartilage at MR imaging: Comparison with severity of knee osteoarthritis [J].
Dunn, TC ;
Lu, Y ;
Jin, H ;
Ries, MD ;
Majumdar, S .
RADIOLOGY, 2004, 232 (02) :592-598
[10]
Radial basis functions with compact support for elastic registration of medical images [J].
Fornefett, M ;
Rohr, K ;
Stiehl, HS .
IMAGE AND VISION COMPUTING, 2001, 19 (1-2) :87-96