Automated Analysis of Hip Joint Cartilage Combining MR T2 and Three-Dimensional Fast-Spin-Echo Images

被引:13
作者
Chandra, Shekhar S. [1 ]
Surowiec, Rachel [2 ]
Ho, Charles [2 ]
Xia, Ying [1 ,3 ]
Engstrom, Craig [4 ]
Crozier, Stuart [1 ]
Fripp, Jurgen [3 ]
机构
[1] Univ Queensland, Sch Informat Technol & Elect Engn, St Lucia, Qld 4072, Australia
[2] SPRI, Colorado Springs, CO USA
[3] CSIRO Computat Informat, Australian E Hlth Res Ctr, Perth, WA, Australia
[4] Univ Queensland, Sch Human Movement Studies, St Lucia, Qld 4072, Australia
基金
澳大利亚研究理事会;
关键词
Hip; 3D-SPACE; T2; mapping; Active Shape Models; Graph-Cuts; MAGNETIC-RESONANCE OBSERVATION; ARTICULAR-CARTILAGE; PRECESSION SEQUENCE; SHAPE MODELS; SEGMENTATION; 3D; OSTEOARTHRITIS; THICKNESS; KNEE; FEASIBILITY;
D O I
10.1002/mrm.25598
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
Purpose: To validate a fully automated scheme to extract biochemical information from the hip joint cartilages using MR T2 mapping images incorporating segmentation of co-registered three-dimensional Fast-Spin-Echo (3D-SPACE) images. Methods: Manual analyses of unilateral hip (3 Tesla) MR images of 24 asymptomatic volunteers were used to validate a 3D deformable model method for automated cartilage segmentation of SPACE scans, partitioning of the individual femoral and acetabular cartilage plates into clinically defined sub-regions and propagating these results to T2 maps to calculate region-wise T2 value statistics. Analyses were completed on a desktop computer (similar to 10 min per case). Results: The mean voxel overlap between automated A and manual M segmentations of the cartilage volumes in the (clinically based) SPACE images was 73% (100 x 2 vertical bar A boolean AND M vertical bar/vertical bar vertical bar A vertical bar +vertical bar M vertical bar). The automated and manual analyses demonstrated a relative difference error < 10% in the median "T2 average signal" for each cartilage plate. The automated and manual analyses showed consistent patterns between significant differences in T2 data across the hip cartilage sub-regions. Conclusion: The good agreement between the manual and automatic analyses of T2 values indicates the use of structural 3D-SPACE MR images with the proposed method provides a promising approach for automated quantitative T2 assessment of hip joint cartilages. (C) 2015 Wiley Periodicals, Inc.
引用
收藏
页码:403 / 413
页数:11
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