Quantification of small cerebral ventricular volume changes in treated growth hormone patients using nonrigid registration

被引:34
作者
Holden, M [1 ]
Schnabel, JA [1 ]
Hill, DLG [1 ]
机构
[1] Kings Coll London, Guys Kings & St Thomas Sch Med, Radiol Sci & Med Engn, London SE1 9RT, England
关键词
brain ventricle volume change; growth hormone; replacement therapy; mutual information; nonrigid B-Spline registration; segmentation propagation;
D O I
10.1109/TMI.2002.806281
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Nonrigid registration can automatically quantify small changes in volume of anatomical structures over time by means of segmentation propagation. Here, we use a nonrigid registration algorithm based on optimising normalized mutual information to quantify small changes in brain ventricle volume in magnetic resonance (MR) images of a group of five patients treated with growth hormone replacement therapy and a control group of six volunteers. The lateral ventricles are segmented from each subject image by registering with the brainweb image which has this structure delineated. The mean (standard deviation) volume change measurements are 1.09 (0.73) cm(3) for the patient group and 0.08 (0.62) cm(3) for the volunteer group; this difference is statistically significant at the 1% level. We validate our volume measurements by determining the precision from three consecutive scans of five volunteers and also comparing the measurements to previously published volume change estimates obtained by visual inspection of difference images. Results demonstrate a precision of sigma less than or equal to 0.52 cm(3) (n = 5) and a rank correlation coefficient with assessed difference images of p = 0.7 (n = 11). To determine the level of shape correspondence we manually segmented subject's ventricles and compared them to the propagations using a voxel overlap similarity index, this gave a mean similarity index of 0.81 (n = 7).
引用
收藏
页码:1292 / 1301
页数:10
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