A new computer-assisted method for the quantification of enhancing lesions in multiple sclerosis

被引:41
作者
Samarasekera, S [1 ]
Udupa, JK [1 ]
Miki, Y [1 ]
Wei, LG [1 ]
Grossman, RI [1 ]
机构
[1] UNIV PENN,DEPT RADIOL,MED IMAGE PROC GRP,PHILADELPHIA,PA 19104
关键词
multiple sclerosis; image segmentation; brain; diseases; central nervous system; magnetic resonance imaging;
D O I
10.1097/00004728-199701000-00028
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: Our goal is to describe a new computerized method for the detection and quantification of enhanced multiple sclerosis (MS) lesions. Method: Gd-DTPA-enhanced, thin section, T1-weighted images of seven patients (involving 336 slice images) with definite MS were analyzed using a new method based on the theory of ''fuzzy connected components,'' developed and implemented on the 3DVIEWNIX software system. Four neuroradiologists selected ''true'' lesions from the computer-detected potential lesions with a yes/no response to the program query on 2 different days. The enhanced lesion volume and number of enhancing lesions for each image and each observer were subsequently computed. Additional studies involving 720 slices were conducted to determine lesions that were missed by the system. Results: The intra- and interobserver variability in the system was 0%. It took similar to 1 min of operator time per 3D study. The system output has no false positives and a mean false-negative volume of 1.3%. Conclusion: The novel system calculates enhancing lesion volume and the number of enhancing lesions with very little operator time, inter- and intraoperator variability, or false-positive and false-negative volumes. Computer-based quantification of enhancing lesion volume is an important objective measure of the activity of MS. The system is now in routine use in clinical investigations that study the role of enhancing lesions in the MS disease.
引用
收藏
页码:145 / 151
页数:7
相关论文
共 37 条
[1]   QUANTITATIVE MRI CHANGES IN GADOLINIUM-DTPA ENHANCEMENT AFTER HIGH-DOSE INTRAVENOUS METHYLPREDNISOLONE IN MULTIPLE-SCLEROSIS [J].
BARKHOF, F ;
HOMMES, OR ;
SCHELTENS, P ;
VALK, J .
NEUROLOGY, 1991, 41 (08) :1219-1222
[2]   RELAPSING-REMITTING MULTIPLE-SCLEROSIS - SEQUENTIAL ENHANCED MR IMAGING VS CLINICAL FINDINGS IN DETERMINING DISEASE-ACTIVITY [J].
BARKHOF, F ;
SCHELTENS, P ;
FREQUIN, STFM ;
NAUTA, JJP ;
TAS, MW ;
VALK, J ;
HOMMES, OR .
AMERICAN JOURNAL OF ROENTGENOLOGY, 1992, 159 (05) :1041-1047
[3]   SERIAL STUDY OF GADOLINIUM-DTPA MRI ENHANCEMENT IN MULTIPLE-SCLEROSIS [J].
BASTIANELLO, S ;
POZZILLI, C ;
BERNARDI, S ;
BOZZAO, L ;
FANTOZZI, LM ;
BUTTINELLI, C ;
FIESCHI, C .
NEUROLOGY, 1990, 40 (04) :591-595
[4]   REVIEW OF MR IMAGE SEGMENTATION TECHNIQUES USING PATTERN-RECOGNITION [J].
BEZDEK, JC ;
HALL, LO ;
CLARKE, LP .
MEDICAL PHYSICS, 1993, 20 (04) :1033-1048
[5]   GADOLINIUM PENTETIC ACID MAGNETIC-RESONANCE-IMAGING IN PATIENTS WITH RELAPSING REMITTING MULTIPLE-SCLEROSIS [J].
CAPRA, R ;
MARCIANO, N ;
VIGNOLO, LA ;
CHIESA, A ;
GASPAROTTI, R .
ARCHIVES OF NEUROLOGY, 1992, 49 (07) :687-689
[6]   3-DIMENSIONAL SEGMENTATION OF MR IMAGES OF THE HEAD USING PROBABILITY AND CONNECTIVITY [J].
CLINE, HE ;
LORENSEN, WE ;
KIKINIS, R ;
JOLESZ, F .
JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 1990, 14 (06) :1037-1045
[7]  
COLLINS DL, 1992, P SOC PHOTO-OPT INS, V1808, P10, DOI 10.1117/12.131063
[8]   SERIAL CONTRAST-ENHANCED MAGNETIC-RESONANCE-IMAGING IN PATIENTS WITH EARLY RELAPSING-REMITTING MULTIPLE-SCLEROSIS - IMPLICATIONS FOR TREATMENT TRIALS [J].
FRANK, JA ;
STONE, LA ;
SMITH, ME ;
ALBERT, PS ;
MALONI, H ;
MCFARLAND, HF .
ANNALS OF NEUROLOGY, 1994, 36 :S86-S90
[9]   MULTIPLE-SCLEROSIS - SERIAL STUDY OF GADOLINIUM-ENHANCED MR IMAGING [J].
GROSSMAN, RI ;
BRAFFMAN, BH ;
BRORSON, JR ;
GOLDBERG, HI ;
SILBERBERG, DH ;
GONZALEZSCARANO, F .
RADIOLOGY, 1988, 169 (01) :117-122
[10]  
GROSSMAN RI, 1994, NEURORADIOLOGY REQUI, P201