Modelling DW-MRI data from primary and metastatic ovarian tumours

被引:58
作者
Winfield, Jessica M. [1 ,2 ,4 ,5 ]
deSouza, Nandita M. [1 ,2 ]
Priest, Andrew N. [3 ]
Wakefield, Jennifer C. [1 ]
Hodgkin, Charlotte [3 ]
Freeman, Susan [3 ]
Orton, Matthew R. [1 ]
Collins, David J. [1 ,2 ]
机构
[1] CRUK & EPSRC Canc Imaging Ctr, Div Radiotherapy & Imaging, Inst Canc Res, Sutton SM2 5NG, Surrey, England
[2] Royal Marsden NHS Fdn Trust, Sutton SM2 5PT, Surrey, England
[3] Univ Cambridge, Addenbrookes Hosp, Dept Radiol, Cambridge CB2 0QQ, England
[4] Inst Canc Res, MRI Unit, Sutton SM2 5PT, Surrey, England
[5] Royal Marsden Hosp, Sutton SM2 5PT, Surrey, England
基金
英国工程与自然科学研究理事会;
关键词
Magnetic resonance imaging; Diffusion; Ovary; Neoplasms; Metastasis; INTRAVOXEL INCOHERENT MOTION; DIFFUSION-WEIGHTED MRI; CANCER; FEASIBILITY; PERFUSION; COEFFICIENTS; PROSTATE; FRACTION; RATES;
D O I
10.1007/s00330-014-3573-3
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
To assess goodness-of-fit and repeatability of mono-exponential, stretched exponential and bi-exponential models of diffusion-weighted MRI (DW-MRI) data in primary and metastatic ovarian cancer. Thirty-nine primary and metastatic lesions from thirty-one patients with stage III or IV ovarian cancer were examined before and after chemotherapy using DW-MRI with ten diffusion-weightings. The data were fitted with (a) a mono-exponential model to give the apparent diffusion coefficient (ADC), (b) a stretched exponential model to give the distributed diffusion coefficient (DDC) and stretching parameter (alpha), and (c) a bi-exponential model to give the diffusion coefficient (D), perfusion fraction (f) and pseudodiffusion coefficient (D*). Coefficients of variation, established from repeated baseline measurements, were: ADC 3.1 %, DDC 4.3 %, alpha 7.0 %, D 13.2 %, f 44.0 %, D* 165.1 %. The bi-exponential model was unsuitable in these data owing to poor repeatability. After excluding the bi-exponential model, analysis using Akaike Information Criteria showed that the stretched exponential model provided the better fit to the majority of pixels in 64 % of lesions. The stretched exponential model provides the optimal fit to DW-MRI data from ovarian, omental and peritoneal lesions and lymph nodes in pre-treatment and post-treatment measurements with good repeatability. aEuro cent DW-MRI data in ovarian cancer show deviation from mono-exponential behaviour aEuro cent Parameters derived from the stretched exponential model showed good repeatability (CV 7 %) aEuro cent The bi-exponential model was unsuitable because of poor parameter repeatability aEuro cent The stretched exponential model showed comparable repeatability to the mono-exponential model aEuro cent The extra parameter (alpha) provides scope for investigation of heterogeneity or response.
引用
收藏
页码:2033 / 2040
页数:8
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