Assessment of Treatment Response by Total Tumor Volume and Global Apparent Diffusion Coefficient Using Diffusion-Weighted MRI in Patients with Metastatic Bone Disease: A Feasibility Study

被引:99
作者
Blackledge, Matthew D. [1 ,2 ,3 ]
Collins, David J. [1 ,2 ,3 ]
Tunariu, Nina [1 ,2 ,3 ]
Orton, Matthew R. [1 ,2 ,3 ]
Padhani, Anwar R. [4 ]
Leach, Martin O. [1 ,2 ,3 ]
Koh, Dow-Mu [1 ,2 ,3 ]
机构
[1] Canc Res UK, Radiotherapy & Imaging Div, Sutton, Surrey, England
[2] Engn & Phys Sci Res Council Canc Imaging Ctr, Inst Canc Res, Sutton, Surrey, England
[3] Royal Marsden Natl Hlth Serv Fdn, Sutton, Surrey, England
[4] Mt Vernon Canc Ctr, Paul Strickland Scanner Ctr, Northwood, Middx, England
基金
英国工程与自然科学研究理事会; 美国国家卫生研究院;
关键词
PROSTATE-CANCER;
D O I
10.1371/journal.pone.0091779
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
070301 [无机化学]; 070403 [天体物理学]; 070507 [自然资源与国土空间规划学]; 090105 [作物生产系统与生态工程];
摘要
We describe our semi-automatic segmentation of whole-body diffusion-weighted MRI (WBDWI) using a Markov random field (MRF) model to derive tumor total diffusion volume (tDV) and associated global apparent diffusion coefficient (gADC); and demonstrate the feasibility of using these indices for assessing tumor burden and response to treatment in patients with bone metastases. WBDWI was performed on eleven patients diagnosed with bone metastases from breast and prostate cancers before and after anti-cancer therapies. Semi-automatic segmentation incorporating a MRF model was performed in all patients below the C4 vertebra by an experienced radiologist with over eight years of clinical experience in body DWI. Changes in tDV and gADC distributions were compared with overall response determined by all imaging, tumor markers and clinical findings at serial follow up. The segmentation technique was possible in all patients although erroneous volumes of interest were generated in one patient because of poor fat suppression in the pelvis, requiring manual correction. Responding patients showed a larger increase in gADC (median change = +0.18, range = -0.07 to +0.78x10(-3) mm(2/s)) after treatment compared to non-responding patients (median change = -0.02, range = -0.10 to +0.05x10(-3) mm (2/s), p = 0.05, Mann-Whitney test), whereas non-responding patients showed a significantly larger increase in tDV (median change = +26%, range = +3 to +284%) compared to responding patients (median change = -50%, range = -85 to +27%, p = 0.02, Mann-Whitney test). Semi-automatic segmentation of WBDWI is feasible for metastatic bone disease in this pilot cohort of 11 patients, and could be used to quantify tumor total diffusion volume and median global ADC for assessing response to treatment.
引用
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页数:8
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