Liu Fang, Velikina Julia V, Block Walter F, Kijowski Richard, Samsonov Alexey A
IEEE Trans Med Imaging. 2017 Feb;36(2):527-537. doi: 10.1109/TMI.2016.2620961. Epub 2016 Oct 25.
We present MRiLab, a new comprehensive simulator for large-scale realistic MRI simulations on a regular PC equipped with a modern graphical processing unit (GPU). MRiLab combines realistic tissue modeling with numerical virtualization of an MRI system and scanning experiment to enable assessment of a broad range of MRI approaches including advanced quantitative MRI methods inferring microstructure on a sub-voxel level. A flexible representation of tissue microstructure is achieved in MRiLab by employing the generalized tissue model with multiple exchanging water and macromolecular proton pools rather than a system of independent proton isochromats typically used in previous simulators. The computational power needed for simulation of the biologically relevant tissue models in large 3D objects is gained using parallelized execution on GPU. Three simulated and one actual MRI experiments were performed to demonstrate the ability of the new simulator to accommodate a wide variety of voxel composition scenarios and demonstrate detrimental effects of simplified treatment of tissue micro-organization adapted in previous simulators. GPU execution allowed ∼ 200× improvement in computational speed over standard CPU. As a cross-platform, open-source, extensible environment for customizing virtual MRI experiments, MRiLab streamlines the development of new MRI methods, especially those aiming to infer quantitatively tissue composition and microstructure.
我们展示了MRiLab,这是一种新型的综合模拟器,用于在配备现代图形处理单元(GPU)的普通个人电脑上进行大规模逼真的磁共振成像(MRI)模拟。MRiLab将逼真的组织建模与MRI系统及扫描实验的数值虚拟化相结合,以评估包括在亚体素水平推断微观结构的先进定量MRI方法在内的多种MRI方法。在MRiLab中,通过采用具有多个交换水和大分子质子池的广义组织模型,而非先前模拟器中通常使用的独立质子等色团系统,实现了对组织微观结构的灵活表示。利用GPU上的并行执行,获得了在大型三维物体中模拟生物学相关组织模型所需的计算能力。进行了三个模拟MRI实验和一个实际MRI实验,以证明新模拟器适应各种体素组成情况的能力,并证明先前模拟器中采用的简化组织微观结构处理方法的有害影响。与标准CPU相比,GPU执行使计算速度提高了约200倍。作为一个用于定制虚拟MRI实验的跨平台、开源、可扩展环境,MRiLab简化了新MRI方法的开发,尤其是那些旨在定量推断组织组成和微观结构的方法。