Department for Biomedical Magnetic Resonance, University Hospital Tübingen, Tübingen, Germany.
High Field Magnetic Resonance Center, Max Planck Institute for Biological Cybernetics, Tübingen, Germany.
Magn Reson Med. 2022 Nov;88(5):2267-2276. doi: 10.1002/mrm.29368. Epub 2022 Jun 26.
To develop improved tissue masks for QSM.
Masks including voxels at the brain surface were automatically generated from the magnitude alone (MM) or combined with test functions from the first (PG) or second (PB) derivative of the sign of the wrapped phase. Phase images at 3T and 9.4T were simulated at different TEs and used to generate a mask, P , with between-voxel phase differences less than π. MM, PG, and PB were compared with P . QSM were generated from 3D multi-echo gradient-echo data acquired at 9.4T (21 subjects aged: 20-56y), and from the QSM2016 challenge 3T data using different masks, unwrapping, background removal, and dipole inversion algorithms. QSM contrast was quantified using age-based iron concentrations.
Close to air cavities, phase wraps became denser with increasing field and echo time, yielding increased values of the test functions. Compared with P , PB had the highest Dice coefficient, while PG had the lowest and MM the highest percentage of voxels outside P Artifacts observed in QSM at 9.4T with MM were mitigated by stronger background filters but yielded a reduced QSM contrast. With PB, QSM contrast was greater and artifacts diminished. Similar results were obtained with challenge data, evidencing larger effects of mask close to air cavities.
Automatic, phase-based masking founded on the second derivative of the sign of the wrapped phase, including cortical voxels at the brain surface, was able to mitigate artifacts and restore QSM contrast across cortical and subcortical brain regions.
开发用于 QSM 的改进组织掩模。
从幅度(MM)或与第一(PG)或第二(PB)导数的测试函数自动生成包括脑表面体素的掩模。在 3T 和 9.4T 下模拟相位图像在不同的 TE 下,并用于生成体素间相位差小于π的掩模 P。将 MM、PG 和 PB 与 P 进行比较。从 9.4T 获得的 3D 多回波梯度回波数据(21 名年龄为 20-56 岁的受试者)和使用不同的掩模、展开、背景去除和偶极子反转算法的 QSM2016 挑战 3T 数据生成 QSM。使用基于年龄的铁浓度量化 QSM 对比度。
在靠近空气腔时,相位缠绕随着磁场和回波时间的增加而变得更加密集,导致测试函数的值增加。与 P 相比,PB 具有最高的 Dice 系数,而 PG 具有最低的和 MM 具有最高的 P 之外的体素百分比。在 9.4T 下使用 MM 观察到的 QSM 伪影通过更强的背景滤波器得到缓解,但降低了 QSM 对比度。使用 PB,QSM 对比度更大,伪影减少。在挑战数据中也获得了类似的结果,表明掩模靠近空气腔的影响更大。
基于包裹相位的二阶导数的自动相位掩模,包括脑表面的皮质体素,能够减轻伪影并恢复皮质和皮质下脑区的 QSM 对比度。