T1-weighting in Steady-State FLASH MRI-Diffusion Is Not Only Supportive but Mandatory for the Contrast.

IF 3.2 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
Magnetic Resonance in Medicine Pub Date : 2026-10-01 Epub Date: 2026-06-21 DOI:10.1002/mrm.70443
Simon Weinmüller, Deepak Charles Chellapandian, Jonathan Endres, Jochen Leupold, Florian Gritsch, Fabian Wagner, Rainer Schneider, Moritz Zaiss
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引用次数: 0

Abstract

Purpose: FLASH imaging is widely assumed to produce a T1-weighted steady-state contrast using RF- and gradient-spoiling. We observed substantial overestimation of CSF signals in simulations, when diffusion was neglected and realistic proton density was applied. This work investigates the role of diffusion in steady-state FLASH contrast formation and its implications for simulation-based modeling and measurement.

Methods: FLASH sequences were simulated using phase graph simulations using a synthetic brain phantom with and without diffusion and realistic PD values to show the contrast change. The impact of neglecting diffusion in synthetic training data was evaluated using a segmentation network trained on simulated data and tested on in vivo measurement. Experimental validation of the contrast change was performed using a 3D-printed brain phantom using silicone oil as a low-diffusivity compartment.

Results: Without diffusion, simulations showed CSF signal intensities higher than WM, resulting in a contrast change. Diffusion suppresses higher-order echoes in long T2 tissues and is essential for achieving the T1-weighted steady-state contrast. A NN trained without diffusion fails to generalize to in vivo data and measurements with silicone oil compartments confirm the contrast changes in low-diffusivity media.

Conclusion: Diffusion is essential for realistic FLASH simulations of long T2 tissues such as CSF. Steady-state FLASH contrast arises from the interplay of RF-, gradient-spoiling, and "multi-TR-relaxation-spoiling" governed by T2-decay and diffusion effects. For many quadratic phase cycling schemes, diffusion is required to obtain realistic T1-weighted contrast in MR simulations and should not be neglected in simulations or simulation-based deep learning applications.

在稳态FLASH mri扩散中,t1加权不仅对对比有利,而且是强制性的。
目的:FLASH成像被广泛认为是通过射频和梯度破坏产生t1加权稳态对比。我们观察到在模拟中,当忽略扩散和实际质子密度时,脑脊液信号的大量高估。这项工作研究了扩散在稳态FLASH对比度形成中的作用及其对基于仿真的建模和测量的影响。方法:采用相图模拟方法模拟FLASH序列,采用有扩散和无扩散的合成脑幻影和真实PD值来显示对比度变化。利用模拟数据训练的分割网络和体内测量测试,评估了在合成训练数据中忽略扩散的影响。对比变化的实验验证是使用使用硅油作为低扩散隔间的3d打印脑幻影进行的。结果:在无扩散情况下,模拟显示脑脊液信号强度高于WM,导致对比度改变。扩散抑制长T2组织中的高阶回声,对于实现t1加权稳态对比度至关重要。未经扩散训练的神经网络无法推广到体内数据,使用硅油隔室的测量结果证实了低扩散介质中的对比度变化。结论:弥散是模拟长T2组织如脑脊液的真实FLASH的必要条件。稳态FLASH对比是由t2衰减和扩散效应控制的RF-、梯度-破坏和“多tr -松弛-破坏”的相互作用产生的。对于许多二次相位循环方案,扩散需要在MR模拟中获得真实的t1加权对比度,并且在模拟或基于仿真的深度学习应用中不应忽视扩散。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
6.70
自引率
24.20%
发文量
376
审稿时长
2-4 weeks
期刊介绍: Magnetic Resonance in Medicine (Magn Reson Med) is an international journal devoted to the publication of original investigations concerned with all aspects of the development and use of nuclear magnetic resonance and electron paramagnetic resonance techniques for medical applications. Reports of original investigations in the areas of mathematics, computing, engineering, physics, biophysics, chemistry, biochemistry, and physiology directly relevant to magnetic resonance will be accepted, as well as methodology-oriented clinical studies.
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