Sensitivity of literature $T_1$ mapping methods to the underlying magnetization transfer parameters.

ArXiv Pub Date : 2025-09-17
Jakob Assländer
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Abstract

Purpose: Magnetization transfer (MT) has been identified as the principal source of $T_1$ variability in the MRI literature. This study assesses the sensitivity of established $T_1$ mapping techniques to variations in the underlying MT parameters.

Methods: For each $T_1$-mapping method, the observed $T_1$ was simulated as a function of the underlying MT parameters $p_i^\text{MT}$, corresponding to different brain regions of interest (ROIs) at 3T. As measures of sensitivity, the derivatives $\partial T_1^\text{observed} / \partial p_i^\text{MT}$ were computed and analyzed with a linear mixed-effects model as a function of $p_i^\text{MT}$, ROI, pulse sequence type (e.g., inversion recovery, variable flip angle), and the individual sequences.

Results: The analyzed $T_1$-mapping sequences have a considerable sensitivity to changes in the semi-solid spin pool size $m_0^\text{s}$, $T_1^\text{f}$ of the free, $T_1^\text{s}$ of the semi-solid spin pool, and the (inverse) exchange rate $T_\text{x}$. All derivatives vary considerably with the underlying MT parameters and between pulse sequences. The derivatives can, in general, not be determined by the sequence type, but rather depend on implementation details of the sequence. One notable exception is that variable-flip-angle methods are, in general, more sensitive to the exchange rate than inversion-recovery methods.

Conclusion: Variations in $T_1$ measurements can be caused by several underlying MT parameters, and the sensitivity to each parameter depends on both the underlying MT parameters and the sequence.

文献$T_1$映射方法对底层磁化传递参数的敏感性。
目的:在MRI文献中,磁化转移(MT)已被确定为$T_1$变异性的主要来源。本研究评估了建立的$T_1$映射技术对潜在MT参数变化的敏感性。方法:对于每种$T_1$-映射方法,将观察到的$T_1$模拟为底层MT参数$p_i^\text{MT}$的函数,对应于3T时不同的大脑感兴趣区域(roi)。作为灵敏度的度量,导数$\partial T_1^\text{observed} / \partial p_i^\text{MT}$用线性混合效应模型作为$p_i^\text{MT}$、ROI、脉冲序列类型(如反转恢复、可变翻转角)和单个序列的函数进行计算和分析。结果:所分析的$T_1$-映射序列对半固体自旋池大小$m_0^\text{s}$、$T_1^\text{f}$、$T_1^\text{s}$和(逆)汇率$T_\text{x}$的变化具有相当的敏感性。所有的导数随底层MT参数和脉冲序列之间变化很大。一般来说,衍生不是由序列类型决定的,而是取决于序列的实现细节。一个值得注意的例外是,变翻转角度方法通常比反转恢复方法对汇率更敏感。结论:$T_1$测量值的变化可能由几个潜在的MT参数引起,对每个参数的敏感性取决于潜在的MT参数和序列。
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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