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一种量化磁共振成像(MRI)头部运动跟踪准确性的体内方法:无标记光学跟踪与脂肪导航器的比较。

An in-vivo approach to quantify in-MRI head motion tracking accuracy: comparison of markerless optical tracking versus fat-navigators.

作者信息

Zariry Zakaria, Lamberton Franck, Frost Robert, Gaass Thomas, Troalen Thomas, Rayson Holly, Slipsager Jakob M, Richard Nathalie, van der Kouwe Andre, Bonaiuto James, Hiba Bassem

出版信息

medRxiv. 2025 Apr 25:2025.04.23.25326185. doi: 10.1101/2025.04.23.25326185.

Abstract

PURPOSE

Head-motion tracking and correction remains a key area of research in MRI, but the lack of rigorous evaluation approaches hinders their optimization and comparison. This study introduces an in-vivo framework to assess head-motion tracking methods and compares a markerless optical system (MOS) to a fat-signal navigator (FatNav).

METHODS

Six participants underwent 3T brain MRI using a T1-weighted (T1w) pulse-sequence with a fat-navigator module. Participants performed head-rotations of 2° or 4°, each visually guided by MOS feedback around a single primary axis (X or Z). MOS and FatNav estimations were evaluated against T1w-images rigid-registration, as gold-standard, across seven different head positions.

RESULTS

The MOS outperformed FatNav in tracking primary head-rotations and unintentional translations, while FatNav showed marginally better accuracy to subtle secondary rotations. Neck-masking of fat-navigators further improved FatNav estimates of pitch rotations. The quality of T1w-images collected motionless and with head-rotations of 2° and 4° were also investigated. The MOS outperformed FatNav in restoring image fidelity, evidenced by higher structural similarity index, peak signal-to-noise ratio and focus measure. However, image quality evaluation lacked sensitivity to subtle improvements in FatNav with neck-masking.

CONCLUSION

The proposed in-vivo framework enables direct quantitative evaluation of intra-MRI head-motion tracking methods. MOS outperformed FatNav in estimating primary head rotations and unintentional translations, with a moderate FatNav advantage for small unintentional secondary rotations. Quality assessment of the motion-corrected images confirmed the superiority of MOS in practice. However, it proved less sensitive than direct comparison of movement estimates in detecting the nuanced improvements of FatNav with neck-masking.

摘要

目的

头部运动跟踪与校正仍是磁共振成像(MRI)研究的关键领域,但缺乏严格的评估方法阻碍了其优化与比较。本研究引入一种体内框架来评估头部运动跟踪方法,并将无标记光学系统(MOS)与脂肪信号导航器(FatNav)进行比较。

方法

六名参与者使用带有脂肪导航模块的T1加权(T1w)脉冲序列进行3T脑部MRI检查。参与者围绕单个主轴(X或Z)进行2°或4°的头部旋转,每次旋转均在MOS反馈的视觉引导下进行。将MOS和FatNav的估计值与作为金标准的T1w图像刚性配准进行比较,跨越七个不同的头部位置。

结果

在跟踪主要头部旋转和无意平移方面,MOS的表现优于FatNav,而FatNav在细微的二次旋转方面显示出略高的准确性。脂肪导航器的颈部屏蔽进一步改善了Pitch旋转的FatNav估计。还研究了静止状态以及头部旋转2°和4°时采集的T1w图像的质量。通过更高的结构相似性指数、峰值信噪比和聚焦测量证明,MOS在恢复图像保真度方面优于FatNav。然而,图像质量评估对颈部屏蔽后FatNav的细微改进缺乏敏感性。

结论

所提出的体内框架能够对MRI内头部运动跟踪方法进行直接定量评估。在估计主要头部旋转和无意平移方面,MOS优于FatNav,对于小幅度无意二次旋转,FatNav具有一定优势。运动校正图像的质量评估证实了MOS在实际应用中的优越性。然而,在检测颈部屏蔽后FatNav的细微改进方面,它被证明不如直接比较运动估计敏感。

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