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非均匀滑动窗口重建加速双对比剂定量磁共振指纹成像。

Nonuniform sliding-window reconstruction for accelerated dual contrast agent quantification with MR fingerprinting.

机构信息

Biomedical MRI Research Laboratory (BMRL), IWK Health Centre, 5850/5980 University Avenue, Halifax, NS, B3K 6R8, Canada.

Department of Physics and Atmospheric Science, Dalhousie University, Halifax, NS, Canada.

出版信息

MAGMA. 2024 Apr;37(2):273-282. doi: 10.1007/s10334-023-01140-9. Epub 2024 Jan 13.

Abstract

OBJECTIVE

MR fingerprinting (MRF) can enable preclinical studies of cell tracking by quantifying multiple contrast agents simultaneously, but faster scan times are required for in vivo applications. Sliding window (SW)-MRF is one option for accelerating MRF, but standard implementations are not sufficient to preserve the accuracy of T*, which is critical for tracking iron-labelled cells in vivo.

PURPOSE

To develop a SW approach to MRF which preserves the T* accuracy required for accelerated concentration mapping of iron-labelled cells on single-channel preclinical systems.

METHODS

A nonuniform SW was applied to the MRF sequence and dictionary. Segments of the sequence most sensitive to T* were subject to a shorter window length, preserving the T* sensitivity. Phantoms containing iron-labelled CD8+ T cells and gadolinium were used to compare 24× undersampled uniform and nonuniform SW-MRF parameter maps. Dual concentration maps were generated for both uniform and nonuniform MRF and compared.

RESULTS

Lin's concordance correlation coefficient, compared to gold standard parameter values, was much greater for nonuniform SW-MRF than for uniform SW-MRF. A Wilcoxon signed-rank test showed no significant difference between nonuniform SW-MRF and gold standards. Nonuniform SW-MRF outperformed the uniform SW-MRF concentration maps for all parameters, providing a balance between T* sensitivity of short window lengths, and SNR of longer window lengths.

CONCLUSIONS

Nonuniform SW-MRF improves the accuracy of matching compared to uniform SW-MRF, allowing higher accelerated concentration mapping for preclinical systems.

摘要

目的

MR 指纹技术(MRF)可以通过同时量化多种对比剂来实现细胞示踪的临床前研究,但体内应用需要更快的扫描时间。滑动窗口(SW)-MRF 是加速 MRF 的一种选择,但标准实现不足以保持 T的准确性,而 T对于体内铁标记细胞的跟踪至关重要。

目的

开发一种 SW 方法的 MRF,以保持在单通道临床前系统上加速铁标记细胞浓度映射所需的 T*准确性。

方法

将非均匀 SW 应用于 MRF 序列和字典。对序列中对 T最敏感的部分采用较短的窗口长度,以保持 T的灵敏度。使用含有铁标记的 CD8+T 细胞和钆的体模比较了 24×欠采样的均匀和非均匀 SW-MRF 参数图。生成了均匀和非均匀 MRF 的双浓度图并进行了比较。

结果

与金标准参数值相比,非均匀 SW-MRF 的 Lin 一致性相关系数要大得多。Wilcoxon 符号秩检验表明非均匀 SW-MRF 与金标准之间没有显著差异。非均匀 SW-MRF 优于所有参数的均匀 SW-MRF 浓度图,在短窗口长度的 T*灵敏度和长窗口长度的 SNR 之间取得了平衡。

结论

与均匀 SW-MRF 相比,非均匀 SW-MRF 提高了匹配的准确性,允许更高的临床前系统加速浓度映射。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6eb8/10994993/439a6fc877b7/10334_2023_1140_Fig1_HTML.jpg

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