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bioRxiv · 10.1101/2023.09.24.559215

The impact of multiband and in-plane acceleration on white matter microstructure analysis

Abstract

Accelerated imaging has been broadly adopted in diffusion MRI studies, yet little is known about its impacts. Acceleration can achieve higher spatial and q-space resolution in shorter time, reduce motion artifacts, and reduce patient burden. However, it leads to noise amplification, and its impacts in clinical cohorts are poorly understood. This study examined the impact of multiband (also called simultaneous multislice, or SMS) and in-plane acceleration (IPA, also called phase acceleration) in diffusion imaging in forty older adults differing in cognitive status. We evaluated a total of 400 scans from five acquisitions: no acceleration (S1P1); SMS=3 with no in-plane acceleration (S3P1); SMS=3 with IPA=2 (S3P2); S6P1; and S6P2. The number of diffusion directions and b-values was kept constant such that acquisition times varied from 21:28 to 3:56. We found that diffusion metrics were highly sensitive to acceleration factor, with a trend towards higher fractional anisotropy (FA) and lower orientation dispersion (OD) with acceleration. The differences between accelerated and unaccelerated acquisitions could be partly explained by the noise amplification (g-factor) and reduced motion. Intraclass correlations (ICCs) of FA and OD in white matter were excellent in both S1P1 and S3P1 (median >0.8), good but lower in S3P2 and S6P1 (medians around 0.70), and poor to fair in S6P2 (medians 0.46 and 0.57). In-plane acceleration decreased ICC, including areas of high susceptibility distortion. In a comparison of mild cognitive impairment versus healthy controls, acceleration tended to reduce group differences, particularly in the fornix, with greater costs in OD than FA. Our results provide guidance regarding the costs of acceleration (possible biases and reduced effect sizes) while also characterizing the benefits (reduced motion, good reliability at higher multiband with no in-plane).

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BibTeXRIS

Zhang, Z., Venkataraman, A., Cole, M., Ye, T., Qiu, D., Lin, F. V., Risk, B. B.. 2023-09-24. The impact of multiband and in-plane acceleration on white matter microstructure analysis. https://doi.org/10.1101/2023.09.24.559215

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