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Considerations and recommendations from the ISMRM Diffusion Study Group for preclinical diffusion MRI: Part 3-Ex vivo imaging: Data processing, comparisons with microscopy, and tractography.

Publication ,  Journal Article
Schilling, KG; Howard, AFD; Grussu, F; Ianus, A; Hansen, B; Barrett, RLC; Aggarwal, M; Michielse, S; Nasrallah, F; Syeda, W; Wang, N; Hike, D ...
Published in: Magn Reson Med
June 2025

Preclinical diffusion MRI (dMRI) has proven value in methods development and validation, characterizing the biological basis of diffusion phenomena, and comparative anatomy. While dMRI enables in vivo non-invasive characterization of tissue, ex vivo dMRI is increasingly being used to probe tissue microstructure and brain connectivity. Ex vivo dMRI has several experimental advantages that facilitate high spatial resolution and high SNR images, cutting-edge diffusion contrasts, and direct comparison with histological data as a methodological validation. However, there are a number of considerations that must be made when performing ex vivo experiments. The steps from tissue preparation, image acquisition and processing, and interpretation of results are complex, with many decisions that not only differ dramatically from in vivo imaging of small animals, but ultimately affect what questions can be answered using the data. This work concludes a three-part series of recommendations and considerations for preclinical dMRI. Herein, we describe best practices for dMRI of ex vivo tissue, with a focus on image pre-processing, data processing, and comparisons with microscopy. In each section, we attempt to provide guidelines and recommendations but also highlight areas for which no guidelines exist (and why), and where future work should lie. We end by providing guidelines on code sharing and data sharing and point toward open-source software and databases specific to small animal and ex vivo imaging.

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Published In

Magn Reson Med

DOI

EISSN

1522-2594

Publication Date

June 2025

Volume

93

Issue

6

Start / End Page

2561 / 2582

Location

United States

Related Subject Headings

  • Signal-To-Noise Ratio
  • Nuclear Medicine & Medical Imaging
  • Microscopy
  • Image Processing, Computer-Assisted
  • Humans
  • Diffusion Tensor Imaging
  • Diffusion Magnetic Resonance Imaging
  • Brain
  • Animals
  • 4003 Biomedical engineering
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Schilling, K. G., Howard, A. F. D., Grussu, F., Ianus, A., Hansen, B., Barrett, R. L. C., … Jelescu, I. O. (2025). Considerations and recommendations from the ISMRM Diffusion Study Group for preclinical diffusion MRI: Part 3-Ex vivo imaging: Data processing, comparisons with microscopy, and tractography. Magn Reson Med, 93(6), 2561–2582. https://doi.org/10.1002/mrm.30424
Schilling, Kurt G., Amy F. D. Howard, Francesco Grussu, Andrada Ianus, Brian Hansen, Rachel L. C. Barrett, Manisha Aggarwal, et al. “Considerations and recommendations from the ISMRM Diffusion Study Group for preclinical diffusion MRI: Part 3-Ex vivo imaging: Data processing, comparisons with microscopy, and tractography.Magn Reson Med 93, no. 6 (June 2025): 2561–82. https://doi.org/10.1002/mrm.30424.
Schilling KG, Howard AFD, Grussu F, Ianus A, Hansen B, Barrett RLC, Aggarwal M, Michielse S, Nasrallah F, Syeda W, Wang N, Veraart J, Roebroeck A, Bagdasarian AF, Eichner C, Sepehrband F, Zimmermann J, Soustelle L, Bowman C, Tendler BC, Hertanu A, Jeurissen B, Verhoye M, Frydman L, van de Looij Y, Hike D, Dunn JF, Miller K, Landman BA, Shemesh N, Anderson A, McKinnon E, Farquharson S, Dell’Acqua F, Pierpaoli C, Drobnjak I, Leemans A, Harkins KD, Descoteaux M, Xu D, Huang H, Santin MD, Grant SC, Obenaus A, Kim GS, Wu D, Le Bihan D, Blackband SJ, Ciobanu L, Fieremans E, Bai R, Leergaard TB, Zhang J, Dyrby TB, Johnson GA, Cohen-Adad J, Budde MD, Jelescu IO. Considerations and recommendations from the ISMRM Diffusion Study Group for preclinical diffusion MRI: Part 3-Ex vivo imaging: Data processing, comparisons with microscopy, and tractography. Magn Reson Med. 2025 Jun;93(6):2561–2582.
Journal cover image

Published In

Magn Reson Med

DOI

EISSN

1522-2594

Publication Date

June 2025

Volume

93

Issue

6

Start / End Page

2561 / 2582

Location

United States

Related Subject Headings

  • Signal-To-Noise Ratio
  • Nuclear Medicine & Medical Imaging
  • Microscopy
  • Image Processing, Computer-Assisted
  • Humans
  • Diffusion Tensor Imaging
  • Diffusion Magnetic Resonance Imaging
  • Brain
  • Animals
  • 4003 Biomedical engineering