How Variable Are Our Rat Sensory-Evoked Functional MRI Datasets?

Motivation: We address the need for standardization and collaboration in rat sensory-evoked fMRI by providing evidence-based recommendations and open-access datasets, fostering community growth. Goal(s): We aim to assess inter- and intra-datasets variability, focusing on image acquisition and experimental protocols, and to optimize analysis by comparing hemodynamic response functions and denoising methods. Approach: We collected 17 rat datasets from 10 centers, applied standardized preprocessing, and analyzed the sensory-evoked responses at individual and groups levels. Project code is openly available. Results: Our study revealed significant diversity in rat attributes, anesthesia protocols, and imaging acquisition parameters across datasets. We are currently optimizing analyses to strengthen protocol robustness. Impact: We present evidence for the substantial heterogeneity intra- and inter-datasets of rat sensory-evoked fMRI. We will provide guidelines to enhance reproducibility, facilitate cross-laboratory comparisons, collaborations in neuroimaging research, and encourage more robust findings with potential translational applications.

Authors

Publication Details

Journal
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Published
2024-11-26
DOI
https://doi.org/10.58530/2024/3324
Primary Topic
Advanced MRI Techniques and Applications
Type
article
Field-Weighted Citation Impact
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article

How Variable Are Our Rat Sensory-Evoked Functional MRI Datasets?

Yujian Diao, Sandra Strobelt, M Chakravarty, Henning M. Reimann et al.
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Advanced MRI Techniques and Applications
article

How Variable Are Our Rat Sensory-Evoked Functional MRI Datasets?

Yujian Diao, Sandra Strobelt, M Chakravarty, Henning M. Reimann, Cornelius Faber, Carles Justicia, Erwan Selingue, Diana Cash, Luisa Ciobanu, Tom W. J. Scheenen, Gabriel A. Devenyi, Baogui Zhang, Margaret Broadwater, Johannes Kaesser, Sung-Ho Lee, Kai‐Hsiang Chuang, Lydia Wachsmuth, Jürgen Baudewig, Ileana Jelescu, Akira Sumiyoshi, Noam Shemesh, Susann Boretius, Judith Regina Homberg, Yen‐Yu Ian Shih, Gabriel Desrosiers-Grégoire, Andreas Heß, Thoralf Niendorf, Rita Gil, Henriette Lambers, Isabel Wank, Joanes Grandjean, Eilidh MacNicol, Nikoloz Sirmpilatze, Guadalupe Sòria, Xin Yu, Eugene Kim, Yongzhi Zhang, Ryuta Kawashima, Yi Chen, Marie E Galteau, Nick Todd, Yanyan Liu
article en

Abstract

Motivation: We address the need for standardization and collaboration in rat sensory-evoked fMRI by providing evidence-based recommendations and open-access datasets, fostering community growth. Goal(s): We aim to assess inter- and intra-datasets variability, focusing on image acquisition and experimental protocols, and to optimize analysis by comparing hemodynamic response functions and denoising methods. Approach: We collected 17 rat datasets from 10 centers, applied standardized preprocessing, and analyzed the sensory-evoked responses at individual and groups levels. Project code is openly available. Results: Our study revealed significant diversity in rat attributes, anesthesia protocols, and imaging acquisition parameters across datasets. We are currently optimizing analyses to strengthen protocol robustness. Impact: We present evidence for the substantial heterogeneity intra- and inter-datasets of rat sensory-evoked fMRI. We will provide guidelines to enhance reproducibility, facilitate cross-laboratory comparisons, collaborations in neuroimaging research, and encourage more robust findings with potential translational applications.

Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Partnerships for the goals
Openalex Percentile: Top 62%
Advanced MRI Techniques and Applications
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