ArticleNeuroImage2021
An isotropic EPI database and analytical pipelines for rat brain resting-state fMRI.
Article in NeuroImage, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers.
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Who cites it
21 citing papers in PubMed.
- SORDINO: silent, sensitive, specific and artifact-resistant fMRI in awake, behaving mice.Nature neuroscience · 2026Article
- Early Multimodal Motor Training After Stroke Promotes Motor Recovery and Whole-Brain Structural Remodeling.Journal of the American Heart Association · 2026Article
- Article
- Chronic ethanol exposure reduces resting state functional connectivity and regional synchrony in male rats.Psychopharmacology · 2026Article
- Measurement of electrochemical brain activity with fast-scan cyclic voltammetry during functional magnetic resonance imaging.Nature protocols · 2026Review
- fMRI data acquisition and analysis for task-free, anesthetized rats.Nature protocols · 2025Review
- Neuromodulation in Small Animal fMRI.Journal of magnetic resonance imaging : JMRI · 2025Review
- A standardized image processing and data quality platform for rodent fMRI.Nature communications · 2024Article
- Distinct neurochemical influences on fMRI response polarity in the striatum.Nature communications · 2024Article
- Intrinsic Functional Connectivity between the Anterior Insular and Retrosplenial Cortex as a Moderator and Consequence of Cocaine Self-Administration in Rats.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2024Article
- Acute alcohol induces greater dose-dependent increase in the lateral cortical network functional connectivity in adult than adolescent rats.Addiction neuroscience · 2023Article
- A consensus protocol for functional connectivity analysis in the rat brain.Nature neuroscience · 2023Article
- Optogenetic stimulation of anterior insular cortex neurons in male rats reveals causal mechanisms underlying suppression of the default mode network by the salience network.Nature communications · 2023Article
- Computing hemodynamic response functions from concurrent spectral fiber-photometry and fMRI data.Neurophotonics · 2022Article
- Chemogenetic stimulation of tonic locus coeruleus activity strengthens the default mode network.Science advances · 2022Article
- Whole-brain studies of spontaneous behavior in head-fixed rats enabled by zero echo time MB-SWIFT fMRI.NeuroImage · 2022Article
- Unique spatiotemporal fMRI dynamics in the awake mouse brain.Current biology : CB · 2022Article
- Functional Connectivity of the Brain Across Rodents and Humans.Frontiers in neuroscience · 2022Review
- 3D U-Net Improves Automatic Brain Extraction for Isotropic Rat Brain Magnetic Resonance Imaging Data.Frontiers in neuroscience · 2021Article
- Optogenetic fMRI reveals therapeutic circuits of subthalamic nucleus deep brain stimulation.Brain stimulationArticle
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Authors and funding
15 authors.
Funding
Abstract
Resting-state functional magnetic resonance imaging (fMRI) has drastically expanded the scope of brain research by advancing our knowledge about the topologies, dynamics, and interspecies translatability of functional brain networks. Several databases have been developed and shared in accordance with recent key initiatives in the rodent fMRI community to enhance the transparency, reproducibility, and interpretability of data acquired at various sites. Despite these pioneering efforts, one notable challenge preventing efficient standardization in the field is the customary choice of anisotropic echo planar imaging (EPI) schemes with limited spatial coverage. Imaging with anisotropic resolution and/or reduced brain coverage has significant shortcomings including reduced registration accuracy and increased deviation in brain feature detection. Here we proposed a high-spatial-resolution (0.4 mm), isotropic, whole-brain EPI protocol for the rat brain using a horizontal slicing scheme that can maintain a functionally relevant repetition time (TR), avoid high gradient duty cycles, and offer unequivocal whole-brain coverage. Using this protocol, we acquired resting-state EPI fMRI data from 87 healthy rats under the widely used dexmedetomidine sedation supplemented with low-dose isoflurane on a 9.4 T MRI system. We developed an EPI template that closely approximates the Paxinos and Watson's rat brain coordinate system and demonstrated its ability to improve the accuracy of group-level approaches and streamline fMRI data pre-processing. Using this database, we employed a multi-scale dictionary-learning approach to identify reliable spatiotemporal features representing rat brain intrinsic activity. Subsequently, we performed k-means clustering on those features to obtain spatially discrete, functional regions of interest (ROIs). Using Euclidean-based hierarchical clustering and modularity-based partitioning, we identified the topological organizations of the rat brain. Additionally, the identified group-level FC network appeared robust across strains and sexes. The "triple-network" commonly adapted in human fMRI were resembled in the rat brain. Through this work, we disseminate raw and pre-processed isotropic EPI data, a rat brain EPI template, as well as identified functional ROIs and networks in standardized rat brain coordinates. We also make our analytical pipelines and scripts publicly available, with the hope of facilitating rat brain resting-state fMRI study standardization.
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