ArticleeNeuro
SMART: An Open-Source Extension of WholeBrain for Intact Mouse Brain Registration and Segmentation.
Article in eNeuro. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers.
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Who cites it
22 citing papers in PubMed, 31 citations in OpenAlex.
- Behavioral and brain-wide neural signatures of sundowning in Alzheimer's disease.Research square · 2026Article
- DMC-BrainMap is an open-source, end-to-end tool for multi-feature brain mapping in different species.Cell reports methods · 2026Article
- The ANTsX ecosystem for mapping the mouse brain.Nature communications · 2025Article
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- Modular strategies for spatial mapping of diverse cell type data of the mouse brain.Research square · 2025Article
- ClearFinder: a Python GUI for annotating cells in cleared mouse brain.BMC bioinformatics · 2025Article
- Distinct dynamics and intrinsic properties in ventral tegmental area populations mediate reward association and motivation.Cell reports · 2024Article
- Drugs of abuse hijack a mesolimbic pathway that processes homeostatic need.Science (New York, N.Y.) · 2024Article
- Altered corollary discharge signaling in the auditory cortex of a mouse model of schizophrenia predisposition.Nature communications · 2023Article
- UNRAVELing the synergistic effects of psilocybin and environment on brain-wide immediate early gene expression in mice.Neuropsychopharmacology : official publication of the American College of Neuropsychopharmacology · 2023Article
- Localization and Registration of 2D Histological Mouse Brain Images in 3D Atlas Space.Neuroinformatics · 2023Article
- Deep ultraviolet fluorescence microscopy of three-dimensional structures in the mouse brain.Scientific reports · 2023Article
- UNRAVELing the synergistic effects of psilocybin and environment on brain-wide immediate early gene expression in mice.bioRxiv : the preprint server for biology · 2023Article
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- Incubation of palatable food craving is associated with brain-wide neuronal activation in mice.Proceedings of the National Academy of Sciences of the United States of America · 2022Article
- Mesoscale microscopy and image analysis tools for understanding the brain.Progress in biophysics and molecular biology · 2022Review
- Fluorescent transgenic mouse models for whole-brain imaging in health and disease.Frontiers in molecular neuroscience · 2022Review
- Tissue clearing and 3D imaging in developmental biology.Development (Cambridge, England) · 2021Review
- DeepMapi: a Fully Automatic Registration Method for Mesoscopic Optical Brain Images Using Convolutional Neural Networks.Neuroinformatics · 2021Article
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Authors and funding
6 authors at 2 institutions in 1 country.
Funding
Abstract
Mapping immediate early gene (IEG) expression across intact mouse brains allows for unbiased identification of brain-wide activity patterns underlying complex behaviors. Accurate registration of sample brains to a common anatomic reference is critical for precise assignment of IEG-positive ("active") neurons to known brain regions of interest (ROIs). While existing automated voxel-based registration methods provide a high-throughput solution, they require substantial computing power, can be difficult to implement and fail when brains are damaged or only partially imaged. Additionally, it is challenging to cross-validate these approaches or compare them to any preexisting literature based on serial coronal sectioning. Here, we present the open-source R package SMART (Semi-Manual Alignment to Reference Templates) that extends the WholeBrain R package framework to automated segmentation and semi-automated registration of intact mouse brain light-sheet fluorescence microscopy (LSFM) datasets. The SMART package was created for novice programmers and introduces a streamlined pipeline for aligning, registering, and segmenting LSFM volumetric datasets across the anterior-posterior (AP) axis, using a simple "choice game" and interactive menus. SMART provides the flexibility to register whole brains, partial brains or discrete user-chosen images, and is fully compatible with traditional sectioned coronal slice-based analyses. We demonstrate SMART's core functions using example datasets and provide step-by-step video tutorials for installation and implementation of the package. We also present a modified iDISCO+ tissue clearing procedure for uniform immunohistochemical labeling of the activity marker Fos across intact mouse brains. The SMART pipeline, in conjunction with the modified iDISCO+ Fos procedure, is ideally suited for examination and orthogonal cross-validation of brain-wide neuronal activation datasets.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.