Evidence map›Paper›PMID 35396258›Full record

ArticleeNeuro

SMART: An Open-Source Extension of WholeBrain for Intact Mouse Brain Registration and Segmentation.

Michelle Jin, Joseph D Nguyen, Sophia J Weber, Carlos A Mejias-Aponte, Rajtarun Madangopal, Sam A Golden

Open access · goldAbstract readVideo-Audio Media
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
22citing papers in PubMed
6.6field-weighted citation impact, top 4% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

22 citing papers in PubMed, 31 citations in OpenAlex.

  1. Article
  2. Article
  3. Article
  4. Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. 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 · 2023
    Article
  12. Article
  13. Article
  14. Article
  15. Article
  16. 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 · 2022
    Article
  17. Mesoscale microscopy and image analysis tools for understanding the brain.Progress in biophysics and molecular biology · 2022
    Review
  18. Review
  19. Tissue clearing and 3D imaging in developmental biology.Development (Cambridge, England) · 2021
    Review
  20. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors at 2 institutions in 1 country.

Michelle JinIntramural Research Program, National Institute on Drug Abuse, National Institutes of Health, Baltimore 21224, MD mj2947@cumc.columbia.edu rajtarun.madangopal@nih.gov sagolden@uw.edu.ORCID https://orcid.org/0000-0002-8696-1958
Joseph D NguyenIntramural Research Program, National Institute on Drug Abuse, National Institutes of Health, Baltimore 21224, MD.
Sophia J WeberIntramural Research Program, National Institute on Drug Abuse, National Institutes of Health, Baltimore 21224, MD.
Carlos A Mejias-AponteIntramural Research Program, National Institute on Drug Abuse, National Institutes of Health, Baltimore 21224, MD.ORCID https://orcid.org/0000-0002-6909-1831
Rajtarun MadangopalIntramural Research Program, National Institute on Drug Abuse, National Institutes of Health, Baltimore 21224, MD mj2947@cumc.columbia.edu rajtarun.madangopal@nih.gov sagolden@uw.edu.ORCID https://orcid.org/0000-0001-6202-302X
Sam A GoldenDepartment of Biological Structure, University of Washington, Seattle 98195, WA mj2947@cumc.columbia.edu rajtarun.madangopal@nih.gov sagolden@uw.edu.ORCID https://orcid.org/0000-0002-2104-2272
National Institute on Drug Abuse · USUniversity of Washington Medical Center · US

Funding

University of Washington Center of Excellence in Opioid Addiction ResearchP30DA048736 · NIDA · UNIVERSITY OF WASHINGTON · PI Charles Chavkin · 2019 to 2026
$13.0M
BIOLOGICAL BASES OF DRUG-SEEKING BEHAVIORT32DA007262 · NIDA · OREGON HEALTH & SCIENCE UNIVERSITY · PI WILLIAMS, JOHN T · 1991 to 2022
$9.4M
Transcriptional, functional, and circuit profiling at single cell resolution of neuronal ensembles engaged by heroin relapseR01DA054317 · NIDA · UNIVERSITY OF WASHINGTON · PI FERGUSON, SUSAN MARIE, STUBER, GARRET D · 2021 to 2025
$2.7M
Connectomics of relapse to aggression seekingR00DA045662 · NIDA · UNIVERSITY OF WASHINGTON · PI GOLDEN, SAM · 2019 to 2021
$736k
Clear Volume Imaging with Machine Learning: a novel tool to identify brain-wide neuronal ensembles of opioid relapse in rat modelsUG3DA053802 · NIDA · UNIVERSITY OF MARYLAND BALTIMORE · PI CHEN, RONG, GOLDEN, SAM · 2021 to 2022
$423k
Role of the nucleus accumbens in regulating aggression reward.FI2GM117583 · NIGMS · U.S. NATIONAL INSTITUTE ON DRUG ABUSE · PI GOLDEN, SAM · 2016 to 2016
–
NIDA NIH HHS P30 DA048736NIDA NIH HHS R00 DA045662NIDA NIH HHS R01 DA054317NIDA NIH HHS T32 DA007262NIDA NIH HHS UG3 DA053802NIGMS NIH HHS FI2 GM117583
6 · The paper itself

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.

Indexed as

Brain MappingImage Processing, Computer-AssistedAnimalsBrainHistological TechniquesMiceMicroscopyactivity mappingbrain-wide activity mappingimmediate early genelight sheet microscopyneuronal ensemblestissue clearing

Identifiers

PMID35396258
PMCPMC9070730
OpenAlexW4223483385

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.