• Skip to primary navigation
  • Skip to main content
  • Skip to primary sidebar

NIDA IRP

National Institute on Drug Abuse - Intramural Research Program

  National Institute on Drug Abuse | NIH IRP | Treatment Info | Emergency Contacts
  • Home
  • News
    • Featured Paper of the Month
    • Reviews to Read
    • Hot off the Press
    • IRP News
    • Awards
    • Technology Development Initiative Paper of the Month
    • Seminar Series
    • Addiction Grand Rounds
  • About
    • About NIDA IRP
    • Contact Us
    • Directions and Map
    • Careers at NIDA IRP
    • Emergency Contacts
    • Employee Assistance Resources
  • Organization
    • Faculty
    • Office of the Scientific Director
    • Office of the Clinical Director
    • Office of Education and Career Development
    • Administrative Management Branch
    • Molecular Targets and Medications Discovery Branch
    • Cellular and Neurocomputational Systems Branch
    • Molecular Neuropsychiatry Research Branch
    • Neuroimaging Research Branch
    • Behavioral Neuroscience Research Branch
    • Integrative Neuroscience Research Branch
    • Translational Addiction Medicine Branch
    • Core Facilities
    • Community Outreach Group
  • Training Programs
    • Office of Education and Career Development
    • OECD Awards
    • Summer Internship Program
    • Postbaccalaureate Program
    • Graduate Partnership Program
    • Postdoctoral Program
    • NIDA Speakers Bureau
    • Clinical Electives Program
    • Clinical Mentoring Program
  • Study Volunteers
  • TDI Home
  • TDI Paper of the Month
  • TDI Seminar Series
  • Resources
  • Staff
  • TDI Paper of the Month Committee
  • Technology Transfer
  • Transgenic Rat Project
  • Equipment Inventory Database
    (NIDA Staff Only, VPN Required)

Technology Development Initiative – Paper of the Month – September 2022

A figure from this article

Image copyright – eNeuro.

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

Published in eNeuro.

Authors

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

Paper presented by Dr. Katherine Savell  and selected by the NIDA TDI Paper of the Month Committee.

Background and Technological Advancement

Whole-brain activity mapping provides one way to understand which brain regions encode and control behavior and cognition. However, achieving consistent staining conditions in three-dimensional tissue and analysis of the resulting large datasets remain a challenge. Jin et al. present an optimized protocol for Fos staining, a marker of neuronal activation, in a cleared mouse brain and provide an open-source R package called SMART (Semi-Manual Alignment to Reference Templates) as an extension to the Wholebrain pipeline (PMID: 29203898). SMART is designed to make whole-brain activity mapping more accessible to researchers looking to implement the technique and analysis into their research program.


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

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

In: eNeuro, vol. 9, no. 3, 2022, ISSN: 2373-2822.

Abstract | Links

@article{pmid35396258,
title = {SMART: An Open-Source Extension of WholeBrain for Intact Mouse Brain Registration and Segmentation},
author = {Michelle Jin and Joseph D Nguyen and Sophia J Weber and Carlos A Mejias-Aponte and Rajtarun Madangopal and Sam A Golden},
url = {https://pubmed.ncbi.nlm.nih.gov/35396258/},
doi = {10.1523/ENEURO.0482-21.2022},
issn = {2373-2822},
year = {2022},
date = {2022-05-03},
journal = {eNeuro},
volume = {9},
number = {3},
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.},
keywords = {},
pubstate = {published},
tppubtype = {article}
}

Close

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.

Close

  • https://pubmed.ncbi.nlm.nih.gov/35396258/
  • doi:10.1523/ENEURO.0482-21.2022

Close

Primary Sidebar

Technology Development Initiative

  • TDI Home
  • TDI Paper of the Month
  • TDI Seminar Series
  • Resources
  • Staff
  • TDI Paper of the Month Committee
  • Technology Transfer
  • Transgenic Rat Project
  • Equipment Inventory Database
    (NIDA Staff Only, VPN Required)

Organization

  • Organization
  • Faculty
  • Office of the Scientific Director
  • Office of the Clinical Director
  • Administrative Management Branch
  • Molecular Targets and Medications Discovery Branch
  • Cellular and Neurocomputational Systems Branch
  • Molecular Neuropsychiatry Research Branch
  • Neuroimaging Research Branch
  • Behavioral Neuroscience Research Branch
  • Integrative Neuroscience Research Branch
  • Translational Addiction Medicine Branch
  • Core Facilities
  • Careers at NIDA IRP
  • Technology Development Initiative
  • Community Outreach Group
Home / News Main / Technology Development Initiative Paper of the Month / Technology Development Initiative – Paper of the Month – September 2022
  • National Institute on Drug Abuse
  • NIH Intramural Research Program
  • National Institutes of Health
  • Health and Human Services
  • USA.GOV
  • Emergency Contacts
  • Employee Assistance
  • Treatment Information
  • Contact Us
  • Careers at NIDA IRP
  • Accessibility
  • Privacy
  • HHS Vulnerability Disclosure
  • Freedom of Information Act
  • Document Viewing Tools
  • Offsite Links
  • National Institute on Drug Abuse
  • NIH Intramural Research Program
  • National Institutes of Health
  • Health and Human Services
  • USA.GOV
  • Emergency Contacts
  • Employee Assistance
  • Treatment Information
  • Contact Us
  • Careers at NIDA IRP
  • Accessibility
  • Privacy
  • HHS Vulnerability Disclosure
  • Freedom of Information Act
  • Document Viewing Tools
  • Offsite Links

  • Home
  • News
    ▼
    • Featured Paper of the Month
    • Reviews to Read
    • Hot off the Press
    • IRP News
    • Awards
    • Technology Development Initiative Paper of the Month
    • Seminar Series
    • Addiction Grand Rounds
  • About
    ▼
    • About NIDA IRP
    • Contact Us
    • Directions and Map
    • Careers at NIDA IRP
    • Emergency Contacts
    • Employee Assistance Resources
  • Organization
    ▼
    • Faculty
    • Office of the Scientific Director
    • Office of the Clinical Director
    • Office of Education and Career Development
    • Administrative Management Branch
    • Molecular Targets and Medications Discovery Branch
    • Cellular and Neurocomputational Systems Branch
    • Molecular Neuropsychiatry Research Branch
    • Neuroimaging Research Branch
    • Behavioral Neuroscience Research Branch
    • Integrative Neuroscience Research Branch
    • Translational Addiction Medicine Branch
    • Core Facilities
    • Community Outreach Group
  • Training Programs
    ▼
    • Office of Education and Career Development
    • OECD Awards
    • Summer Internship Program
    • Postbaccalaureate Program
    • Graduate Partnership Program
    • Postdoctoral Program
    • NIDA Speakers Bureau
    • Clinical Electives Program
    • Clinical Mentoring Program
  • Study Volunteers