Skip to main content
  • Submit
  • About
    • Editorial Board
    • PNAS Staff
    • FAQ
    • Rights and Permissions
  • Contact
  • Journal Club
  • Subscribe
    • Subscription Rates
    • Subscriptions FAQ
    • Open Access
    • Recommend PNAS to Your Librarian
  • Log in
  • My Cart

Main menu

  • Home
  • Articles
    • Current
    • Latest Articles
    • Special Features
    • Colloquia
    • Collected Articles
    • PNAS Classics
    • Archive
  • Front Matter
  • News
    • For the Press
    • Highlights from Latest Articles
    • PNAS in the News
  • Podcasts
  • Authors
    • Purpose and Scope
    • Editorial and Journal Policies
    • Submission Procedures
    • For Reviewers
    • Author FAQ
  • Submit
  • About
    • Editorial Board
    • PNAS Staff
    • FAQ
    • Rights and Permissions
  • Contact
  • Journal Club
  • Subscribe
    • Subscription Rates
    • Subscriptions FAQ
    • Open Access
    • Recommend PNAS to Your Librarian

User menu

  • Log in
  • My Cart

Search

  • Advanced search
Home
Home

Advanced Search

  • Home
  • Articles
    • Current
    • Latest Articles
    • Special Features
    • Colloquia
    • Collected Articles
    • PNAS Classics
    • Archive
  • Front Matter
  • News
    • For the Press
    • Highlights from Latest Articles
    • PNAS in the News
  • Podcasts
  • Authors
    • Purpose and Scope
    • Editorial and Journal Policies
    • Submission Procedures
    • For Reviewers
    • Author FAQ

New Research In

Physical Sciences

Featured Portals

  • Physics
  • Chemistry
  • Sustainability Science

Articles by Topic

  • Applied Mathematics
  • Applied Physical Sciences
  • Astronomy
  • Computer Sciences
  • Earth, Atmospheric, and Planetary Sciences
  • Engineering
  • Environmental Sciences
  • Mathematics
  • Statistics

Social Sciences

Featured Portals

  • Anthropology
  • Sustainability Science

Articles by Topic

  • Economic Sciences
  • Environmental Sciences
  • Political Sciences
  • Psychological and Cognitive Sciences
  • Social Sciences

Biological Sciences

Featured Portals

  • Sustainability Science

Articles by Topic

  • Agricultural Sciences
  • Anthropology
  • Applied Biological Sciences
  • Biochemistry
  • Biophysics and Computational Biology
  • Cell Biology
  • Developmental Biology
  • Ecology
  • Environmental Sciences
  • Evolution
  • Genetics
  • Immunology and Inflammation
  • Medical Sciences
  • Microbiology
  • Neuroscience
  • Pharmacology
  • Physiology
  • Plant Biology
  • Population Biology
  • Psychological and Cognitive Sciences
  • Sustainability Science
  • Systems Biology

Hebbian and neuromodulatory mechanisms interact to trigger associative memory formation

Joshua P. Johansen, Lorenzo Diaz-Mataix, Hiroki Hamanaka, Takaaki Ozawa, Edgar Ycu, Jenny Koivumaa, Ashwani Kumar, Mian Hou, Karl Deisseroth, Edward S. Boyden and Joseph E. LeDoux
PNAS December 8, 2014. 201421304; published ahead of print December 8, 2014. https://doi.org/10.1073/pnas.1421304111
Joshua P. Johansen
aLaboratory for Neural Circuitry of Memory, RIKEN Brain Science Institute, Wako, Saitama 351-0198, Japan;bDepartment of Life Sciences, Graduate School of Arts and Sciences, University of Tokyo, Tokyo 153-0198, Japan;cCenter for Neural Science, New York University, New York, NY 10003;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • For correspondence: ledoux@cns.nyu.edujjohans@brain.riken.jp
Lorenzo Diaz-Mataix
cCenter for Neural Science, New York University, New York, NY 10003;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Hiroki Hamanaka
aLaboratory for Neural Circuitry of Memory, RIKEN Brain Science Institute, Wako, Saitama 351-0198, Japan;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Takaaki Ozawa
aLaboratory for Neural Circuitry of Memory, RIKEN Brain Science Institute, Wako, Saitama 351-0198, Japan;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Edgar Ycu
aLaboratory for Neural Circuitry of Memory, RIKEN Brain Science Institute, Wako, Saitama 351-0198, Japan;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Jenny Koivumaa
aLaboratory for Neural Circuitry of Memory, RIKEN Brain Science Institute, Wako, Saitama 351-0198, Japan;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Ashwani Kumar
aLaboratory for Neural Circuitry of Memory, RIKEN Brain Science Institute, Wako, Saitama 351-0198, Japan;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Mian Hou
cCenter for Neural Science, New York University, New York, NY 10003;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Karl Deisseroth
dDepartment of Bioengineering, Department of Psychiatry and Behavioral Sciences, andeHoward Hughes Medical Institute, Stanford University, Stanford, CA 94305;
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Edward S. Boyden
fMcGovern Institute for Brain Research, Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA 02139; and
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Joseph E. LeDoux
cCenter for Neural Science, New York University, New York, NY 10003;gThe Emotional Brain Institute, Nathan Kline Institute for Psychiatric Research, Orangeburg, NY 10962
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • For correspondence: ledoux@cns.nyu.edujjohans@brain.riken.jp
  1. Contributed by Joseph E. LeDoux, November 7, 2014 (sent for review March 11, 2014)

  • Article
  • Figures & SI
  • Authors & Info
  • PDF
Loading

Significance

The influential Hebbian plasticity hypothesis suggests that an increase in the strength of connections between neurons whose activity is correlated produces memories. Other theories, however, propose that neuromodulatory systems need to be activated together with Hebbian plasticity mechanisms to engage memory formation. The present work provides direct in vivo evidence supporting the idea that a parallel mechanism involving neuromodulation and Hebbian processes is both necessary and sufficient to trigger synaptic strengthening and behavioral associative memory formation. This parallel process may represent a general mechanism used by many learning systems in the brain.

Abstract

A long-standing hypothesis termed “Hebbian plasticity” suggests that memories are formed through strengthening of synaptic connections between neurons with correlated activity. In contrast, other theories propose that coactivation of Hebbian and neuromodulatory processes produce the synaptic strengthening that underlies memory formation. Using optogenetics we directly tested whether Hebbian plasticity alone is both necessary and sufficient to produce physiological changes mediating actual memory formation in behaving animals. Our previous work with this method suggested that Hebbian mechanisms are sufficient to produce aversive associative learning under artificial conditions involving strong, iterative training. Here we systematically tested whether Hebbian mechanisms are necessary and sufficient to produce associative learning under more moderate training conditions that are similar to those that occur in daily life. We measured neural plasticity in the lateral amygdala, a brain region important for associative memory storage about danger. Our findings provide evidence that Hebbian mechanisms are necessary to produce neural plasticity in the lateral amygdala and behavioral memory formation. However, under these conditions Hebbian mechanisms alone were not sufficient to produce these physiological and behavioral effects unless neuromodulatory systems were coactivated. These results provide insight into how aversive experiences trigger memories and suggest that combined Hebbian and neuromodulatory processes interact to engage associative aversive learning.

  • Hebbian plasticity
  • amygdala
  • neuromodulation
  • instructive signals
  • associative learning

Footnotes

  • ↵1J.P.J. and L.D.-M. contributed equally to this work.

  • ↵2To whom correspondence may be addressed. Email: ledoux{at}cns.nyu.edu or jjohans{at}brain.riken.jp.
  • Author contributions: J.P.J., L.D.-M., and H.H. designed research; J.P.J., L.D.-M., T.O., E.Y., J.K., and M.H. performed research; K.D. and E.S.B. contributed new reagents/analytic tools; H.H. engineered the AAV-ChR2 construct; K.D. and E.S.B. provided advice on experimental methodologies; J.P.J., L.D.-M., A.K., M.H., and J.E.L. analyzed data; and J.P.J., L.D.-M., and J.E.L. wrote the paper.

  • The authors declare no conflict of interest.

  • This article contains supporting information online at www.pnas.org/lookup/suppl/doi:10.1073/pnas.1421304111/-/DCSupplemental.

Freely available online through the PNAS open access option.

Next
Back to top
Article Alerts
Email Article

Thank you for your interest in spreading the word on PNAS.

NOTE: We only request your email address so that the person you are recommending the page to knows that you wanted them to see it, and that it is not junk mail. We do not capture any email address.

Enter multiple addresses on separate lines or separate them with commas.
Hebbian and neuromodulatory mechanisms interact to trigger associative memory formation
(Your Name) has sent you a message from PNAS
(Your Name) thought you would like to see the PNAS web site.
Citation Tools
Mechanisms underlying memory in the amygdala
Joshua P. Johansen, Lorenzo Diaz-Mataix, Hiroki Hamanaka, Takaaki Ozawa, Edgar Ycu, Jenny Koivumaa, Ashwani Kumar, Mian Hou, Karl Deisseroth, Edward S. Boyden, Joseph E. LeDoux
Proceedings of the National Academy of Sciences Dec 2014, 201421304; DOI: 10.1073/pnas.1421304111

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
Request Permissions
Share
Mechanisms underlying memory in the amygdala
Joshua P. Johansen, Lorenzo Diaz-Mataix, Hiroki Hamanaka, Takaaki Ozawa, Edgar Ycu, Jenny Koivumaa, Ashwani Kumar, Mian Hou, Karl Deisseroth, Edward S. Boyden, Joseph E. LeDoux
Proceedings of the National Academy of Sciences Dec 2014, 201421304; DOI: 10.1073/pnas.1421304111
del.icio.us logo Digg logo Reddit logo Twitter logo CiteULike logo Facebook logo Google logo Mendeley logo
  • Tweet Widget
  • Facebook Like
  • Mendeley logo Mendeley

More Articles of This Classification

  • Interdependent and separable functions of Caenorhabditis elegans MRN-C complex members couple formation and repair of meiotic DSBs
  • Abscisic acid-induced degradation of Arabidopsis guanine nucleotide exchange factor requires calcium-dependent protein kinases
  • Embryonic regeneration by relocalization of the Spemann organizer during twinning in Xenopus
Show more

Related Content

  • PNAS Plus Significance Statements
  • Scopus
  • PubMed
  • Google Scholar

Cited by...

  • Cyclic AMP-dependent plasticity underlies rapid changes in odor coding associated with reward learning
  • Characterization of the amplificatory effect of norepinephrine in the acquisition of Pavlovian threat associations
  • Amygdalar Gating of Early Sensory Processing through Interactions with Locus Coeruleus
  • Projection specificity in heterogeneous locus coeruleus cell populations: implications for learning and memory
  • A genetic link between discriminative fear coding by the lateral amygdala, dopamine, and fear generalization
  • Diverse Effects of Conditioned Threat Stimuli on Behavior
  • Scopus (53)
  • Google Scholar

Similar Articles

You May Also be Interested in

Karina Guziewicz and Artur Cideciyan explain a potential gene therapy approach for macular degeneration.
Gene therapy for retinal disease
Karina Guziewicz and Artur Cideciyan explain a potential gene therapy approach for macular degeneration.
Listen
Past PodcastsSubscribe
PNAS Profile of Alexander Rudensky, winner of the Vilcek Prize in Biomedical Science
PNAS Profile
PNAS Profile of Alexander Rudensky, winner of the Vilcek Prize in Biomedical Science
Ambrosia beetles, which bore into host trees and cultivate fungi, select trees with elevated ethanol content because ethanol promotes growth of preferred fungal species.
Fungus-farming beetles use alcohol to screen symbionts
Ambrosia beetles, which bore into host trees and cultivate fungi, select trees with elevated ethanol content because ethanol promotes growth of preferred fungal species.
Image courtesy of Gernot Kunz (Karl-Franzens-Universität Graz, Graz, Austria).
A study examines the walking and climbing capabilities of human ancestors.
Evolution of human locomotion
A study examines the walking and climbing capabilities of human ancestors.
Researchers have engineered the complete biosynthetic pathway for a potential cancer drug into a single yeast strain, paving the way toward the commercial brewing of medically important compounds.
Brewer’s yeast engineered to produce potential cancer drug
Researchers have engineered the complete biosynthetic pathway for a potential cancer drug into a single yeast strain, paving the way toward the commercial brewing of medically important compounds.
Image courtesy of Pixabay/Republica.
Proceedings of the National Academy of Sciences: 115 (16)
Current Issue

Submit

Sign up for Article Alerts

Jump to section

  • Article
  • Figures & SI
  • Authors & Info
  • PDF
Site Logo
Powered by HighWire
  • Submit Manuscript
  • Twitter
  • Facebook
  • RSS Feeds
  • Email Alerts

Articles

  • Current Issue
  • Latest Articles
  • Archive

PNAS Portals

  • Classics
  • Front Matter
  • Teaching Resources
  • Anthropology
  • Chemistry
  • Physics
  • Sustainability Science

Information for

  • Authors
  • Reviewers
  • Press

Feedback    Privacy/Legal

Copyright © 2018 National Academy of Sciences.