Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

  • Brief Communication
  • Published:

Neural pattern similarity predicts long-term fear memory

Abstract

Although certain changes in the brain may reflect fear learning, there are no known markers that indicate whether an aversive experience will develop into fear memory. We examined the moment-to-moment dynamics of human fear learning by applying multi-voxel pattern analysis to single-trial blood oxygen level–dependent magnetic resonance imaging data. We found that the long-term behavioral expression of fear memory could be predicted from neural patterns at the time of learning.

This is a preview of subscription content, access via your institution

Access options

Buy this article

Prices may be subject to local taxes which are calculated during checkout

Figure 1: A 42 × 42 correlation matrix containing within-stimulus and between-stimulus correlations of BOLD MRI patterns in the SFG during the learning phase (n = 38).
Figure 2: Neural pattern similarity versus average activation during different experimental phases.
Figure 3: Pupil dilation and neural pattern similarity split by long-term procedural fear memory.

Similar content being viewed by others

References

  1. Dudai, Y. Annu. Rev. Neurosci. 35, 227–247 (2012).

    Article  CAS  Google Scholar 

  2. Haxby, J.V. et al. Science 293, 2425–2430 (2001).

    Article  CAS  Google Scholar 

  3. Norman, K.A., Polyn, S.M., Detre, G.J. & Haxby, J.V. Trends Cogn. Sci. 10, 424–430 (2006).

    Article  Google Scholar 

  4. Li, W., Howard, J.D., Parrish, T.B. & Gottfried, J.A. Science 319, 1842–1845 (2008).

    Article  CAS  Google Scholar 

  5. Bach, D.R., Weiskopf, N. & Dolan, R.J. J. Neurosci. 31, 9383–9389 (2011).

    Article  CAS  Google Scholar 

  6. Visser, R.M., Scholte, H.S. & Kindt, M. J. Neurosci. 31, 12021–12028 (2011).

    Article  CAS  Google Scholar 

  7. Xue, G. et al. Science 330, 97–101 (2010).

    Article  CAS  Google Scholar 

  8. Schurger, A., Pereira, F., Treisman, A. & Cohen, J.D. Science 327, 97–99 (2010).

    Article  CAS  Google Scholar 

  9. Kriegeskorte, N., Mur, M. & Bandettini, P. Front. Syst. Neurosci. 2, 4 (2008).

    Article  Google Scholar 

  10. Reinhard, G., Lachnit, H. & Konig, S. Psychophysiology 43, 73–83 (2006).

    Article  Google Scholar 

  11. Peterson, R.A. & Reiss, S. Anxiety Sensitivity Index Revised Test Manual (International Diagnostic Systems, 1992).

  12. Spielberger, C.D. The Manual for the State-Trait Inventory (Consulting Psychologists Press, 1983).

  13. Tottenham, N. et al. Psychiatry Res. 168, 242–249 (2009).

    Article  Google Scholar 

  14. Op de Beeck, H.P. Neuroimage 49, 1943–1948 (2010).

    Article  Google Scholar 

  15. Woolrich, M.W., Ripley, B.D., Brady, M. & Smith, S.M. Neuroimage 14, 1370–1386 (2001).

    Article  CAS  Google Scholar 

  16. LaBar, K.S. & Cabeza, R. Nat. Rev. Neurosci. 7, 54–64 (2006).

    Article  CAS  Google Scholar 

  17. Sehlmeyer, C. et al. PLoS ONE 4, e5865 (2009).

    Article  Google Scholar 

  18. Benjamini, Y. & Hochberg, Y. J. R. Stat. Soc. Series B Stat. Methodol. 57, 289–300 (1995).

    Google Scholar 

Download references

Acknowledgements

The authors thank J. Wijnen and M. Spaan for technical assistance. This work was supported by a Vici grant (M.K.) from the Netherlands Organization for Scientific Research.

Author information

Authors and Affiliations

Authors

Contributions

R.M.V., H.S.S. and M.K. designed the research. R.M.V. and T.B. performed the research and analyzed the data. H.S.S. contributed new analytic tools. H.S.S. and M.K. supervised the project. R.M.V. and M.K. wrote the manuscript.

Corresponding author

Correspondence to Merel Kindt.

Ethics declarations

Competing interests

The authors declare no competing financial interests.

Supplementary information

Supplementary Text and Figures

Supplementary Figures 1–8 and Supplementary Tables 1–12 (PDF 977 kb)

Rights and permissions

Reprints and permissions

About this article

Cite this article

Visser, R., Scholte, H., Beemsterboer, T. et al. Neural pattern similarity predicts long-term fear memory. Nat Neurosci 16, 388–390 (2013). https://doi.org/10.1038/nn.3345

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1038/nn.3345

This article is cited by

Search

Quick links

Nature Briefing

Sign up for the Nature Briefing newsletter — what matters in science, free to your inbox daily.

Get the most important science stories of the day, free in your inbox. Sign up for Nature Briefing