Skip to main content

Advertisement

Log in

Clustering Analysis for Sorting ATP-Induced Nociceptive Firing in rat Meninges

  • Published:
BioNanoScience Aims and scope Submit manuscript

Abstract

We previously reported the pronociceptive effect of extracellular ATP on meningeal branches of the trigeminal nerve. Based on this, we proposed ATP-driven purinergic mechanisms as important contributors to migraine pain. However, the neurochemical profile of the single nociceptive fibers composing the trigeminal nerve remained unsolved. Here, we present a clustering approach to separate and characterize ATP-induced nociceptive spikes obtained from the trigeminal nerve using a suction electrode. By combining a number of procedures to ensure adequate separation of spikes into clearly distinguishable clusters, we were able to reconstruct single fiber activity, which was characterized by a uniformity of spike shapes and specific signatures of the autocorrelation function. This allows us to reveal, at single fiber level, the sustained time-course of responses to ATP and their respective firing frequencies. These firing frequencies predicted the temporal summation of pain signals in the brainstem and spinal cord. Our findings contribute to a better understanding of the peripheral purinergic mechanisms of trigeminal pain, including migraine pain, and suggest a novel reliable approach for testing other pronociceptive agents potently implicated in migraine.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

References

  1. Zhang, X., Levy, D., Kainz, V., Noseda, R., Jakubowski, M., Burstein, R. (2011). Activation of central trigeminovascular neurons by cortical spreading depression. Annals of Neurology, 69(5), 855–65.

    Article  Google Scholar 

  2. De Col, R., Messlinger, K., Carr, R. W. (2012). Repetitive activity slows axonal conduction velocity and concomitantly increases mechanical activation threshold in single axons of the rat cranial dura. The American Journal of Physiology, 590(4), 725–36. doi:10.1113/jphysiol.2011.220624.

    Article  Google Scholar 

  3. Uebner, M., Carr, R. W., Messlinger, K., De Col, R. (2014). Activity-dependent sensory signal processing in mechanically responsive slowly conducting meningeal afferents. Journal of Neurophysiology, 112(12), 3077–85. doi:10.1152/jn.00243.2014.

    Article  Google Scholar 

  4. Zakharov, A., Vitale, C., Kilinc, E., Koroleva, K., Fayuk, D., Shelukhina, I., et al. (2015). Hunting for origins of migraine pain: cluster analysis of spontaneous and capsaicin-induced firing in meningeal trigeminal nerve fibers. Frontiers in Cellular Neuroscience, 28(9), 287. doi:10.3389/fncel.2015.00287.

    Google Scholar 

  5. Yegutkin, G. G., Guerrero-Toro, C., Kilinc, E., Koroleva, K., Ishchenko, Y., Abushik, P., et al. (2016). Nucleotide homeostasis and purinergic nociceptive signaling in rat meninges in migraine-like conditions. Purinergic Signal. doi:10.1007/s11302-016-9521-8.

    Google Scholar 

  6. Kadir, S. N., Goodman, D. F. M., Harris, K. D. (2014). High-dimensional cluster analysis with the masked EM algorithm. Neural Computation, 26, 2379–2394. doi:10.1162/NECO_a_00661.

    Article  Google Scholar 

  7. Tong, C. K., & MacDermott, A. B. (2014). Synaptic GluN2A and GluN2B containing NMDA receptors within the superficial dorsal horn activated following primary afferent stimulation. Journal of Neuroscience, 34(33), 10808–20. doi:10.1523/JNEUROSCI.0145-14.2014.

    Article  Google Scholar 

  8. Fabbretti, E., D’Arco, M., Fabbro, A., et al. (2006). Delayed upregulation of ATP P2X3 receptors of trigeminal sensory neurons by calcitonin gene-related peptide. Journal of Neuroscience, 26, 6163–6171. doi:10.1523/JNEUROSCI.0647-06.2006.

    Article  Google Scholar 

Download references

Acknowledgments

This project was supported by the Finnish Academy (grant 277442) and the program of competitive growth of Kazan Federal University. AZ was supported by the subsidy allocated to Kazan Federal University for the state assignment in the sphere of scientific activities.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Rashid Giniatullin.

Additional information

Andrey Zakharov and Ksenia Koroleva contributed equally to this work.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Zakharov, A., Koroleva, K. & Giniatullin, R. Clustering Analysis for Sorting ATP-Induced Nociceptive Firing in rat Meninges. BioNanoSci. 6, 508–512 (2016). https://doi.org/10.1007/s12668-016-0276-z

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s12668-016-0276-z

Keywords

Navigation