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Publication : Detecting pairwise correlations in spike trains: an objective comparison of methods and application to the study of retinal waves.

First Author  Cutts CS Year  2014
Journal  J Neurosci Volume  34
Issue  43 Pages  14288-303
PubMed ID  25339742 Mgi Jnum  J:217154
Mgi Id  MGI:5613258 Doi  10.1523/JNEUROSCI.2767-14.2014
Citation  Cutts CS, et al. (2014) Detecting pairwise correlations in spike trains: an objective comparison of methods and application to the study of retinal waves. J Neurosci 34(43):14288-303
abstractText  Correlations in neuronal spike times are thought to be key to processing in many neural systems. Many measures have been proposed to summarize these correlations and of these the correlation index is widely used and is the standard in studies of spontaneous retinal activity. We show that this measure has two undesirable properties: it is unbounded above and confounded by firing rate. We list properties needed for a measure to fairly quantify and compare correlations and we propose a novel measure of correlation-the spike time tiling coefficient. This coefficient, the correlation index, and 33 other measures of correlation of spike times are blindly tested for the required properties on synthetic and experimental data. Based on this, we propose a measure (the spike time tiling coefficient) to replace the correlation index. To demonstrate the benefits of this measure, we reanalyze data from seven key studies, which previously used the correlation index to investigate the nature of spontaneous activity. We reanalyze data from beta2(KO) and beta2(TG) mutants, mutants lacking connexin isoforms, and also the age-dependent changes in wild-type and beta2(KO) correlations. Reanalysis of the data using the proposed measure can significantly change the conclusions. It leads to better quantification of correlations and therefore better inference from the data. We hope that the proposed measure will have wide applications, and will help clarify the role of activity in retinotopic map formation.
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