TY - JOUR
T1 - Techniques to identify and temporally correlate calcium transients between multiple regions of interest in vertebrate neural circuits
AU - Sorensen, Julian
AU - Wiklendt, Lukasz
AU - Hibberd, Timothy
AU - Costa, Marcello
AU - Spencer, Nicholas
PY - 2017/3
Y1 - 2017/3
N2 - Calcium imaging is commonly used to record dynamic changes in excitability from axons or cell bodies in the nervous system of vertebrates. These recordings often reveal discrete calcium transients that have variable amplitudes, durations, and rates of rise and decay, all of which can arise from an unstable or “noisy” baseline. This often leads to considerable ambiguity about how to discriminate and quantify calcium transients. We describe an analytical methodology that objectively identifies multiple calcium transients from multiple recording sites and quantifies the degree of temporal synchrony between each event. The methodology consists of multiple steps. The first step involves baselining, to either preserve the underlying shape of calcium transients or remove unwanted frequency components and transform the peaks of calcium transients into more easily detectable patterns. The second step is the application of at least one of two different spike detection algorithms, one based on a gradient estimate and the other on template matching. The third step is the quantification of synchrony between pairs of recordings using at least one of two time lag correlation measures. The fourth step is the identification of statistically significant coincident firing patterns. This allows discrimination of neuronal firing patterns between different sites that appear to occur simultaneously and that statistically could not be attributed to chance. The analytical methods we have demonstrated can be applied not only to calcium imaging but also to many other physiological recordings, where discrimination and temporal correlation of biological signals from multiple sites is required, particularly when arising from unstable baselines, with variable signal-to-noise ratios. NEW & NOTEWORTHY Dynamic imaging of intracellular calcium is commonly used to record changes in excitability in central and peripheral neurons. We describe a novel analytical methodology that objectively discriminates calcium transients from low signal-to-noise recordings from multiple sites and quantifies the degree of temporal synchrony between events. These new methods can be applied not only to calcium imaging but also to many other physiological recordings where discrimination and temporal correlation of biological signals from multiple sites is required.
AB - Calcium imaging is commonly used to record dynamic changes in excitability from axons or cell bodies in the nervous system of vertebrates. These recordings often reveal discrete calcium transients that have variable amplitudes, durations, and rates of rise and decay, all of which can arise from an unstable or “noisy” baseline. This often leads to considerable ambiguity about how to discriminate and quantify calcium transients. We describe an analytical methodology that objectively identifies multiple calcium transients from multiple recording sites and quantifies the degree of temporal synchrony between each event. The methodology consists of multiple steps. The first step involves baselining, to either preserve the underlying shape of calcium transients or remove unwanted frequency components and transform the peaks of calcium transients into more easily detectable patterns. The second step is the application of at least one of two different spike detection algorithms, one based on a gradient estimate and the other on template matching. The third step is the quantification of synchrony between pairs of recordings using at least one of two time lag correlation measures. The fourth step is the identification of statistically significant coincident firing patterns. This allows discrimination of neuronal firing patterns between different sites that appear to occur simultaneously and that statistically could not be attributed to chance. The analytical methods we have demonstrated can be applied not only to calcium imaging but also to many other physiological recordings, where discrimination and temporal correlation of biological signals from multiple sites is required, particularly when arising from unstable baselines, with variable signal-to-noise ratios. NEW & NOTEWORTHY Dynamic imaging of intracellular calcium is commonly used to record changes in excitability in central and peripheral neurons. We describe a novel analytical methodology that objectively discriminates calcium transients from low signal-to-noise recordings from multiple sites and quantifies the degree of temporal synchrony between events. These new methods can be applied not only to calcium imaging but also to many other physiological recordings where discrimination and temporal correlation of biological signals from multiple sites is required.
KW - Calcium transient
KW - Peripheral axons
KW - Spike detection
KW - Temporal correlation
UR - http://www.scopus.com/inward/record.url?scp=85014695900&partnerID=8YFLogxK
U2 - 10.1152/jn.00648.2016
DO - 10.1152/jn.00648.2016
M3 - Article
SN - 0022-3077
VL - 117
SP - 885
EP - 902
JO - Journal of Neurophysiology
JF - Journal of Neurophysiology
IS - 3
ER -