An extension of the FRI framework for calcium transient detection
File(s)ISBI 2016.pdf (283.47 KB)
Accepted version
Author(s)
Reynolds, S
Copeland, CS
Schultz, SR
Dragotti, PL
Type
Conference Paper
Abstract
Two-photon calcium imaging of the brain allows the spatiotemporal activity of neuronal networks to be monitored at cellular resolution. In order to analyse this activity it must first be possible to detect, with high temporal resolution, spikes from the time series corresponding to single neurons. Previous work has shown that finite rate of innovation (FRI) theory can be used to reconstruct spike trains from noisy calcium imaging data. In this paper we extend the FRI framework for spike detection from calcium imaging data to encompass data generated by a larger class of calcium indicators, including the genetically encoded indicator GCaMP6s. Furthermore, we implement least squares model-order estimation and perform a noise reduction procedure ('pre-whitening') in order to increase the robustness of the algorithm. We demonstrate high spike detection performance on real data generated by GCaMP6s, detecting 90% of electrophysiologically-validated spikes.
Date Issued
2016-06-16
Date Acceptance
2016-04-13
Citation
2016 IEEE 13th International Symposium on Biomedical Imaging (ISBI), 2016, pp.676-679
ISBN
978-1-4799-2350-2
ISSN
1945-7928
Publisher
IEEE
Start Page
676
End Page
679
Journal / Book Title
2016 IEEE 13th International Symposium on Biomedical Imaging (ISBI)
Copyright Statement
© 2016 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
Sponsor
The Royal Society
Biotechnology and Biological Sciences Research Council (BBSRC)
National Institutes of Health
Identifier
http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000386377400160&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=1ba7043ffcc86c417c072aa74d649202
Grant Number
IF110059
BB/K001817/1
UPMC: C15/0244
Source
IEEE 13th International Symposium on Biomedical Imaging (ISBI)
Subjects
Science & Technology
Technology
Life Sciences & Biomedicine
Engineering, Biomedical
Radiology, Nuclear Medicine & Medical Imaging
Engineering
Calcium imaging
Calcium transient detection
Finite rate of innovation
GCaMP6s
SIGNALS
Publication Status
Published
Start Date
2016-04-13
Finish Date
2016-04-16
Coverage Spatial
Prague, Czech Republic