An interactive time series image analysis software for dendritic spines.


Journal

Scientific reports
ISSN: 2045-2322
Titre abrégé: Sci Rep
Pays: England
ID NLM: 101563288

Informations de publication

Date de publication:
20 07 2022
Historique:
received: 06 03 2022
accepted: 05 07 2022
entrez: 20 7 2022
pubmed: 21 7 2022
medline: 23 7 2022
Statut: epublish

Résumé

Live fluorescence imaging has demonstrated the dynamic nature of dendritic spines, with changes in shape occurring both during development and in response to activity. The structure of a dendritic spine correlates with its functional efficacy. Learning and memory studies have shown that a great deal of the information stored by a neuron is contained in the synapses. High precision tracking of synaptic structures can give hints about the dynamic nature of memory and help us understand how memories evolve both in biological and artificial neural networks. Experiments that aim to investigate the dynamics behind the structural changes of dendritic spines require the collection and analysis of large time-series datasets. In this paper, we present an open-source software called SpineS for automatic longitudinal structural analysis of dendritic spines with additional features for manual intervention to ensure optimal analysis. We have tested the algorithm on in-vitro, in-vivo, and simulated datasets to demonstrate its performance in a wide range of possible experimental scenarios.

Identifiants

pubmed: 35859092
doi: 10.1038/s41598-022-16137-y
pii: 10.1038/s41598-022-16137-y
pmc: PMC9300710
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

12405

Subventions

Organisme : NINDS NIH HHS
ID : R01 NS112485
Pays : United States
Organisme : European Research Council
ID : 679175
Pays : International

Informations de copyright

© 2022. The Author(s).

Références

J Neurosci. 1989 Aug;9(8):2982-97
pubmed: 2769375
Nat Methods. 2021 Nov;18(11):1395-1400
pubmed: 34400836
Nat Commun. 2013;4:1484
pubmed: 23403561
Neuroscience. 2018 Dec 1;394:189-205
pubmed: 30347279
Sci Rep. 2011;1:45
pubmed: 22355564
Curr Protoc Neurosci. 2016 Oct 3;77:1.27.1-1.27.21
pubmed: 27696360
J Physiol. 1973 Jul;232(2):331-56
pubmed: 4727084
J Cell Biol. 2010 May 31;189(5):777-82
pubmed: 20513764
Nature. 2007 Dec 20;450(7173):1195-200
pubmed: 18097401
Genome Biol. 2005;6(5):R47
pubmed: 15892875
Proc Natl Acad Sci U S A. 2003 Dec 23;100(26):16024-9
pubmed: 14663137
J Neurosci. 2004 Feb 25;24(8):2054-64
pubmed: 14985448
Neural Comput. 2002 Jun;14(6):1283-310
pubmed: 12020447
Science. 2006 Aug 25;313(5790):1093-7
pubmed: 16931756
PLoS Comput Biol. 2021 May 28;17(5):e1009074
pubmed: 34048426
Nature. 1999 May 6;399(6731):66-70
pubmed: 10331391
IEEE Trans Pattern Anal Mach Intell. 2007 Sep;29(9):1563-74
pubmed: 17627044
Neuroinformatics. 2021 Nov 7;:
pubmed: 34743262
Methods. 2020 Mar 1;174:49-55
pubmed: 32006677
Science. 2005 Nov 4;310(5749):866-9
pubmed: 16272125
J Neurosci. 2008 Dec 10;28(50):13592-608
pubmed: 19074033
PLoS One. 2013 Aug 09;8(8):e71155
pubmed: 23951097
Bioinformatics. 2016 Aug 15;32(16):2490-8
pubmed: 27153678
Opt Lett. 2008 Jan 15;33(2):156-8
pubmed: 18197224
IEEE Trans Image Process. 2001;10(2):266-77
pubmed: 18249617
Brain Res. 1987 Oct;432(2):239-48
pubmed: 3676839
Nature. 2004 Jun 17;429(6993):761-6
pubmed: 15190253
J Neurosci Methods. 1991 Apr;37(2):173-82
pubmed: 1715499
Science. 2008 Mar 21;319(5870):1683-7
pubmed: 18309046
J Neurosci Methods. 2017 Mar 1;279:13-21
pubmed: 27998713
J Neurosci. 2007 Dec 19;27(51):14007-11
pubmed: 18094239
Front Synaptic Neurosci. 2020 Aug 28;12:36
pubmed: 32982715
Sci Rep. 2018 Feb 23;8(1):3545
pubmed: 29476060
iScience. 2018 Oct 26;8:161-174
pubmed: 30317078
Nat Rev Neurosci. 2000 Dec;1(3):181-90
pubmed: 11257906
Neuron. 2002 Sep 12;35(6):1019-27
pubmed: 12354393
J Neurosci Methods. 2007 Sep 15;165(1):122-34
pubmed: 17629570
Science. 2000 May 19;288(5469):1254-7
pubmed: 10818003
Prog Neuropsychopharmacol Biol Psychiatry. 2019 Jun 8;92:161-193
pubmed: 30654089
PLoS One. 2018 Jul 5;13(7):e0199589
pubmed: 29975722
Cereb Cortex. 2006 May;16(5):730-41
pubmed: 16120796
Dev Biol. 2005 Jan 15;277(2):366-77
pubmed: 15617680
Trends Neurosci. 2010 Mar;33(3):121-9
pubmed: 20138375
Neuron. 2011 Jan 13;69(1):132-46
pubmed: 21220104
Nature. 2015 Jul 30;523(7562):592-6
pubmed: 26098371
Nat Neurosci. 2014 May;17(5):678-85
pubmed: 24657968
Neuron. 2005 Jan 20;45(2):279-91
pubmed: 15664179

Auteurs

Ali Özgür Argunşah (AÖ)

Champalimaud Research, Champalimaud Centre for the Unknown, Lisbon, 1400-038, Portugal. argunsah@hifo.uzh.ch.
Laboratory of Neural Circuit Assembly, Brain Research Institute (HiFo), University of Zürich, Zürich, Switzerland. argunsah@hifo.uzh.ch.
UZH/ETH Zürich, Neuroscience Center Zurich (ZNZ), Zürich, Switzerland. argunsah@hifo.uzh.ch.

Ertunç Erdil (E)

ETH Zürich, Computer Vision Laboratory, Zürich, Switzerland.

Muhammad Usman Ghani (MU)

Department of Electrical and Computer Engineering, Boston University, Boston, 02215, MA, USA.

Yazmín Ramiro-Cortés (Y)

Champalimaud Research, Champalimaud Centre for the Unknown, Lisbon, 1400-038, Portugal.
Departamento de Neurodesarrollo y Fisiología, Instituto de Fisiología Celular, Universidad Nacional Autónoma de México, Mexico City, C.P. 04510, Mexico.

Anna F Hobbiss (AF)

Champalimaud Research, Champalimaud Centre for the Unknown, Lisbon, 1400-038, Portugal.

Theofanis Karayannis (T)

Laboratory of Neural Circuit Assembly, Brain Research Institute (HiFo), University of Zürich, Zürich, Switzerland.
UZH/ETH Zürich, Neuroscience Center Zurich (ZNZ), Zürich, Switzerland.

Müjdat Çetin (M)

Department of Electrical and Computer Engineering, Goergen Institute for Data Science, University of Rochester, Rochester, 14627, NY, USA.

Inbal Israely (I)

Champalimaud Research, Champalimaud Centre for the Unknown, Lisbon, 1400-038, Portugal.
Department of Pathology and Cell Biology, Columbia University, New York, 10032, NY, USA.

Devrim Ünay (D)

Department of Biomedical Engineering, İzmir University of Economics, İzmir, Turkey. unaydevrim@gmail.com.
Department of Electrical and Electronics Engineering, İzmir Democracy University, İzmir, Turkey. unaydevrim@gmail.com.

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