Literature DB >> 25574428

Automated method for the segmentation and morphometry of nerve fibers in large-scale CARS images of spinal cord tissue.

Steve Bégin1, Olivier Dupont-Therrien2, Erik Bélanger1, Amy Daradich1, Sophie Laffray2, Yves De Koninck3, Daniel C Côté1.   

Abstract

A fully automated method for large-scale segmentation of nerve fibers from coherent anti-Stokes Raman scattering (CARS) microscopy images is presented. The method is specifically designed for CARS images of transverse cross sections of nervous tissue but is also suitable for use with standard light microscopy images. After a detailed description of the two-part segmentation algorithm, its accuracy is quantified by comparing the resulting binary images to manually segmented images. We then demonstrate the ability of our method to retrieve morphological data from CARS images of nerve tissue. Finally, we present the segmentation of a large mosaic of CARS images covering more than half the area of a mouse spinal cord cross section and show evidence of clusters of neurons with similar g-ratios throughout the spinal cord.

Entities:  

Keywords:  (000.1430) Biology and medicine; (100.2960) Image analysis; (170.3880) Medical and biological imaging; (170.4580) Optical diagnostics for medicine; (180.4315) Nonlinear microscopy; (180.6900) Three-dimensional microscopy; (300.6230) Spectroscopy, coherent anti-Stokes Raman scattering

Year:  2014        PMID: 25574428      PMCID: PMC4285595          DOI: 10.1364/BOE.5.004145

Source DB:  PubMed          Journal:  Biomed Opt Express        ISSN: 2156-7085            Impact factor:   3.732


  44 in total

1.  Quantitative myelin imaging with coherent anti-Stokes Raman scattering microscopy: alleviating the excitation polarization dependence with circularly polarized laser beams.

Authors:  E Bélanger; S Bégin; S Laffray; Y De Koninck; R Vallée; D Côté
Journal:  Opt Express       Date:  2009-10-12       Impact factor: 3.894

2.  Morphometry of human nerve biopsies by means of automated cytometry: assessment with reference to ultrastructural analysis.

Authors:  Y Usson; S Torch; R Saxod
Journal:  Anal Cell Pathol       Date:  1991-03       Impact factor: 2.916

3.  Practical nerve morphometry.

Authors:  Fulvio Urso-Baiarda; Adriaan O Grobbelaar
Journal:  J Neurosci Methods       Date:  2006-04-03       Impact factor: 2.390

4.  Quantitative analysis of micrographs by computer graphics.

Authors:  R F Dunn; D P O'Leary; W E Kumley
Journal:  J Microsc       Date:  1975-11       Impact factor: 1.758

5.  Automated analysis of nerve-cell images using active contour models.

Authors:  Y L Fok; J K Chan; R T Chin
Journal:  IEEE Trans Med Imaging       Date:  1996       Impact factor: 10.048

6.  Local assessment of myelin health in a multiple sclerosis mouse model using a 2D Fourier transform approach.

Authors:  Steve Bégin; Erik Bélanger; Sophie Laffray; Benoît Aubé; Emilie Chamma; Jonathan Bélisle; Steve Lacroix; Yves De Koninck; Daniel Côté
Journal:  Biomed Opt Express       Date:  2013-09-05       Impact factor: 3.732

Review 7.  Myelination and the trophic support of long axons.

Authors:  Klaus-Armin Nave
Journal:  Nat Rev Neurosci       Date:  2010-03-10       Impact factor: 34.870

8.  Towards automated segmentation of cells and cell nuclei in nonlinear optical microscopy.

Authors:  Anna Medyukhina; Tobias Meyer; Michael Schmitt; Bernd F M Romeike; Benjamin Dietzek; Jürgen Popp
Journal:  J Biophotonics       Date:  2012-07-19       Impact factor: 3.207

9.  Coherent anti-stokes Raman scattering imaging of axonal myelin in live spinal tissues.

Authors:  Haifeng Wang; Yan Fu; Phyllis Zickmund; Riyi Shi; Ji-Xin Cheng
Journal:  Biophys J       Date:  2005-04-15       Impact factor: 4.033

10.  Paranodal myelin retraction in relapsing experimental autoimmune encephalomyelitis visualized by coherent anti-Stokes Raman scattering microscopy.

Authors:  Yan Fu; Terra J Frederick; Terry B Huff; Gwendolyn E Goings; Stephen D Miller; Ji-Xin Cheng
Journal:  J Biomed Opt       Date:  2011-10       Impact factor: 3.170

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  13 in total

Review 1.  Tutorial: a computational framework for the design and optimization of peripheral neural interfaces.

Authors:  Simone Romeni; Giacomo Valle; Alberto Mazzoni; Silvestro Micera
Journal:  Nat Protoc       Date:  2020-09-28       Impact factor: 13.491

2.  Coherent Anti-Stokes Raman Spectroscopy (CARS) Application for Imaging Myelination in Brain Slices.

Authors:  Radu Moldovan; Achim Klug; Elizabeth A McCullagh; Shani Poleg; Dominik Stich
Journal:  J Vis Exp       Date:  2022-07-22       Impact factor: 1.424

3.  Measurement-oriented deep-learning workflow for improved segmentation of myelin and axons in high-resolution images of human cerebral white matter.

Authors:  Predrag Janjic; Kristijan Petrovski; Blagoja Dolgoski; John Smiley; Panche Zdravkovski; Goran Pavlovski; Zlatko Jakjovski; Natasa Davceva; Verica Poposka; Aleksandar Stankov; Gorazd Rosoklija; Gordana Petrushevska; Ljupco Kocarev; Andrew J Dwork
Journal:  J Neurosci Methods       Date:  2019-08-01       Impact factor: 2.390

4.  Lipid Order Degradation in Autoimmune Demyelination Probed by Polarized Coherent Raman Microscopy.

Authors:  Paulina Gasecka; Alexandre Jaouen; Fatma-Zohra Bioud; Hilton B de Aguiar; Julien Duboisset; Patrick Ferrand; Herve Rigneault; Naveen K Balla; Franck Debarbieux; Sophie Brasselet
Journal:  Biophys J       Date:  2017-10-03       Impact factor: 4.033

5.  AxonSeg: Open Source Software for Axon and Myelin Segmentation and Morphometric Analysis.

Authors:  Aldo Zaimi; Tanguy Duval; Alicja Gasecka; Daniel Côté; Nikola Stikov; Julien Cohen-Adad
Journal:  Front Neuroinform       Date:  2016-08-19       Impact factor: 4.081

6.  AxonPacking: An Open-Source Software to Simulate Arrangements of Axons in White Matter.

Authors:  Tom Mingasson; Tanguy Duval; Nikola Stikov; Julien Cohen-Adad
Journal:  Front Neuroinform       Date:  2017-01-31       Impact factor: 4.081

7.  Intravital assessment of myelin molecular order with polarimetric multiphoton microscopy.

Authors:  Raphaël Turcotte; Danette J Rutledge; Erik Bélanger; Dorothy Dill; Wendy B Macklin; Daniel C Côté
Journal:  Sci Rep       Date:  2016-08-19       Impact factor: 4.379

Review 8.  Axon and Myelin Morphology in Animal and Human Spinal Cord.

Authors:  Ariane Saliani; Blanche Perraud; Tanguy Duval; Nikola Stikov; Serge Rossignol; Julien Cohen-Adad
Journal:  Front Neuroanat       Date:  2017-12-22       Impact factor: 3.856

9.  AxonDeepSeg: automatic axon and myelin segmentation from microscopy data using convolutional neural networks.

Authors:  Aldo Zaimi; Maxime Wabartha; Victor Herman; Pierre-Louis Antonsanti; Christian S Perone; Julien Cohen-Adad
Journal:  Sci Rep       Date:  2018-02-28       Impact factor: 4.379

10.  Quantitative analysis of the myelin g-ratio from electron microscopy images of the macaque corpus callosum.

Authors:  Nikola Stikov; Jennifer S W Campbell; Thomas Stroh; Mariette Lavelée; Stephen Frey; Jennifer Novek; Stephen Nuara; Ming-Kai Ho; Barry J Bedell; Robert F Dougherty; Ilana R Leppert; Mathieu Boudreau; Sridar Narayanan; Tanguy Duval; Julien Cohen-Adad; Paul-Alexandre Picard; Alicja Gasecka; Daniel Côté; G Bruce Pike
Journal:  Data Brief       Date:  2015-06-17
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