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Research ArticleOpen Source Tools and Methods, Novel Tools and Methods

MyelTracer: A Semi-Automated Software for Myelin g-Ratio Quantification

Tobias Kaiser, Harrison Mitchell Allen, Ohyoon Kwon, Boaz Barak, Jing Wang, Zhigang He, Minqing Jiang and Guoping Feng
eNeuro 30 June 2021, 8 (4) ENEURO.0558-20.2021; https://doi.org/10.1523/ENEURO.0558-20.2021
Tobias Kaiser
1McGovern Institute for Brain Research, Cambridge, MA 02139
2Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA 02139
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Harrison Mitchell Allen
1McGovern Institute for Brain Research, Cambridge, MA 02139
3Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA 02139
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Ohyoon Kwon
1McGovern Institute for Brain Research, Cambridge, MA 02139
2Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA 02139
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Boaz Barak
4The Sagol School of Neuroscience and The School of Psychological Sciences, Tel Aviv University, Tel Aviv, 6997801, Israel
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Jing Wang
5F.M. Kirby Neurobiology Center, Boston Children’s Hospital, and Department of Neurology and Ophthalmology, Harvard Medical School, Boston, MA 02115
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Zhigang He
5F.M. Kirby Neurobiology Center, Boston Children’s Hospital, and Department of Neurology and Ophthalmology, Harvard Medical School, Boston, MA 02115
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Minqing Jiang
1McGovern Institute for Brain Research, Cambridge, MA 02139
2Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA 02139
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Guoping Feng
1McGovern Institute for Brain Research, Cambridge, MA 02139
2Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA 02139
6Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA 02142
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  • Figure 1.
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    Figure 1.

    MyelTracer semi-automatically traces axons and myelin and returns results consistent with manual tracing. A–D, Electron micrograph of dorsal corpus callosum, software-generated threshold overlays, and postselection overlay (blue) show different steps of the image analysis. * periaxonal space. E, Electron micrograph with MyelTracer overlay and outlines for features including axon diameter (a), inner myelin diameter (d), and outer myelin diameter (D), each computed from the respective areas. F, Schematic for g-ratio scatterplot illustrating how MyelTracer calculates the g-ratio. G, Image of the main user interface of MyelTracer. H, Schematic showing an example workflow using MyelTracer. I, Representative electron micrograph of corpus callosum from one-month-old wild-type mice. J, G-ratio scatter plot from manual and MyelTracer quantifications for the same axons. ANCOVA test p = 0.8996 (slopes) and p = 0.7044 (intercepts), n = 174 axons. K, G-ratio from manual and MyelTracer quantification paired for the same axons. Student’s t test p = 0.9045, n = 174 axons. L, Comparison of time consumption between manual quantification and quantification using MyelTracer. Individual data points represent the average time spent per axon per image; p = 0.0069; Student’s t test. Scale bar: 1 μm. M–P, Illustration of MyelTracer’s ability to quantify myelin sheets with folds (arrowheads). Folds require the user to draw a white line (arrows) with the cut tool to connect the area inside the fold with the outside area for semi-automated detection. Scale bar: 1 μm. ns, no significance. **p < 0.01.

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    Figure 2.

    MyelTracer accurately returns g-ratios for myelinated tissues of varying axonal density. A, Representative electron micrograph of the optic nerve at two months of age (2 M) with MyelTracer-generated overlays (blue). Scale bar: 1 μm. B, g-Ratio scatter plot from manual and MyelTracer quantifications for the same axons. ANCOVA test p = 0.8311 (slopes) and p = 0.4695 (intercepts), n = 193 axons. C, g-Ratios from manual and MyelTracer quantifications paired for the same axons. p = 0.3406, n = 193 axons. D, Comparison of time consumption between manual quantification and quantification using MyelTracer. Individual data points represent the average time spent per axon per image; p = 0.0046. E, Representative electron micrograph of the sciatic nerve at one month of age with MyelTracer-generated overlays (blue). Scale bar: 2 μm. F, g-Ratio scatter plot from manual and MyelTracer quantifications for the same axons. ANCOVA test p = 0.7437 (slopes) and p = 0.8997 (intercepts), n = 104 axons. G, g-Ratios from manual and MyelTracer quantifications paired for the same axons. p = 0.9146, n = 104 axons. H, Comparison of time consumption between manual quantification and quantification using MyelTracer. Individual data points represent the average time spent per axon per image; p < 0.0001; Student’s t test. ns, no significance. **p < 0.01, ***p < 0.001.

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    Figure 3.

    MyelTracer can be used to detect a myelin thickness abnormality in a Williams syndrome mouse model and to measure g-ratios in remyelination. A, B, Representative electron micrographs of the corpus callosum in control and Gtf2i fl/fl; Nex-Cre mice at one month of age with MyelTracer-generated overlays (blue). Scale bar: 1 μm. C, G-ratio scatter plot from using MyelTracer for control and Gtf2i fl/fl; Nex-Cre mice; p < 0.0001; ANCOVA test; n = 3 mice, 332 axons for control and n = 3 mice, 455 axons for Gtf2i fl/fl; Nex-Cre mice. D, Representative electron micrograph of the optic nerve 28 d after optic nerve crush with MyelTracer-generated overlays (blue). Scale bar: 1 μm. E, G-ratio from manual and MyelTracer quantifications paired for the same axons. p = 0.9699, n = 155 axons. F, G-ratio scatter plot from manual and MyelTracer quantifications for the same axons. ANCOVA test p = 0.1511 (slopes) and p = 0.8686 (intercepts), n = 155 axons. G, Representative electron micrograph of the native control optic nerve with MyelTracer-generated overlays (blue). H, G-ratio group comparison of axons from native control and remyelinated axons from mice following optic nerve crush; p < 0.0183; t test; n = 3 mice per group. I, G-ratio scatter plot of axons from native control and remyelinated axons from mice following optic nerve crush. ANCOVA test p < 0.0001 (slopes), native control n = 183 axons, remyelinated n = 116 axons. ns, no significance. *p < 0.05.

Extended Data

  • Figures
  • Extended Data 1

    We recommend downloading MyelTracer directly from the GitHub repository, at [GitHub link, blinded for review]. Download Extended Data 1 (containing source code). Download Extended Data 1, ZIP file.

  • Extended Data 2

    Extended data 2 contains a Users’ Manual for MyelTracer and some illustrative images regarding micrograph quality. Download Extended Data 2, DOCX file.

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MyelTracer: A Semi-Automated Software for Myelin g-Ratio Quantification
Tobias Kaiser, Harrison Mitchell Allen, Ohyoon Kwon, Boaz Barak, Jing Wang, Zhigang He, Minqing Jiang, Guoping Feng
eNeuro 30 June 2021, 8 (4) ENEURO.0558-20.2021; DOI: 10.1523/ENEURO.0558-20.2021

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MyelTracer: A Semi-Automated Software for Myelin g-Ratio Quantification
Tobias Kaiser, Harrison Mitchell Allen, Ohyoon Kwon, Boaz Barak, Jing Wang, Zhigang He, Minqing Jiang, Guoping Feng
eNeuro 30 June 2021, 8 (4) ENEURO.0558-20.2021; DOI: 10.1523/ENEURO.0558-20.2021
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Keywords

  • electron microscopy
  • g-ratio
  • myelin
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