Skip to main content
Top
Published in: BMC Medical Imaging 1/2018

Open Access 01-12-2018 | Research article

High-definition neural visualization of rodent brain using micro-CT scanning and non-local-means processing

Authors: Ko-Chin Chen, Alon Arad, Zan-Ming Song, David Croaker

Published in: BMC Medical Imaging | Issue 1/2018

Login to get access

Abstract

Background

Micro-CT holds promising potential for phenotyping and histological purposes. However, few have clarified the difference in the neuroimaging quality between ex vivo and in vivo micro-CT scanners. In addition, no direct comparison has been made between micro-CT scans and standard microscopy. Furthermore, while the efficacy of various stains for yielding soft-tissue contrast in CT scans have been compared in other studies for embryos, staining protocols for larger samples have yet to be clarified. Lastly, post-acquisition processing for image enhancements have not been addressed.

Methods

Comparisons of postnatal rat brain micro-CT scans obtained through custom-built ex vivo and commercially available in vivo micro-CT scanners were made. Subsequently, the scanned rat brains were then H&E stained for microscopy. Neuroanatomy on micro-CT scanning and 4× microscopy of rat brain were compared.
Diffusion and perfusion staining using iodine or PTA were trialled on adult and neonatal encapsulated rat brains. Different combinations of stain concentration and staining time were trialled.
Post-acquisition denoising with NLM filter was completed using a modern General-Purpose Graphic Processing Unit (GPGPU) and custom code for prompt processing.

Results

Ex vivo micro-CT scans of iodine-stained postnatal rat brains yields 3D images with details comparable to 4× H&E light micrographs. Neural features shown on ex vivo micro-CT scans were significantly more distinctive than those on in vivo micro-CT scans.
Both ex vivo and in vivo micro-CT scans required diffusion staining through small craniotomy. Perfusion staining is ineffective. Iodine staining was more efficient than PTA in terms of time.
Consistently, enhancement made by NLM denoising on in vivo micro-CT images were more pronounced than that on ex vivo micro-CT scans due to their difference in image signal-to-noise indexes.

Conclusions

Micro-CT scanning is a powerful and versatile visualization tool available for qualitative and potential quantitative anatomical analysis. Simple diffusion staining via craniotomy with 1.5% iodine is an effective and minimal structural-invasive method for both in vivo and ex vivo micro-CT scanning for studying the microscopic morphology of neonatal and adult rat brains. Post-acquisition NLM filtering is an effective enhancement technique for in vivo micro-CT brain scans.
Appendix
Available only for authorised users
Literature
1.
go back to reference Weninger WJ, Geyer SH, Mohun TJ, Rasskin-Gutman D, Matsui T, Ribeiro I, et al. High-resolution episcopic microscopy: a rapid technique for high detailed 3D analysis of gene activity in the context of tissue architecture and morphology. Anat Embryol. 2006;211(3):213–21.CrossRef Weninger WJ, Geyer SH, Mohun TJ, Rasskin-Gutman D, Matsui T, Ribeiro I, et al. High-resolution episcopic microscopy: a rapid technique for high detailed 3D analysis of gene activity in the context of tissue architecture and morphology. Anat Embryol. 2006;211(3):213–21.CrossRef
2.
go back to reference Sharpe J, Ahlgren U, Perry P, Hill B, Ross A, Hecksher-Sørensen J, et al. Optical projection tomography as a tool for 3D microscopy and gene expression studies. Science. 2002;296(5567):541–5.CrossRef Sharpe J, Ahlgren U, Perry P, Hill B, Ross A, Hecksher-Sørensen J, et al. Optical projection tomography as a tool for 3D microscopy and gene expression studies. Science. 2002;296(5567):541–5.CrossRef
3.
go back to reference Dhenain M, Ruffins SW, Jacobs RE. Three-dimensional digital mouse atlas using high-resolution MRI. Dev Biol. 2001;232(2):458–70.CrossRef Dhenain M, Ruffins SW, Jacobs RE. Three-dimensional digital mouse atlas using high-resolution MRI. Dev Biol. 2001;232(2):458–70.CrossRef
4.
go back to reference Turnbull DH, Mori S. MRI in mouse developmental biology. NMR Biomed. 2007;20(3):265–74.CrossRef Turnbull DH, Mori S. MRI in mouse developmental biology. NMR Biomed. 2007;20(3):265–74.CrossRef
5.
go back to reference Metscher BD. MicroCT for developmental biology: a versatile tool for high-contrast 3D imaging at histological resolutions. Dev Dyn. 2009;238(3):632–40.CrossRef Metscher BD. MicroCT for developmental biology: a versatile tool for high-contrast 3D imaging at histological resolutions. Dev Dyn. 2009;238(3):632–40.CrossRef
6.
go back to reference Smithpeter CL, Dunn AK, Welch AJ, Richards-Kortum R. Penetration depth limits of in vivo confocal reflectance imaging. Appl Opt. 1998;37(13):2749–54.CrossRef Smithpeter CL, Dunn AK, Welch AJ, Richards-Kortum R. Penetration depth limits of in vivo confocal reflectance imaging. Appl Opt. 1998;37(13):2749–54.CrossRef
7.
go back to reference Weninger WJ, Geyer SH. Episcopic 3D imaging methods: tools for researching gene function. Curr Genomics. 2008;9(4):282–9.CrossRef Weninger WJ, Geyer SH. Episcopic 3D imaging methods: tools for researching gene function. Curr Genomics. 2008;9(4):282–9.CrossRef
8.
go back to reference Alanentalo T, Loren CE, Larefalk A, Sharpe J, Holmberg D, Ahlgren U. High-resolution three-dimensional imaging of islet-infiltrate interactions based on optical projection tomography assessments of the intact adult mouse pancreas. J Biomed Opt. 2008;13(5):054070.CrossRef Alanentalo T, Loren CE, Larefalk A, Sharpe J, Holmberg D, Ahlgren U. High-resolution three-dimensional imaging of islet-infiltrate interactions based on optical projection tomography assessments of the intact adult mouse pancreas. J Biomed Opt. 2008;13(5):054070.CrossRef
9.
go back to reference Ruffins SW, Martin M, Keough L, Truong S, Fraser SE, Jacobs RE, et al. Digital three-dimensional atlas of quail development using high-resolution MRI. TheScientificWorldJOURNAL. 2007;7:592–604.CrossRef Ruffins SW, Martin M, Keough L, Truong S, Fraser SE, Jacobs RE, et al. Digital three-dimensional atlas of quail development using high-resolution MRI. TheScientificWorldJOURNAL. 2007;7:592–604.CrossRef
10.
go back to reference Wong MD, Spring S, Henkelman RM. Structural stabilization of tissue for embryo phenotyping using micro-CT with iodine staining. PLoS One. 2013;8(12):e84321.CrossRef Wong MD, Spring S, Henkelman RM. Structural stabilization of tissue for embryo phenotyping using micro-CT with iodine staining. PLoS One. 2013;8(12):e84321.CrossRef
11.
go back to reference Burghardt AJ, Link TM, Majumdar S. High-resolution computed tomography for clinical imaging of bone microarchitecture. Clin Orthop Relat Res. 2011;469(8):2179–93.CrossRef Burghardt AJ, Link TM, Majumdar S. High-resolution computed tomography for clinical imaging of bone microarchitecture. Clin Orthop Relat Res. 2011;469(8):2179–93.CrossRef
12.
go back to reference Mather ML, Morgan SP, White LJ, Tai H, Kockenberger W, Howdle SM, et al. Image-based characterization of foamed polymeric tissue scaffolds. Biomed Mater. 2008;3(1):015011.CrossRef Mather ML, Morgan SP, White LJ, Tai H, Kockenberger W, Howdle SM, et al. Image-based characterization of foamed polymeric tissue scaffolds. Biomed Mater. 2008;3(1):015011.CrossRef
13.
go back to reference Missbach-Guentner J, Hunia J, Alves F. Tumor blood vessel visualization. Int J Dev Biol. 2011;55(4–5):535–46.CrossRef Missbach-Guentner J, Hunia J, Alves F. Tumor blood vessel visualization. Int J Dev Biol. 2011;55(4–5):535–46.CrossRef
14.
go back to reference Nakagaki S, Iijima M, Handa K, Koike T, Yasuda Y, Saito T, et al. Micro-CT and histologic analyses of bone surrounding immediately loaded miniscrew implants: comparing compression and tension loading. Dent Mater J. 2014;33(2):196–202.CrossRef Nakagaki S, Iijima M, Handa K, Koike T, Yasuda Y, Saito T, et al. Micro-CT and histologic analyses of bone surrounding immediately loaded miniscrew implants: comparing compression and tension loading. Dent Mater J. 2014;33(2):196–202.CrossRef
15.
go back to reference Peyrin F. Evaluation of bone scaffolds by micro-CT. Osteoporos int. 2011;22(6):2043–8.CrossRef Peyrin F. Evaluation of bone scaffolds by micro-CT. Osteoporos int. 2011;22(6):2043–8.CrossRef
16.
go back to reference Metscher BD. MicroCT for comparative morphology: simple staining methods allow high-contrast 3D imaging of diverse non-mineralized animal tissues. BMC Physiol. 2009;9:11.CrossRef Metscher BD. MicroCT for comparative morphology: simple staining methods allow high-contrast 3D imaging of diverse non-mineralized animal tissues. BMC Physiol. 2009;9:11.CrossRef
17.
go back to reference Pauwels E, Van Loo D, Cornillie P, Brabant L, Van Hoorebeke L. An exploratory study of contrast agents for soft tissue visualization by means of high resolution X-ray computed tomography imaging. J Microsc. 2013;250(1):21–31.CrossRef Pauwels E, Van Loo D, Cornillie P, Brabant L, Van Hoorebeke L. An exploratory study of contrast agents for soft tissue visualization by means of high resolution X-ray computed tomography imaging. J Microsc. 2013;250(1):21–31.CrossRef
18.
go back to reference Limaye A. Drishti, A Volume Exploration and Presentation Tool. In: Developments in X-Ray Tomography Viii, vol. 8506; 2012.CrossRef Limaye A. Drishti, A Volume Exploration and Presentation Tool. In: Developments in X-Ray Tomography Viii, vol. 8506; 2012.CrossRef
19.
go back to reference Schindelin J, Rueden CT, Hiner MC, Eliceiri KW. The ImageJ ecosystem: An open platform for biomedical image analysis. Mol Reprod Dev. 2015;82(7-8):518–29.CrossRef Schindelin J, Rueden CT, Hiner MC, Eliceiri KW. The ImageJ ecosystem: An open platform for biomedical image analysis. Mol Reprod Dev. 2015;82(7-8):518–29.CrossRef
20.
go back to reference Kiernan JA. Histological and histochemical methods : theory and practice. 3rd ed. Oxford: Butterworth-Heinemann; 1999. p. 502. Kiernan JA. Histological and histochemical methods : theory and practice. 3rd ed. Oxford: Butterworth-Heinemann; 1999. p. 502.
21.
go back to reference Buades A, Coll B, Morel JM, editors. A non-local algorithm for image denoising. 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR’05); 2005. Buades A, Coll B, Morel JM, editors. A non-local algorithm for image denoising. 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR’05); 2005.
22.
go back to reference Schindelin J, Arganda-Carreras I, Frise E, Kaynig V, Longair M, Pietzsch T, et al. Fiji: an open-source platform for biological-image analysis. Nat Methods. 2012;9(7):676–82.CrossRef Schindelin J, Arganda-Carreras I, Frise E, Kaynig V, Longair M, Pietzsch T, et al. Fiji: an open-source platform for biological-image analysis. Nat Methods. 2012;9(7):676–82.CrossRef
23.
go back to reference Coupé P, Yger P, Prima S, Hellier P, Kervrann C, Barillot C. An optimized blockwise nonlocal means denoising filter for 3-D magnetic resonance images. IEEE Trans Med Imaging. 2008;27(4):425–41.CrossRef Coupé P, Yger P, Prima S, Hellier P, Kervrann C, Barillot C. An optimized blockwise nonlocal means denoising filter for 3-D magnetic resonance images. IEEE Trans Med Imaging. 2008;27(4):425–41.CrossRef
24.
go back to reference Denic A, Macura SI, Mishra P, Gamez JD, Rodriguez M, Pirko I. MRI in rodent models of brain disorders. Neurotherapeutics : the journal of the American Society for Experimental NeuroTherapeutics. 2011;8(1):3–18.CrossRef Denic A, Macura SI, Mishra P, Gamez JD, Rodriguez M, Pirko I. MRI in rodent models of brain disorders. Neurotherapeutics : the journal of the American Society for Experimental NeuroTherapeutics. 2011;8(1):3–18.CrossRef
25.
go back to reference Gabbay-Benziv R, Reece EA, Wang F, Bar-Shir A, Harman C, Turan OM, et al. A step-wise approach for analysis of the mouse embryonic heart using 17.6 tesla MRI. Magn Reson Imaging. 2017;35:46–53.CrossRef Gabbay-Benziv R, Reece EA, Wang F, Bar-Shir A, Harman C, Turan OM, et al. A step-wise approach for analysis of the mouse embryonic heart using 17.6 tesla MRI. Magn Reson Imaging. 2017;35:46–53.CrossRef
26.
go back to reference Schambach SJ, Bag S, Schilling L, Groden C, Brockmann MA. Application of micro-CT in small animal imaging. Methods. 2010;50(1):2–13.CrossRef Schambach SJ, Bag S, Schilling L, Groden C, Brockmann MA. Application of micro-CT in small animal imaging. Methods. 2010;50(1):2–13.CrossRef
27.
go back to reference Stauber M, Muller R. Micro-computed tomography: a method for the non-destructive evaluation of the three-dimensional structure of biological specimens. Methods Mol Biol. 2008;455:273–92.CrossRef Stauber M, Muller R. Micro-computed tomography: a method for the non-destructive evaluation of the three-dimensional structure of biological specimens. Methods Mol Biol. 2008;455:273–92.CrossRef
28.
go back to reference Pardridge WM. Introduction to the blood-brain barrier methodology, biology, and pathology. Cambridge: Cambridge University Press; 1998. p. XIV, 486 S.CrossRef Pardridge WM. Introduction to the blood-brain barrier methodology, biology, and pathology. Cambridge: Cambridge University Press; 1998. p. XIV, 486 S.CrossRef
29.
go back to reference Neuwelt EA. Mechanisms of disease: the blood-brain barrier. Neurosurgery. 2004;54(1):131–40 discussion 41-2.CrossRef Neuwelt EA. Mechanisms of disease: the blood-brain barrier. Neurosurgery. 2004;54(1):131–40 discussion 41-2.CrossRef
30.
go back to reference Cotton FA, Cotton FA. Advanced inorganic chemistry. 6th ed. New York: Wiley; 1999. p. xv, 1355. Cotton FA, Cotton FA. Advanced inorganic chemistry. 6th ed. New York: Wiley; 1999. p. xv, 1355.
31.
go back to reference Everett M, Miller W. The role of phosphotungstic and phosphomolybdic acids in connective tissue staining I. Histochemical studies. Histochem J. 1974;6(1):25–34.CrossRef Everett M, Miller W. The role of phosphotungstic and phosphomolybdic acids in connective tissue staining I. Histochemical studies. Histochem J. 1974;6(1):25–34.CrossRef
32.
go back to reference Gignac PM, Kley NJ. Iodine-enhanced micro-CT imaging: methodological refinements for the study of the soft-tissue anatomy of post-embryonic vertebrates. J Exp Zool B Mol Dev Evol. 2014;322(3):166–76.CrossRef Gignac PM, Kley NJ. Iodine-enhanced micro-CT imaging: methodological refinements for the study of the soft-tissue anatomy of post-embryonic vertebrates. J Exp Zool B Mol Dev Evol. 2014;322(3):166–76.CrossRef
33.
go back to reference Wells AF. Structural inorganic chemistry. 5th ed. Oxford: Clarendon Press; 1984. p. 1. Wells AF. Structural inorganic chemistry. 5th ed. Oxford: Clarendon Press; 1984. p. 1.
Metadata
Title
High-definition neural visualization of rodent brain using micro-CT scanning and non-local-means processing
Authors
Ko-Chin Chen
Alon Arad
Zan-Ming Song
David Croaker
Publication date
01-12-2018
Publisher
BioMed Central
Published in
BMC Medical Imaging / Issue 1/2018
Electronic ISSN: 1471-2342
DOI
https://doi.org/10.1186/s12880-018-0280-6

Other articles of this Issue 1/2018

BMC Medical Imaging 1/2018 Go to the issue