Brain tissue compartment density estimated using diffusion‐weighted MRI yields tissue parameters consistent with histology
Open accessAbstract
We examined whether quantitative density measures of cerebral tissue consistent with histology can be obtained from diffusion magnetic resonance imaging (MRI). By incorporating prior knowledge of myelin and cell membrane densities, absolute tissue density values were estimated from relative intracellular and intraneurite density values obtained from diffusion MRI. The NODDI (neurite orientation distribution and density imaging) technique, which can be applied clinically, was used. Myelin density estimates were compared with the results of electron and light microscopy in ex vivo mouse brain and with published density estimates in a healthy human brain. In ex vivo mouse brain, estimated myelin densities in different subregions of the mouse corpus callosum were almost identical to values obtained from electron microscopy (diffusion MRI: 42 ± 6%, 36 ± 4%, and 43 ± 5%; electron microscopy: 41 ± 10%, 36 ± 8%, and 44 ± 12% in genu, body and splenium, respectively). In the human brain, good agreement was observed between estimated fiber density measurements and previously reported values based on electron microscopy. Estimated density values were unaffected by crossing fibers. Hum Brain Mapp 36:3687–3702, 2015 . © 2015 Wiley Periodicals, Inc.
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There is a significant correlation between myelin density estimated by absolute tissue density from NODDI (ABTIN) and myelin density obtained from electron microscopy in the mouse corpus callosum.
“There is significant correlation between myelin density estimated by absolute tissue density from NODDI (ABTIN) and myelin density obtained from electron microscopy in the mouse corpus callosum (Sepehrband et al. 2015).”
From Neurite orientation dispersion and density imaging of mouse brain microstructure (2019) · cites this paper as Sepehrband et al. 2015
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Jenkinson, M., Bannister, P., Brady, M., & Smith, S. (2002) · NeuroImage · doi:10.1006/nimg.2002.1132 · Cited by 11,888 · see citing works
Axonal transection in the lesions of multiple sclerosis
Trapp, B. D., Peterson, J., Ransohoff, R. M., Rudick, R., Mörk, S., & Bö, L. (1998) · New England Journal of Medicine · doi:10.1056/nejm199801293380502 · Cited by 4,029 · see citing works
NODDI: Practical in vivo neurite orientation dispersion and density imaging of the human brain
Zhang, H., Schneider, T., Wheeler-Kingshott, C. A., & Alexander, D. C. (2012) · NeuroImage · doi:10.1016/j.neuroimage.2012.03.072 · Cited by 3,288 · see citing works
Diffusion tensor MR imaging of the human brain
Pierpaoli, C., Jezzard, P., Basser, P. J., Barnett, A., & Di Chiro, G. (1996) · Radiology · doi:10.1148/radiology.201.3.8939209 · Cited by 2,664 · see citing works
White matter integrity, fiber count, and other fallacies: The do's and don'ts of diffusion MRI
Jones, D. K., Knösche, T. R., & Turner, R. (2013) · NeuroImage · doi:10.1016/j.neuroimage.2012.06.081 · Cited by 2,479 · see citing works
Peterson, J. W., Bö, L., Mörk, S., Chang, A., & Trapp, B. D. (2001) · Annals of Neurology · doi:10.1002/ana.1123 · Cited by 1,403 · cited 2× · see citing works
“, 1985], multiple sclerosis [Konat and Offner, 1982; Peterson et al., 2001; Trapp et al., 1998], traumatic brain injury [Grady et al.”
BackgroundDipy, a library for the analysis of diffusion MRI data
Garyfallidis, E., Brett, M., Amirbekian, B., Rokem, A., van der Walt, S., Descoteaux, M., Nimmo-Smith, I., & Contributors, D. (2014) · Frontiers in Neuroinformatics · doi:10.3389/fninf.2014.00008 · Cited by 1,371 · see citing works
Jeurissen, B., Leemans, A., Tournier, J., Jones, D. K., & Sijbers, J. (2013) · Human Brain Mapping · doi:10.1002/hbm.22099 · Cited by 1,088 · see citing works
Sample Size Planning for Statistical Power and Accuracy in Parameter Estimation
Maxwell, S. E., Kelley, K., & Rausch, J. R. (2008) · Annual Review of Psychology · doi:10.1146/annurev.psych.59.103006.093735 · Cited by 542 · see citing works
Magnetic Resonance Imaging of Myelin
Laule, C., Vavasour, I. M., Kolind, S. H., Li, D. K. B., Traboulsee, T. L., Moore, G. R. W., & MacKay, A. L. (2007) · Neurotherapeutics · doi:10.1016/j.nurt.2007.05.004 · Cited by 334 · see citing works
Wilke, S. A., Antonios, J. K., Bushong, E. A., Badkoobehi, A., Malek, E., Hwang, M., Terada, M., Ellisman, M. H., & Ghosh, A. (2013) · The Journal of Neuroscience · doi:10.1523/jneurosci.1600-12.2013 · Cited by 179 · see citing works
Flagged first, then by citations
Research works printed but not linked: 71
- Aboitiz F Scheibel AB Fisher RS Zaidel E Fiber composition of the human corpus callosum Brain Research 1992 598 143 153 1486477
- Alexander DC A general framework for experiment design in diffusion MRI and its application in measuring direct tissue microstructure features Magnetic Resonance in Medicine 2008 60 2 439 448 18666109
- Alexander DC Hubbard PL Hall MG Moore EA Ptito M Parker GJM Dyrby TB Orientationally invariant indices of axon diameter and density from diffusion MRI Neuroimage 2010 52 1 16 20580932
- Assaf Y Blumenfeld T Yovel Y Basser PJ AxCaliber: a method for measuring axon diameter distribution from diffusion MRI Magnetic Resonance in Medicine 2008 59 1347 1354 18506799 PMC4667732
- Basser PJ Mattiello J LeBihan D MR diffusion tensor spectroscopy and imaging Biophysical Journal 1994 66 259 267 8130344 PMC1275686
- Bauman ML Kemper TL Neuroanatomic observations of the brain in autism: a review and future directions International Journal of Developmental Neuroscience 2005 23 183 187 15749244
- Baumann N Pham-Dinh D Biology of oligodendrocyte and myelin in the mammalian central nervous system Physiological Reviews 2001 81 871 927 11274346
- Beaulieu C Johansen-Berg H Behrens TE Chapter 6 - The Biological Basis of Diffusion Anisotropy Diffusion MRI: From Quantitative Measurement to in vivo Neuroanatomy 2009 San Diego Academic Press 105 126
- Bodini B Ciccarelli O Johansen-Berg H Behrens TE Chapter 9 - Diffusion MRI in Neurological Disorders Diffusion MRI: From Quantitative Measurement to in vivo Neuroanatomy 2009 San Diego Academic Press 175 203
- Caminiti R Carducci F Piervincenzi C Battaglia-Mayer A Confalone G Visco-Comandini F Diameter, length, speed, and conduction delay of callosal axons in macaque monkeys and humans: comparing data from histology and magnetic resonance imaging diffusion tractography The Journal of Neuroscience 2013 33 36 14501 14511 24005301 PMC6618375
- Campbell JSW Stikov N Lavallee M Stroh T Frey S Novek J Nuara S Ho MK Bedell B Pike GB Full brain g-ratio mapping with NODDI-based axon volume fraction 2013 Presented at the International Symposium on Magnetic Resonance in Medicine workshop Podstrana, Croatia
- Casanova MF Buxhoeveden DP Switala AE Roy E Neuronal density and architecture (Gray Level Index) in the brains of autistic patients Journal of Child Neurology 2002 17 515 521 12269731
- Chen A Moy VT Cross-linking of cell surface receptors enhances cooperativity of molecular adhesion Biophysical Journal 2000 78 2814 2820 10827964 PMC1300869
- Ciccarelli O Catani M Johansen-Berg H Clark C Thompson A Diffusion-based tractography in neurological disorders: concepts, applications, and future developments The Lancet Neurology 2008 7 715 727 18635020
- Coleman PDP Romano JJ Lapham LL Simon WW Cell counts in cerebral cortex of an autistic patient Journal of Autism and Developmental Disorders 1985 15 245 255 4030660
- Colon EJ Quantitative cytoarchitectonics of the human cerebral cortex in schizophrenic dementia Acta Neurologica 1972 20 1 10 5020591
- Cook PA Symms M Boulby PA Alexander DC Optimal acquisition orders of diffusion-weighted MRI measurements Journal of Magnetic Resonance Imaging 2007 25 1051 1058 17457801
- De Santis S Drakesmith M Bells S Assaf Y Jones DK Why diffusion tensor MRI does well only some of the time: variance and covariance of white matter tissue microstructure attributes in the living human brain Neuroimage 2014 89 35 44 24342225 PMC3988851
- Descoteaux M Angelino E Fitzgibbons S Deriche R Regularized, fast, and robust analytical Q-ball imaging Magnetic Resonance in Medicine 2007 58 3 497 510 17763358
- Edgar JM Griffiths IR Johansen-Berg H Behrens TE Chapter 5 - White Matter Structure: A Microscopist’s View Diffusion MRI: From Quantitative Measurement to in vivo Neuroanatomy 2009 San Diego Academic Press 74 103
- Eriksson SH Malmgren K Nordborg C Microdysgenesis in epilepsy Acta Neurologica Scandinavica 2005 111 279 290 15819707
- Fieremans E Jensen JH Helpern JA White matter characterization with diffusional kurtosis imaging Neuroimage 2011 58 177 188 21699989 PMC3136876
- Franklin RJM Ffrench-Constant C Remyelination in the CNS: from biology to therapy Nature Review Neuroscience 2008 9 839 855 18931697
- Grady MS Charleston JS Maris D Witgen BM Lifshitz J Neuronal and Glial Cell Number in the Hippocampus after Experimental Traumatic Brain Injury: Analysis by Stereological Estimation Journal of Neurotrauma 2003 20 929 941 14588110
- Graf K Schramm U Diameter of axons and thickness of myelin sheaths of the pyramidal tract fibres in the adult human medullary pyramid Anatomischer Anzeiger 1984 157 97 111 6507887
- Hall M Frank E Holmes G Pfahringer B Reutemann P Witten IH The WEKA Data Mining Software: An Update SIGKDD Explorations 2009 11 1
- Harding AJ Wong A Svoboda M Kril JJ Halliday GM Chronic alcohol consumption does not cause hippocampal neuron loss in humans Hippocampus 1997 7 78 87 9138671
- Hercher C Parent M Flores C Canetti L Turecki G Mechawar N Alcohol dependence-related increase of glial cell density in the anterior cingulate cortex of suicide completers Journal of Psychiatry & Neuroscience 2009 34 281 288 19568479 PMC2702445
- Hine R Membrane The Facts on File Dictionary of Biology 1999 3rd Edition New York Checkmark 198
- Jenkinson M Smith S A global optimisation method for robust affine registration of brain images Medical Image Analysis 2001 5 2 143 156 11516708
- Jespersen SN Kroenke CD Østergaard L Ackerman JJH Yablonskiy DA Modeling dendrite density from magnetic resonance diffusion measurements Neuroimage 2007 34 1473 1486 17188901
- Jespersen SN Bjarkam CR Nyengaard JR Chakravarty MM Hansen B Vosegaard T Østergaard L Yablonskiy DA Nielsen NC Vestergaard-Poulsen P Neurite density from magnetic resonance diffusion measurements at ultrahigh field: Comparison with light microscopy and electron microscopy Neuroimage 2010 49 205 216 19732836 PMC2862296
- Jones DK Horsfield MA Simmons A Optimal strategies for measuring diffusion in anisotropic systems by magnetic resonance imaging Magnetic Resonance in Medicine 1999 42 515 525 10467296
- Konat G Offner H Density distribution of myelin fragments isolated from control and multiple sclerosis brains Neurochemistry International 1982 4 241 246 20487874
- Kubota Y Karube F Nomura M Gulledge AT Mochizuki A Schertel A Kawaguchi Y Conserved properties of dendritic trees in four cortical interneuron subtypes Nature Scientific Reports 2011 1. Article number 89. PMC3216575 22355608
- Laule C Leung E Lis DKB Traboulsee AL Paty DW MacKay AL Moore GRW Myelin water imaging in multiple sclerosis: quantitative correlations with histopathology Multiple Sclerosis Journal 2006 12 747 753 17263002
- Le Bihan D Johansen-Berg H Diffusion MRI at 25: exploring brain tissue structure and function Neuroimage 2012 61 324 341 22120012 PMC3683822
- Leemans A Jones DK The B-matrix must be rotated when correcting for subject motion in DTI data Magnetic Resonance in Medicine 2009 61 1336 1349 19319973
- Levesque I Sled JG Narayanan S Santos AC Brass SD Francis SJ Arnold DL Pike GB The role of edema and demyelination in chronic T1 black holes: A quantitative magnetization transfer study Journal of Magnetic Resonance Imaging 2005 21 103 110 15666408
- Levesque IR Sled JG Pike GB Iterative optimization method for design of quantitative magnetization transfer imaging experiments Magnetic Resonance in Medicine 2011 66 635 643 21748796
- Mann DM Yates PO Marcyniuk B Some morphometric observations on the cerebral cortex and hippocampus in presenile Alzheimer’s disease, senile dementia of Alzheimer type and Down’s syndrome in middle age Journal of the Neurological Sciences 1985 69 139 159 3162000
- Mardia KV Jupp PE Directional Statistics. Wiley Series in Probability and Statistics 1990 John Wiley & Sons, Ltd.
- Meencke HJ Janz D Neuropathological Findings in Primary Generalized Epilepsy: A Study of Eight Cases Epilepsia 1984 25 8 21 6692795
- Mikula S Binding J Denk W Staining and embedding the whole mouse brain for electron microscopy Nature Methods 2012 9 12 1198 1201 23085613
- Novikov DS Fieremans E Jensen JH Helpern JA Characterizing microstructure of living tissues with time-dependent diffusion arXiv 2012 1210.3014.
- Oishi K Faria A Jiang H Li X Akhter K Zhang J Atlas-based whole brain white matter analysis using large deformation diffeomorphic metric mapping: application to normal elderly and Alzheimer's disease participants NeuroImage 2009 46 486 499 19385016 PMC2885858
- Olivares R Montiel J Aboitiz F Species differences and similarities in the fine structure of the mammalian corpus callosum Brain Behaviour and Evolution 2001 57 98 105 11435670
- Pajevic S Basser PJ An optimum principle predicts the distribution of axon diameters in normal white matter PLoS ONE 2013 8 1 e54095 23382870 PMC3557303
- Paus T Toro R Could sex differences in white matter be explained by g ratio Frontiers in Neuroanatomy 2009 3 14 19753325 PMC2742663
- Panagiotaki E Walker-Samuel S Siow B Johnson SP Rajkumar V Pedley RB Lythgoe MF Alexander DC Noninvasive Quantification of Solid Tumor Microstructure Using VERDICT MRI Cancer Research 2014 74 1902 1912 24491802
- Pierpaoli C Marenco S Rohde G Jones DK Barnett AS Analyzing the contribution of cardiac pulsation to the variability of quantities derived from the diffusion tensor 2003 Proceedings of the 11th Annual Meeting of ISMRM Toronto, Canada 70
- Purves D Augustine GJ Fitzpatrick D Hall WC LaMantia AS McNamara JO White SM Neuroscience 2008 4th Edition Sinauer Associates
- Richards KL Kurniawan ND Yang Z Kim TH Keller MD Low J Ullmann JFP Cole S Foong S Galloway GJ Reid CA Paxinos G Reutens DC Petrou S Hippocampal volume and cell density changes in a mouse model of human genetic epilepsy Neurology 2013 80 1240 1246 23468543
- Rushton WAH A theory of the effects of fibre size in medullated nerve The Journal of Physiology 1951 115 101 122 14889433 PMC1392008
- Selemon LD Goldman-Rakic PS The reduced neuropil hypothesis: a circuit based model of schizophrenia Biological Psychiatry 1999 45 17 25 9894571
- Sepehrband F Choupan J Caruyer E Kurniawan ND Gal Y Tieng QM McMahon K Vegh V Reutens DC Yang Z lop-DWI: A Novel Scheme for Pre-Processing of Diffusion Weighted Images in the Gradient Direction Domain Frontiers in Neurology 2014 5 290 25628600 PMC4290594
- Schindelin J Arganda-Carreras I Frise E Kaynig V Longair M Pietzsch T Preibisch S Rueden C Saalfeld S Schmid B Tinevez JY White DJ Hartenstein V Eliceiri K Tomancak P Cardona A Fiji: an open-source platform for biological-image analysis Nature Methods 2012 9 7 676 682 22743772 PMC3855844
- Song SK Yoshino J Le TQ Lin SJ Sun SW Cross AH Armstrong RC Demyelination increases radial diffusivity in corpus callosum of mouse brain Neuroimage 2005 15 132 140 15862213
- Stark AK Pakkenberg B Histological changes of the dopaminergic nigrostriatal system in aging Cell and Tissue Research 2004 318 81 92 15365813
- Stikov N Perry LM Mezer A Rykhlevskaia E Wandell BA Pauly JM Dougherty RF Bound pool fractions complement diffusion measures to describe white matter micro and macrostructure Neuroimage 2011 54 1112 1121 20828622 PMC2997845
- Stüber C Morawski M Schäfer A Labadie C Wähnert M Leuze C Streicher M Barapatre N Reimann K Geyer S Spemann D Turner R Myelin and iron concentration in the human brain: a quantitative study of MRI contrast Neuroimage 2014 93 1 95 106 24607447
- Sukstanskii AL Yablonskiy DA Ackerman JJH Effects of permeable boundaries on the diffusion-attenuated MR signal: insights from a one-dimensional model Journal of Magnetic Resonance 2006 179 223 233 15324758
- Sun SW Liang HF Trinkaus K Cross AH Armstrong RC Song SK Noninvasive detection of cuprizone induced axonal damage and demyelination in the mouse corpus callosum Magnetic Resonance in Medicine 2006 55 302 308 16408263
- Takahashi M Hackney DB Zhang G Wehrli SL Wright AC O'Brien WT Uematsu H Wehrli FW Selzer ME Magnetic resonance microimaging of intraaxonal water diffusion in live excised lamprey spinal cord Proceedings of the National Academy of Sciences 2002 99 16192 16196 PMC138587 12451179
- Tang Y Pakkenberg B Randel Nyengaard J Myelinated nerve fibers in the subcortical white matter of cerebral hemispheres are preserved in alcoholic subjects Brain Research 2004 1029 162 167 15542070
- Taylor GW The optical properties of the earthworm giant fiber sheath as related to fiber size Journal of Cellular and Comparative Physiology 1940 15 363 371
- Tepest R Vogeley K Viebahn B Schneider-Axmann T Honer WG Falkai P Automated gray level index measurements reveal only minor cytoarchitectonic changes of Brodmann area 9 in schizophrenia. Psychiatry Research: Neuroimaging 2008 163 183 192 18508245
- Tournier JD Calamante F Connelly A MRtrix: Diffusion tractography in crossing fiber regions International Journal of Imaging Systems and Technology 2012 22 53 66
- Ullmann JF Watson C Janke AL Kurniawan ND Paxinos G Reutens DC An MRI atlas of the mouse basal ganglia Brain Structure and Function 2013 1 11 23689500
- Wang Y Wang Q Haldar JP Yeh FC Xie M Sun P Tu TW Trinkaus K Klein RS Cross AH Song SK Quantification of increased cellularity during inflammatory demyelination Brain 2011 134 3590 3601 22171354 PMC3235568
- Yeh FC Tseng WYI NTU-90: A high angular resolution brain atlas constructed by q-space diffeomorphic reconstruction Neuroimage 2010 58 91 99 21704171
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“MD represents direction-insensitive measure of the total fiber membrane density [21]) and, as a result, remained relatively uniform across the entire white matter in normal brain tissue (see”
Background
- Authors
- Sepehrband, F., Clark, K. A., Ullmann, J. F. P., Kurniawan, N. D., Leanage, G., Reutens, D. C., & Yang, Z.
- Affiliations
- The University of Queensland (AU)
- University of Southern California (US)
- Corresponding author
- Sepehrband, Farshid
- Venue
- Human Brain Mapping
- Publisher
- Wiley
- Published
- 2015-06-11
- Volume
- 36
- Issue
- 9
- Pages
- 3687-3702
- ISSN
- 1065-9471 (ISSN-L)
- 1097-0193
- PMC
- PMC4545675
- OpenAlex
- W1899759537
- Cited by
- 143
- References
- 11
- Citations by year
- 2026: 8 · 2025: 12 · 2024: 10 · 2023: 15 · 2022: 11 · 2021: 19 · 2020: 14 · 2019: 12 · 2018: 13 · 2017: 17 · 2016: 8 · 2015: 3 · 2013: 1
- FWCI
- 11.06
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Human Brain Mapping (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- University of Queensland Centennial (UQCent) and International Postgraduate Research Scholarship (IPRS) (F.S.)
- Eunice Kennedy Shriver National Institute of Child Health & Human Development (NICHD) (K99/R00-HD065832 (K.C.))
- National Institutes of Health (P41-EB015922, R01MH092301, and R01MH094343)
- Topics
- Health Sciences › Medicine › Radiology, Nuclear Medicine and Imaging › Advanced Neuroimaging Techniques and Applications
- Health Sciences › Medicine › Radiology, Nuclear Medicine and Imaging › Advanced MRI Techniques and Applications
- Physical Sciences › Physics and Astronomy › Nuclear and High Energy Physics › NMR spectroscopy and applications
- Keywords
- diffusion MRI, NODDI, myelin density, fiber density, corpus callosum, mouse brain, human brain, histopathological confirmation, electron microscopy, crossing fibers
- MeSH terms
- Adult, Animals, Corpus Callosum, Humans, Male, Mice, Inbred C57BL, Microscopy, Electron, Models, Theoretical, Myelin Sheath, Anisotropy, Diffusion Magnetic Resonance Imaging, Mice, White Matter
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