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Erschienen in: Brain Structure and Function 3/2015

01.05.2015 | Original Article

In vivo correlation between axon diameter and conduction velocity in the human brain

verfasst von: Assaf Horowitz, Daniel Barazany, Ido Tavor, Moran Bernstein, Galit Yovel, Yaniv Assaf

Erschienen in: Brain Structure and Function | Ausgabe 3/2015

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Abstract

The understanding of the relationship between structure and function has always characterized biology in general and neurobiology in particular. One such fundamental relationship is that between axon diameter and the axon’s conduction velocity (ACV). Measurement of these neuronal properties, however, requires invasive procedures that preclude direct elucidation of this relationship in vivo. Here we demonstrate that diffusion-based MRI is sensitive to the fine microstructural elements of brain wiring and can be used to quantify axon diameter in vivo. Moreover, we demonstrate the in vivo correlation between the diameter of an axon and its conduction velocity in the human brain. Using AxCaliber, a novel magnetic resonance imaging technique that enables us to estimate in vivo axon diameter distribution (ADD) and by measuring the interhemispheric transfer time (IHTT) by electroencephalography, we found significant linear correlation, across a cohort of subjects, between brain microstructure morphology (ADD) and its physiology (ACV) in the tactile and visual sensory domains. The ability to make a quantitative assessment of a fundamental physiological property in the human brain from in vivo measurements of ADD may shed new light on neurological processes occurring in neuroplasticity as well as in neurological disorders and neurodegenerative diseases.
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Literatur
Zurück zum Zitat Aboitiz F, Scheibel a B, Fisher RS, Zaidel E (1992) Fiber composition of the human corpus callosum. Brain Res 598:143–53 Aboitiz F, Scheibel a B, Fisher RS, Zaidel E (1992) Fiber composition of the human corpus callosum. Brain Res 598:143–53
Zurück zum Zitat Aboitiz F, López J, Montiel J (2003) Long distance communication in the human brain: timing constraints for inter-hemispheric synchrony and the origin of brain lateralization. Biol Res 36:89–99CrossRefPubMed Aboitiz F, López J, Montiel J (2003) Long distance communication in the human brain: timing constraints for inter-hemispheric synchrony and the origin of brain lateralization. Biol Res 36:89–99CrossRefPubMed
Zurück zum Zitat Alexander DC, Hubbard PL, Hall MG et al (2010) Orientationally invariant indices of axon diameter and density from diffusion MRI. Neuroimage 52:1374–1389CrossRefPubMed Alexander DC, Hubbard PL, Hall MG et al (2010) Orientationally invariant indices of axon diameter and density from diffusion MRI. Neuroimage 52:1374–1389CrossRefPubMed
Zurück zum Zitat Andreassi JL, Okamura H, Steam M (1975) Hemispheric asymmetries in the visual cortical evoked potential as a function of stimulus locations. Psychophysiology 12:541–546CrossRefPubMed Andreassi JL, Okamura H, Steam M (1975) Hemispheric asymmetries in the visual cortical evoked potential as a function of stimulus locations. Psychophysiology 12:541–546CrossRefPubMed
Zurück zum Zitat Arbuthnott ER, Boyd IA, Kalu KU (1980) Ultrastructural dimensions of myelinated peripheral nerve fibres in the cat and their relation to conduction velocity. J Physiol 308:125–157CrossRefPubMedCentralPubMed Arbuthnott ER, Boyd IA, Kalu KU (1980) Ultrastructural dimensions of myelinated peripheral nerve fibres in the cat and their relation to conduction velocity. J Physiol 308:125–157CrossRefPubMedCentralPubMed
Zurück zum Zitat Assaf Y, Basser PJ (2005) Composite hindered and restricted model of diffusion (CHARMED) MR imaging of the human brain. Neuroimage 27:48–58CrossRefPubMed Assaf Y, Basser PJ (2005) Composite hindered and restricted model of diffusion (CHARMED) MR imaging of the human brain. Neuroimage 27:48–58CrossRefPubMed
Zurück zum Zitat Assaf Y, Freidlin RZ, Rohde GK, Basser PJ (2004) New modeling and experimental framework to characterize hindered and restricted water diffusion in brain white matter. Magn Reson Med 52:965–978CrossRefPubMed Assaf Y, Freidlin RZ, Rohde GK, Basser PJ (2004) New modeling and experimental framework to characterize hindered and restricted water diffusion in brain white matter. Magn Reson Med 52:965–978CrossRefPubMed
Zurück zum Zitat Basser PJ, Pajevic S, Pierpaoli C et al (2000) In vivo fiber tractography using DT-MRI data. Magn Reson Med 44:625–632CrossRefPubMed Basser PJ, Pajevic S, Pierpaoli C et al (2000) In vivo fiber tractography using DT-MRI data. Magn Reson Med 44:625–632CrossRefPubMed
Zurück zum Zitat Ben-Amitay S, Jones DK, Assaf Y (2012) Motion correction and registration of high b-value diffusion weighted images. Magn Reson Med 67(6):s1694–1702 Ben-Amitay S, Jones DK, Assaf Y (2012) Motion correction and registration of high b-value diffusion weighted images. Magn Reson Med 67(6):s1694–1702
Zurück zum Zitat Braun CM (1992) Estimation of interhemispheric dynamics from simple unimanual reaction time to extrafoveal stimuli. Neuropsychol Rev 3:321–365CrossRefPubMed Braun CM (1992) Estimation of interhemispheric dynamics from simple unimanual reaction time to extrafoveal stimuli. Neuropsychol Rev 3:321–365CrossRefPubMed
Zurück zum Zitat Brown WS, Jeeves MA (1993) Bilateral visual field processing and evoked potential interhemispheric transmission time. Neuropsychologia 31:1267–1281CrossRefPubMed Brown WS, Jeeves MA (1993) Bilateral visual field processing and evoked potential interhemispheric transmission time. Neuropsychologia 31:1267–1281CrossRefPubMed
Zurück zum Zitat Coleman M (2005) Axon degeneration mechanisms: commonality amid diversity. Nat Rev Neurosci 6:889–898CrossRefPubMed Coleman M (2005) Axon degeneration mechanisms: commonality amid diversity. Nat Rev Neurosci 6:889–898CrossRefPubMed
Zurück zum Zitat Cornblath DR, Kuncl RW, Mellits ED et al (1992) Nerve conduction studies in amyotrophic lateral sclerosis. Muscle Nerve 15:1111–1115CrossRefPubMed Cornblath DR, Kuncl RW, Mellits ED et al (1992) Nerve conduction studies in amyotrophic lateral sclerosis. Muscle Nerve 15:1111–1115CrossRefPubMed
Zurück zum Zitat Cowan JM, Rothwell JC, Dick JP et al (1984) Central motor conduction in multiple sclerosis. Lance 2:304–307CrossRef Cowan JM, Rothwell JC, Dick JP et al (1984) Central motor conduction in multiple sclerosis. Lance 2:304–307CrossRef
Zurück zum Zitat Lifshits S, Horowitz A, Barazany D, Rosset S, Assaf Y (2013) Classification of axon diameter properties using machine learning. In: Proc 21st Annu Meets ISMRM Lifshits S, Horowitz A, Barazany D, Rosset  S, Assaf Y (2013) Classification of axon diameter properties using machine learning. In: Proc 21st Annu Meets ISMRM
Zurück zum Zitat Dawson GD (1956) The relative excitability and conduction velocity of sensory and motor nerve fibres in man. J Physiol 131:436–45I Dawson GD (1956) The relative excitability and conduction velocity of sensory and motor nerve fibres in man. J Physiol 131:436–45I
Zurück zum Zitat Delorme A, Makeig S (2004) EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis. J Neurosci Methods 134:9–21CrossRefPubMed Delorme A, Makeig S (2004) EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis. J Neurosci Methods 134:9–21CrossRefPubMed
Zurück zum Zitat Dyhrfjeld-Johnsen J, Santhakumar V, Morgan RJ et al (2007) Topological determinants of epileptogenesis in large-scale structural and functional models of the dentate gyrus derived from experimental data. J Neurophysiol 97:1566–1587. doi:10.1152/jn.00950.2006 CrossRefPubMed Dyhrfjeld-Johnsen J, Santhakumar V, Morgan RJ et al (2007) Topological determinants of epileptogenesis in large-scale structural and functional models of the dentate gyrus derived from experimental data. J Neurophysiol 97:1566–1587. doi:10.​1152/​jn.​00950.​2006 CrossRefPubMed
Zurück zum Zitat Fendrich R, Hutsler JJ, Gazzaniga MS (2004) Visual and tactile interhemispheric transfer compared with the method of Poffenberger. Exp Brain Res 158:67–74CrossRefPubMed Fendrich R, Hutsler JJ, Gazzaniga MS (2004) Visual and tactile interhemispheric transfer compared with the method of Poffenberger. Exp Brain Res 158:67–74CrossRefPubMed
Zurück zum Zitat Ferguson B, Matyszak MK, Esiri MM, Perry VH (1997) Axonal damage in acute multiple sclerosis lesions. Brain A J Neurol 120s(Pt 3):393–399 Ferguson B, Matyszak MK, Esiri MM, Perry VH (1997) Axonal damage in acute multiple sclerosis lesions. Brain A J Neurol 120s(Pt 3):393–399
Zurück zum Zitat Gasser HS, Grundfest H (1939) Axon diameters in relation to the spike dimensions and the conduction velocity in mammalian a fibers. Am J Physiol 393 Gasser HS, Grundfest H (1939) Axon diameters in relation to the spike dimensions and the conduction velocity in mammalian a fibers. Am J Physiol 393
Zurück zum Zitat Goldman L, Albus JS (1968) Computation of impulse conduction in myelinated fibers; theoretical basis of the velocity-diameter relation. Biophys J 8:596–607CrossRefPubMedCentralPubMed Goldman L, Albus JS (1968) Computation of impulse conduction in myelinated fibers; theoretical basis of the velocity-diameter relation. Biophys J 8:596–607CrossRefPubMedCentralPubMed
Zurück zum Zitat Harper AA, Lawson SN (1985) Electrical properties of rat dorsal root ganglion neurones with different peripheral nerve conduction velocities. J Physiol 359:47–63CrossRefPubMedCentralPubMed Harper AA, Lawson SN (1985) Electrical properties of rat dorsal root ganglion neurones with different peripheral nerve conduction velocities. J Physiol 359:47–63CrossRefPubMedCentralPubMed
Zurück zum Zitat Hursch J. (1939) Conduction velocity and diameter of nerve fibers. Am J Physiol Hursch J. (1939) Conduction velocity and diameter of nerve fibers. Am J Physiol
Zurück zum Zitat Ipata A, Girelli M, Miniussi C, Marzi CA (1997) Interhemispheric transfer of visual information in humans: the role of different callosal channels. Arch Ital Biol 135:169–182PubMed Ipata A, Girelli M, Miniussi C, Marzi CA (1997) Interhemispheric transfer of visual information in humans: the role of different callosal channels. Arch Ital Biol 135:169–182PubMed
Zurück zum Zitat Klingberg T, Hedehus M, Temple E, et al. (2000) Microstructure of temporo-parietal white matter as a basis for reading ability: evidence from diffusion tensor magnetic resonance imaging. Neuron 25:493–500 Klingberg T, Hedehus M, Temple E, et al. (2000) Microstructure of temporo-parietal white matter as a basis for reading ability: evidence from diffusion tensor magnetic resonance imaging. Neuron 25:493–500
Zurück zum Zitat Leemans A, Jeurissen B, Sijbers J, Jones D (2009) ExploreDTI: a graphical toolbox for processing, analyzing, and visualizing diffusion MR data. Proc 17th Sci Meet Int Soc Magn Reson Med 3537 Leemans A, Jeurissen B, Sijbers J, Jones D (2009) ExploreDTI: a graphical toolbox for processing, analyzing, and visualizing diffusion MR data. Proc 17th Sci Meet Int Soc Magn Reson Med 3537
Zurück zum Zitat Marzi CA, Bisiacchi P, Nicoletti R (1991) Is interhemispheric transfer of visuomotor information asymmetric? Evidence from a meta-analysis. Neuropsychologia 29:1163–1177CrossRefPubMed Marzi CA, Bisiacchi P, Nicoletti R (1991) Is interhemispheric transfer of visuomotor information asymmetric? Evidence from a meta-analysis. Neuropsychologia 29:1163–1177CrossRefPubMed
Zurück zum Zitat Nowicka A, Grabowska A, Fersten E (1996) Interhemispheric transmission of information and functional asymmetry of the human brain. Neuropsychologia 34:147–151CrossRefPubMed Nowicka A, Grabowska A, Fersten E (1996) Interhemispheric transmission of information and functional asymmetry of the human brain. Neuropsychologia 34:147–151CrossRefPubMed
Zurück zum Zitat Patton HD (1982) Special properties of nerve trunks and tracts. Physiol Biophys 4 Patton HD (1982) Special properties of nerve trunks and tracts. Physiol Biophys 4
Zurück zum Zitat Reed TE, Jensen AR (1992) Conduction velocity in a brain nerve pathway of normal adults correlates with intelligence level. Intelligence 16:259–272CrossRef Reed TE, Jensen AR (1992) Conduction velocity in a brain nerve pathway of normal adults correlates with intelligence level. Intelligence 16:259–272CrossRef
Zurück zum Zitat Reese TG, Heid O, Weisskoff RM, Wedeen VJ (2003) Reduction of eddy-current-induced distortion in diffusion MRI using a twice-refocused spin echo. Magn Reson Med 49:177–182CrossRefPubMed Reese TG, Heid O, Weisskoff RM, Wedeen VJ (2003) Reduction of eddy-current-induced distortion in diffusion MRI using a twice-refocused spin echo. Magn Reson Med 49:177–182CrossRefPubMed
Zurück zum Zitat Ritchie JM (1982) On the relation between fibre diameter and conduction velocity in myelinated nerve fibres. Proc R Soc London Ser B Contain Pap a Biol character R Soc Gt Britain 217:29–35CrossRef Ritchie JM (1982) On the relation between fibre diameter and conduction velocity in myelinated nerve fibres. Proc R Soc London Ser B Contain Pap a Biol character R Soc Gt Britain 217:29–35CrossRef
Zurück zum Zitat Saron CD, Davidson RJ (1989) Visual evoked potential measures of interhemispheric transfer time in humans. Behav Neurosci 103:1115–1138CrossRefPubMed Saron CD, Davidson RJ (1989) Visual evoked potential measures of interhemispheric transfer time in humans. Behav Neurosci 103:1115–1138CrossRefPubMed
Zurück zum Zitat Satomi K, Horai T, Kinoshita Y, Wakazono A (1995) Hemispheric asymmetry of event-related potentials in a patient with callosal disconnection syndrome: a comparison of auditory, visual and somatosensory modalities. Electroencephalogr Clin Neurophysiol 94:440–449 Satomi K, Horai T, Kinoshita Y, Wakazono A (1995) Hemispheric asymmetry of event-related potentials in a patient with callosal disconnection syndrome: a comparison of auditory, visual and somatosensory modalities. Electroencephalogr Clin Neurophysiol 94:440–449
Zurück zum Zitat Shu Y, Duque A, Yu Y et al (2007) Properties of action-potential initiation in neocortical pyramidal cells: evidence from whole cell axon recordings. J Neurophysiol 97:746–760CrossRefPubMed Shu Y, Duque A, Yu Y et al (2007) Properties of action-potential initiation in neocortical pyramidal cells: evidence from whole cell axon recordings. J Neurophysiol 97:746–760CrossRefPubMed
Zurück zum Zitat Snooks SJ, Swash M (1985) Motor conduction velocity in the human spinal cord: slowed conduction in multiple sclerosis and radiation myelopathy. J Neurol Neurosurg Psychiatry 48:1135–1139CrossRefPubMedCentralPubMed Snooks SJ, Swash M (1985) Motor conduction velocity in the human spinal cord: slowed conduction in multiple sclerosis and radiation myelopathy. J Neurol Neurosurg Psychiatry 48:1135–1139CrossRefPubMedCentralPubMed
Zurück zum Zitat Terry RD, Gonatas NK, Weiss M (1964) Ultrastructural Studies in Alzheimer’s Presenile Dementia. Am J Pathol 44:269–297PubMedCentralPubMed Terry RD, Gonatas NK, Weiss M (1964) Ultrastructural Studies in Alzheimer’s Presenile Dementia. Am J Pathol 44:269–297PubMedCentralPubMed
Zurück zum Zitat Thiebaut de Schotten M, Cohen L, Amemiya E, et al. (2012) Learning to read improves the structure of the arcuate fasciculus. Cereb Cortex 3:1–7. doi: 10.1093/cercor/bhs383 Thiebaut de Schotten M, Cohen L, Amemiya E, et al. (2012) Learning to read improves the structure of the arcuate fasciculus. Cereb Cortex 3:1–7. doi: 10.​1093/​cercor/​bhs383
Zurück zum Zitat Trapp BD, Peterson J, Ransohoff RM et al (1998) Axonal transection in the lesions of multiple sclerosis. N Engl J Med 338:278–285CrossRefPubMed Trapp BD, Peterson J, Ransohoff RM et al (1998) Axonal transection in the lesions of multiple sclerosis. N Engl J Med 338:278–285CrossRefPubMed
Zurück zum Zitat Van Hecke W, Leemans A, Sijbers J et al (2008) A tracking-based diffusion tensor imaging segmentation method for the detection of diffusion-related changes of the cervical spinal cord with aging. J Magn Reson Imaging 27:978–991CrossRefPubMed Van Hecke W, Leemans A, Sijbers J et al (2008) A tracking-based diffusion tensor imaging segmentation method for the detection of diffusion-related changes of the cervical spinal cord with aging. J Magn Reson Imaging 27:978–991CrossRefPubMed
Zurück zum Zitat Virtanen J, Uusitalo H, Palkama A, Kaufman H (1984) The effect of fixation on corneal endothelial cell dimensions and morphology in scanning electron microscopy. Acta Ophthalmol 62:577–585CrossRef Virtanen J, Uusitalo H, Palkama A, Kaufman H (1984) The effect of fixation on corneal endothelial cell dimensions and morphology in scanning electron microscopy. Acta Ophthalmol 62:577–585CrossRef
Zurück zum Zitat Witelson SF (1989) Hand and sex differences in the isthmus and genu of the human corpus callosum. A postmortem morphological study. Brain A J Neurol 112(Pt 3):799–835 Witelson SF (1989) Hand and sex differences in the isthmus and genu of the human corpus callosum. A postmortem morphological study. Brain A J Neurol 112(Pt 3):799–835
Metadaten
Titel
In vivo correlation between axon diameter and conduction velocity in the human brain
verfasst von
Assaf Horowitz
Daniel Barazany
Ido Tavor
Moran Bernstein
Galit Yovel
Yaniv Assaf
Publikationsdatum
01.05.2015
Verlag
Springer Berlin Heidelberg
Erschienen in
Brain Structure and Function / Ausgabe 3/2015
Print ISSN: 1863-2653
Elektronische ISSN: 1863-2661
DOI
https://doi.org/10.1007/s00429-014-0871-0

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