Estimating axon radius using diffusion-relaxation MRI: calibrating a surface-based relaxation model with histology

被引:3
作者
Barakovic, Muhamed [1 ,2 ,3 ,4 ,5 ,6 ]
Pizzolato, Marco [7 ]
Tax, Chantal M. W. [4 ,8 ]
Rudrapatna, Umesh [4 ]
Magon, Stefano [6 ]
Dyrby, Tim B. [7 ,9 ]
Granziera, Cristina [1 ,2 ,3 ,10 ]
Thiran, Jean-Philippe [5 ,11 ,12 ,13 ]
Jones, Derek K. [4 ]
Canales-Rodriguez, Erick J. [5 ]
机构
[1] Univ Hosp Basel, Dept Biomed Engn, Translat Imaging Neurol ThINk Basel, Basel, Switzerland
[2] Univ Basel, Basel, Switzerland
[3] Univ Hosp Basel, Dept Neurol, Basel, Switzerland
[4] Cardiff Univ, Brain Res Imaging Ctr, Cardiff, Wales
[5] Ecole Polytech Fed Lausanne EPFL, Signal Proc Lab 5 LTS5, Lausanne, Switzerland
[6] Roche Innovat Ctr, Roche Pharm Res & Early Dev, Neurosci & Rare Dis, Basel, Switzerland
[7] Tech Univ Denmark, Dept Appl Math & Comp Sci, Lyngby, Denmark
[8] Univ Med Ctr Utrecht, Image Sci Inst, Utrecht, Netherlands
[9] Copenhagen Univ Hosp Amager & Hvidovre, Danish Res Ctr Magnet Resonance DRCMR, Ctr Funct & Diagnost Imaging & Res, Copenhagen, Denmark
[10] Univ Hosp Basel, Res Ctr Clin Neuroimmunol & Neurosci Basel RC2NB, Basel, Switzerland
[11] CHU Vaudois, Radiol Dept, Lausanne, Switzerland
[12] Univ Lausanne, Lausanne, Switzerland
[13] Ecole Polytech Fed Lausanne, Ctr Imagerie Biomed CIBM, Lausanne, Switzerland
基金
荷兰研究理事会; 欧洲研究理事会; 英国惠康基金; 瑞士国家科学基金会;
关键词
brain; axon radius; diffusion MRI; T-2; relaxation; T-1; histology; NUCLEAR-MAGNETIC-RESONANCE; SPIN-LATTICE RELAXATION; IN-VIVO; DIAMETER DISTRIBUTION; HUMAN BRAIN; CONDUCTION-VELOCITY; FIBER COMPOSITION; CORPUS-CALLOSUM; WATER DIFFUSION; MICROSTRUCTURE;
D O I
10.3389/fnins.2023.1209521
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Axon radius is a potential biomarker for brain diseases and a crucial tissue microstructure parameter that determines the speed of action potentials. Diffusion MRI (dMRI) allows non-invasive estimation of axon radius, but accurately estimating the radius of axons in the human brain is challenging. Most axons in the brain have a radius below one micrometer, which falls below the sensitivity limit of dMRI signals even when using the most advanced human MRI scanners. Therefore, new MRI methods that are sensitive to small axon radii are needed. In this proof-of-concept investigation, we examine whether a surface-based axonal relaxation process could mediate a relationship between intra-axonal T-2 and T-1 times and inner axon radius, as measured using postmortem histology. A unique in vivo human diffusion-T-1-T-2 relaxation dataset was acquired on a 3T MRI scanner with ultra-strong diffusion gradients, using a strong diffusion-weighting (i.e., b = 6,000 s/mm(2)) and multiple inversion and echo times. A second reduced diffusion-T-2 dataset was collected at various echo times to evaluate the model further. The intra-axonal relaxation times were estimated by fitting a diffusion-relaxation model to the orientation-averaged spherical mean signals. Our analysis revealed that the proposed surface-based relaxation model effectively explains the relationship between the estimated relaxation times and the histological axon radius measured in various corpus callosum regions. Using these histological values, we developed a novel calibration approach to predict axon radius in other areas of the corpus callosum. Notably, the predicted radii and those determined from histological measurements were in close agreement.
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页数:23
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