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Edrisnia H, Sharbatdar M. Numerical analysis of the effect of Syringomyelia on cerebrospinal fluid dynamics. Heliyon 2024; 10:e37067. [PMID: 39319127 PMCID: PMC11419872 DOI: 10.1016/j.heliyon.2024.e37067] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2024] [Revised: 08/19/2024] [Accepted: 08/27/2024] [Indexed: 09/26/2024] Open
Abstract
Spinal cord enlargement (SCE) includes conditions such as Syringomyelia, tumors, and tumor-like cases of demyelination, edema, or inflammation. These conditions involve fluid-filled cysts, known as syrinx, or masses of tissue, referred to as tumors, which cause increased pressure within the spinal cord (SC) and obstruct cerebrospinal fluid (CSF) circulation. To assess the impact of SCE location and diameter, we constructed fifteen computational SC models, each featuring a SCE placed in one of five probable locations with 20 %, 40 %, and 60 % stenosis. Our objective was to investigate how the location, diameter, and length of the SCE influence CSF velocity pattern and to identify the most critical location in the SC associated with this condition. The results indicated a velocity increase of 0.5 cm/(s) near models with 60 % stenosis. Importantly, SCE located from T1 to T5 exhibit a more pronounced reduction, exceeding 6.5, in the Womersley number. Our finding suggests that this region is the most vulnerable for SCE formation due to its significant impact on fluid circulation. The identification of specific locations within the SC associated with heightened risk can contribute to an improved understanding, treatment and management of SCE.
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Affiliation(s)
- Hadis Edrisnia
- Faculty of Mechanical Engineering, K. N. Toosi University of Technology, Tehran, 19991-43344, Iran
| | - Mahkame Sharbatdar
- Faculty of Mechanical Engineering, K. N. Toosi University of Technology, Tehran, 19991-43344, Iran
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Leblond L, Sudres P, Evin M. Cerebro-spinal flow pattern in the cervical subarachnoid space of healthy volunteers: Influence of the spinal cord morphology. PLoS One 2024; 19:e0290927. [PMID: 39186510 PMCID: PMC11346662 DOI: 10.1371/journal.pone.0290927] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Accepted: 04/22/2024] [Indexed: 08/28/2024] Open
Abstract
INTRODUCTION Toward further cerebro-spinal flow quantification in clinical practice, this study aims at assessing the variations in the cerebro spinal fluid flow pattern associated with change in the morphology of the subarachnoid space of the cervical canal of healthy humans by developing a computational fluid dynamics model. METHODS 3D T2-space MRI sequence images of the cervical spine were used to segment 11 cervical subarachnoid space. Model validation (time-step, mesh size, size and number of boundary layers, influences of parted inflow and inflow continuous velocity) was performed a 40-year-old patient-specific model. Simulations were performed using computational fluid dynamics approach simulating transient flow (Sparlart-Almaras turbulence model) with a mesh size of 0.6, 6 boundary layers of 0.05 mm, a time step of 20 ms simulated on 15 cycles. Distributions of components velocity and WSS were respectively analyzed within the subarachnoid space (intervertebral et intravertebral levels) and on dura and pia maters. RESULTS Mean values cerebro spinal fluid velocity in specific local slices of the canal range between 0.07 and 0.17 m.s-1 and 0.1 and 0.3 m.s-1 for maximum values. Maximum wall shear stress values vary between 0.1 and 0.5 Pa with higher value at the middle of the cervical spine on pia mater and at the lower part of the cervical spine on dura mater. Intra and inter-individual variations of the wall shear stress were highlighted significant correlation gwith compression ratio (r = 0.76), occupation ratio and cross section area of the spinal cord. CONCLUSION The inter-individual variability in term of subarachnoid canal morphology and spinal cord position influence the cerebro-spinal flow pattern, highlighting the significance of canal morphology investigation before surgery.
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Affiliation(s)
- Lugdivine Leblond
- Laboratoire de Biomécanique Appliquée, UMRT24, Aix Marseille Université, Marseille, France
- iLab-Spine - Laboratoire International en Imagerie et Biomécanique du Rachis, Marseille, France
| | - Patrice Sudres
- Laboratoire de Biomécanique Appliquée, UMRT24, Aix Marseille Université, Marseille, France
- iLab-Spine - Laboratoire International en Imagerie et Biomécanique du Rachis, Marseille, France
| | - Morgane Evin
- Laboratoire de Biomécanique Appliquée, UMRT24, Aix Marseille Université, Marseille, France
- iLab-Spine - Laboratoire International en Imagerie et Biomécanique du Rachis, Marseille, France
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Burla GKR, Shrestha D, Bowen M, Horvath JD, Martin BA. Evaluating the effect of injection protocols on intrathecal solute dispersion in non-human primates: an in vitro study using a cynomolgus cerebrospinal fluid system. Fluids Barriers CNS 2024; 21:61. [PMID: 39061067 PMCID: PMC11282645 DOI: 10.1186/s12987-024-00556-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2023] [Accepted: 06/16/2024] [Indexed: 07/28/2024] Open
Abstract
BACKGROUND Achieving effective drug delivery to the central nervous system (CNS) remains a challenge for treating neurological disorders. Intrathecal (IT) delivery, which involves direct injection into the cerebrospinal fluid (CSF), presents a promising strategy. Large animal studies are important to assess the safety and efficacy of most drugs and treatments and translate the data to humans. An understanding of the influence of IT injection parameters on solute distribution within the CNS is essential to optimize preclinical research, which would potentially help design human clinical studies. METHODS A three-dimensional (3D) in vitro model of a cynomolgus monkey, based on MRI data, was developed to evaluate the impact of lumbar injection parameters on intrathecal solute dispersion. The parameters evaluated were (a) injection location, (b) bolus volume, (c) flush volume, (d) bolus rate, and (e) flush rate. To simulate the CSF flow within the subarachnoid space (SAS), an idealized CSF flow waveform with both cardiac and respiratory-induced components was input into the model. A solution of fluorescein drug surrogate tracer was administered in the lumbar region of the 3D in vitro model filled with deionized water. After injection of the tracer, the CSF system wide-solute dispersion was imaged using high-resolution cameras every thirty seconds for a duration of three hours. To ensure repeatability each injection protocol was repeated three times. For each protocol, the average spatial-temporal distribution over three hours post-injection, the area under the curve (AUC), and the percent injected dose (%ID) to extra-axial CSF (eaCSF) at three hours were determined. RESULTS The changes to the lumbar injection parameters led to variations in solute distribution along the neuro-axis. Specifically, injection location showed the most impact, enhancing the delivery to the eaCSF up to + 10.5%ID (p = 0.0282) at three hours post-injection. Adding a post-injection flush of 1.5 ml at 1 ml/min increased the solute delivery to the eaCSF by + 6.5%ID (p = 0.0218), while the larger bolus volume resulted in a + 2.3%ID (p = 0.1910) increase. The bolus and flush rates analyzed had minimal, statistically non-significant effects. CONCLUSION These results predict the effects of lumbar injection parameters on solute distribution in the intrathecal space in NHPs. Specifically, the choice of injection location, flush, and bolus volume significantly improved solute delivery to eaCSF. The in vitro NHP CSF model and results offer a system to help predict and optimize IT delivery protocols for pre-clinical NHP studies.
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Affiliation(s)
- Goutham Kumar Reddy Burla
- Department of Chemical and Biological Engineering, University of Idaho, 875 Perimeter Dr. MC1122, Moscow, ID, 83844, USA
| | - Dev Shrestha
- Department of Chemical and Biological Engineering, University of Idaho, 875 Perimeter Dr. MC1122, Moscow, ID, 83844, USA
| | - Mayumi Bowen
- Genentech, Inc., a member of the Roche Group, South San Francisco, CA, USA
| | - Joshua D Horvath
- Genentech, Inc., a member of the Roche Group, South San Francisco, CA, USA
| | - Bryn A Martin
- Department of Chemical and Biological Engineering, University of Idaho, 875 Perimeter Dr. MC1122, Moscow, ID, 83844, USA.
- Alcyone Therapeutics Inc., Lowell, MA, USA.
- Flux Neuroscience, LLC., Troy, ID, USA.
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Alaminos-Quesada J, Gutiérrez-Montes C, Coenen W, Sánchez A. Effects of buoyancy on the dispersion of drugs released intrathecally in the spinal canal. JOURNAL OF FLUID MECHANICS 2024; 985:A20. [PMID: 38774672 PMCID: PMC11108058 DOI: 10.1017/jfm.2024.297] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 05/24/2024]
Abstract
This paper investigates the transport of drugs delivered by direct injection into the cerebrospinal fluid (CSF) that fills the intrathecal space surrounding the spinal cord. Because of the small drug diffusivity, the dispersion of neutrally buoyant drugs has been shown in previous work to rely mainly on the mean Lagrangian flow associated with the CSF oscillatory motion. Attention is given here to effects of buoyancy, arising when the drug density differs from the CSF density. For the typical density differences found in applications, the associated Richardson number is shown to be of order unity, so that the Lagrangian drift includes a buoyancy-induced component that depends on the spatial distribution of the drug, resulting in a slowly evolving cycle-averaged flow problem that can be analysed with two-time scale methods. The asymptotic analysis leads to a nonlinear integro-differential equation for the spatiotemporal solute evolution that describes accurately drug dispersion at a fraction of the cost involved in direct numerical simulations of the oscillatory flow. The model equation is used to predict drug dispersion of positively and negatively buoyant drugs in an anatomically correct spinal canal, with separate attention given to drug delivery via bolus injection and constant infusion.
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Affiliation(s)
- J. Alaminos-Quesada
- Department of Mechanical and Aerospace Engineering, University of California San Diego, La Jolla, CA, 92093-0411, USA
| | - C. Gutiérrez-Montes
- Department of Mechanical and Mining Engineering, University of Jaén, Jaén, 23071, Spain
- Andalusian Institute for Earth System Research, University of Jaén, Campus de las Lagunillas, Jaén, 23071, Spain
| | - W. Coenen
- Grupo de Mecánica de Fluidos, Departamento de Ingeniería Térmica y de Fluidos, Universidad Carlos III de Madrid, Leganés, 28911, Spain
| | - A.L. Sánchez
- Department of Mechanical and Aerospace Engineering, University of California San Diego, La Jolla, CA, 92093-0411, USA
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Alaminos-Quesada J, Gutiérrez-Montes C, Coenen W, Sánchez A. Stationary flow driven by non-sinusoidal time-periodic pressure gradients in wavy-walled channels. APPLIED MATHEMATICAL MODELLING 2023; 122:693-705. [PMID: 37485297 PMCID: PMC10359023 DOI: 10.1016/j.apm.2023.06.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/25/2023]
Abstract
The classical problem of secondary flow driven by a sinusoidally varying pressure gradient is extended here to address periodic pressure gradients of complex waveform, which are present in many oscillatory physiological flows. A slender two-dimensional wavy-walled channel is selected as a canonical model problem. Following standard steady-streaming analyses, valid for small values of the ratio ε of the stroke length of the pulsatile motion to the channel wavelength, the spatially periodic flow is described in terms of power-law expansions of ε , with the Womersley number assumed to be of order unity. The solution found at leading order involves a time-periodic velocity with a zero time-averaged value at any given point. As in the case of a sinusoidal pressure gradient, effects of inertia enter at the following order to induce a steady flow in the form of recirculating vortices with zero net flow rate. An improved two-term asymptotic description of this secondary flow is sought by carrying the analysis to the following order. It is found that, when the pressure gradient has a waveform with multiple harmonics, the resulting velocity corrections display a nonzero flow rate, not present in the single-frequency case, which enables stationary convective transport along the channel. Direct numerical simulations for values of ε of order unity are used to investigate effects of inertia and delineate the range of validity of the asymptotic limit ε ≪ 1 . The comparisons of the time-averaged velocity obtained numerically with the two-term asymptotic description reveals that the latter remains remarkably accurate for values of ε exceeding 0.5. As an illustrative example, the results of the model problem are used to investigate the cerebrospinal-fluid flow driven along the spinal canal by the cardiac and respiratory cycles, characterized by markedly non-sinusoidal waveforms.
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Affiliation(s)
- J. Alaminos-Quesada
- Department of Mechanical and Aerospace Engineering, University of California San Diego, La Jolla, 92093-0411, California, USA
| | - C. Gutiérrez-Montes
- Department of Mechanical and Mining Engineering, University of Jaén, 23071, Spain
- Andalusian Institute for Earth System Research, University of Jaén, Campus de las Lagunillas, 23071 Jaén, Spain
| | - W. Coenen
- Grupo de Mecánica de Fluidos, Universidad Carlos III de Madrid, Leganés, 28911, Spain
| | - A.L. Sánchez
- Department of Mechanical and Aerospace Engineering, University of California San Diego, La Jolla, 92093-0411, California, USA
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Ayansiji AO, Gehrke DS, Baralle B, Nozain A, Singh MR, Linninger AA. Determination of spinal tracer dispersion after intrathecal injection in a deformable CNS model. Front Physiol 2023; 14:1244016. [PMID: 37817986 PMCID: PMC10561273 DOI: 10.3389/fphys.2023.1244016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Accepted: 08/30/2023] [Indexed: 10/12/2023] Open
Abstract
Background: Traditionally, there is a widely held belief that drug dispersion after intrathecal (IT) delivery is confined locally near the injection site. We posit that high-volume infusions can overcome this perceived limitation of IT administration. Methods: To test our hypothesis, subject-specific deformable phantom models of the human central nervous system were manufactured so that tracer infusion could be realistically replicated in vitro over the entire physiological range of pulsating cerebrospinal fluid (CSF) amplitudes and frequencies. The distribution of IT injected tracers was studied systematically with high-speed optical methods to determine its dependence on injection parameters (infusion volume, flow rate, and catheter configurations) and natural CSF oscillations in a deformable model of the central nervous system (CNS). Results: Optical imaging analysis of high-volume infusion experiments showed that tracers spread quickly throughout the spinal subarachnoid space, reaching the cervical region in less than 10 min. The experimentally observed biodispersion is much slower than suggested by the Taylor-Aris dispersion theory. Our experiments indicate that micro-mixing patterns induced by oscillatory CSF flow around microanatomical features such as nerve roots significantly accelerate solute transport. Strong micro-mixing effects due to anatomical features in the spinal subarachnoid space were found to be active in intrathecal drug administration but were not considered in prior dispersion theories. Their omission explains why prior models developed in the engineering community are poor predictors for IT delivery. Conclusion: Our experiments support the feasibility of targeting large sections of the neuroaxis or brain utilizing high-volume IT injection protocols. The experimental tracer dispersion profiles acquired with an anatomically accurate, deformable, and closed in vitro human CNS analog informed a new predictive model of tracer dispersion as a function of physiological CSF pulsations and adjustable infusion parameters. The ability to predict spatiotemporal dispersion patterns is an essential prerequisite for exploring new indications of IT drug delivery that targets specific regions in the CNS or the brain.
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Affiliation(s)
- Ayankola O. Ayansiji
- Department of Bioengineering, University of Illinois Chicago, Chicago, IL, United States
- Department of Chemical Engineering, University of Illinois Chicago, Chicago, IL, United States
| | - Daniel S. Gehrke
- Department of Bioengineering, University of Illinois Chicago, Chicago, IL, United States
| | - Bastien Baralle
- UIC Student Intern From EPF, Ecole D’Ingénieur, Paris, France
| | - Ariel Nozain
- UIC Student Intern From EPF, Ecole D’Ingénieur, Paris, France
| | - Meenesh R. Singh
- Department of Chemical Engineering, University of Illinois Chicago, Chicago, IL, United States
| | - Andreas A. Linninger
- Department of Bioengineering, University of Illinois Chicago, Chicago, IL, United States
- Department of Neurosurgery, University of Illinois Chicago, Chicago, IL, United States
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Alaminos-Quesada J, Lawrence J, Coenen W, Sánchez A. Oscillating viscous flow past a streamwise linear array of circular cylinders. JOURNAL OF FLUID MECHANICS 2023; 959:A39. [PMID: 37206991 PMCID: PMC10191390 DOI: 10.1017/jfm.2023.178] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
This paper addresses the viscous flow developing about an array of equally spaced identical circular cylinders aligned with an incompressible fluid stream whose velocity oscillates periodically in time. The focus of the analysis is on harmonically oscillating flows with stroke lengths that are comparable to or smaller than the cylinder radius, such that the flow remains two-dimensional, time-periodic and symmetric with respect to the centreline. Specific consideration is given to the limit of asymptotically small stroke lengths, in which the flow is harmonic at leading order, with the first-order corrections exhibiting a steady-streaming component, which is computed here along with the accompanying Stokes drift. As in the familiar case of oscillating flow over a single cylinder, for small stroke lengths, the associated time-averaged Lagrangian velocity field, given by the sum of the steady-streaming and Stokes-drift components, displays recirculating vortices, which are quantified for different values of the two relevant controlling parameters, namely, the Womersley number and the ratio of the inter-cylinder distance to the cylinder radius. Comparisons with results of direct numerical simulations indicate that the description of the Lagrangian mean flow for infinitesimally small values of the stroke length remains reasonably accurate even when the stroke length is comparable to the cylinder radius. The numerical integrations are also used to quantify the streamwise flow rate induced by the presence of the cylinder array in cases where the periodic surrounding motion is driven by an anharmonic pressure gradient, a problem of interest in connection with the oscillating flow of cerebrospinal fluid around the nerve roots located along the spinal canal.
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Affiliation(s)
- J. Alaminos-Quesada
- Department of Mechanical and Aerospace Engineering, University of California San Diego, La Jolla, CA 92093, USA
| | - J.J. Lawrence
- Department of Mechanical and Aerospace Engineering, University of California San Diego, La Jolla, CA 92093, USA
| | - W. Coenen
- Grupo de Mecánica de Fluidos, Departamento de Ingeniería Térmica y de Fluidos, Universidad Carlos III de Madrid, 28911 Leganés, Madrid, Spain
| | - A.L. Sánchez
- Department of Mechanical and Aerospace Engineering, University of California San Diego, La Jolla, CA 92093, USA
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Imaizumi T, Nomura T, Komura S, Inamura S, Tamada T, Kanno A, Nonaka T. Cerebrospinal Fluid CSF Flow Artifacts are Associated with Brain Pulsation in Patients with Severe Carotid Artery Stenoses. Curr Neurovasc Res 2022; 19:311-320. [PMID: 36284395 DOI: 10.2174/1567202620666221024123117] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2022] [Revised: 07/20/2022] [Accepted: 08/01/2022] [Indexed: 11/22/2022]
Abstract
OBJECTIVE We investigated the factors associated with cerebrospinal fluid (CSF) flow artifacts on fluid-attenuated inversion recovery imaging in patients with carotid artery (CA) stenosis. METHODS Each CSF artifact grade was defined by comparing the highest intensity in a given region of interest (ROI) to those in reference ROIs, as follows: higher than the intensity of normal white matter in the centrum semiovale = 2 points; equal to or less than the white matter, and higher than CSF = 1 point; and equal to CSF = 0. CSF flow scores in eight sites were measured and added to the total score (0 -16). The prevalences of each finding, specifically white matter lesions, CA stenoses and brain atrophy, were compared using multivariate logistic regression models. RESULTS We evaluated the findings in 54 patients with CA stenosis treated by CA stenting (CAS) and 200 adults with no history of neurological disorders (control group). Adjusted by stroke risk factors, a CSF flow score ≤ 11 was positively associated with CA stenosis, heart rate > 70 / min, and brain atrophy, and negatively with the female gender. The score was 12.8 ± 1.8 in the control group and 12.0 ± 2.0 in CA stenosis group after CAS, which was significantly higher than before CAS (10.4 ± 2.8, p<0.001). CONCLUSION The CSF flow score was associated with female gender, brain atrophy, heart rate, and severe CA stenosis, and was found to be elevated after revascularization.
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Affiliation(s)
- Toshio Imaizumi
- Department of Neurosurgery, Kushiro City General Hospital, 1-12 Shunkodai, Kushiro, Hokkaido 085-0822, Japan
| | - Tatsufumi Nomura
- Department of Neurosurgery, Sapporo Shiroishi Memorial Hospital, Minami 1-10, Hondori 8, Shiroishi-ku, Sapporo 003-0026, Japan
| | - Shoichi Komura
- Department of Neurosurgery, Kushiro City General Hospital, 1-12 Shunkodai, Kushiro, Hokkaido 085-0822, Japan
| | - Shigeru Inamura
- Department of Neurosurgery, Kushiro City General Hospital, 1-12 Shunkodai, Kushiro, Hokkaido 085-0822, Japan
| | - Tomoaki Tamada
- Department of Neurosurgery, Kushiro City General Hospital, 1-12 Shunkodai, Kushiro, Hokkaido 085-0822, Japan
| | - Aya Kanno
- Department of Neurosurgery, Kushiro City General Hospital, 1-12 Shunkodai, Kushiro, Hokkaido 085-0822, Japan
| | - Tadashi Nonaka
- Department of Neurosurgery, Sapporo Shiroishi Memorial Hospital, Minami 1-10, Hondori 8, Shiroishi-ku, Sapporo 003-0026, Japan
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Alaminos-Quesada J, Coenen W, Gutiérrez-Montes C, Sánchez A. Buoyancy-modulated Lagrangian drift in wavy-walled vertical channels as a model problem to understand drug dispersion in the spinal canal. JOURNAL OF FLUID MECHANICS 2022; 949:A48. [PMID: 37441053 PMCID: PMC10338005 DOI: 10.1017/jfm.2022.799] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 07/15/2023]
Abstract
This paper investigates flow and transport in a slender wavy-walled vertical channel subject to a prescribed oscillatory pressure difference between its ends. When the ratio of the stroke length of the pulsatile flow to the channel wavelength is small, the resulting flow velocity is known to include a slow steady-streaming component resulting from the effect of the convective acceleration. Our study considers the additional effect of gravitational forces in configurations with a non-uniform density distribution. Specific attention is given to the slowly evolving buoyancy-modulated flow emerging after the deposition of a finite amount of solute whose density is different from that of the fluid contained in the channel, a relevant problem in connection with drug dispersion in intrathecal drug delivery (ITDD) processes, involving the injection of the drug into the cerebrospinal fluid that fills the spinal canal. It is shown that when the Richardson number is of order unity, the relevant limit in ITDD applications, the resulting buoyancy-induced velocities are comparable to those of steady streaming. As a consequence, the slow time-averaged Lagrangian motion of the fluid, involving the sum of the Stokes drift and the time-averaged Eulerian velocity, is intimately coupled with the transport of the solute, resulting in a slowly evolving problem that can be treated with two-time-scale methods. The asymptotic development leads to a time-averaged, nonlinear integro-differential transport equation that describes the slow dispersion of the solute, thereby circumventing the need to describe the small concentration fluctuations associated with the fast oscillatory motion. The ideas presented here can find application in developing reduced models for future quantitative analyses of drug dispersion in the spinal canal.
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Affiliation(s)
- J. Alaminos-Quesada
- Department of Mechanical and Aerospace Engineering, University of California San Diego, La Jolla, CA 92093-0411, USA
| | - W. Coenen
- Grupo de Mecánica de Fluidos, Universidad Carlos III de Madrid, Leganés 28911, Spain
| | - C. Gutiérrez-Montes
- Andalusian Institute for Earth System Research, University of Jaén, Jaén 23071, Spain
| | - A.L. Sánchez
- Department of Mechanical and Aerospace Engineering, University of California San Diego, La Jolla, CA 92093-0411, USA
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Gutiérrez-Montes C, Coenen W, Vidorreta M, Sincomb S, Martínez-Bazán C, Sánchez AL, Haughton V. Effect of Normal Breathing on the Movement of CSF in the Spinal Subarachnoid Space. AJNR Am J Neuroradiol 2022; 43:1369-1374. [PMID: 35981761 PMCID: PMC9451622 DOI: 10.3174/ajnr.a7603] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2022] [Accepted: 06/24/2022] [Indexed: 01/26/2023]
Abstract
BACKGROUND AND PURPOSE Forced respirations reportedly have an effect on CSF movement in the spinal canal. We studied respiratory-related CSF motion during normal respiration. MATERIALS AND METHODS Six healthy subjects breathed at their normal rate with a visual guide to ensure an unchanging rhythm. Respiratory-gated phase-contrast MR flow images were acquired at 5 selected axial planes along the spine. At each spinal level, we computed the flow rate voxelwise in the spinal canal, together with the associated stroke volume. From these data, we computed the periodic volume changes of spinal segments. A phantom was used to quantify the effect of respiration-related magnetic susceptibility changes on the velocity data measured. RESULTS At each level, CSF moved cephalad during inhalation and caudad during expiration. While the general pattern of fluid movement was the same in the 6 subjects, the flow rates, stroke volumes, and spine segment volume changes varied among subjects. Peak flow rates ranged from 0.60 to 1.59 mL/s in the cervical region, 0.46 to 3.17 mL/s in the thoracic region, and 0.75 to 3.64 mL/s in the lumbar region. The differences in flow rates along the canal yielded cyclic volume variations of spine segments that were largest in the lumbar spine, ranging from 0.76 to 3.07 mL among subjects. In the phantom study, flow velocities oscillated periodically during the respiratory cycle by up to 0.02 cm/s or 0.5%. CONCLUSIONS Respiratory-gated measurements of the CSF motion in the spinal canal showed cyclic oscillatory movements of spinal fluid correlated to the breathing pattern.
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Affiliation(s)
- C Gutiérrez-Montes
- From the Department of Mechanical and Mining Engineering (C.G.-M.), University of Jaén, Jaén, Andalucía, Spain
| | - W Coenen
- Grupo de Mecánica de Fluidos, Departamento de Ingeniería Térmica y de Fluidos (W.C.), Universidad Carlos III de Madrid, Madrid, Spain
| | | | - S Sincomb
- Department of Mechanical and Aerospace Engineering (S.S., A.L.S.), University of California San Diego, San Diego, California
| | - C Martínez-Bazán
- Department of Structural Mechanics and Hydraulic Engineering (C.M.-B.), University of Granada, Granada, Spain
| | - A L Sánchez
- Department of Mechanical and Aerospace Engineering (S.S., A.L.S.), University of California San Diego, San Diego, California
| | - V Haughton
- Department of Radiology (V.H.), School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin
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Khang M, Bindra RS, Mark Saltzman W. Intrathecal delivery and its applications in leptomeningeal disease. Adv Drug Deliv Rev 2022; 186:114338. [PMID: 35561835 DOI: 10.1016/j.addr.2022.114338] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2021] [Revised: 04/26/2022] [Accepted: 05/06/2022] [Indexed: 12/22/2022]
Abstract
Intrathecal delivery (IT) of opiates into the cerebrospinal fluid (CSF) for anesthesia and pain relief has been used clinically for decades, but this relatively straightforward approach of bypassing the blood-brain barrier has been underutilized for other indications because of its lack of utility in delivering small lipid-soluble drugs. However, emerging evidence suggests that IT drug delivery be an efficacious strategy for the treatment of cancers in which there is leptomeningeal spread of disease. In this review, we discuss CSF flow dynamics and CSF clearance pathways in the context of intrathecal delivery. We discuss human and animal studies of several new classes of therapeutic agents-cellular, protein, nucleic acid, and nanoparticle-based small molecules-that may benefit from IT delivery. The complexity of the CSF compartment presents several key challenges in predicting biodistribution of IT-delivered drugs. New approaches and strategies are needed that can overcome the high rates of turnover in the CSF to reach specific tissues or cellular targets.
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Seiner A, Burla GKR, Shrestha D, Bowen M, Horvath JD, Martin BA. Investigation of Human Intrathecal Solute Transport Dynamics Using a Novel in vitro Cerebrospinal Fluid System Analog. FRONTIERS IN NEUROIMAGING 2022; 1:879098. [PMID: 37555174 PMCID: PMC10406265 DOI: 10.3389/fnimg.2022.879098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Accepted: 05/24/2022] [Indexed: 08/10/2023]
Abstract
BACKGROUND Understanding the relationship between cerebrospinal fluid (CSF) dynamics and intrathecal drug delivery (ITDD) injection parameters is essential to improve treatment of central nervous system (CNS) disorders. METHODS An anatomically detailed in vitro model of the complete CSF system was constructed. Patient-specific cardiac- and respiratory-induced CSF oscillations were input to the model in the subarachnoid space and within the ventricles. CSF production was input at the lateral ventricles and CSF absorption at the superior sagittal sinus. A model small molecule simulated drug product containing fluorescein was imaged within the system over a period of 3-h post-lumbar ITDD injections and used to quantify the impact of (a) bolus injection volume and rate, (b) post-injection flush volume, rate, and timing, (c) injection location, and (d) type of injection device. For each experiment, neuraxial distribution of fluorescein in terms of spatial temporal concentration, area-under-the-curve (AUC), and percent of injected dose (%ID) to the brain was quantified at a time point 3-h post-injection. RESULTS For all experiments conducted with ITDD administration in the lumbar spine, %ID to the brain did not exceed 11.6% at a time point 3-h post-injection. Addition of a 12 mL flush slightly increased solute transport to the brain up to +3.9%ID compared to without a flush (p < 0.01). Implantation of a lumbar catheter with the tip at an equivalent location to the lumbar placed needle, but with rostral tip orientation, resulted in a small improvement of 1.5%ID to the brain (p < 0.05). An increase of bolus volume from 5 to 20 mL improved solute transport to the brain from 5.0 to 6.3%ID, but this improvement was not statistically significant. Increasing bolus injection rate from 5 to 13.3 mL/min lacked improvement of solute transport to the brain, with a value of 6.3 compared to 5.7%ID. CONCLUSION The in vitro modeling approach allowed precisely controlled and repeatable parametric investigation of ITDD injection protocols and devices. In combination, the results predict that parametric changes in lumbar spine ITDD-injection related parameters and devices can alter %ID to the brain and be tuned to optimize therapeutic benefit to CNS targets.
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Affiliation(s)
- Akari Seiner
- Department of Chemical and Biological Engineering, University of Idaho, Moscow, ID, United States
| | | | - Dev Shrestha
- Department of Chemical and Biological Engineering, University of Idaho, Moscow, ID, United States
| | - Mayumi Bowen
- Genentech, Inc., A Member of the Roche Group, South San Francisco, CA, United States
| | - Joshua D. Horvath
- Genentech, Inc., A Member of the Roche Group, South San Francisco, CA, United States
| | - Bryn A. Martin
- Department of Chemical and Biological Engineering, University of Idaho, Moscow, ID, United States
- Alcyone Therapeutics Inc., Lowell, MA, United States
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13
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De Andres J, Hayek S, Perruchoud C, Lawrence MM, Reina MA, De Andres-Serrano C, Rubio-Haro R, Hunt M, Yaksh TL. Intrathecal Drug Delivery: Advances and Applications in the Management of Chronic Pain Patient. FRONTIERS IN PAIN RESEARCH 2022; 3:900566. [PMID: 35782225 PMCID: PMC9246706 DOI: 10.3389/fpain.2022.900566] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2022] [Accepted: 05/02/2022] [Indexed: 11/19/2022] Open
Abstract
Advances in our understanding of the biology of spinal systems in organizing and defining the content of exteroceptive information upon which higher centers define the state of the organism and its role in the regulation of somatic and automatic output, defining the motor response of the organism, along with the unique biology and spatial organization of this space, have resulted in an increased focus on therapeutics targeted at this extracranial neuraxial space. Intrathecal (IT) drug delivery systems (IDDS) are well-established as an effective therapeutic approach to patients with chronic non-malignant or malignant pain and as a tool for management of patients with severe spasticity and to deliver therapeutics that address a myriad of spinal pathologies. The risk to benefit ratio of IDD makes it a useful interventional approach. While not without risks, this approach has a significant therapeutic safety margin when employed using drugs with a validated safety profile and by skilled practioners. The present review addresses current advances in our understanding of the biology and dynamics of the intrathecal space, therapeutic platforms, novel therapeutics, delivery technology, issues of safety and rational implementation of its therapy, with a particular emphasis upon the management of pain.
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Affiliation(s)
- Jose De Andres
- Surgical Specialties Department, Valencia University Medical School, Valencia, Spain
- Anesthesia Critical Care and Pain Management Department, Valencia, Spain
- *Correspondence: Jose De Andres
| | - Salim Hayek
- Department of Anesthesiology, University Hospitals Cleveland Medical Center, Cleveland, OH, United States
| | - Christophe Perruchoud
- Pain Center and Department of Anesthesia, La Tour Hospital, Geneva, Switzerland
- Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Melinda M. Lawrence
- Department of Anesthesiology, University Hospitals Cleveland Medical Center, Cleveland, OH, United States
| | - Miguel Angel Reina
- Department of Anesthesiology, Montepríncipe University Hospital, Madrid, Spain
- CEU-San-Pablo University School of Medicine, Madrid, Spain
- Department of Anesthesiology, University of Florida College of Medicine, Gainesville, FL, United States
- Facultad de Ciencias de la Salud Universidad Francisco de Vitoria, Madrid, Spain
| | | | - Ruben Rubio-Haro
- Anesthesia and Pain Management Department, Provincial Hospital, Castellon, Spain
- Multidisciplinary Pain Clinic, Vithas Virgen del Consuelo Hospital, Valencia, Spain
| | - Mathew Hunt
- Department of Physiology, Karolinska Institute, Stockholm, Sweden
| | - Tony L. Yaksh
- Departments of Anesthesiology and Pharmacology, University of California, San Diego, San Diego, CA, United States
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14
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Sincomb S, Coenen W, Gutiérrez-Montes C, Martínez Bazán C, Haughton V, Sánchez A. A one-dimensional model for the pulsating flow of cerebrospinal fluid in the spinal canal. JOURNAL OF FLUID MECHANICS 2022; 939:A26. [PMID: 36337071 PMCID: PMC9635490 DOI: 10.1017/jfm.2022.215] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/30/2023]
Abstract
The monitoring of intracranial pressure (ICP) fluctuations, which is needed in the context of a number of neurological diseases, requires the insertion of pressure sensors, an invasive procedure with considerable risk factors. Intracranial pressure fluctuations drive the wave-like pulsatile motion of cerebrospinal fluid (CSF) along the compliant spinal canal. Systematically derived simplified models relating the ICP fluctuations with the resulting CSF flow rate can be useful in enabling indirect evaluations of the former from non-invasive magnetic resonance imaging (MRI) measurements of the latter. As a preliminary step in enabling these predictive efforts, a model is developed here for the pulsating viscous motion of CSF in the spinal canal, assumed to be a linearly elastic compliant tube of slowly varying section, with a Darcy pressure-loss term included to model the fluid resistance introduced by the trabeculae, which are thin collagen-reinforced columns that form a web-like structure stretching across the spinal canal. Use of Fourier-series expansions enables predictions of CSF flow rate for realistic anharmonic ICP fluctuations. The flow rate predicted using a representative ICP waveform together with a realistic canal anatomy is seen to compare favourably with in vivo phase-contrast MRI measurements at multiple sections along the spinal canal. The results indicate that the proposed model, involving a limited number of parameters, can serve as a basis for future quantitative analyses targeting predictions of ICP temporal fluctuations based on MRI measurements of spinal-canal anatomy and CSF flow rate.
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Affiliation(s)
- S. Sincomb
- Department of Mechanical and Aerospace Engineering, UC San Diego, La Jolla, CA 92093-0411, USA
| | - W. Coenen
- Grupo de Mecánica de Fluidos, Universidad Carlos III de Madrid, Leganés (Madrid) 28911, Spain
| | | | - C. Martínez Bazán
- Grupo de Mecánica de Fluidos, Universidad de Granada, Granada 18071, Spain
| | - V. Haughton
- Department of Radiology, University of Wisconsin-Madison, Madison, WI 53792-3252, USA
| | - A.L. Sánchez
- Department of Mechanical and Aerospace Engineering, UC San Diego, La Jolla, CA 92093-0411, USA
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15
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Elbert DL, Patterson BW, Lucey BP, Benzinger TLS, Bateman RJ. Importance of CSF-based Aβ clearance with age in humans increases with declining efficacy of blood-brain barrier/proteolytic pathways. Commun Biol 2022; 5:98. [PMID: 35087179 PMCID: PMC8795390 DOI: 10.1038/s42003-022-03037-0] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2021] [Accepted: 12/27/2021] [Indexed: 12/21/2022] Open
Abstract
The kinetics of amyloid beta turnover within human brain is still poorly understood. We previously found a dramatic decline in the turnover of Aβ peptides in normal aging. It was not known if brain interstitial fluid/cerebrospinal fluid (ISF/CSF) fluid exchange, CSF turnover, blood-brain barrier function or proteolysis were affected by aging or the presence of β amyloid plaques. Here, we describe a non-steady state physiological model developed to decouple CSF fluid transport from other processes. Kinetic parameters were estimated using: (1) MRI-derived brain volumes, (2) stable isotope labeling kinetics (SILK) of amyloid-β peptide (Aβ), and (3) lumbar CSF Aβ concentration during SILK. Here we show that changes in blood-brain barrier transport and/or proteolysis were largely responsible for the age-related decline in Aβ turnover rates. CSF-based clearance declined modestly in normal aging but became increasingly important due to the slowing of other processes. The magnitude of CSF-based clearance was also lower than that due to blood-brain barrier function plus proteolysis. These results suggest important roles for blood-brain barrier transport and proteolytic degradation of Aβ in the development Alzheimer’s Disease in humans. To understand if brain interstitial fluid/cerebrospinal fluid (ISF/CSF) exchange, CSF turnover, blood-brain barrier function or proteolysis were affected by aging or the presence of β amyloid plaques, Elbert et al. develop a non-steady state physiological model using MRI-derived brain volumes, stable isotope labeling kinetics of Aβ, and lumbar CSF Aβ concentration. Their model suggests an important role for blood-brain barrier transport and proteolytic degradation of Aβ in the development Alzheimer’s Disease in humans.
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Affiliation(s)
- Donald L Elbert
- Department of Neurology, Dell Medical School, University of Texas at Austin, Austin, TX, USA.
| | - Bruce W Patterson
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
| | - Brendan P Lucey
- Department of Neurology, Washington University School of Medicine, St. Louis, MO, USA.,Hope Center for Neurological Disorders, Washington University School of Medicine, St Louis, MO, USA
| | - Tammie L S Benzinger
- Hope Center for Neurological Disorders, Washington University School of Medicine, St Louis, MO, USA.,Department of Radiology, Washington University School of Medicine, St. Louis, MO, USA
| | - Randall J Bateman
- Department of Neurology, Washington University School of Medicine, St. Louis, MO, USA.,Hope Center for Neurological Disorders, Washington University School of Medicine, St Louis, MO, USA
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16
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Sadekar SS, Bowen M, Cai H, Jamalian S, Rafidi H, Shatz‐Binder W, Lafrance‐Vanasse J, Chan P, Meilandt WJ, Oldendorp A, Sreedhara A, Daugherty A, Crowell S, Wildsmith KR, Atwal J, Fuji RN, Horvath J. Translational approaches for brain delivery of biologics via cerebrospinal fluid. Clin Pharmacol Ther 2022; 111:826-834. [PMID: 35064573 PMCID: PMC9305158 DOI: 10.1002/cpt.2531] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2021] [Accepted: 01/04/2022] [Indexed: 11/14/2022]
Abstract
Delivery of biologics via cerebrospinal fluid (CSF) has demonstrated potential to access the tissues of the central nervous system (CNS) by circumventing the blood‐brain barrier and blood‐CSF barrier. Developing an effective CSF drug delivery strategy requires optimization of multiple parameters, including choice of CSF access point, delivery device technology, and delivery kinetics to achieve effective therapeutic concentrations in the target brain region, whereas also considering the biologic modality, mechanism of action, disease indication, and patient population. This review discusses key preclinical and clinical examples of CSF delivery for different biologic modalities (antibodies, nucleic acid‐based therapeutics, and gene therapy) to the brain via CSF or CNS access routes (intracerebroventricular, intrathecal‐cisterna magna, intrathecal‐lumbar, intraparenchymal, and intranasal), including the use of novel device technologies. This review also discusses quantitative models of CSF flow that provide insight into the effect of fluid dynamics in CSF on drug delivery and CNS distribution. Such models can facilitate delivery device design and pharmacokinetic/pharmacodynamic translation from preclinical species to humans in order to optimize CSF drug delivery to brain regions of interest.
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Affiliation(s)
- Shraddha S Sadekar
- Genentech Research and Early Development Genentech, Inc., a member of the Roche Group 1 DNA Way South San Francisco CA 94080 USA
| | - Mayumi Bowen
- Pharma Technical Development. Genentech, Inc, a member of the Roche Group 1 DNA Way South San Francisco CA 94080 USA
| | - Hao Cai
- Genentech Research and Early Development Genentech, Inc., a member of the Roche Group 1 DNA Way South San Francisco CA 94080 USA
| | - Samira Jamalian
- Genentech Research and Early Development Genentech, Inc., a member of the Roche Group 1 DNA Way South San Francisco CA 94080 USA
| | - Hanine Rafidi
- Genentech Research and Early Development Genentech, Inc., a member of the Roche Group 1 DNA Way South San Francisco CA 94080 USA
| | - Whitney Shatz‐Binder
- Genentech Research and Early Development Genentech, Inc., a member of the Roche Group 1 DNA Way South San Francisco CA 94080 USA
| | - Julien Lafrance‐Vanasse
- Genentech Research and Early Development Genentech, Inc., a member of the Roche Group 1 DNA Way South San Francisco CA 94080 USA
| | - Pamela Chan
- Genentech Research and Early Development Genentech, Inc., a member of the Roche Group 1 DNA Way South San Francisco CA 94080 USA
| | - William J. Meilandt
- Genentech Research and Early Development Genentech, Inc., a member of the Roche Group 1 DNA Way South San Francisco CA 94080 USA
| | - Amy Oldendorp
- Genentech Research and Early Development Genentech, Inc., a member of the Roche Group 1 DNA Way South San Francisco CA 94080 USA
| | - Alavattam Sreedhara
- Pharma Technical Development. Genentech, Inc, a member of the Roche Group 1 DNA Way South San Francisco CA 94080 USA
| | - Ann Daugherty
- Pharma Technical Development. Genentech, Inc, a member of the Roche Group 1 DNA Way South San Francisco CA 94080 USA
| | - Susan Crowell
- Genentech Research and Early Development Genentech, Inc., a member of the Roche Group 1 DNA Way South San Francisco CA 94080 USA
| | - Kristin R. Wildsmith
- Clinical pharmacology and translational medicine Neurology business Eisai, Nutley NJ 07110 USA
| | - Jasvinder Atwal
- Genentech Research and Early Development Genentech, Inc., a member of the Roche Group 1 DNA Way South San Francisco CA 94080 USA
| | - Reina N. Fuji
- Genentech Research and Early Development Genentech, Inc., a member of the Roche Group 1 DNA Way South San Francisco CA 94080 USA
| | - Josh Horvath
- Pharma Technical Development. Genentech, Inc, a member of the Roche Group 1 DNA Way South San Francisco CA 94080 USA
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17
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Sudres P, Evin M, Wagnac E, Bailly N, Diotalevi L, Melot A, Arnoux PJ, Petit Y. Tensile mechanical properties of the cervical, thoracic and lumbar porcine spinal meninges. J Mech Behav Biomed Mater 2021; 115:104280. [PMID: 33395616 DOI: 10.1016/j.jmbbm.2020.104280] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2020] [Revised: 12/03/2020] [Accepted: 12/12/2020] [Indexed: 10/22/2022]
Abstract
BACKGROUND The spinal meninges play a mechanical protective role for the spinal cord. Better knowledge of the mechanical behavior of these tissues wrapping the cord is required to accurately model the stress and strain fields of the spinal cord during physiological or traumatic motions. Then, the mechanical properties of meninges along the spinal canal are not well documented. The aim of this study was to quantify the elastic meningeal mechanical properties along the porcine spinal cord in both the longitudinal direction and in the circumferential directions for the dura-arachnoid maters complex (DAC) and solely in the longitudinal direction for the pia mater. This analysis was completed in providing a range of isotropic hyperelastic coefficients to take into account the toe region. METHODS Six complete spines (C0 - L5) were harvested from pigs (2-3 months) weighing 43±13 kg. The mechanical tests were performed within 12 h post mortem. A preload of 0.5 N was applied to the pia mater and of 2 N to the DAC samples, followed by 30 preconditioning cycles. Specimens were then loaded to failure at the same strain rate 0.2 mm/s (approximately 0.02/s, traction velocity/length of the sample) up to 12 mm of displacement. RESULTS The following mean values were proposed for the elastic moduli of the spinal meninges. Longitudinal DAC elastic moduli: 22.4 MPa in cervical, 38.1 MPa in thoracic and 36.6 MPa in lumbar spinal levels; circumferential DAC elastic moduli: 20.6 MPa in cervical, 21.2 MPa in thoracic and 12.2 MPa in lumbar spinal levels; and longitudinal pia mater elastic moduli: 18.4 MPa in cervical, 17.2 MPa in thoracic and 19.6 MPa in lumbar spinal levels. DISCUSSION The variety of mechanical properties of the spinal meninges suggests that it cannot be regarded as a homogenous structure along the whole length of the spinal cord.
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Affiliation(s)
- Patrice Sudres
- Laboratoire de Biomécanique Appliquée, UMRT24 AMU/IFSTTAR, Marseille, France; iLab-Spine - Laboratoire International en Imagerie et Biomécanique du Rachis, Marseille, France & Montréal, Canada
| | - Morgane Evin
- Laboratoire de Biomécanique Appliquée, UMRT24 AMU/IFSTTAR, Marseille, France; iLab-Spine - Laboratoire International en Imagerie et Biomécanique du Rachis, Marseille, France & Montréal, Canada.
| | - Eric Wagnac
- Department of Mechanical Engineering, École de Technologie Supérieure, 1100 Notre-Dame Street West, Montréal, Québec H3C 1K3, Canada; Research Center, Hôpital du Sacré-Coeur de Montréal, 5400 Gouin blvd, Montréal Québec, H4J 1C5, Canada; iLab-Spine - Laboratoire International en Imagerie et Biomécanique du Rachis, Marseille, France & Montréal, Canada
| | - Nicolas Bailly
- Department of Mechanical Engineering, École de Technologie Supérieure, 1100 Notre-Dame Street West, Montréal, Québec H3C 1K3, Canada; Research Center, Hôpital du Sacré-Coeur de Montréal, 5400 Gouin blvd, Montréal Québec, H4J 1C5, Canada; iLab-Spine - Laboratoire International en Imagerie et Biomécanique du Rachis, Marseille, France & Montréal, Canada
| | - Lucien Diotalevi
- Department of Mechanical Engineering, École de Technologie Supérieure, 1100 Notre-Dame Street West, Montréal, Québec H3C 1K3, Canada; Research Center, Hôpital du Sacré-Coeur de Montréal, 5400 Gouin blvd, Montréal Québec, H4J 1C5, Canada; iLab-Spine - Laboratoire International en Imagerie et Biomécanique du Rachis, Marseille, France & Montréal, Canada
| | - Anthony Melot
- Laboratoire de Biomécanique Appliquée, UMRT24 AMU/IFSTTAR, Marseille, France; iLab-Spine - Laboratoire International en Imagerie et Biomécanique du Rachis, Marseille, France & Montréal, Canada; Hôpital privé Clairval, Marseille, France
| | - Pierre-Jean Arnoux
- Laboratoire de Biomécanique Appliquée, UMRT24 AMU/IFSTTAR, Marseille, France; iLab-Spine - Laboratoire International en Imagerie et Biomécanique du Rachis, Marseille, France & Montréal, Canada
| | - Yvan Petit
- Department of Mechanical Engineering, École de Technologie Supérieure, 1100 Notre-Dame Street West, Montréal, Québec H3C 1K3, Canada; Research Center, Hôpital du Sacré-Coeur de Montréal, 5400 Gouin blvd, Montréal Québec, H4J 1C5, Canada; iLab-Spine - Laboratoire International en Imagerie et Biomécanique du Rachis, Marseille, France & Montréal, Canada
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18
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Khani M, Fu AQ, Pluid J, Gibbs CP, Oshinski JN, Xing T, Stewart GR, Zeller JR, Martin BA. Intrathecal catheter implantation decreases cerebrospinal fluid dynamics in cynomolgus monkeys. PLoS One 2020; 15:e0244090. [PMID: 33378399 PMCID: PMC7773283 DOI: 10.1371/journal.pone.0244090] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2020] [Accepted: 12/02/2020] [Indexed: 11/23/2022] Open
Abstract
A detailed understanding of the CSF dynamics is needed for design and optimization of intrathecal drug delivery devices, drugs, and protocols. Preclinical research using large-animal models is important to help define drug pharmacokinetics-pharmacodynamics and safety. In this study, we investigated the impact of catheter implantation in the sub-dural space on CSF flow dynamics in Cynomolgus monkeys. Magnetic resonance imaging (MRI) was performed before and after catheter implantation to quantify the differences based on catheter placement location in the cervical compared to the lumbar spine. Several geometric and hydrodynamic parameters were calculated based on the 3D segmentation and flow analysis. Hagen-Poiseuille equation was used to investigate the impact of catheter implantation on flow reduction and hydraulic resistance. A linear mixed-effects model was used in this study to investigate if there was a statistically significant difference between cervical and lumbar implantation, or between two MRI time points. Results showed that geometric parameters did not change statistically across MRI measurement time points and did not depend on catheter location. However, catheter insertion did have a significant impact on the hydrodynamic parameters and the effect was greater with cervical implantation compared to lumbar implantation. CSF flow rate decreased up to 55% with the catheter located in the cervical region. The maximum flow rate reduction in the lumbar implantation group was 21%. Overall, lumbar catheter implantation disrupted CSF dynamics to a lesser degree than cervical catheter implantation and this effect remained up to two weeks post-catheter implantation in Cynomolgus monkeys.
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Affiliation(s)
- Mohammadreza Khani
- Department of Chemical and Biological Engineering, University of Idaho, Moscow, ID, United States of America
- Alcyone Therapeutics, Lowell, MA, United States of America
| | - Audrey Q. Fu
- Department of Statistical Science, University of Idaho, Moscow, ID, United States of America
| | - Joshua Pluid
- Department of Chemical and Biological Engineering, University of Idaho, Moscow, ID, United States of America
| | - Christina P. Gibbs
- Department of Chemical and Biological Engineering, University of Idaho, Moscow, ID, United States of America
| | - John N. Oshinski
- Department of Radiology and Imaging Sciences, Emory University, Atlanta, GA, United States of America
| | - Tao Xing
- Department of Mechanical Engineering, University of Idaho, Moscow, ID, United States of America
| | - Gregory R. Stewart
- Alcyone Therapeutics, Lowell, MA, United States of America
- Voyager Therapeutics, Cambridge, MA, United States of America
| | | | - Bryn A. Martin
- Department of Chemical and Biological Engineering, University of Idaho, Moscow, ID, United States of America
- Alcyone Therapeutics, Lowell, MA, United States of America
- * E-mail:
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19
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Khani M, Sass LR, Sharp MK, McCabe AR, Zitella Verbick LM, Lad SP, Martin BA. In vitro and numerical simulation of blood removal from cerebrospinal fluid: comparison of lumbar drain to Neurapheresis therapy. Fluids Barriers CNS 2020; 17:23. [PMID: 32178689 PMCID: PMC7077023 DOI: 10.1186/s12987-020-00185-5] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2020] [Accepted: 03/06/2020] [Indexed: 01/20/2023] Open
Abstract
BACKGROUND Blood removal from cerebrospinal fluid (CSF) in post-subarachnoid hemorrhage patients may reduce the risk of related secondary brain injury. We formulated a computational fluid dynamics (CFD) model to investigate the impact of a dual-lumen catheter-based CSF filtration system, called Neurapheresis™ therapy, on blood removal from CSF compared to lumbar drain. METHODS A subject-specific multiphase CFD model of CSF system-wide solute transport was constructed based on MRI measurements. The Neurapheresis catheter geometry was added to the model within the spinal subarachnoid space (SAS). Neurapheresis flow aspiration and return rate was 2.0 and 1.8 mL/min, versus 0.2 mL/min drainage for lumbar drain. Blood was modeled as a bulk fluid phase within CSF with a 10% initial tracer concentration and identical viscosity and density as CSF. Subject-specific oscillatory CSF flow was applied at the model inlet. The dura and spinal cord geometry were considered to be stationary. Spatial-temporal tracer concentration was quantified based on time-average steady-streaming velocities throughout the domain under Neurapheresis therapy and lumbar drain. To help verify CFD results, an optically clear in vitro CSF model was constructed with fluorescein used as a blood surrogate. Quantitative comparison of numerical and in vitro results was performed by linear regression of spatial-temporal tracer concentration over 24-h. RESULTS After 24-h, tracer concentration was reduced to 4.9% under Neurapheresis therapy compared to 6.5% under lumbar drain. Tracer clearance was most rapid between the catheter aspiration and return ports. Neurapheresis therapy was found to have a greater impact on steady-streaming compared to lumbar drain. Steady-streaming in the cranial SAS was ~ 50× smaller than in the spinal SAS for both cases. CFD results were strongly correlated with the in vitro spatial-temporal tracer concentration under Neurapheresis therapy (R2 = 0.89 with + 2.13% and - 1.93% tracer concentration confidence interval). CONCLUSION A subject-specific CFD model of CSF system-wide solute transport was used to investigate the impact of Neurapheresis therapy on tracer removal from CSF compared to lumbar drain over a 24-h period. Neurapheresis therapy was found to substantially increase tracer clearance compared to lumbar drain. The multiphase CFD results were verified by in vitro fluorescein tracer experiments.
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Affiliation(s)
- Mohammadreza Khani
- Department of Biological Engineering, The University of Idaho, 875 Perimeter Drive, MS 0904, Moscow, ID, 83844-0904, USA
| | - Lucas R Sass
- Department of Biological Engineering, The University of Idaho, 875 Perimeter Drive, MS 0904, Moscow, ID, 83844-0904, USA
| | - M Keith Sharp
- Department of Mechanical Engineering, University of Louisville, 332 Eastern Pkwy, Louisville, KY, 40292, USA
| | - Aaron R McCabe
- Minnetronix Neuro, Inc., 1635 Energy Park Dr, Saint Paul, MN, 55108, USA
| | | | - Shivanand P Lad
- Department of Neurosurgery, Duke University School of Medicine, 3100 Tower Blvd, Durham, NC, 27707, USA
| | - Bryn A Martin
- Department of Biological Engineering, The University of Idaho, 875 Perimeter Drive, MS 0904, Moscow, ID, 83844-0904, USA.
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20
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Khani M, Sass LR, McCabe AR, Zitella Verbick LM, Lad SP, Sharp MK, Martin BA. Impact of Neurapheresis System on Intrathecal Cerebrospinal Fluid Dynamics: A Computational Fluid Dynamics Study. J Biomech Eng 2020; 142:021006. [PMID: 31343659 PMCID: PMC7104775 DOI: 10.1115/1.4044308] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2019] [Revised: 07/18/2019] [Indexed: 11/08/2022]
Abstract
It has been hypothesized that early and rapid filtration of blood from cerebrospinal fluid (CSF) in postsubarachnoid hemorrhage patients may reduce hospital stay and related adverse events. In this study, we formulated a subject-specific computational fluid dynamics (CFD) model to parametrically investigate the impact of a novel dual-lumen catheter-based CSF filtration system, the Neurapheresis™ system (Minnetronix Neuro, Inc., St. Paul, MN), on intrathecal CSF dynamics. The operating principle of this system is to remove CSF from one location along the spine (aspiration port), externally filter the CSF routing the retentate to a waste bag, and return permeate (uncontaminated CSF) to another location along the spine (return port). The CFD model allowed parametric simulation of how the Neurapheresis system impacts intrathecal CSF velocities and steady-steady streaming under various Neurapheresis flow settings ranging from 0.5 to 2.0 ml/min and with a constant retentate removal rate of 0.2 ml/min simulation of the Neurapheresis system were compared to a lumbar drain simulation with a typical CSF removal rate setting of 0.2 ml/min. Results showed that the Neurapheresis system at a maximum flow of 2.0 ml/min increased average steady streaming CSF velocity 2× in comparison to lumbar drain (0.190 ± 0.133 versus 0.093 ± 0.107 mm/s, respectively). This affect was localized to the region within the Neurapheresis flow loop. The mean velocities introduced by the flow loop were relatively small in comparison to normal cardiac-induced CSF velocities.
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Affiliation(s)
- Mohammadreza Khani
- Department of Biological Engineering, University of Idaho, Moscow, ID 83844
| | - Lucas R. Sass
- Department of Biological Engineering, University of Idaho, Moscow, ID 83844
| | | | | | - Shivanand P. Lad
- Department of Neurosurgery, Duke University School of Medicine, Durham, NC 27710
| | - M. Keith Sharp
- Department of Mechanical Engineering, University of Louisville, Louisville, KY 40292
| | - Bryn A. Martin
- Department of Biological Engineering, University of Idaho, Moscow, ID 83844
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21
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Sass LR, Khani M, Romm J, Schmid Daners M, McCain K, Freeman T, Carter GT, Weeks DL, Petersen B, Aldred J, Wingett D, Martin BA. Non-invasive MRI quantification of cerebrospinal fluid dynamics in amyotrophic lateral sclerosis patients. Fluids Barriers CNS 2020; 17:4. [PMID: 31959193 PMCID: PMC6971921 DOI: 10.1186/s12987-019-0164-3] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2019] [Accepted: 12/19/2019] [Indexed: 02/07/2023] Open
Abstract
Background Developing novel therapeutic agents to treat amyotrophic lateral sclerosis (ALS) has been difficult due to multifactorial pathophysiologic processes at work. Intrathecal drug administration shows promise due to close proximity of cerebrospinal fluid (CSF) to affected tissues. Development of effective intrathecal pharmaceuticals will rely on accurate models of how drugs are dispersed in the CSF. Therefore, a method to quantify these dynamics and a characterization of differences across disease states is needed. Methods Complete intrathecal 3D CSF geometry and CSF flow velocities at six axial locations in the spinal canal were collected by T2-weighted and phase-contrast MRI, respectively. Scans were completed for eight people with ALS and ten healthy controls. Manual segmentation of the spinal subarachnoid space was performed and coupled with an interpolated model of CSF flow within the spinal canal. Geometric and hydrodynamic parameters were then generated at 1 mm slice intervals along the entire spine. Temporal analysis of the waveform spectral content and feature points was also completed. Results Comparison of ALS and control groups revealed a reduction in CSF flow magnitude and increased flow propagation velocities in the ALS cohort. Other differences in spectral harmonic content and geometric comparisons may support an overall decrease in intrathecal compliance in the ALS group. Notably, there was a high degree of variability between cases, with one ALS patient displaying nearly zero CSF flow along the entire spinal canal. Conclusion While our sample size limits statistical confidence about the differences observed in this study, it was possible to measure and quantify inter-individual and cohort variability in a non-invasive manner. Our study also shows the potential for MRI based measurements of CSF geometry and flow to provide information about the hydrodynamic environment of the spinal subarachnoid space. These dynamics may be studied further to understand the behavior of CSF solute transport in healthy and diseased states.
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Affiliation(s)
- Lucas R Sass
- Neurophysiological Imaging and Modeling Laboratory, University of Idaho, 875 Perimeter Dr. MS1122, Moscow, ID, 83844, USA
| | - Mohammadreza Khani
- Neurophysiological Imaging and Modeling Laboratory, University of Idaho, 875 Perimeter Dr. MS1122, Moscow, ID, 83844, USA
| | - Jacob Romm
- Neurophysiological Imaging and Modeling Laboratory, University of Idaho, 875 Perimeter Dr. MS1122, Moscow, ID, 83844, USA.,University of Washington School of Medicine, 1959 NE Pacific St, Seattle, WA, 98195, USA
| | - Marianne Schmid Daners
- Product Development Group Zurich, Department of Mechanical and Process Engineering, ETH Zurich, Zurich, Switzerland
| | - Kyle McCain
- Neurophysiological Imaging and Modeling Laboratory, University of Idaho, 875 Perimeter Dr. MS1122, Moscow, ID, 83844, USA
| | - Tavara Freeman
- Neurophysiological Imaging and Modeling Laboratory, University of Idaho, 875 Perimeter Dr. MS1122, Moscow, ID, 83844, USA
| | - Gregory T Carter
- St. Luke's Rehabilitation Institute, 711 South Cowley St., Spokane, WA, 99202, USA
| | - Douglas L Weeks
- St. Luke's Rehabilitation Institute, 711 South Cowley St., Spokane, WA, 99202, USA
| | - Brian Petersen
- Inland Imaging PS and LLC, 801 South Stevens St., Spokane, WA, 99204, USA
| | - Jason Aldred
- Selkirk Neurology, 610 South Sherman St. #201, Spokane, WA, 99202, USA
| | - Dena Wingett
- Inland Imaging LLC, 801 South Stevens St., Spokane, WA, 99204, USA
| | - Bryn A Martin
- Neurophysiological Imaging and Modeling Laboratory, University of Idaho, 875 Perimeter Dr. MS1122, Moscow, ID, 83844, USA. .,Biological Engineering, University of Idaho, 875 Perimeter Dr. MS0904, Moscow, ID, 83844-0904, USA.
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22
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Gavrilov GV, Stanishevskiy AV, Gaydar BV, Paramonova NM, Gaykova ON, Svistov DV. [Pathological changes in human brain biopsies from patients with idiopathic normal pressure hydrocephalus]. Zh Nevrol Psikhiatr Im S S Korsakova 2019; 119:50-54. [PMID: 31089095 DOI: 10.17116/jnevro201911903150] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
AIM To analyze specific changes in brain tissue of patients with idiopathic normal pressure hydrocephalus at cellular and subcellular levels. MATERIAL AND METHODS Brain biopsies from 32 patients with idiopathic normal pressure hydrocephalus were investigated by light and electron microscopy. Biopsies were made in 3 points (the cortex, subcortical and periventricular white matter during ventricular catheter positioning). RESULTS A number of pathological features of idiopathic normal pressure hydrocephalus were identified. Most frequent were the exhaustion of brain tissue, enlargement of perivascular spaces, aseptic necrosis, and amyloid and Lewy body's formation. CONCLUSION The changes in brain tissue of patients with idiopathic normal pressure hydrocephalus transform our views on its mechanisms. It becomes clear that idiopathic normal pressure hydrocephalus is part of common neurodegenerative process that has characteristic features affecting clinical manifestations of the disease.
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Affiliation(s)
- G V Gavrilov
- Kirov Military Medical Academy, St.-Petersburg, Russia
| | | | - B V Gaydar
- Kirov Military Medical Academy, St.-Petersburg, Russia
| | - N M Paramonova
- Kirov Military Medical Academy, St.-Petersburg, Russia; Sechenov Institute of Evolutionary Physiology and Biochemistry, St.-Petersburg, Russia
| | - O N Gaykova
- Institute of Toxicology, St.-Petersburg, Russia
| | - D V Svistov
- Kirov Military Medical Academy, St.-Petersburg, Russia
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Coenen W, Gutiérrez-Montes C, Sincomb S, Criado-Hidalgo E, Wei K, King K, Haughton V, Martínez-Bazán C, Sánchez AL, Lasheras JC. Subject-Specific Studies of CSF Bulk Flow Patterns in the Spinal Canal: Implications for the Dispersion of Solute Particles in Intrathecal Drug Delivery. AJNR Am J Neuroradiol 2019; 40:1242-1249. [PMID: 31196863 PMCID: PMC7048533 DOI: 10.3174/ajnr.a6097] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2019] [Accepted: 05/08/2019] [Indexed: 11/07/2022]
Abstract
BACKGROUND AND PURPOSE Recent flow dynamics studies have shown that the eccentricity of the spinal cord affects the magnitude and characteristics of the slow bulk motion of CSF in the spinal subarachnoid space, which is an important variable in solute transport along the spinal canal. The goal of this study was to investigate how anatomic differences among subjects affect this bulk flow. MATERIALS AND METHODS T2-weighted spinal images were obtained in 4 subjects and repeated in 1 subject after repositioning. CSF velocity was calculated from phase-contrast MR images for 7 equally spaced levels along the length of the spine. This information was input into a 2-time-scale asymptotic analysis of the Navier-Stokes and concentration equations to calculate the short- and long-term CSF flow in the spinal subarachnoid space. Bulk flow streamlines were shown for each subject and position and inspected for differences in patterns. RESULTS The 4 subjects had variable degrees of lordosis and kyphosis. Repositioning in 1 subject changed the degree of cervical lordosis and thoracic kyphosis. The streamlines of bulk flow show the existence of distinct regions where the fluid particles flow in circular patterns. The location and interconnectivity of these recirculating regions varied among individuals and different positions. CONCLUSIONS Lordosis, kyphosis, and spinal cord eccentricity in the healthy human spine result in subject-specific patterns of bulk flow recirculating regions. The extent of the interconnectivity of the streamlines among these recirculating regions is fundamental in determining the long-term transport of solute particles along the spinal canal.
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Affiliation(s)
- W Coenen
- From the Departments of Mechanical and Aerospace Engineering (W.C., S.S., E.C.-H., A.L.S., J.C.L.)
| | - C Gutiérrez-Montes
- Department of Mechanical and Mining Engineering (C.G.-M., C.M.-B.), University of Jaén, Jaén, Andalucía, Spain
| | - S Sincomb
- From the Departments of Mechanical and Aerospace Engineering (W.C., S.S., E.C.-H., A.L.S., J.C.L.)
| | - E Criado-Hidalgo
- From the Departments of Mechanical and Aerospace Engineering (W.C., S.S., E.C.-H., A.L.S., J.C.L.)
| | - K Wei
- MRI Center (K.W., K.K.), Huntington Medical Research Institutes, Pasadena, California
| | - K King
- MRI Center (K.W., K.K.), Huntington Medical Research Institutes, Pasadena, California
| | - V Haughton
- Department of Radiology (V.H.), School of Medicine and Public Health, University of Wisconsin, Madison, Wisconsin
| | - C Martínez-Bazán
- Department of Mechanical and Mining Engineering (C.G.-M., C.M.-B.), University of Jaén, Jaén, Andalucía, Spain
| | - A L Sánchez
- From the Departments of Mechanical and Aerospace Engineering (W.C., S.S., E.C.-H., A.L.S., J.C.L.)
| | - J C Lasheras
- From the Departments of Mechanical and Aerospace Engineering (W.C., S.S., E.C.-H., A.L.S., J.C.L.)
- Bioengineering (J.C.L.), University of California, San Diego, San Diego, California
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24
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Khani M, Lawrence BJ, Sass LR, Gibbs CP, Pluid JJ, Oshinski JN, Stewart GR, Zeller JR, Martin BA. Characterization of intrathecal cerebrospinal fluid geometry and dynamics in cynomolgus monkeys (macaca fascicularis) by magnetic resonance imaging. PLoS One 2019; 14:e0212239. [PMID: 30811449 PMCID: PMC6392269 DOI: 10.1371/journal.pone.0212239] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2018] [Accepted: 01/29/2019] [Indexed: 02/08/2023] Open
Abstract
Recent advancements have been made toward understanding the diagnostic and therapeutic potential of cerebrospinal fluid (CSF) and related hydrodynamics. Increased understanding of CSF dynamics may lead to improved detection of central nervous system (CNS) diseases and optimized delivery of CSF based CNS therapeutics, with many proposed therapeutics hoping to successfully treat or cure debilitating neurological conditions. Before significant strides can be made toward the research and development of interventions designed for human use, additional research must be carried out with representative subjects such as non-human primates (NHP). This study presents a geometric and hydrodynamic characterization of CSF in eight cynomolgus monkeys (Macaca fascicularis) at baseline and two-week follow-up. Results showed that CSF flow along the entire spine was laminar with a Reynolds number ranging up to 80 and average Womersley number ranging from 4.1–7.7. Maximum CSF flow rate occurred ~25 mm caudal to the foramen magnum. Peak CSF flow rate ranged from 0.3–0.6 ml/s at the C3-C4 level. Geometric analysis indicated that average intrathecal CSF volume below the foramen magnum was 7.4 ml. The average surface area of the spinal cord and dura was 44.7 and 66.7 cm2 respectively. Subarachnoid space cross-sectional area and hydraulic diameter ranged from 7–75 mm2 and 2–3.7 mm, respectively. Stroke volume had the greatest value of 0.14 ml at an axial location corresponding to C3-C4.
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Affiliation(s)
- Mohammadreza Khani
- Department of Biological Engineering, University of Idaho, Moscow, ID, United States of America
| | - Braden J. Lawrence
- Department of Biological Engineering, University of Idaho, Moscow, ID, United States of America
- School of Medicine, University of Washington, Seattle, WA, United States of America
| | - Lucas R. Sass
- Department of Biological Engineering, University of Idaho, Moscow, ID, United States of America
| | - Christina P. Gibbs
- Department of Biological Engineering, University of Idaho, Moscow, ID, United States of America
| | - Joshua J. Pluid
- Department of Biological Engineering, University of Idaho, Moscow, ID, United States of America
| | - John N. Oshinski
- Department of Radiology, Emory University, Atlanta, GA, United States of America
| | - Gregory R. Stewart
- Axovant, New York, NY, United States of America
- Voyager Therapeutics, Cambridge, MA, United States of America
| | | | - Bryn A. Martin
- Department of Biological Engineering, University of Idaho, Moscow, ID, United States of America
- * E-mail:
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