1
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Aggarwal R, Ferris B, Li H. Compartmentalized Linker Array: A Scalable and Transferrable Microarray Format for Multiplexed Immunoassays. Anal Chem 2023. [PMID: 37267452 DOI: 10.1021/acs.analchem.3c01442] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
Microarrays have been widely used for multiplexed bioassays. Fabrication of a conventional microarray typically requires a complex microarray spotter, using which nanoliter bioreagent (e.g., antibody and cells) droplets are delivered onto a glass slide. However, arraying a delicate bioreagent in nanoliter volumes could cause the loss of bioactivity and needs a complex microarray spotter. Further, mixing of different bioreagents in a multiplexed assay leads to cross-reactions, producing false positive signals that impair assay reproducibility and scalability. In this work, we propose a new microarray format, named "compartmentalized linker array (CLA)", that consists of pre-prepared storable microarrays of chemical linkers in microliter compartments. CLA can be used for binding and patterning bioreagents into microarrays by simply pipetting and incubating bioreagent solutions in compartments. Using commonly used aminosilane linker-based antibody microarray, we developed CLA and demonstrated its application for a multiplexed sandwich immunoassay measuring three cancer-related proteins. A "two-phase" blocking system was established for de-activating background regions on glass where no linker molecules are present. Storage conditions of the CLA chip were explored and demonstrated for long-term storage. In a multiplexed immunoassay, low pg/mL sensitivity was achieved for all the three proteins, comparable to those of conventional assays. Moreover, CLA can be potentially used for other applications beyond protein assays, making microarray technology transferrable and widely available for the biological and biomedical research community.
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Affiliation(s)
- Roshan Aggarwal
- School of Engineering, University of Guelph, Guelph, Ontario N1G2W1, Canada
| | - Bryn Ferris
- School of Engineering, University of Guelph, Guelph, Ontario N1G2W1, Canada
| | - Huiyan Li
- School of Engineering, University of Guelph, Guelph, Ontario N1G2W1, Canada
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2
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Normandeau F, Ng A, Beaugrand M, Juncker D. Spatial Bias in Antibody Microarrays May Be an Underappreciated Source of Variability. ACS Sens 2021; 6:1796-1806. [PMID: 33973474 DOI: 10.1021/acssensors.0c02613] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Antibody microarrays enable multiplexed protein detection with minimal reagent consumption, but they continue to be plagued by lack of reproducibility. Chemically functionalized glass slides are used as substrates, yet antibody binding spatial inhomogeneity across the slide has not been analyzed in antibody microarrays. Here, we characterize spatial bias across five commercial slides patterned with nine overlapping dense arrays (by combining three buffers and three different antibodies), and we measure signal variation for both antibody immobilization and the assay signal, generating 270 heatmaps. Spatial bias varied across models, and the coefficient of variation ranged from 4.6 to 50%, which was unexpectedly large. Next, we evaluated three layouts of spot replicates-local, random, and structured random-for their capacity to predict assay variation. Local replicates are widely used but systematically underestimate the whole-slide variation by up to seven times; structured random replicates gave the most accurate estimation. Our results highlight the risk and consequences of using local replicates: the underappreciation of spatial bias as a source of variability, poor assay reproducibility, and possible overconfidence in assay results. We recommend the detailed characterization of spatial bias for antibody microarrays and the description and use of distributed positive replicates for research and clinical applications.
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Affiliation(s)
- Frédéric Normandeau
- McGill Genome Centre, McGill University, Montreal, Quebec H3A 0G1, Canada
- Department of Biomedical Engineering, McGill University, Montreal, Quebec H3A 2B4, Canada
| | - Andy Ng
- McGill Genome Centre, McGill University, Montreal, Quebec H3A 0G1, Canada
- Department of Biomedical Engineering, McGill University, Montreal, Quebec H3A 2B4, Canada
| | - Maiwenn Beaugrand
- McGill Genome Centre, McGill University, Montreal, Quebec H3A 0G1, Canada
- Department of Biomedical Engineering, McGill University, Montreal, Quebec H3A 2B4, Canada
| | - David Juncker
- McGill Genome Centre, McGill University, Montreal, Quebec H3A 0G1, Canada
- Department of Biomedical Engineering, McGill University, Montreal, Quebec H3A 2B4, Canada
- Department of Neurology and Neurosurgery, McGill University, Montreal, Quebec H3A 2B4, Canada
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3
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Recent advances on protein-based quantification of extracellular vesicles. Anal Biochem 2021; 622:114168. [PMID: 33741309 DOI: 10.1016/j.ab.2021.114168] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2020] [Revised: 02/27/2021] [Accepted: 03/06/2021] [Indexed: 02/06/2023]
Abstract
Extracellular vesicles (EVs) are secreted by almost all cells into the circulatory system and have the important function of intercellular communication. Ranging in size from 50 to 1000 nm, they are further classified based on origin, size, physical properties and function. EVs have shown the potential for studying various physiological and pathological processes, such as characterizing their parent cells with molecular markers that could further signify diseases. Proteins within EVs are the building blocks for the vesicles to function within a biological system. Isolation and proteomic profiling of EVs can advance the understanding of their biogenesis and functions, which can give further insight of how they can be used in clinical settings. However, the nanoscale size of EVs, which is much smaller than that of cells, comprises a major challenge for EV isolation and the characterization of their protein cargos. With the recent advances of bioanalytical techniques such as lab-on-a-chip devices and innovated flow cytometry, the quantification of EV proteins from a small number of vesicles down to the single vesicle level has been achieved, shining light on the promising applications of these small vesicles for early disease diagnosis and treatment monitoring. In this article, we first briefly review conventional EV protein determination technologies and their limitations, followed by detailed description and analysis of emerging technologies used for EV protein quantification, including optical, non-optical, microfluidic, and single vesicle detection methods. The pros and cons of these technologies are compared and the current challenges are outlined. Future perspectives and potential research directions of the EV protein analysis methods are discussed.
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Paquet-Mercier F, Juncker D, Bergeron S. Precise Chip-to-Chip Reagent Transfer for Cross-Reactivity-Free Multiplex Sandwich Immunoassays. Methods Mol Biol 2021; 2237:141-149. [PMID: 33237415 DOI: 10.1007/978-1-0716-1064-0_12] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/24/2023]
Abstract
Common multiplex sandwich immunoassays suffer from cross-reactivity due to the mixing of detection antibodies and the combinatorial, undesired interaction between all reagents and analytes. Here we present the snap chip to perform antibody colocalization microarrays that eliminates undesirable interactions by running an array of singleplex assays realized by sequestering detection antibodies in individual nanodroplets. When detecting proteins in biological fluids, the absence of cross-reactivity allows a higher level of multiplexing, reduced background, increased sensitivity, and ensures accurate and specific results. The use of the snap chip is illustrated by measuring highly related analytes such as proteins isoforms and phospho-proteins, both particularly prone to cross-reactivity, in a single experiment. The main steps of the protocol are preparation of sample, incubation on an assay slide harboring the microarrayed capture antibodies, transfer of the microarrayed detection antibodies on their cognate spots, and measurement of the assay results by fluorescence.
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Affiliation(s)
| | - David Juncker
- McGill University and Génome Québec Innovation Centre, Montreal, QC, Canada
- Biomedical Engineering Department, McGill University, Montreal, QC, Canada
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Machiraju GB, Mallick P, Frieboes HB. Multicompartment modeling of protein shedding kinetics during vascularized tumor growth. Sci Rep 2020; 10:16709. [PMID: 33028917 PMCID: PMC7542472 DOI: 10.1038/s41598-020-73866-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2020] [Accepted: 09/10/2020] [Indexed: 02/07/2023] Open
Abstract
Identification of protein biomarkers for cancer diagnosis and prognosis remains a critical unmet clinical need. A major reason is that the dynamic relationship between proliferating and necrotic cell populations during vascularized tumor growth, and the associated extra- and intra-cellular protein outflux from these populations into blood circulation remains poorly understood. Complementary to experimental efforts, mathematical approaches have been employed to effectively simulate the kinetics of detectable surface proteins (e.g., CA-125) shed into the bloodstream. However, existing models can be difficult to tune and may be unable to capture the dynamics of non-extracellular proteins, such as those shed from necrotic and apoptosing cells. The models may also fail to account for intra-tumoral spatial and microenvironmental heterogeneity. We present a new multi-compartment model to simulate heterogeneously vascularized growing tumors and the corresponding protein outflux. Model parameters can be tuned from histology data, including relative vascular volume, mean vessel diameter, and distance from vasculature to necrotic tissue. The model enables evaluating the difference in shedding rates between extra- and non-extracellular proteins from viable and necrosing cells as a function of heterogeneous vascularization. Simulation results indicate that under certain conditions it is possible for non-extracellular proteins to have superior outflux relative to extracellular proteins. This work contributes towards the goal of cancer biomarker identification by enabling simulation of protein shedding kinetics based on tumor tissue-specific characteristics. Ultimately, we anticipate that models like the one introduced herein will enable examining origins and circulating dynamics of candidate biomarkers, thus facilitating marker selection for validation studies.
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Affiliation(s)
- Gautam B Machiraju
- Biomedical Informatics Training Program, Department of Biomedical Data Science, Stanford University, Stanford, CA, USA
| | - Parag Mallick
- Canary Center at Stanford for Cancer Early Detection, Stanford University, Stanford, CA, USA.
- Department of Radiology, Stanford University School of Medicine, Stanford, CA, USA.
| | - Hermann B Frieboes
- Department of Bioengineering, University of Louisville, Louisville, KY, USA.
- James Graham Brown Cancer Center, University of Louisville, Louisville, KY, USA.
- Center for Predictive Medicine, University of Louisville, Louisville, KY, USA.
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6
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Li H, Bergeron S, Larkin H, Juncker D. Snap Chip for Cross-reactivity-free and Spotter-free Multiplexed Sandwich Immunoassays. J Vis Exp 2017. [PMID: 29155743 DOI: 10.3791/56230] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
Multiplexed protein analysis has shown superior diagnostic sensitivity and accuracy compared to single proteins. Antibody microarrays allow for thousands of micro-scale immunoassays performed simultaneously on a single chip. Sandwich assay format improves assay specificity by detecting each target with two antibodies, but suffers from cross-reactivity between reagents thus limiting their multiplexing capabilities. Antibody colocalization microarray (ACM) has been developed for cross-reactivity-free multiplexed protein detection, but requires an expensive spotter on-site for microarray fabrication during assays. In this work, we demonstrate a snap chip technology that transfers reagent from microarray-to-microarray by simply snapping two chips together, thus no spotter is needed during the sample incubation and subsequent application of detection antibodies (dAbs) upon storage of pre-spotted slides, dissociating the slide preparation from assay execution. Both single and double transfer methods are presented to achieve accurate alignment between the two microarrays and the slide fabrication for both methods are described. Results show that <40 μm alignment has been achieved with double transfer, reaching an array density of 625 spots/cm2. A 50-plexed immunoassay has been conducted to demonstrate the usability of the snap chip in multiplexed protein analysis. Limits of detection of 35 proteins are in the range of pg/mL.
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Affiliation(s)
- Huiyan Li
- McGill University and Génome Québec Innovation Centre; Biomedical Engineering Department, McGill University
| | | | - Heidi Larkin
- McGill University and Génome Québec Innovation Centre; Biomedical Engineering Department, McGill University; Parallex BioAssays Inc
| | - David Juncker
- McGill University and Génome Québec Innovation Centre; Biomedical Engineering Department, McGill University;
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7
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Laforte V, Lo PS, Li H, Juncker D. Antibody Colocalization Microarray for Cross-Reactivity-Free Multiplexed Protein Analysis. Methods Mol Biol 2017; 1619:239-261. [PMID: 28674891 DOI: 10.1007/978-1-4939-7057-5_19] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
Measuring many proteins at once is of great importance to the idea of personalized medicine, in order to get a snapshot of a person's health status. We describe the antibody colocalization microarray (ACM), a variant of antibody microarrays which avoids reagent-induced cross-reactivity by printing individual detection antibodies atop their corresponding capture antibodies. We discuss experimental parameters that are critical for the success of ACM experiments, namely, the printing positional accuracy needed for the two printing rounds and the need for protecting dried spots during the second printing round. Using small sample volumes (less than 30 μL) and small quantities of reagents, up to 108 different targets can be measured in hundreds of samples with great specificity and sensitivity.
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Affiliation(s)
- Véronique Laforte
- Department of Neurology and Neurosurgery, Montreal Neurological Institute, McGill University, 3801 University St., Montreal, QC, Canada, H3A 2B4
- Department of Biomedical Engineering, McGill University, 3775 University St., Montreal, QC, Canada, H3A 2B4
- McGill University and Genome Quebec Innovation Center, McGill University, 740 Dr. Penfield Avenue, Montreal, QC, Canada, H3A 0G1
| | - Pik-Shan Lo
- Department of Biomedical Engineering, McGill University, 3775 University St., Montreal, QC, Canada, H3A 2B4
- McGill University and Genome Quebec Innovation Center, McGill University, 740 Dr. Penfield Avenue, Montreal, QC, Canada, H3A 0G1
| | - Huiyan Li
- Department of Biomedical Engineering, McGill University, 3775 University St., Montreal, QC, Canada, H3A 2B4
- McGill University and Genome Quebec Innovation Center, McGill University, 740 Dr. Penfield Avenue, Montreal, QC, Canada, H3A 0G1
| | - David Juncker
- Department of Neurology and Neurosurgery, Montreal Neurological Institute, McGill University, 3801 University St., Montreal, QC, Canada, H3A 2B4.
- Department of Biomedical Engineering, McGill University, 3775 University St., Montreal, QC, Canada, H3A 2B4.
- McGill University and Genome Quebec Innovation Center, McGill University, 740 Dr. Penfield Avenue, Montreal, QC, Canada, H3A 0G1.
- Micro and Nanobioengineering Laboratory, Department of Biomedical Engineering, McGill University, 740 Dr. Penfield #6206, Montreal, QC, Canada, H3A 0G1.
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De Meutter J, Vandenameele J, Matagne A, Goormaghtigh E. Infrared imaging of high density protein arrays. Analyst 2017; 142:1371-1380. [DOI: 10.1039/c6an02048h] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
We propose in this paper that protein microarrays could be analysed by infrared imaging in place of enzymatic or fluorescence labelling.
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Affiliation(s)
- Joëlle De Meutter
- Center for Structural Biology and Bioinformatics
- Laboratory for the Structure and Function of Biological Membranes
- Campus Plaine CP206/02
- Université Libre de Bruxelles CP206/2
- B1050 Brussels
| | - Julie Vandenameele
- Laboratory of Enzymology and Protein Folding
- Centre for Protein Engineering
- University of Liège
- 4000 Liège
- Belgium
| | - André Matagne
- Laboratory of Enzymology and Protein Folding
- Centre for Protein Engineering
- University of Liège
- 4000 Liège
- Belgium
| | - Erik Goormaghtigh
- Center for Structural Biology and Bioinformatics
- Laboratory for the Structure and Function of Biological Membranes
- Campus Plaine CP206/02
- Université Libre de Bruxelles CP206/2
- B1050 Brussels
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Pla-Roca M, Altay G, Giralt X, Casals A, Samitier J. Design and development of a microarray processing station (MPS) for automated miniaturized immunoassays. Biomed Microdevices 2016; 18:64. [PMID: 27405464 DOI: 10.1007/s10544-016-0087-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Here we describe the design and evaluation of a fluidic device for the automatic processing of microarrays, called microarray processing station or MPS. The microarray processing station once installed on a commercial microarrayer allows automating the washing, and drying steps, which are often performed manually. The substrate where the assay occurs remains on place during the microarray printing, incubation and processing steps, therefore the addressing of nL volumes of the distinct immunoassay reagents such as capture and detection antibodies and samples can be performed on the same coordinate of the substrate with a perfect alignment without requiring any additional mechanical or optical re-alignment methods. This allows the performance of independent immunoassays in a single microarray spot.
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Affiliation(s)
- Mateu Pla-Roca
- Nanobioengineering Laboratory, Institute for Bioengineering of Catalonia (IBEC), Baldiri Reixac, 10-12, 08028, Barcelona, Spain.
| | - Gizem Altay
- Nanobioengineering Laboratory, Institute for Bioengineering of Catalonia (IBEC), Baldiri Reixac, 10-12, 08028, Barcelona, Spain
| | - Xavier Giralt
- Robotics Laboratory, Institute for Bioengineering of Catalonia (IBEC), Baldiri Reixac, 10-12, 08028, Barcelona, Spain
| | - Alícia Casals
- Robotics Laboratory, Institute for Bioengineering of Catalonia (IBEC), Baldiri Reixac, 10-12, 08028, Barcelona, Spain.,Center of Research in Biomedical Engineering, Universitat Politècnica de Catalunya, Jordi Girona, 1-3, 08034, Barcelona, Spain
| | - Josep Samitier
- Nanobioengineering Laboratory, Institute for Bioengineering of Catalonia (IBEC), Baldiri Reixac, 10-12, 08028, Barcelona, Spain.,The Biomedical Research Networking Center in Bioengineering, Biomaterials and Nanomedicine (CIBER-BBN), Maria de Luna, 11, 50018, Zaragoza, Spain.,Department of Engineering: Electronics, University of Barcelona (UB), Martí i Franquès, 1, 08028, Barcelona, Spain
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10
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Kazemizadeh Gol MA, Lund TC, Levine SC, Adams ME. Quantitative Proteomics of Vestibular Schwannoma Cerebrospinal Fluid. Otolaryngol Head Neck Surg 2016; 154:902-6. [DOI: 10.1177/0194599816630544] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2015] [Accepted: 01/13/2016] [Indexed: 12/15/2022]
Abstract
This pilot study aimed to identify candidate proteins for future study that are differentially expressed in vestibular schwannoma (VS) cerebrospinal fluid (CSF) and to compare such proteins with those previously identified in perilymph and specimen secretions. CSF was collected intraoperatively prior to removal of untreated sporadic VS (3 translabyrinthine, 3 middle cranial fossa approaches) and compared with reference CSF samples. After proteolytic digestion and iTRAQ labeling, tandem mass spectrometry with ProteinPilot was used to identify candidate proteins. Of the 237 proteins detected, 13 were dysregulated in ≥3 of the 6 VS patients versus controls, and 13 were dysregulated (12 up, 1 down) in samples from patients with class D versus class B hearing. Four perilymph proteins of interest were dysregulated in ≥1 VS CSF samples. Thus, 26 candidate VS CSF biomarkers were identified that should be considered in future VS biomarker and tumor pathophysiology investigations.
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Affiliation(s)
| | - Troy C. Lund
- Department of Pediatrics, University of Minnesota, Minneapolis, Minnesota, USA
| | - Samuel C. Levine
- Department of Otolaryngology/Head and Neck Surgery, University of Minnesota, Minneapolis, Minnesota, USA
| | - Meredith E. Adams
- Department of Otolaryngology/Head and Neck Surgery, University of Minnesota, Minneapolis, Minnesota, USA
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11
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Shukla HD, Mahmood J, Vujaskovic Z. Integrated proteo-genomic approach for early diagnosis and prognosis of cancer. Cancer Lett 2015; 369:28-36. [DOI: 10.1016/j.canlet.2015.08.003] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2015] [Revised: 08/05/2015] [Accepted: 08/05/2015] [Indexed: 12/28/2022]
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12
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Li H, Munzar JD, Ng A, Juncker D. A versatile snap chip for high-density sub-nanoliter chip-to-chip reagent transfer. Sci Rep 2015; 5:11688. [PMID: 26148566 PMCID: PMC4493572 DOI: 10.1038/srep11688] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2015] [Accepted: 05/05/2015] [Indexed: 01/15/2023] Open
Abstract
The coordinated delivery of minute amounts of different reagents is important for microfluidics and microarrays, but is dependent on advanced equipment such as microarrayers. Previously, we developed the snap chip for the direct transfer of reagents, thus realizing fluidic operations by only manipulating microscope slides. However, owing to the misalignment between arrays spotted on different slides, millimeter spacing was needed between spots and the array density was limited. In this work, we have developed a novel double transfer method and have transferred 625 spots cm(-2), corresponding to >10000 spots for a standard microscope slide. A user-friendly snapping system was manufactured to make liquid handling straightforward. Misalignment, which for direct transfer ranged from 150-250 μm, was reduced to <40 μm for double transfer. The snap chip was used to quantify 50 proteins in 16 samples simultaneously, yielding limits of detection in the pg/mL range for 35 proteins. The versatility of the snap chip is illustrated with a 4-plex homogenous enzyme inhibition assay analyzing 128 conditions with precise timing. The versatility and high density of the snap chip with double transfer allows for the development of high throughput reagent transfer protocols compatible with a variety of applications.
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Affiliation(s)
- Huiyan Li
- Biomedical Engineering Department, McGill University, Montréal, QC, H3A 0G1, Canada
- McGill University and Genome Quebec Innovation Centre, McGill University, Montréal, QC, H3A 0G1, Canada
| | - Jeffrey D. Munzar
- Biomedical Engineering Department, McGill University, Montréal, QC, H3A 0G1, Canada
- McGill University and Genome Quebec Innovation Centre, McGill University, Montréal, QC, H3A 0G1, Canada
| | - Andy Ng
- Biomedical Engineering Department, McGill University, Montréal, QC, H3A 0G1, Canada
- McGill University and Genome Quebec Innovation Centre, McGill University, Montréal, QC, H3A 0G1, Canada
| | - David Juncker
- Biomedical Engineering Department, McGill University, Montréal, QC, H3A 0G1, Canada
- McGill University and Genome Quebec Innovation Centre, McGill University, Montréal, QC, H3A 0G1, Canada
- Department of Neurology and Neurosurgery, McGill University, Montréal, QC, H3A 0G1, Canada
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