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Primate-conserved Carbonic Anhydrase IV and murine-restricted Ly6c1 are new targets for crossing the blood-brain barrier
Open accessPreprint — published as 10.1126/sciadv.adg6618
Abstract
The blood-brain barrier (BBB) presents a major challenge to delivering large molecules to study and treat the central nervous system (CNS). This is due in part to the scarcity of effective targets for BBB crossing, the identification of which is the crucial first step of drug development. Here, we leveraged a panel of adeno-associated viruses (AAVs) previously identified through directed evolution for improved BBB transport to reverse engineer protein targets for enhanced BBB crossing. We identify both murine-restricted Ly6c1 and primate-conserved carbonic anhydrase IV (Car4; CA4) as novel receptors for crossing the BBB. We demonstrate how these receptors can unlock new experimental and computational target-focused engineering strategies by creating the enhanced Ly6c1-binding vector AAV-PHP.eC and by applying AlphaFold2-enabled in silico methods to rank capsids against identified receptors and generate capsid-receptor binding models. Here, with Car4, we add a completely new receptor to the very short list currently available for crossing the BBB in humans and, with Ly6c1, we validate a pipeline for receptor-targeted engineering. The identification of Car4/CA4 and structural insights from computational modeling provide new paths toward human brain-penetrant chemicals (drugs) and biologicals (including gene delivery).
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Highly accurate protein structure prediction with AlphaFold
Jumper, J., Evans, R., Pritzel, A., Green, T., Figurnov, M., Ronneberger, O., Tunyasuvunakool, K., Bates, R., Žídek, A., Potapenko, A., et al. (2021) · Nature · doi:10.1038/s41586-021-03819-2 · Cited by 43,764
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Research works printed but not linked: 88
- 10.1038/nrd.2015.21 · DOI · Paper page
- 10.1152/physrev.00050.2017 · DOI · Paper page
- 2020, Therapeutic TVs for Crossing Barriers in the Brain, Cell, 182, 267, 10.1016/j.cell.2020.06.041 · DOI
- 2020, The blood–brain barrier in health and disease: Important unanswered questions, Journal of Experimental Medicine, 217, e20190062, 10.1084/jem.20190062 · DOI
- 2019, Achieving Spatial and Molecular Specificity with Ultrasound-Targeted Biomolecular Nanotherapeutics, Acc. Chem. Res, 52, 2427, 10.1021/acs.accounts.9b00277 · DOI
- 10.1016/j.cbpa.2013.03.023 · DOI
- 10.3389/fnins.2018.01019 · DOI · Paper page
- 10.1073/pnas.88.11.4771 · DOI
- 10.1126/scitranslmed.3002230 · DOI · Paper page
- 2019, Targeting the transferrin receptor for brain drug delivery, Progress in Neurobiology, 181, 101665, 10.1016/j.pneurobio.2019.101665 · DOI
- 10.1016/j.cell.2021.08.002 · DOI · Paper page
- 2021, Strategies for delivering therapeutics across the blood–brain barrier, Nat Rev Drug Discov, 20, 362, 10.1038/s41573-021-00139-y · DOI · Paper page
- 10.1038/ncomms15623 · DOI
- 10.1038/s41596-018-0066-x · DOI
- 10.1038/nrm2805 · DOI
- 10.1038/mt.2016.84 · DOI
- 10.1038/nbt.3440 · DOI · Paper page
- 10.1016/j.ymthe.2017.09.006 · DOI · Paper page
- 10.1016/j.omtm.2018.07.006 · DOI · Paper page
- 10.1016/j.omtm.2019.10.007 · DOI · Paper page
- 10.1073/pnas.1910061116 · DOI · Paper page
- 2020, Multiplexed Cre-dependent selection yields systemic AAVs for targeting distinct brain cell types, Nat Methods, 17, 541, 10.1038/s41592-020-0799-7 · DOI
- 2020, Identification of a myotropic AAV by massively parallel in vivo evaluation of barcoded capsid variants, Nat Commun, 11, 5432, 10.1038/s41467-020-19230-w · DOI · Paper page
- 2021, Rapid evolution of blood-brain-barrier-penetrating AAV capsids by RNA-driven biopanning, Mol Ther Methods Clin Dev, 20, 366, 10.1016/j.omtm.2020.12.006 · DOI · Paper page
- R. C. Challis , S. Ravindra Kumar , X. Chen , D. Goertsen , G. M. Coughlin , A. M. Hori , M. R. Chuapoco , T. S. Otis , T. F. Miles , V. Gradinaru , Adeno-Associated Virus Toolkit to Target Diverse Brain Cells. Annu. Rev. Neurosci. 45, annurev–neuro-111020-100834 (2022). · DOI · Paper page
- 10.1038/nn.4593 · DOI · Paper page
- 10.1128/JVI.78.12.6381-6388.2004 · DOI · Paper page
- 10.1038/nbt.1515 · DOI · Paper page
- 10.1016/j.ymthe.2018.01.018 · DOI · Paper page
- 10.1016/j.ymthe.2019.02.016 · DOI
- 10.1038/s41596-018-0097-3 · DOI
- 10.1016/j.ymthe.2019.07.017 · DOI
- 10.1016/j.neulet.2017.11.049 · DOI · Paper page
- 2022, AAV capsid variants with brain-wide transgene expression and decreased liver targeting after intravenous delivery in mouse and marmoset, Nat Neurosci, 25, 106, 10.1038/s41593-021-00969-4 · DOI · Paper page
- 2014, AAV-Mediated Gene Therapy for Research and Therapeutic Purposes, Annu. Rev. Virol, 1, 427, 10.1146/annurev-virology-031413-085355 · DOI
- 10.1038/s41434-022-00363-0 · DOI
- 2021, Directed evolution of a family of AAV capsid variants enabling potent muscle-directed gene delivery across species, Cell, 184, 4919, 10.1016/j.cell.2021.08.028 · DOI
- 2022, Engineered AAVs for non-invasive gene delivery to rodent and non-human primate nervous systems, Neuron, 110, 2242, 10.1016/j.neuron.2022.05.003 · DOI
- 2021, China is facing serious experimental monkey shortage during the COVID-19 lockdown, J Med Primatol, 50, 225, 10.1111/jmp.12528 · DOI
- 2021, The US is boosting funding for research monkeys in the wake of COVID, Nature, 595, 633, 10.1038/d41586-021-01894-z · DOI
- 2019, The GPI-Linked Protein LY6A Drives AAV-PHP.B Transport across the Blood-Brain Barrier, Molecular Therapy, 27, 912, 10.1016/j.ymthe.2019.02.013 · DOI · Paper page
- 2020, Ly6a Differential Expression in Blood–Brain Barrier Is Responsible for Strain Specific Central Nervous System Transduction Profile of AAV-PHP.B, Human Gene Therapy, 31, 90, 10.1089/hum.2019.186 · DOI
- 2019, Delivering genes across the blood-brain barrier: LY6A, a novel cellular receptor for AAV-PHP.B capsids, PLoS ONE, 14, e0225206, 10.1371/journal.pone.0225206 · DOI · Paper page
- 2021, Deep Parallel Characterization of AAV Tropism and AAV-Mediated Transcriptional Changes via Single-Cell RNA Sequencing, Front. Immunol, 12, 730825, 10.3389/fimmu.2021.730825 · DOI
- 10.1186/1471-2105-9-392 · DOI
- 2022, LY6S, a New IFN-Inducible Human Member of the Ly6a Subfamily Expressed by Spleen Cells and Associated with Inflammation and Viral Resistance, IH, 6, 253, 10.4049/immunohorizons.2200018 · DOI
- 2013, Analysis of evolution of carbonic anhydrases IV and XV reveals a rich history of gene duplications and a new group of isozymes, Bioorganic & Medicinal Chemistry, 21, 1503, 10.1016/j.bmc.2012.08.060 · DOI
- 10.1007/978-94-007-7359-2_9 · DOI
- 10.1186/s12983-014-0075-8 · DOI · Paper page
- R. Evans , M. O’Neill , A. Pritzel , N. Antropova , A. Senior , T. Green , A. Žídek , R. Bates , S. Blackwell , J. Yim , O. Ronneberger , S. Bodenstein , M. Zielinski , A. Bridgland , A. Potapenko , A. Cowie , K. Tunyasuvunakool , R. Jain , E. Clancy , P. Kohli , J. Jumper , D. Hassabis , Protein complex prediction with AlphaFold-Multimer (Bioinformatics, 2021; http://biorxiv.org/lookup/doi/10.1101/2021.10.04.463034). · DOI · Paper page
- L. Chang , A. Perez , AlphaFold encodes the principles to identify high affinity peptide binders (Biophysics, 2022; http://biorxiv.org/lookup/doi/10.1101/2022.03.18.484931). · DOI
- 10.1038/s41467-021-27838-9 · DOI · Paper page
- 10.1128/JVI.01164-21 · DOI
- 2022, Structural basis for the neurotropic AAV9 and the engineered AAVPHP.eB recognition with cellular receptors, Molecular Therapy - Methods & Clinical Development, 26, 52, 10.1016/j.omtm.2022.05.009 · DOI
- 2022, Structural basis of receptor usage by the engineered capsid AAV-PHP.eB, Molecular Therapy - Methods & Clinical Development, 26, 343, 10.1016/j.omtm.2022.07.011 · DOI
- 10.1371/journal.pone.0024109 · DOI
- 2022, Improving peptide-protein docking with AlphaFold-Multimer using forced sampling, Front. Bioinform, 2, 959160, 10.3389/fbinf.2022.959160 · DOI · Paper page
- 1998, Structures of murine carbonic anhydrase IV and human carbonic anhydrase II complexed with brinzolamide: Molecular basis of isozyme-drug discrimination, Protein Science, 7, 556, 10.1002/pro.5560070303 · DOI
- 2007, The Development of Topically Acting Carbonic Anhydrase Inhibitors as Antiglaucoma Agents, CTMC, 7, 849, 10.2174/156802607780636735 · DOI
- 10.1002/med.10025 · DOI
- 10.1126/scitranslmed.3005338 · DOI
- 10.1126/scitranslmed.3009835 · DOI · Paper page
- 10.1126/scitranslmed.aay1359 · DOI
- 2021, Receptor Switching in Newly Evolved Adeno-associated Viruses, J Virol, 95, e00587
- 10.1038/s41593-019-0497-x · DOI
- 2021, Adeno-associated Virus 9 Structural Rearrangements Induced by Endosomal Trafficking pH and Glycan Attachment, J Virol, 95, e00843
- 2019, Adeno-associated virus 2 bound to its cellular receptor AAVR, Nat Microbiol, 4, 675, 10.1038/s41564-018-0356-7 · DOI
- 10.7554/eLife.44707 · DOI · Paper page
- 2021, Characterization of the blood–brain barrier in genetically diverse laboratory mouse strains, Fluids Barriers CNS, 18, 34, 10.1186/s12987-021-00269-w · DOI
- 10.1073/pnas.89.15.6823 · DOI
- 10.1111/j.1471-4159.2009.06481.x · DOI
- 2020, Physiological blood–brain transport is impaired with age by a shift in transcytosis, Nature, 583, 425, 10.1038/s41586-020-2453-z · DOI · Paper page
- 2020, Unexpected amount of blood-borne protein enters the young brain, Nature, 583, 362, 10.1038/d41586-020-01791-x · DOI
- 1990, Carbonic anhydrase IV from human lung. Purification, characterization, and comparison with membrane carbonic anhydrase from human kidney, J Biol Chem, 265, 8795, 10.1016/S0021-9258(19)38958-6 · DOI
- 10.1172/JCI118362 · DOI
- 10.1126/science.1174601 · DOI
- 10.1073/pnas.86.12.4634 · DOI
- 10.1038/s41586-022-04521-7 · DOI
- 10.1038/s41586-021-04369-3 · DOI · Paper page
- 2003, Evaluation of Risks Related to the Use of Adeno-Associated Virus-Based Vectors, CGT, 3, 545, 10.2174/1566523034578131 · DOI
- 2020, Human Immune Responses to Adeno-Associated Virus (AAV) Vectors, Front. Immunol, 11, 670, 10.3389/fimmu.2020.00670 · DOI · Paper page
- 2021, Adeno-Associated Viruses (AAV) and Host Immunity – A Race Between the Hare and the Hedgehog, Front. Immunol, 12, 753467, 10.3389/fimmu.2021.753467 · DOI
- 10.1016/j.neures.2015.01.008 · DOI
- 10.1126/science.1147555 · DOI
- 2022, ColabFold: making protein folding accessible to all, Nat Methods, 19, 679, 10.1038/s41592-022-01488-1 · DOI · Paper page
- 10.1093/nar/gkw1081 · DOI
- 10.1093/bioinformatics/bty1057 · DOI · Paper page
- A. L. Mitchell , A. Almeida , M. Beracochea , M. Boland , J. Burgin , G. Cochrane , M. R. Crusoe , V. Kale , S. C. Potter , L. J. Richardson , E. Sakharova , M. Scheremetjew , A. Korobeynikov , A. Shlemov , O. Kunyavskaya , A. Lapidus , R. D. Finn , MGnify: the microbiome analysis resource in 2020. Nucleic Acids Research, gkz1035 (2019). · DOI · Paper page
Metadata
- Authors
- Shay, T. F., Sullivan, E. E., Ding, X., Chen, X., Kumar, S. R., Goertsen, D., Brown, D., Vielmetter, J., Borsos, M., Lam, A. W., & Gradinaru, V.
- Affiliations
- California Institute of Technology (US)
- Corresponding author
- Shay, Timothy F.
- Sullivan, Erin E.
- Ding, Xiaozhe
- Gradinaru, Viviana
- ORCID
- Venue
- Science Advances
- Publisher
- openRxiv
- Published
- 2023-01-13
- Volume
- 9
- Issue
- 16
- Pages
- eadg6618-eadg6618
- ISSN
- 2375-2548 (ISSN-L)
- PMC
- PMC10115422
- OpenAlex
- W4366383240
- Cited by
- 67
- References
- 1
- Citations by year
- 2026: 24 · 2025: 25 · 2024: 13 · 2023: 4
- FWCI
- 6.78
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- Science Advances (publishedVersion, cc-by)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Funders
- California Institute of Technology
- National Institutes of Health (DP1OD025535, 1uf1mh128336-01)
- National Institute of Mental Health (U24MH131054, UF1 MH128336)
- National Institute of Neurological Disorders and Stroke (DP1NS111369)
- Topics
- Life Sciences › Neuroscience › Neurology › Barrier Structure and Function Studies
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Virus-based gene therapy research
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › RNA Interference and Gene Delivery
- Keywords
- blood-brain barrier penetration, adeno-associated virus vectors, carbonic anhydrase IV, directed evolution, brain drug delivery
- MeSH terms
- Dependovirus, Animals, Blood-Brain Barrier, Brain, Humans, Primates, Gene Transfer Techniques, Carbonic Anhydrase IV, Mice
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