Clopidogrel Administration Impairs Neurovascular Unit Recovery and Exacerbates Amyloid Beta Accumulation in Aged Mice Post-Stroke
Abstract
1. Introduction
2. Results
2.1. Short-Term Clopidogrel Administration Decreased Mouse Survival Rates and Body Weight
2.2. Short-Term Clopidogrel Administration Altered Vasculature Post-Stroke
2.3. Short-Term Clopidogrel Administration Increased Vascular Leakage Post-Stroke
2.4. Short-Term Clopidogrel Administration Altered Microglia Morphology Post-Stroke
2.5. Short-Term Clopidogrel Administration Altered Neuronal Loss Post-Stroke
2.6. Short-Term Clopidogrel Administration Did Not Alter the Number of T Cells Post-Stroke
2.7. Short-Term Clopidogrel Administration Increased Amyloid Beta Accumulation Post-Stroke
3. Discussion
4. Materials and Methods
4.1. Animals
4.2. Experimental Design
4.3. Photothrombotic Occlusion
4.4. Clopidogrel Administration
4.5. Perfusion, Tissue Collection, and Tissue Processing
4.6. Immunohistochemistry
4.7. Image Acquisition and Analysis
4.8. Statistical Analyses
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| amyloid-β | amyloid-beta |
| ANOVA | analysis of variance |
| ARRIVE | animal research: reporting of in vivo experiments |
| BBB | blood-brain barrier |
| CAPRIE | clopidogrel versus aspirin in patients at risk of ischemic events |
| CD3 | cluster of differentiation 3 |
| CNS | central nervous system |
| DAB | 3,3′-diaminobenzidine |
| DAMPs | damage-associated molecular patterns |
| DMSO | dimethyl sulfoxide |
| FDA | food and drug administration |
| mRNA | messenger ribonucleic acid |
| P2RY12 | purinergic receptor P2Y, G-protein coupled, 12 |
| PAL | paired-associate learning |
| PBS | phosphate-buffered saline |
| PFA | paraformaldehyde |
| SEM | standard error of the mean |
References
- Feigin, V.L.; Stark, B.A.; Johnson, C.O.; Roth, G.A.; Bisignano, C.; Abady, G.G.; Abbasifard, M.; Abbasi-Kangevari, M.; Abd-Allah, F.; Abedi, V.; et al. Global, regional, and national burden of stroke and its risk factors, 1990–2019: A systematic analysis for the Global Burden of Disease Study 2019. Lancet Neurol. 2021, 20, 795–820. [Google Scholar] [CrossRef]
- Flach, C.; Muruet, W.; Wolfe, C.D.A.; Bhalla, A.; Douiri, A. Risk and Secondary Prevention of Stroke Recurrence. Stroke 2020, 51, 2435–2444. [Google Scholar] [CrossRef] [PubMed]
- Campbell, K.L.; Cohn, J.R.; Savage, M.P. Clopidogrel hypersensitivity: Clinical challenges and options for management. Expert Rev. Clin. Pharmacol. 2010, 3, 553–561. [Google Scholar] [CrossRef]
- Savi, P.; Labouret, C.; Delesque, N.; Guette, F.; Lupker, J.; Herbert, J.M. P2y(12), a new platelet ADP receptor, target of clopidogrel. Biochem. Biophys. Res. Commun. 2001, 283, 379–383. [Google Scholar] [CrossRef]
- Davalos, D.; Grutzendler, J.; Yang, G.; Kim, J.V.; Zuo, Y.; Jung, S.; Littman, D.R.; Dustin, M.L.; Gan, W.B. ATP mediates rapid microglial response to local brain injury in vivo. Nat. Neurosci. 2005, 8, 752–758. [Google Scholar] [CrossRef] [PubMed]
- Haynes, S.E.; Hollopeter, G.; Yang, G.; Kurpius, D.; Dailey, M.E.; Gan, W.B.; Julius, D. The P2Y12 receptor regulates microglial activation by extracellular nucleotides. Nat. Neurosci. 2006, 9, 1512–1519. [Google Scholar] [CrossRef]
- Honda, S.; Sasaki, Y.; Ohsawa, K.; Imai, Y.; Nakamura, Y.; Inoue, K.; Kohsaka, S. Extracellular ATP or ADP induce chemotaxis of cultured microglia through Gi/o-coupled P2Y receptors. J. Neurosci. 2001, 21, 1975–1982. [Google Scholar] [CrossRef]
- Ohsawa, K.; Irino, Y.; Sanagi, T.; Nakamura, Y.; Suzuki, E.; Inoue, K.; Kohsaka, S. P2Y12 receptor-mediated integrin-beta1 activation regulates microglial process extension induced by ATP. Glia 2010, 58, 790–801. [Google Scholar] [CrossRef] [PubMed]
- Eyo, U.B.; Gu, N.; De, S.; Dong, H.; Richardson, J.R.; Wu, L.J. Modulation of microglial process convergence toward neuronal dendrites by extracellular calcium. J. Neurosci. 2015, 35, 2417–2422. [Google Scholar] [CrossRef]
- Sipe, G.O.; Lowery, R.L.; Tremblay, M.E.; Kelly, E.A.; Lamantia, C.E.; Majewska, A.K. Microglial P2Y12 is necessary for synaptic plasticity in mouse visual cortex. Nat. Commun. 2016, 7, 10905. [Google Scholar] [CrossRef]
- Eyo, U.B.; Mo, M.; Yi, M.H.; Murugan, M.; Liu, J.; Yarlagadda, R.; Margolis, D.J.; Xu, P.; Wu, L.J. P2Y12R-Dependent Translocation Mechanisms Gate the Changing Microglial Landscape. Cell Rep. 2018, 23, 959–966. [Google Scholar] [CrossRef]
- Lalancette-Hebert, M.; Gowing, G.; Simard, A.; Weng, Y.C.; Kriz, J. Selective ablation of proliferating microglial cells exacerbates ischemic injury in the brain. J. Neurosci. 2007, 27, 2596–2605. [Google Scholar] [CrossRef] [PubMed]
- Szalay, G.; Martinecz, B.; Lenart, N.; Kornyei, Z.; Orsolits, B.; Judak, L.; Csaszar, E.; Fekete, R.; West, B.L.; Katona, G.; et al. Microglia protect against brain injury and their selective elimination dysregulates neuronal network activity after stroke. Nat. Commun. 2016, 7, 11499. [Google Scholar] [CrossRef]
- Kadry, H.; Noorani, B.; Cucullo, L. A blood–brain barrier overview on structure, function, impairment, and biomarkers of integrity. Fluids Barriers CNS 2020, 17, 69. [Google Scholar] [CrossRef] [PubMed]
- Prakash, R.; Carmichael, S.T. Blood-brain barrier breakdown and neovascularization processes after stroke and traumatic brain injury. Curr. Opin. Neurol. 2015, 28, 556–564. [Google Scholar] [CrossRef]
- Sandoval, K.E.; Witt, K.A. Blood-brain barrier tight junction permeability and ischemic stroke. Neurobiol. Dis. 2008, 32, 200–219. [Google Scholar] [CrossRef]
- Sweeney, M.D.; Kisler, K.; Montagne, A.; Toga, A.W.; Zlokovic, B.V. The role of brain vasculature in neurodegenerative disorders. Nat. Neurosci. 2018, 21, 1318–1331. [Google Scholar] [CrossRef]
- Cserep, C.; Posfai, B.; Lenart, N.; Fekete, R.; Laszlo, Z.I.; Lele, Z.; Orsolits, B.; Molnar, G.; Heindl, S.; Schwarcz, A.D.; et al. Microglia monitor and protect neuronal function through specialized somatic purinergic junctions. Science 2020, 367, 528–537. [Google Scholar] [CrossRef] [PubMed]
- Lou, N.; Takano, T.; Pei, Y.; Xavier, A.L.; Goldman, S.A.; Nedergaard, M. Purinergic receptor P2RY12-dependent microglial closure of the injured blood-brain barrier. Proc. Natl. Acad. Sci. USA 2016, 113, 1074–1079. [Google Scholar] [CrossRef]
- Paul, M.; Paul, J.W.; Hinwood, M.; Hood, R.J.; Martin, K.; Abdolhoseini, M.; Johnson, S.J.; Pollack, M.; Nilsson, M.; Walker, F.R. Clopidogrel Administration Impairs Post-Stroke Learning and Memory Recovery in Mice. Int. J. Mol. Sci. 2023, 24, 11706. [Google Scholar] [CrossRef]
- Flurkey, K.; Currer, J.M.; Harrison, D.E. Chapter 20—Mouse Models in Aging Research. In The Mouse in Biomedical Research, 2nd ed.; Fox, J.G., Davisson, M.T., Quimby, F.W., Barthold, S.W., Newcomer, C.E., Smith, A.L., Eds.; Academic Press: Burlington, IN, USA, 2007; pp. 637–672. [Google Scholar]
- Bhatt, D.L.; Flather, M.D.; Hacke, W.; Berger, P.B.; Black, H.R.; Boden, W.E.; Cacoub, P.; Cohen, E.A.; Creager, M.A.; Easton, J.D.; et al. Patients with prior myocardial infarction, stroke, or symptomatic peripheral arterial disease in the CHARISMA trial. J. Am. Coll. Cardiol. 2007, 49, 1982–1988. [Google Scholar] [CrossRef]
- Investigators, A.; Connolly, S.J.; Pogue, J.; Hart, R.G.; Hohnloser, S.H.; Pfeffer, M.; Chrolavicius, S.; Yusuf, S. Effect of clopidogrel added to aspirin in patients with atrial fibrillation. N. Engl. J. Med. 2009, 360, 2066–2078. [Google Scholar] [CrossRef]
- Johnston, S.C.; Easton, J.D.; Farrant, M.; Barsan, W.; Conwit, R.A.; Elm, J.J.; Kim, A.S.; Lindblad, A.S.; Palesch, Y.Y.; Clinical Research Collaboration, Neurological Emergencies Treatment Trials Network, and the POINT Investigators; et al. Clopidogrel and Aspirin in Acute Ischemic Stroke and High-Risk TIA. N. Engl. J. Med. 2018, 379, 215–225. [Google Scholar] [CrossRef]
- Tillman, H.; Johnston, S.C.; Farrant, M.; Barsan, W.; Elm, J.J.; Kim, A.S.; Lindblad, A.S.; Palesch, Y.Y.; Easton, J.D. Risk for Major Hemorrhages in Patients Receiving Clopidogrel and Aspirin Compared With Aspirin Alone After Transient Ischemic Attack or Minor Ischemic Stroke: A Secondary Analysis of the POINT Randomized Clinical Trial. JAMA Neurol. 2019, 76, 774–782. [Google Scholar] [CrossRef] [PubMed]
- Creager, M.A. Results of the CAPRIE trial: Efficacy and safety of clopidogrel. Clopidogrel versus aspirin in patients at risk of ischaemic events. Vasc. Med. 1998, 3, 257–260. [Google Scholar] [CrossRef] [PubMed]
- Erdő, F.; Denes, L.; de Lange, E. Age-associated physiological and pathological changes at the blood-brain barrier: A review. J. Cereb. Blood Flow Metab. 2017, 37, 4–24. [Google Scholar] [CrossRef] [PubMed]
- Zalewska, K.; Ong, L.K.; Johnson, S.J.; Nilsson, M.; Walker, F.R. Oral administration of corticosterone at stress-like levels drives microglial but not vascular disturbances post-stroke. Neuroscience 2017, 352, 30–38. [Google Scholar] [CrossRef]
- Hamann, G.F.; Liebetrau, M.; Martens, H.; Burggraf, D.; Kloss, C.U.; Bültemeier, G.; Wunderlich, N.; Jäger, G.; Pfefferkorn, T. Microvascular basal lamina injury after experimental focal cerebral ischemia and reperfusion in the rat. J. Cereb. Blood Flow Metab. 2002, 22, 526–533. [Google Scholar] [CrossRef]
- Trinkl, A.; Vosko, M.R.; Wunderlich, N.; Dichgans, M.; Hamann, G.F. Pravastatin reduces microvascular basal lamina damage following focal cerebral ischemia and reperfusion. Eur. J. Neurosci. 2006, 24, 520–526. [Google Scholar] [CrossRef]
- Vosko, M.R.; Busch, E.; Burggraf, D.; Bültemeier, G.; Hamann, G.F. Microvascular basal lamina damage in thromboembolic stroke in a rat model. Neurosci. Lett. 2003, 353, 217–220. [Google Scholar] [CrossRef]
- Pöschl, E.; Schlötzer-Schrehardt, U.; Brachvogel, B.; Saito, K.; Ninomiya, Y.; Mayer, U. Collagen IV is essential for basement membrane stability but dispensable for initiation of its assembly during early development. Development 2004, 131, 1619–1628. [Google Scholar] [CrossRef]
- Zhao, Z.; Hood, R.J.; Ong, L.K.; Pietrogrande, G.; Sanchez Bezanilla, S.; Warren, K.E.; Ilicic, M.; Kluge, M.G.; TeBay, C.; Ottersen, O.P.; et al. Exploring How Low Oxygen Post Conditioning Improves Stroke-Induced Cognitive Impairment: A Consideration of Amyloid-Beta Loading and Other Mechanisms. Front. Neurol. 2021, 12, 585189. [Google Scholar] [CrossRef]
- Aguzzi, A.; Barres, B.A.; Bennett, M.L. Microglia: Scapegoat, saboteur, or something else? Science 2013, 339, 156–161. [Google Scholar] [CrossRef] [PubMed]
- Milior, G.; Morin-Brureau, M.; Chali, F.; Le Duigou, C.; Savary, E.; Huberfeld, G.; Rouach, N.; Pallud, J.; Capelle, L.; Navarro, V.; et al. Distinct P2Y Receptors Mediate Extension and Retraction of Microglial Processes in Epileptic and Peritumoral Human Tissue. J. Neurosci. 2020, 40, 1373. [Google Scholar] [CrossRef] [PubMed]
- Ransohoff, R.M.; Cardona, A.E. The myeloid cells of the central nervous system parenchyma. Nature 2010, 468, 253–262. [Google Scholar] [CrossRef] [PubMed]
- Antignano, I.; Liu, Y.; Offermann, N.; Capasso, M. Aging microglia. Cell Mol. Life Sci. 2023, 80, 126. [Google Scholar] [CrossRef]
- Damani, M.R.; Zhao, L.; Fontainhas, A.M.; Amaral, J.; Fariss, R.N.; Wong, W.T. Age-related alterations in the dynamic behavior of microglia. Aging Cell 2011, 10, 263–276. [Google Scholar] [CrossRef]
- Neher, J.J.; Neniskyte, U.; Zhao, J.W.; Bal-Price, A.; Tolkovsky, A.M.; Brown, G.C. Inhibition of microglial phagocytosis is sufficient to prevent inflammatory neuronal death. J. Immunol. 2011, 186, 4973–4983. [Google Scholar] [CrossRef]
- Gill, D.; Veltkamp, R. Dynamics of T cell responses after stroke. Curr. Opin. Pharmacol. 2016, 26, 26–32. [Google Scholar] [CrossRef]
- Joundi, R.A.; Fang, J.; Yu, A.Y.; Austin, P.; Smith, E.E.; Ganesh, A.; Sposato, L.; Hachinski, V.; Sharma, M.; Kapral, M.K. Abstract 67: Risk and Time-Course of Post-Stroke Dementia: A Population-Wide Cohort Study, 2002–2022. Stroke 2024, 55, A67. [Google Scholar] [CrossRef]
- Garcia-Alloza, M.; Gregory, J.; Kuchibhotla, K.V.; Fine, S.; Wei, Y.; Ayata, C.; Frosch, M.P.; Greenberg, S.M.; Bacskai, B.J. Cerebrovascular lesions induce transient β-amyloid deposition. Brain 2011, 134, 3697–3707. [Google Scholar] [CrossRef]
- Sanchez-Bezanilla, S.; Hood, R.J.; Collins-Praino, L.E.; Turner, R.J.; Walker, F.R.; Nilsson, M.; Ong, L.K. More than motor impairment: A spatiotemporal analysis of cognitive impairment and associated neuropathological changes following cortical photothrombotic stroke. J. Cereb. Blood Flow Metab. 2021, 41, 2439–2455. [Google Scholar] [CrossRef]
- Mäkinen, S.; van Groen, T.; Clarke, J.; Thornell, A.; Corbett, D.; Hiltunen, M.; Soininen, H.; Jolkkonen, J. Coaccumulation of Calcium and β-Amyloid in the Thalamus after Transient Middle Cerebral Artery Occlusion in Rats. J. Cereb. Blood Flow Metab. 2008, 28, 263–268. [Google Scholar] [CrossRef]
- van Groen, T.; Puurunen, K.; Mäki, H.-M.; Sivenius, J.; Jolkkonen, J. Transformation of Diffuse β-Amyloid Precursor Protein and β-Amyloid Deposits to Plaques in the Thalamus After Transient Occlusion of the Middle Cerebral Artery in Rats. Stroke 2005, 36, 1551–1556. [Google Scholar] [CrossRef]
- Sanchez-Bezanilla, S.; TeBay, C.; Nilsson, M.; Walker, F.R.; Ong, L.K. Visual discrimination impairment after experimental stroke is associated with disturbances in the polarization of the astrocytic aquaporin-4 and increased accumulation of neurotoxic proteins. Exp. Neurol. 2019, 318, 232–243. [Google Scholar] [CrossRef] [PubMed]
- Liu, W.; Wong, A.; Au, L.; Yang, J.; Wang, Z.; Leung, E.Y.; Chen, S.; Ho, C.L.; Mok, V.C. Influence of Amyloid-β on Cognitive Decline After Stroke/Transient Ischemic Attack: Three-Year Longitudinal Study. Stroke 2015, 46, 3074–3080. [Google Scholar] [CrossRef] [PubMed]
- Howe, M.D.; Atadja, L.A.; Furr, J.W.; Maniskas, M.E.; Zhu, L.; McCullough, L.D.; Urayama, A. Fibronectin induces the perivascular deposition of cerebrospinal fluid-derived amyloid-β in aging and after stroke. Neurobiol. Aging 2018, 72, 1–13. [Google Scholar] [CrossRef]
- Webster, C.M.; Hokari, M.; McManus, A.; Tang, X.N.; Ma, H.; Kacimi, R.; Yenari, M.A. Microglial P2Y12 deficiency/inhibition protects against brain ischemia. PLoS ONE 2013, 8, e70927. [Google Scholar] [CrossRef] [PubMed]
- Kilkenny, C.; Browne, W.J.; Cuthill, I.C.; Emerson, M.; Altman, D.G. Improving bioscience research reporting: The ARRIVE guidelines for reporting animal research. PLoS Biol. 2010, 8, e1000412. [Google Scholar] [CrossRef] [PubMed]
- Kluge, M.G.; Abdolhoseini, M.; Zalewska, K.; Ong, L.K.; Johnson, S.J.; Nilsson, M.; Walker, F.R. Spatiotemporal analysis of impaired microglia process movement at sites of secondary neurodegeneration post-stroke. J. Cereb. Blood Flow Metab. 2019, 39, 2456–2470. [Google Scholar] [CrossRef]
- Kluge, M.G.; Kracht, L.; Abdolhoseini, M.; Ong, L.K.; Johnson, S.J.; Nilsson, M.; Walker, F.R. Impaired microglia process dynamics post-stroke are specific to sites of secondary neurodegeneration. Glia 2017, 65, 1885–1899. [Google Scholar] [CrossRef] [PubMed]
- Zalewska, K.; Pietrogrande, G.; Ong, L.K.; Abdolhoseini, M.; Kluge, M.; Johnson, S.J.; Walker, F.R.; Nilsson, M. Sustained administration of corticosterone at stress-like levels after stroke suppressed glial reactivity at sites of thalamic secondary neurodegeneration. Brain Behav. Immun. 2018, 69, 210–222. [Google Scholar] [CrossRef]
- Pietrogrande, G.; Zalewska, K.; Zhao, Z.; Johnson, S.J.; Nilsson, M.; Walker, F.R. Low Oxygen Post Conditioning as an Efficient Non-pharmacological Strategy to Promote Motor Function After Stroke. Transl. Stroke Res. 2019, 10, 402–412. [Google Scholar] [CrossRef]
- Zhao, Z.; Ong, L.K.; Johnson, S.; Nilsson, M.; Walker, F.R. Chronic stress induced disruption of the peri-infarct neurovascular unit following experimentally induced photothrombotic stroke. J. Cereb. Blood Flow Metab. 2017, 37, 3709–3724. [Google Scholar] [CrossRef]
- Franklin, K.B.J.; Paxinos, G. Paxinos and Franklin’s The Mouse Brain in Stereotaxic Coordinates, 4th ed.; Academic Press, an imprint of Elsevier: San Diego, CA, USA, 2013; p. 1. [Google Scholar]
- Conti, E.; Carlini, N.; Piccardi, B.; Allegra Mascaro, A.L.; Pavone, F.S. Photothrombotic Middle Cerebral Artery Occlusion in Mice: A Novel Model of Ischemic Stroke. eNeuro 2023, 10, 1–12. [Google Scholar] [CrossRef]
- Saito, K.; Shigetomi, E.; Shinozaki, Y.; Kobayashi, K.; Parajuli, B.; Kubota, Y.; Sakai, K.; Miyakawa, M.; Horiuchi, H.; Nabekura, J.; et al. Microglia sense astrocyte dysfunction and prevent disease progression in an Alexander disease model. Brain 2024, 147, 698–716. [Google Scholar] [CrossRef]
- Bollinger, J.L.; Dadosky, D.T.; Flurer, J.K.; Rainer, I.L.; Woodburn, S.C.; Wohleb, E.S. Microglial P2Y12 mediates chronic stress-induced synapse loss in the prefrontal cortex and associated behavioral consequences. Neuropsychopharmacology 2023, 48, 1347–1357. [Google Scholar] [CrossRef]
- Abdolhoseini, M.; Kluge, M.G.; Walker, F.R.; Johnson, S.J. Segmentation, Tracing, and Quantification of Microglial Cells from 3D Image Stacks. Sci. Rep. 2019, 9, 8557. [Google Scholar] [CrossRef] [PubMed]
- Abdolhoseini, M.; Kluge, M.G.; Walker, F.R.; Johnson, S.J. Segmentation of Heavily Clustered Nuclei from Histopathological Images. Sci. Rep. 2019, 9, 4551. [Google Scholar] [CrossRef] [PubMed]










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Paul, M.; Paul, J.W.; Hinwood, M.; Hood, R.J.; Martin, K.; Abdolhoseini, M.; Johnson, S.J.; Pollack, M.; Nilsson, M.; Walker, F.R. Clopidogrel Administration Impairs Neurovascular Unit Recovery and Exacerbates Amyloid Beta Accumulation in Aged Mice Post-Stroke. Int. J. Mol. Sci. 2026, 27, 2547. https://doi.org/10.3390/ijms27062547
Paul M, Paul JW, Hinwood M, Hood RJ, Martin K, Abdolhoseini M, Johnson SJ, Pollack M, Nilsson M, Walker FR. Clopidogrel Administration Impairs Neurovascular Unit Recovery and Exacerbates Amyloid Beta Accumulation in Aged Mice Post-Stroke. International Journal of Molecular Sciences. 2026; 27(6):2547. https://doi.org/10.3390/ijms27062547
Chicago/Turabian StylePaul, Marina, Jonathan W. Paul, Madeleine Hinwood, Rebecca J. Hood, Kristy Martin, Mahmoud Abdolhoseini, Sarah J. Johnson, Michael Pollack, Michael Nilsson, and Frederick R. Walker. 2026. "Clopidogrel Administration Impairs Neurovascular Unit Recovery and Exacerbates Amyloid Beta Accumulation in Aged Mice Post-Stroke" International Journal of Molecular Sciences 27, no. 6: 2547. https://doi.org/10.3390/ijms27062547
APA StylePaul, M., Paul, J. W., Hinwood, M., Hood, R. J., Martin, K., Abdolhoseini, M., Johnson, S. J., Pollack, M., Nilsson, M., & Walker, F. R. (2026). Clopidogrel Administration Impairs Neurovascular Unit Recovery and Exacerbates Amyloid Beta Accumulation in Aged Mice Post-Stroke. International Journal of Molecular Sciences, 27(6), 2547. https://doi.org/10.3390/ijms27062547

