1
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Kell DB, Pretorius E. Are fibrinaloid microclots a cause of autoimmunity in Long Covid and other post-infection diseases? Biochem J 2023; 480:1217-1240. [PMID: 37584410 DOI: 10.1042/bcj20230241] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2023] [Revised: 08/03/2023] [Accepted: 08/07/2023] [Indexed: 08/17/2023]
Abstract
It is now well established that the blood-clotting protein fibrinogen can polymerise into an anomalous form of fibrin that is amyloid in character; the resultant clots and microclots entrap many other molecules, stain with fluorogenic amyloid stains, are rather resistant to fibrinolysis, can block up microcapillaries, are implicated in a variety of diseases including Long COVID, and have been referred to as fibrinaloids. A necessary corollary of this anomalous polymerisation is the generation of novel epitopes in proteins that would normally be seen as 'self', and otherwise immunologically silent. The precise conformation of the resulting fibrinaloid clots (that, as with prions and classical amyloid proteins, can adopt multiple, stable conformations) must depend on the existing small molecules and metal ions that the fibrinogen may (and is some cases is known to) have bound before polymerisation. Any such novel epitopes, however, are likely to lead to the generation of autoantibodies. A convergent phenomenology, including distinct conformations and seeding of the anomalous form for initiation and propagation, is emerging to link knowledge in prions, prionoids, amyloids and now fibrinaloids. We here summarise the evidence for the above reasoning, which has substantial implications for our understanding of the genesis of autoimmunity (and the possible prevention thereof) based on the primary process of fibrinaloid formation.
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Affiliation(s)
- Douglas B Kell
- Department of Biochemistry, Cell and Systems Biology, Institute of Systems, Molecular and Integrative Biology, Faculty of Health and Life Sciences, University of Liverpool, Liverpool L69 7ZB, U.K
- The Novo Nordisk Foundation Centre for Biosustainability, Technical University of Denmark, Kemitorvet 200, 2800 Kgs Lyngby, Denmark
- Department of Physiological Sciences, Faculty of Science, Stellenbosch University, Private Bag X1 Matieland, Stellenbosch 7602, South Africa
| | - Etheresia Pretorius
- Department of Biochemistry, Cell and Systems Biology, Institute of Systems, Molecular and Integrative Biology, Faculty of Health and Life Sciences, University of Liverpool, Liverpool L69 7ZB, U.K
- Department of Physiological Sciences, Faculty of Science, Stellenbosch University, Private Bag X1 Matieland, Stellenbosch 7602, South Africa
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2
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Dell’Acqua S, Massardi E, Monzani E, Di Natale G, Rizzarelli E, Casella L. Interaction between Hemin and Prion Peptides: Binding, Oxidative Reactivity and Aggregation. Int J Mol Sci 2020; 21:ijms21207553. [PMID: 33066163 PMCID: PMC7589926 DOI: 10.3390/ijms21207553] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2020] [Revised: 10/06/2020] [Accepted: 10/10/2020] [Indexed: 11/16/2022] Open
Abstract
We investigate the interaction of hemin with four fragments of prion protein (PrP) containing from one to four histidines (PrP106-114, PrP95-114, PrP84-114, PrP76-114) for its potential relevance to prion diseases and possibly traumatic brain injury. The binding properties of hemin-PrP complexes have been evaluated by UV-visible spectrophotometric titration. PrP peptides form a 1:1 adduct with hemin with affinity that increases with the number of histidines and length of the peptide; the following log K1 binding constants have been calculated: 6.48 for PrP76-114, 6.1 for PrP84-114, 4.80 for PrP95-114, whereas for PrP106-114, the interaction is too weak to allow a reliable binding constant calculation. These constants are similar to that of amyloid-β (Aβ) for hemin, and similarly to hemin-Aβ, PrP peptides tend to form a six-coordinated low-spin complex. However, the concomitant aggregation of PrP induced by hemin prevents calculation of the K2 binding constant. The turbidimetry analysis of [hemin-PrP76-114] shows that, once aggregated, this complex is scarcely soluble and undergoes precipitation. Finally, a detailed study of the peroxidase-like activity of [hemin-(PrP)] shows a moderate increase of the reactivity with respect to free hemin, but considering the activity over long time, as for neurodegenerative pathologies, it might contribute to neuronal oxidative stress.
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Affiliation(s)
- Simone Dell’Acqua
- Dipartimento di Chimica, Università di Pavia, Via Taramelli 12, 27100 Pavia, Italy; (E.M.); (E.M.)
- Correspondence: (S.D.); (L.C.)
| | - Elisa Massardi
- Dipartimento di Chimica, Università di Pavia, Via Taramelli 12, 27100 Pavia, Italy; (E.M.); (E.M.)
| | - Enrico Monzani
- Dipartimento di Chimica, Università di Pavia, Via Taramelli 12, 27100 Pavia, Italy; (E.M.); (E.M.)
| | - Giuseppe Di Natale
- Istituto di Cristallografia, s.s. Catania, Consiglio Nazionale delle Ricerche, via Paolo Gaifami 18, 95126 Catania, Italy; (G.D.N.); (E.R.)
| | - Enrico Rizzarelli
- Istituto di Cristallografia, s.s. Catania, Consiglio Nazionale delle Ricerche, via Paolo Gaifami 18, 95126 Catania, Italy; (G.D.N.); (E.R.)
| | - Luigi Casella
- Dipartimento di Chimica, Università di Pavia, Via Taramelli 12, 27100 Pavia, Italy; (E.M.); (E.M.)
- Correspondence: (S.D.); (L.C.)
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3
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Tian Y, Stanyon HF, Barritt JD, Mayet U, Patel P, Karamani E, Fusco G, Viles JH. Copper2+ Binding to α-Synuclein. Histidine50 Can Form a Ternary Complex with Cu2+ at the N-Terminus but Not a Macrochelate. Inorg Chem 2019; 58:15580-15589. [DOI: 10.1021/acs.inorgchem.9b02644] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Affiliation(s)
- Yao Tian
- School of Biological and Chemical Sciences, Queen Mary, University of London Mile End Road, London E1 4NS, United Kingdom
| | - Helen F. Stanyon
- School of Biological and Chemical Sciences, Queen Mary, University of London Mile End Road, London E1 4NS, United Kingdom
| | - Joseph D Barritt
- School of Biological and Chemical Sciences, Queen Mary, University of London Mile End Road, London E1 4NS, United Kingdom
- Department of Life Sciences, Imperial College London, London SW7 2AZ, United Kingdom
| | - Uroosa Mayet
- School of Biological and Chemical Sciences, Queen Mary, University of London Mile End Road, London E1 4NS, United Kingdom
| | - Pelak Patel
- School of Biological and Chemical Sciences, Queen Mary, University of London Mile End Road, London E1 4NS, United Kingdom
| | - Elena Karamani
- School of Biological and Chemical Sciences, Queen Mary, University of London Mile End Road, London E1 4NS, United Kingdom
| | - Giuliana Fusco
- Centre for Misfolding Diseases, Department of Chemistry, University of Cambridge, Cambridge CB1 1EW, United Kingdom
| | - John H. Viles
- School of Biological and Chemical Sciences, Queen Mary, University of London Mile End Road, London E1 4NS, United Kingdom
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4
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Kardos J, Héja L, Simon Á, Jablonkai I, Kovács R, Jemnitz K. Copper signalling: causes and consequences. Cell Commun Signal 2018; 16:71. [PMID: 30348177 PMCID: PMC6198518 DOI: 10.1186/s12964-018-0277-3] [Citation(s) in RCA: 116] [Impact Index Per Article: 16.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2018] [Accepted: 09/24/2018] [Indexed: 12/18/2022] Open
Abstract
Copper-containing enzymes perform fundamental functions by activating dioxygen (O2) and therefore allowing chemical energy-transfer for aerobic metabolism. The copper-dependence of O2 transport, metabolism and production of signalling molecules are supported by molecular systems that regulate and preserve tightly-bound static and weakly-bound dynamic cellular copper pools. Disruption of the reducing intracellular environment, characterized by glutathione shortage and ambient Cu(II) abundance drives oxidative stress and interferes with the bidirectional, copper-dependent communication between neurons and astrocytes, eventually leading to various brain disease forms. A deeper understanding of of the regulatory effects of copper on neuro-glia coupling via polyamine metabolism may reveal novel copper signalling functions and new directions for therapeutic intervention in brain disorders associated with aberrant copper metabolism.
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Affiliation(s)
- Julianna Kardos
- Functional Pharmacology Research Group, Institute of Organic Chemistry, Research Centre for Natural Sciences, Hungarian Academy of Sciences, Magyar Tudósok körútja 2, Budapest, 1117 Hungary
| | - László Héja
- Functional Pharmacology Research Group, Institute of Organic Chemistry, Research Centre for Natural Sciences, Hungarian Academy of Sciences, Magyar Tudósok körútja 2, Budapest, 1117 Hungary
| | - Ágnes Simon
- Functional Pharmacology Research Group, Institute of Organic Chemistry, Research Centre for Natural Sciences, Hungarian Academy of Sciences, Magyar Tudósok körútja 2, Budapest, 1117 Hungary
| | - István Jablonkai
- Functional Pharmacology Research Group, Institute of Organic Chemistry, Research Centre for Natural Sciences, Hungarian Academy of Sciences, Magyar Tudósok körútja 2, Budapest, 1117 Hungary
| | - Richard Kovács
- Institute of Neurophysiology, Charité-Universitätsmedizin, Berlin, Germany
| | - Katalin Jemnitz
- Functional Pharmacology Research Group, Institute of Organic Chemistry, Research Centre for Natural Sciences, Hungarian Academy of Sciences, Magyar Tudósok körútja 2, Budapest, 1117 Hungary
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5
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Sánchez-López C, Rivillas-Acevedo L, Cruz-Vásquez O, Quintanar L. Methionine 109 plays a key role in Cu(II) binding to His111 in the 92–115 fragment of the human prion protein. Inorganica Chim Acta 2018. [DOI: 10.1016/j.ica.2017.09.046] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
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6
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Magrì A, Di Natale G, Rizzarelli E. Copper-assisted interaction between amyloid-β and prion: Ternary metal complexes with Aβ N-terminus and octarepeat. Inorganica Chim Acta 2018. [DOI: 10.1016/j.ica.2017.10.032] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
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7
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Dell'Acqua S, Bacchella C, Monzani E, Nicolis S, Di Natale G, Rizzarelli E, Casella L. Prion Peptides Are Extremely Sensitive to Copper Induced Oxidative Stress. Inorg Chem 2017; 56:11317-11325. [PMID: 28846410 DOI: 10.1021/acs.inorgchem.7b01757] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Copper(II) binding to prion peptides does not prevent Cu redox cycling and formation of reactive oxygen species (ROS) in the presence of reducing agents. The toxic effects of these species are exacerbated in the presence of catecholamines, indicating that dysfunction of catecholamine vesicular sequestration or recovery after synaptic release is a dangerous amplifier of Cu induced oxidative stress. Cu bound to prion peptides including the high affinity site involving histidines adjacent to the octarepeats exhibits marked catalytic activity toward dopamine and 4-methylcatechol. The resulting quinone oxidation products undergo parallel oligomerization and endogenous peptide modification yielding catechol adducts at the histidine binding ligands. These modifications add to the more common oxidation of Met and His residues produced by ROS. Derivatization of Cu-prion peptides is much faster than that undergone by Cu-β-amyloid and Cu-α-synuclein complexes in the same conditions.
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Affiliation(s)
- Simone Dell'Acqua
- Dipartimento di Chimica, Università di Pavia , Via Taramelli 12, 27100 Pavia, Italy
| | - Chiara Bacchella
- Dipartimento di Chimica, Università di Pavia , Via Taramelli 12, 27100 Pavia, Italy
| | - Enrico Monzani
- Dipartimento di Chimica, Università di Pavia , Via Taramelli 12, 27100 Pavia, Italy
| | - Stefania Nicolis
- Dipartimento di Chimica, Università di Pavia , Via Taramelli 12, 27100 Pavia, Italy
| | - Giuseppe Di Natale
- Istituto di Biostrutture e Bioimmagini, Consiglio Nazionale delle Ricerche , Via P. Gaifami 18, Catania, Italy
| | - Enrico Rizzarelli
- Istituto di Biostrutture e Bioimmagini, Consiglio Nazionale delle Ricerche , Via P. Gaifami 18, Catania, Italy
| | - Luigi Casella
- Dipartimento di Chimica, Università di Pavia , Via Taramelli 12, 27100 Pavia, Italy
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8
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Evans EGB, Pushie MJ, Markham KA, Lee HW, Millhauser GL. Interaction between Prion Protein's Copper-Bound Octarepeat Domain and a Charged C-Terminal Pocket Suggests a Mechanism for N-Terminal Regulation. Structure 2016; 24:1057-67. [PMID: 27265848 DOI: 10.1016/j.str.2016.04.017] [Citation(s) in RCA: 57] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2016] [Revised: 04/19/2016] [Accepted: 04/20/2016] [Indexed: 11/29/2022]
Abstract
Copper plays a critical role in prion protein (PrP) physiology. Cu(2+) binds with high affinity to the PrP N-terminal octarepeat (OR) domain, and intracellular copper promotes PrP expression. The molecular details of copper coordination within the OR are now well characterized. Here we examine how Cu(2+) influences the interaction between the PrP N-terminal domain and the C-terminal globular domain. Using nuclear magnetic resonance and copper-nitroxide pulsed double electron-electron resonance, with molecular dynamics refinement, we localize the position of Cu(2+) in its high-affinity OR-bound state. Our results reveal an interdomain cis interaction that is stabilized by a conserved, negatively charged pocket of the globular domain. Interestingly, this interaction surface overlaps an epitope recognized by the POM1 antibody, the binding of which drives rapid cerebellar degeneration mediated by the PrP N terminus. The resulting structure suggests that the globular domain regulates the N-terminal domain by binding the Cu(2+)-occupied OR within a complementary pocket.
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Affiliation(s)
- Eric G B Evans
- Department of Chemistry and Biochemistry, University of California, Santa Cruz, Santa Cruz, CA 95064, USA
| | - M Jake Pushie
- Department of Geological Sciences, University of Saskatchewan, Saskatoon, SK S7N 5E2, Canada
| | - Kate A Markham
- Department of Chemistry and Biochemistry, University of California, Santa Cruz, Santa Cruz, CA 95064, USA
| | - Hsiau-Wei Lee
- Department of Chemistry and Biochemistry, University of California, Santa Cruz, Santa Cruz, CA 95064, USA
| | - Glenn L Millhauser
- Department of Chemistry and Biochemistry, University of California, Santa Cruz, Santa Cruz, CA 95064, USA.
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9
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Shahzad R, Jones MR, Viles JH, Jones CE. Endocytosis of the tachykinin neuropeptide, neurokinin B, in astrocytes and its role in cellular copper uptake. J Inorg Biochem 2016; 162:319-325. [PMID: 26948444 DOI: 10.1016/j.jinorgbio.2016.02.027] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2015] [Revised: 01/27/2016] [Accepted: 02/25/2016] [Indexed: 01/06/2023]
Abstract
The tachykinin neuropeptide, neurokinin B (NKB), belongs to a family of peptides having diverse roles in the brain. NKB, along with several other tachykinins, has been identified as a copper-binding peptide, however the physiological relevance of the binding is unclear. Previously, NKB was shown to limit the ability of copper to enter astrocytes and disrupt calcium homeostasis and it was thought that the peptide was sequestering the metal extracellularly. Here we use a fluorescein-labelled NKB peptide (F-NKB) to show that NKB is not retained extracellularly, but is endocytosed within 10-20min after addition to the cell media. The endocytosis is not inhibited when NKB is delivered as a copper-complex, [CuII(F-NKB)2]. Endocytosis of NKB can increase intracellular copper. Comparison to cells cultured in copper-free buffer indicated that apo-NKB can facilitate uptake of copper found in normal culture media. To achieve this NKB must compete with a variety of copper proteins, and we show that NKB can successfully compete with copper-binding peptides derived from the prion protein, itself associated with Cu(II) and Zn(II) metabolism. We suggest a mechanism of receptor mediated endocytosis to account for the observations.
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Affiliation(s)
- Reeha Shahzad
- The School of Science and Health, Western Sydney University, Locked Bag 1797, Penrith, 2759, NSW, Australia
| | - Mark R Jones
- The School of Science and Health, Western Sydney University, Locked Bag 1797, Penrith, 2759, NSW, Australia
| | - John H Viles
- School of Biological and Chemical Sciences, Queen Mary University of London, Mile End Road, London E1 4NS, UK
| | - Christopher E Jones
- The School of Science and Health, Western Sydney University, Locked Bag 1797, Penrith, 2759, NSW, Australia.
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10
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Barritt JD, Viles JH. Truncated Amyloid-β(11-40/42) from Alzheimer Disease Binds Cu2+ with a Femtomolar Affinity and Influences Fiber Assembly. J Biol Chem 2015; 290:27791-802. [PMID: 26408196 DOI: 10.1074/jbc.m115.684084] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2015] [Indexed: 01/05/2023] Open
Abstract
Alzheimer disease coincides with the formation of extracellular amyloid plaques composed of the amyloid-β (Aβ) peptide. Aβ is typically 40 residues long (Aβ(1-40)) but can have variable C and N termini. Naturally occurring N-terminally truncated Aβ(11-40/42) is found in the cerebrospinal fluid and has a similar abundance to Aβ(1-42), constituting one-fifth of the plaque load. Based on its specific N-terminal sequence we hypothesized that truncated Aβ(11-40/42) would have an elevated affinity for Cu(2+). Various spectroscopic techniques, complemented with transmission electron microscopy, were used to determine the properties of the Cu(2+)-Aβ(11-40/42) interaction and how Cu(2+) influences amyloid fiber formation. We show that Cu(2+)-Aβ(11-40) forms a tetragonal complex with a 34 ± 5 fm dissociation constant at pH 7.4. This affinity is 3 orders of magnitude tighter than Cu(2+) binding to Aβ(1-40/42) and more than an order of magnitude tighter than that of serum albumin, the extracellular Cu(2+) transport protein. Furthermore, Aβ(11-40/42) forms fibers twice as fast as Aβ(1-40) with a very different morphology, forming bundles of very short amyloid rods. Substoichiometric Cu(2+) drastically perturbs Aβ(11-40/42) assembly, stabilizing much longer fibers. The very tight fm affinity of Cu(2+) for Aβ(11-40/42) explains the high levels of Cu(2+) observed in Alzheimer disease plaques.
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Affiliation(s)
- Joseph D Barritt
- From the School of Biological and Chemical Sciences, Queen Mary, University of London, Mile End Road, London E1 4NS, United Kingdom
| | - John H Viles
- From the School of Biological and Chemical Sciences, Queen Mary, University of London, Mile End Road, London E1 4NS, United Kingdom
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11
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Black SAG, Stys PK, Zamponi GW, Tsutsui S. Cellular prion protein and NMDA receptor modulation: protecting against excitotoxicity. Front Cell Dev Biol 2014; 2:45. [PMID: 25364752 PMCID: PMC4207032 DOI: 10.3389/fcell.2014.00045] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2014] [Accepted: 08/09/2014] [Indexed: 12/25/2022] Open
Abstract
Although it is well established that misfolding of the cellular prion protein (PrPC) into the β-sheet-rich, aggregated scrapie conformation (PrPSc) causes a variety of transmissible spongiform encephalopathies (TSEs), the physiological roles of PrPC are still incompletely understood. There is accumulating evidence describing the roles of PrPC in neurodegeneration and neuroinflammation. Recently, we identified a functional regulation of NMDA receptors by PrPC that involves formation of a physical protein complex between these proteins. Excessive NMDA receptor activity during conditions such as ischemia mediates enhanced Ca2+ entry into cells and contributes to excitotoxic neuronal death. In addition, NMDA receptors and/or PrPC play critical roles in neuroinflammation and glial cell toxicity. Inhibition of NMDA receptor activity protects against PrPSc-induced neuronal death. Moreover, in mice lacking PrPC, infarct size is increased after focal cerebral ischemia, and absence of PrPC increases susceptibility of neurons to NMDA receptor-dependent death. Recently, PrPC was found to be a receptor for oligomeric beta-amyloid (Aβ) peptides, suggesting a role for PrPC in Alzheimer's disease (AD). Our recent findings suggest that Aβ peptides enhance NMDA receptor current by perturbing the normal copper- and PrPC-dependent regulation of these receptors. Here, we review evidence highlighting a role for PrPC in preventing NMDA receptor-mediated excitotoxicity and inflammation. There is a need for more detailed molecular characterization of PrPC-mediated regulation of NMDA receptors, such as determining which NMDA receptor subunits mediate pathogenic effects upon loss of PrPC-mediated regulation and identifying PrPC binding site(s) on the receptor. This knowledge will allow development of novel therapeutic interventions for not only TSEs, but also for AD and other neurodegenerative disorders involving dysfunction of PrPC.
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Affiliation(s)
- Stefanie A G Black
- Department of Physiology and Pharmacology, University of Calgary Calgary, AB, Canada ; Hotchkiss Brain Institute, University of Calgary Calgary, AB, Canada
| | - Peter K Stys
- Hotchkiss Brain Institute, University of Calgary Calgary, AB, Canada ; Department of Clinical Neurosciences, University of Calgary Calgary, AB, Canada
| | - Gerald W Zamponi
- Department of Physiology and Pharmacology, University of Calgary Calgary, AB, Canada ; Hotchkiss Brain Institute, University of Calgary Calgary, AB, Canada
| | - Shigeki Tsutsui
- Hotchkiss Brain Institute, University of Calgary Calgary, AB, Canada ; Department of Clinical Neurosciences, University of Calgary Calgary, AB, Canada
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12
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Stanyon HF, Cong X, Chen Y, Shahidullah N, Rossetti G, Dreyer J, Papamokos G, Carloni P, Viles JH. Developing predictive rules for coordination geometry from visible circular dichroism of copper(II) and nickel(II) ions in histidine and amide main-chain complexes. FEBS J 2014; 281:3945-54. [DOI: 10.1111/febs.12934] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2014] [Revised: 07/03/2014] [Accepted: 07/14/2014] [Indexed: 01/08/2023]
Affiliation(s)
- Helen F. Stanyon
- School of Biological and Chemical Sciences; Queen Mary; University of London; UK
| | - Xiaojing Cong
- Computational Biophysics; German Research School for Simulation Sciences (Joint venture of RWTH Aachen University and Forschungszentrum Jülich); Germany
- Institute for Advanced Simulations IAS-5; Computational Biomedicine; Forschungszentrum Jülich Germany
| | - Yan Chen
- School of Biological and Chemical Sciences; Queen Mary; University of London; UK
| | - Nabeela Shahidullah
- School of Biological and Chemical Sciences; Queen Mary; University of London; UK
| | - Giulia Rossetti
- Computational Biophysics; German Research School for Simulation Sciences (Joint venture of RWTH Aachen University and Forschungszentrum Jülich); Germany
- Institute for Advanced Simulations IAS-5; Computational Biomedicine; Forschungszentrum Jülich Germany
- Jülich Supercomputing Center; Forschungszentrum Jülich Germany
- Computational Biomedicine Section INM-9; Institute for Neuroscience and Medicine; Jülich Germany
| | - Jens Dreyer
- Computational Biophysics; German Research School for Simulation Sciences (Joint venture of RWTH Aachen University and Forschungszentrum Jülich); Germany
- Institute for Advanced Simulations IAS-5; Computational Biomedicine; Forschungszentrum Jülich Germany
| | - George Papamokos
- Computational Biophysics; German Research School for Simulation Sciences (Joint venture of RWTH Aachen University and Forschungszentrum Jülich); Germany
- Institute for Advanced Simulations IAS-5; Computational Biomedicine; Forschungszentrum Jülich Germany
- Scuola Internazionale Superiore di Studi Avanzati; Trieste Italy
| | - Paolo Carloni
- Computational Biophysics; German Research School for Simulation Sciences (Joint venture of RWTH Aachen University and Forschungszentrum Jülich); Germany
- Institute for Advanced Simulations IAS-5; Computational Biomedicine; Forschungszentrum Jülich Germany
- Computational Biomedicine Section INM-9; Institute for Neuroscience and Medicine; Jülich Germany
| | - John H. Viles
- School of Biological and Chemical Sciences; Queen Mary; University of London; UK
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