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Computational analysis of cortical neuronal excitotoxicity in a large animal model of neonatal brain injury
BACKGROUND: Neonatal hypoxic brain injury is a major cause of intellectual and developmental disability. Hypoxia causes neuronal dysfunction and death in the developing cerebral cortex due to excitotoxic Ca(2+)-influx. In the translational piglet model of hypoxic encephalopathy, we have previously s...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8966144/ https://www.ncbi.nlm.nih.gov/pubmed/35351004 http://dx.doi.org/10.1186/s11689-022-09431-3 |
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author | Kratimenos, Panagiotis Vij, Abhya Vidva, Robinson Koutroulis, Ioannis Delivoria-Papadopoulos, Maria Gallo, Vittorio Sathyanesan, Aaron |
author_facet | Kratimenos, Panagiotis Vij, Abhya Vidva, Robinson Koutroulis, Ioannis Delivoria-Papadopoulos, Maria Gallo, Vittorio Sathyanesan, Aaron |
author_sort | Kratimenos, Panagiotis |
collection | PubMed |
description | BACKGROUND: Neonatal hypoxic brain injury is a major cause of intellectual and developmental disability. Hypoxia causes neuronal dysfunction and death in the developing cerebral cortex due to excitotoxic Ca(2+)-influx. In the translational piglet model of hypoxic encephalopathy, we have previously shown that hypoxia overactivates Ca(2+)/Calmodulin (CaM) signaling via Sarcoma (Src) kinase in cortical neurons, resulting in overexpression of proapoptotic genes. However, identifying the exact relationship between alterations in neuronal Ca(2+)-influx, molecular determinants of cell death, and the degree of hypoxia in a dynamic system represents a significant challenge. METHODS: We used experimental and computational methods to identify molecular events critical to the onset of excitotoxicity-induced apoptosis in the cerebral cortex of newborn piglets. We used 2–3-day-old piglets (normoxic [Nx], hypoxic [Hx], and hypoxic + Src-inhibitor-treatment [Hx+PP2] groups) for biochemical analysis of ATP production, Ca(2+)-influx, and Ca(2+)/CaM-dependent protein kinase kinase 2 (CaMKK2) expression. We then used SimBiology to build a computational model of the Ca(2+)/CaM-Src-kinase signaling cascade, simulating Nx, Hx, and Hx+PP2 conditions. To evaluate our model, we used Sobol variance decomposition, multiparametric global sensitivity analysis, and parameter scanning. RESULTS: Our model captures important molecular trends caused by hypoxia in the piglet brain. Incorporating the action of Src kinase inhibitor PP2 further validated our model and enabled predictive analysis of the effect of hypoxia on CaMKK2. We determined the impact of a feedback loop related to Src phosphorylation of NMDA receptors and activation kinetics of CaMKII. We also identified distinct modes of signaling wherein Ca(2+) level alterations following Src kinase inhibition may not be a linear predictor of changes in Bax expression. Importantly, our model indicates that while pharmacological pre-treatment significantly reduces the onset of abnormal Ca(2+)-influx, there exists a window of intervention after hypoxia during which targeted modulation of Src-NMDAR interaction kinetics in combination with PP2 administration can reduce Ca(2+)-influx and Bax expression to similar levels as pre-treatment. CONCLUSIONS: Our model identifies new dynamics of critical components in the Ca(2+)/CaM-Src signaling pathway leading to neuronal injury and provides a feasible framework for drug efficacy studies in translational models of neonatal brain injury for the prevention of intellectual and developmental disabilities. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s11689-022-09431-3. |
format | Online Article Text |
id | pubmed-8966144 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-89661442022-03-31 Computational analysis of cortical neuronal excitotoxicity in a large animal model of neonatal brain injury Kratimenos, Panagiotis Vij, Abhya Vidva, Robinson Koutroulis, Ioannis Delivoria-Papadopoulos, Maria Gallo, Vittorio Sathyanesan, Aaron J Neurodev Disord Research BACKGROUND: Neonatal hypoxic brain injury is a major cause of intellectual and developmental disability. Hypoxia causes neuronal dysfunction and death in the developing cerebral cortex due to excitotoxic Ca(2+)-influx. In the translational piglet model of hypoxic encephalopathy, we have previously shown that hypoxia overactivates Ca(2+)/Calmodulin (CaM) signaling via Sarcoma (Src) kinase in cortical neurons, resulting in overexpression of proapoptotic genes. However, identifying the exact relationship between alterations in neuronal Ca(2+)-influx, molecular determinants of cell death, and the degree of hypoxia in a dynamic system represents a significant challenge. METHODS: We used experimental and computational methods to identify molecular events critical to the onset of excitotoxicity-induced apoptosis in the cerebral cortex of newborn piglets. We used 2–3-day-old piglets (normoxic [Nx], hypoxic [Hx], and hypoxic + Src-inhibitor-treatment [Hx+PP2] groups) for biochemical analysis of ATP production, Ca(2+)-influx, and Ca(2+)/CaM-dependent protein kinase kinase 2 (CaMKK2) expression. We then used SimBiology to build a computational model of the Ca(2+)/CaM-Src-kinase signaling cascade, simulating Nx, Hx, and Hx+PP2 conditions. To evaluate our model, we used Sobol variance decomposition, multiparametric global sensitivity analysis, and parameter scanning. RESULTS: Our model captures important molecular trends caused by hypoxia in the piglet brain. Incorporating the action of Src kinase inhibitor PP2 further validated our model and enabled predictive analysis of the effect of hypoxia on CaMKK2. We determined the impact of a feedback loop related to Src phosphorylation of NMDA receptors and activation kinetics of CaMKII. We also identified distinct modes of signaling wherein Ca(2+) level alterations following Src kinase inhibition may not be a linear predictor of changes in Bax expression. Importantly, our model indicates that while pharmacological pre-treatment significantly reduces the onset of abnormal Ca(2+)-influx, there exists a window of intervention after hypoxia during which targeted modulation of Src-NMDAR interaction kinetics in combination with PP2 administration can reduce Ca(2+)-influx and Bax expression to similar levels as pre-treatment. CONCLUSIONS: Our model identifies new dynamics of critical components in the Ca(2+)/CaM-Src signaling pathway leading to neuronal injury and provides a feasible framework for drug efficacy studies in translational models of neonatal brain injury for the prevention of intellectual and developmental disabilities. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s11689-022-09431-3. BioMed Central 2022-03-29 /pmc/articles/PMC8966144/ /pubmed/35351004 http://dx.doi.org/10.1186/s11689-022-09431-3 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/ Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Kratimenos, Panagiotis Vij, Abhya Vidva, Robinson Koutroulis, Ioannis Delivoria-Papadopoulos, Maria Gallo, Vittorio Sathyanesan, Aaron Computational analysis of cortical neuronal excitotoxicity in a large animal model of neonatal brain injury |
title | Computational analysis of cortical neuronal excitotoxicity in a large animal model of neonatal brain injury |
title_full | Computational analysis of cortical neuronal excitotoxicity in a large animal model of neonatal brain injury |
title_fullStr | Computational analysis of cortical neuronal excitotoxicity in a large animal model of neonatal brain injury |
title_full_unstemmed | Computational analysis of cortical neuronal excitotoxicity in a large animal model of neonatal brain injury |
title_short | Computational analysis of cortical neuronal excitotoxicity in a large animal model of neonatal brain injury |
title_sort | computational analysis of cortical neuronal excitotoxicity in a large animal model of neonatal brain injury |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8966144/ https://www.ncbi.nlm.nih.gov/pubmed/35351004 http://dx.doi.org/10.1186/s11689-022-09431-3 |
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