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In Vitro and In Vivo Pipeline for Validation of Disease-Modifying Effects of Systems Biology-Derived Network Treatments for Traumatic Brain Injury—Lessons Learned

We developed a pipeline for the discovery of transcriptomics-derived disease-modifying therapies and used it to validate treatments in vitro and in vivo that could be repurposed for TBI treatment. Desmethylclomipramine, ionomycin, sirolimus and trimipramine, identified by in silico LINCS analysis as...

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Autores principales: Lipponen, Anssi, Natunen, Teemu, Hujo, Mika, Ciszek, Robert, Hämäläinen, Elina, Tohka, Jussi, Hiltunen, Mikko, Paananen, Jussi, Poulsen, David, Kansanen, Emilia, Ekolle Ndode-Ekane, Xavier, Levonen, Anna-Liisa, Pitkänen, Asla
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6861918/
https://www.ncbi.nlm.nih.gov/pubmed/31671916
http://dx.doi.org/10.3390/ijms20215395
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author Lipponen, Anssi
Natunen, Teemu
Hujo, Mika
Ciszek, Robert
Hämäläinen, Elina
Tohka, Jussi
Hiltunen, Mikko
Paananen, Jussi
Poulsen, David
Kansanen, Emilia
Ekolle Ndode-Ekane, Xavier
Levonen, Anna-Liisa
Pitkänen, Asla
author_facet Lipponen, Anssi
Natunen, Teemu
Hujo, Mika
Ciszek, Robert
Hämäläinen, Elina
Tohka, Jussi
Hiltunen, Mikko
Paananen, Jussi
Poulsen, David
Kansanen, Emilia
Ekolle Ndode-Ekane, Xavier
Levonen, Anna-Liisa
Pitkänen, Asla
author_sort Lipponen, Anssi
collection PubMed
description We developed a pipeline for the discovery of transcriptomics-derived disease-modifying therapies and used it to validate treatments in vitro and in vivo that could be repurposed for TBI treatment. Desmethylclomipramine, ionomycin, sirolimus and trimipramine, identified by in silico LINCS analysis as candidate treatments modulating the TBI-induced transcriptomics networks, were tested in neuron-BV2 microglial co-cultures, using tumour necrosis factor α as a monitoring biomarker for neuroinflammation, nitrite for nitric oxide-mediated neurotoxicity and microtubule associated protein 2-based immunostaining for neuronal survival. Based on (a) therapeutic time window in silico, (b) blood-brain barrier penetration and water solubility, (c) anti-inflammatory and neuroprotective effects in vitro (p < 0.05) and (d) target engagement of Nrf2 target genes (p < 0.05), desmethylclomipramine was validated in a lateral fluid-percussion model of TBI in rats. Despite the favourable in silico and in vitro outcomes, in vivo assessment of clomipramine, which metabolizes to desmethylclomipramine, failed to demonstrate favourable effects on motor and memory tests. In fact, clomipramine treatment worsened the composite neuroscore (p < 0.05). Weight loss (p < 0.05) and prolonged upregulation of plasma cytokines (p < 0.05) may have contributed to the worsened somatomotor outcome. Our pipeline provides a rational stepwise procedure for evaluating favourable and unfavourable effects of systems-biology discovered compounds that modulate post-TBI transcriptomics.
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spelling pubmed-68619182019-12-05 In Vitro and In Vivo Pipeline for Validation of Disease-Modifying Effects of Systems Biology-Derived Network Treatments for Traumatic Brain Injury—Lessons Learned Lipponen, Anssi Natunen, Teemu Hujo, Mika Ciszek, Robert Hämäläinen, Elina Tohka, Jussi Hiltunen, Mikko Paananen, Jussi Poulsen, David Kansanen, Emilia Ekolle Ndode-Ekane, Xavier Levonen, Anna-Liisa Pitkänen, Asla Int J Mol Sci Article We developed a pipeline for the discovery of transcriptomics-derived disease-modifying therapies and used it to validate treatments in vitro and in vivo that could be repurposed for TBI treatment. Desmethylclomipramine, ionomycin, sirolimus and trimipramine, identified by in silico LINCS analysis as candidate treatments modulating the TBI-induced transcriptomics networks, were tested in neuron-BV2 microglial co-cultures, using tumour necrosis factor α as a monitoring biomarker for neuroinflammation, nitrite for nitric oxide-mediated neurotoxicity and microtubule associated protein 2-based immunostaining for neuronal survival. Based on (a) therapeutic time window in silico, (b) blood-brain barrier penetration and water solubility, (c) anti-inflammatory and neuroprotective effects in vitro (p < 0.05) and (d) target engagement of Nrf2 target genes (p < 0.05), desmethylclomipramine was validated in a lateral fluid-percussion model of TBI in rats. Despite the favourable in silico and in vitro outcomes, in vivo assessment of clomipramine, which metabolizes to desmethylclomipramine, failed to demonstrate favourable effects on motor and memory tests. In fact, clomipramine treatment worsened the composite neuroscore (p < 0.05). Weight loss (p < 0.05) and prolonged upregulation of plasma cytokines (p < 0.05) may have contributed to the worsened somatomotor outcome. Our pipeline provides a rational stepwise procedure for evaluating favourable and unfavourable effects of systems-biology discovered compounds that modulate post-TBI transcriptomics. MDPI 2019-10-29 /pmc/articles/PMC6861918/ /pubmed/31671916 http://dx.doi.org/10.3390/ijms20215395 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Lipponen, Anssi
Natunen, Teemu
Hujo, Mika
Ciszek, Robert
Hämäläinen, Elina
Tohka, Jussi
Hiltunen, Mikko
Paananen, Jussi
Poulsen, David
Kansanen, Emilia
Ekolle Ndode-Ekane, Xavier
Levonen, Anna-Liisa
Pitkänen, Asla
In Vitro and In Vivo Pipeline for Validation of Disease-Modifying Effects of Systems Biology-Derived Network Treatments for Traumatic Brain Injury—Lessons Learned
title In Vitro and In Vivo Pipeline for Validation of Disease-Modifying Effects of Systems Biology-Derived Network Treatments for Traumatic Brain Injury—Lessons Learned
title_full In Vitro and In Vivo Pipeline for Validation of Disease-Modifying Effects of Systems Biology-Derived Network Treatments for Traumatic Brain Injury—Lessons Learned
title_fullStr In Vitro and In Vivo Pipeline for Validation of Disease-Modifying Effects of Systems Biology-Derived Network Treatments for Traumatic Brain Injury—Lessons Learned
title_full_unstemmed In Vitro and In Vivo Pipeline for Validation of Disease-Modifying Effects of Systems Biology-Derived Network Treatments for Traumatic Brain Injury—Lessons Learned
title_short In Vitro and In Vivo Pipeline for Validation of Disease-Modifying Effects of Systems Biology-Derived Network Treatments for Traumatic Brain Injury—Lessons Learned
title_sort in vitro and in vivo pipeline for validation of disease-modifying effects of systems biology-derived network treatments for traumatic brain injury—lessons learned
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6861918/
https://www.ncbi.nlm.nih.gov/pubmed/31671916
http://dx.doi.org/10.3390/ijms20215395
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