In Vitro and In Vivo Pipeline for Validation of Disease-Modifying Effects of Systems Biology-Derived Network Treatments for Traumatic Brain Injury-Lessons Learned.
Anssi LipponenTeemu NatunenMika HujoRobert CiszekElina HämäläinenJussi TohkaMikko HiltunenJussi PaananenDavid PoulsenEmilia KansanenXavier Ekolle Ndode-EkaneAnna-Liisa LevonenAsla PitkänenPublished in: International journal of molecular sciences (2019)
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.
Keyphrases
- traumatic brain injury
- blood brain barrier
- nitric oxide
- single cell
- severe traumatic brain injury
- molecular docking
- weight loss
- lipopolysaccharide induced
- minimally invasive
- signaling pathway
- cerebral ischemia
- lps induced
- small molecule
- mild traumatic brain injury
- social media
- type diabetes
- inflammatory response
- oxidative stress
- dna methylation
- working memory
- gene expression
- spinal cord
- combination therapy
- drug induced
- molecular dynamics simulations
- poor prognosis
- body mass index
- transcription factor
- brain injury
- skeletal muscle
- endothelial cells
- clinical evaluation