Drug connectivity mapping and functional analysis reveals therapeutic small molecules that differentially modulate myelination
Pieropan, F.; Rivera, A.; Williams, G.; Calzolari, F.; Butt, A.; Azim, K.
Show abstract
Oligodendrocytes are the myelin forming cells of the central nervous system (CNS) and are generated from oligodendrocyte progenitor cells (OPCs). Disruption or loss of oligodendrocytes and myelin has devastating effects on CNS function and integrity, which occurs in diverse neurological disorders, including Multiple Sclerosis (MS), Alzheimers disease (AD) and neuropsychiatric disorders. Hence, there is a need to develop new therapies that promote oligodendrocyte regeneration and myelin repair. A promising approach is drug repurposing, but most agents have potentially contrasting biological actions depending on the cellular context and their dose-dependent effects on intracellular regulatory pathways. Here, we have used a combined drug connectivity systems biology and neurobiological approach to identify compounds that exert positive and negative effects on oligodendroglia, depending on concentration. Notably, LY294002, a potent inhibitor of PI3K/Akt signalling, was the most highly ranked small molecule for both pro- and anti-oligodendroglial effects. We validated these in silico findings in multiple in vivo and ex vivo neurobiological models and demonstrate that low and high doses of LY294002 have a profoundly bipartite effect on the generation of OPCs and their differentiation into myelinating oligodendrocytes. Finally, we employed transcriptional profiling and signalling pathway activity assays to determine cell-specific mechanisms of action of LY294002 on oligodendrocytes and resolve optimal in vivo conditions required to promote myelin repair. These results demonstrate the power of multifactorial neurobiological and in silico strategies in determining the therapeutic potential of small molecules in neurodegenerative disorders. One-sentence summaryDrug discovery and CNS myelination
Matching journals
The top 5 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Notch signaling blockade links transcriptome heterogeneity in quiescent neural stem cells with their reactivation routes and potential 95%
- Control of neurogenic competence in mammalian hypothalamic tanycytes. 95%
- Multiple sclerosis iPSC-derived oligodendroglia conserve their intrinsic properties to functionally interact with axons and glia in vivo 95%
Similar papers in this journal
Similar papers in this journal
Similar papers in this journal
- Transcription factor network analysis identifies REST/NRSF as an intrinsic regulator of CNS regeneration 96%
- Ten-eleven translocation 1 Mediated-DNA Hydroxymethylation is Required for Myelination and Remyelination in the Mouse Brain 95%
- Gsta4 controls apoptosis of differentiating adult oligodendrocytes during homeostasis and remyelination via the mitochondria-associated Fas/Casp8/Bid-axis 95%
Similar papers in this journal
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.