Drug Discovery of Spinal Muscular Atrophy (SMA) from the Computational Perspective: A Comprehensive Review

Int J Mol Sci. 2021 Aug 20;22(16):8962. doi: 10.3390/ijms22168962.

Abstract

Spinal muscular atrophy (SMA), one of the leading inherited causes of child mortality, is a rare neuromuscular disease arising from loss-of-function mutations of the survival motor neuron 1 (SMN1) gene, which encodes the SMN protein. When lacking the SMN protein in neurons, patients suffer from muscle weakness and atrophy, and in the severe cases, respiratory failure and death. Several therapeutic approaches show promise with human testing and three medications have been approved by the U.S. Food and Drug Administration (FDA) to date. Despite the shown promise of these approved therapies, there are some crucial limitations, one of the most important being the cost. The FDA-approved drugs are high-priced and are shortlisted among the most expensive treatments in the world. The price is still far beyond affordable and may serve as a burden for patients. The blooming of the biomedical data and advancement of computational approaches have opened new possibilities for SMA therapeutic development. This article highlights the present status of computationally aided approaches, including in silico drug repurposing, network driven drug discovery as well as artificial intelligence (AI)-assisted drug discovery, and discusses the future prospects.

Keywords: SMA; artificial intelligence; computational aided drug discovery; drug discovery; drug therapy; in silico drug repurposing; neuromuscular disorder; spinal muscular atrophy.

Publication types

  • Review

MeSH terms

  • Animals
  • Computational Biology / methods
  • Computational Biology / trends
  • Disease Models, Animal
  • Drug Discovery / methods
  • Drug Discovery / trends
  • Drug Repositioning / methods
  • Drug Repositioning / trends
  • Humans
  • Motor Neurons / metabolism
  • Muscular Atrophy, Spinal / drug therapy*
  • Muscular Atrophy, Spinal / metabolism*
  • Muscular Atrophy, Spinal / physiopathology*
  • Survival of Motor Neuron 1 Protein / metabolism

Substances

  • SMN1 protein, human
  • Survival of Motor Neuron 1 Protein