Integrated Approaches to Drug Discovery for Oxidative Stress-Related Retinal Diseases.
Yuhei NishimuraHideaki HaraPublished in: Oxidative medicine and cellular longevity (2016)
Excessive oxidative stress induces dysregulation of functional networks in the retina, resulting in retinal diseases such as glaucoma, age-related macular degeneration, and diabetic retinopathy. Although various therapies have been developed to reduce oxidative stress in retinal diseases, most have failed to show efficacy in clinical trials. This may be due to oversimplification of target selection for such a complex network as oxidative stress. Recent advances in high-throughput technologies have facilitated the collection of multilevel omics data, which has driven growth in public databases and in the development of bioinformatics tools. Integration of the knowledge gained from omics databases can be used to generate disease-related biological networks and to identify potential therapeutic targets within the networks. Here, we provide an overview of integrative approaches in the drug discovery process and provide simple examples of how the approaches can be exploited to identify oxidative stress-related targets for retinal diseases.
Keyphrases
- diabetic retinopathy
- oxidative stress
- drug discovery
- optical coherence tomography
- optic nerve
- dna damage
- clinical trial
- diabetic rats
- ischemia reperfusion injury
- high throughput
- induced apoptosis
- age related macular degeneration
- healthcare
- single cell
- signaling pathway
- randomized controlled trial
- weight gain
- endoplasmic reticulum stress
- weight loss
- human health
- drug induced
- deep learning
- artificial intelligence
- double blind