High-Throughput Screening Assay for Detecting Drug-Induced Changes in Synchronized Neuronal Oscillations and Potential Seizure Risk Based on Ca 2+ Fluorescence Measurements in Human Induced Pluripotent Stem Cell (hiPSC)-Derived Neuronal 2D and 3D Cultures.
Hua-Rong LuManabu SeoMohamed KreirTetsuya TanakaRie YamotoCristina AltrocchiKarel van AmmelFetene TekleLy PhamXiang YaoArd TeismanDavid J GallacherPublished in: Cells (2023)
Drug-induced seizure liability is a significant safety issue and the basis for attrition in drug development. Occurrence in late development results in increased costs, human risk, and delayed market availability of novel therapeutics. Therefore, there is an urgent need for biologically relevant, in vitro high-throughput screening assays (HTS) to predict potential risks for drug-induced seizure early in drug discovery. We investigated drug-induced changes in neural Ca 2+ oscillations, using fluorescent dyes as a potential indicator of seizure risk, in hiPSC-derived neurons co-cultured with human primary astrocytes in both 2D and 3D forms. The dynamics of synchronized neuronal calcium oscillations were measured with an FDSS kinetics reader. Drug responses in synchronized Ca 2+ oscillations were recorded in both 2D and 3D hiPSC-derived neuron/primary astrocyte co-cultures using positive controls (4-aminopyridine and kainic acid) and negative control (acetaminophen). Subsequently, blinded tests were carried out for 25 drugs with known clinical seizure incidence. Positive predictive value (accuracy) based on significant changes in the peak number of Ca 2+ oscillations among 25 reference drugs was 91% in 2D vs. 45% in 3D hiPSC-neuron/primary astrocyte co-cultures. These data suggest that drugs that alter neuronal activity and may have potential risk for seizures can be identified with high accuracy using an HTS approach using the measurements of Ca 2+ oscillations in hiPSC-derived neurons co-cultured with primary astrocytes in 2D.
Keyphrases
- drug induced
- liver injury
- endothelial cells
- working memory
- stem cells
- adverse drug
- temporal lobe epilepsy
- human health
- drug discovery
- pluripotent stem cells
- risk assessment
- high glucose
- risk factors
- induced pluripotent stem cells
- randomized controlled trial
- cerebral ischemia
- small molecule
- quantum dots
- emergency department
- clinical trial
- study protocol
- climate change
- stress induced
- data analysis
- single cell
- oxidative stress