脆性X综合征
FMR1型
表观遗传学
基因沉默
诱导多能干细胞
生物
计算生物学
药物发现
背景(考古学)
遗传学
神经科学
基因
脆性x
生物信息学
胚胎干细胞
古生物学
作者
Markus Kaufmann,Ansgar Schuffenhauer,Isabelle Fruh,Jessica Klein,Anke Thiemeyer,Pierre Rigo,Baltazar Gomez‐Mancilla,Valerie Heidinger-Millot,Tewis Bouwmeester,Ulrich Schopfer,Matthias Müeller,Barna D. Fodor,Amanda Cobos‐Correa
标识
DOI:10.1177/1087057115588287
摘要
Fragile X syndrome (FXS) is the most common form of inherited mental retardation, and it is caused in most of cases by epigenetic silencing of the Fmr1 gene. Today, no specific therapy exists for FXS, and current treatments are only directed to improve behavioral symptoms. Neuronal progenitors derived from FXS patient induced pluripotent stem cells (iPSCs) represent a unique model to study the disease and develop assays for large-scale drug discovery screens since they conserve the Fmr1 gene silenced within the disease context. We have established a high-content imaging assay to run a large-scale phenotypic screen aimed to identify compounds that reactivate the silenced Fmr1 gene. A set of 50,000 compounds was tested, including modulators of several epigenetic targets. We describe an integrated drug discovery model comprising iPSC generation, culture scale-up, and quality control and screening with a very sensitive high-content imaging assay assisted by single-cell image analysis and multiparametric data analysis based on machine learning algorithms. The screening identified several compounds that induced a weak expression of fragile X mental retardation protein (FMRP) and thus sets the basis for further large-scale screens to find candidate drugs or targets tackling the underlying mechanism of FXS with potential for therapeutic intervention.
科研通智能强力驱动
Strongly Powered by AbleSci AI