药物发现
背景(考古学)
β细胞
高通量筛选
小分子
胰岛
计算生物学
功能(生物学)
小岛
吞吐量
生物
细胞生物学
化学
胰岛素
生物信息学
计算机科学
生物化学
内分泌学
无线
古生物学
电信
作者
Sean M. McCarty,Martin C. Clasby,Jonathan Z. Sexton
出处
期刊:Assay and Drug Development Technologies
[Mary Ann Liebert]
日期:2024-03-25
卷期号:22 (3): 148-159
被引量:1
摘要
The progression of type II diabetes (T2D) is characterized by a complex and highly variable loss of beta-cell mass, resulting in impaired insulin secretion. Many T2D drug discovery efforts aimed at discovering molecules that can protect or restore beta-cell mass and function have been developed using limited beta-cell lines and primary rodent/human pancreatic islets. Various high-throughput screening methods have been used in the context of drug discovery, including luciferase-based reporter assays, glucose-stimulated insulin secretion, and high-content screening. In this context, a cornerstone of small molecule discovery has been the use of immortalized rodent beta-cell lines. Although insightful, this usage has led to a more comprehensive understanding of rodent beta-cell proliferation pathways rather than their human counterparts. Advantages gained in enhanced physiological relevance are offered by three-dimensional (3D) primary islets and pseudoislets in contrast to monolayer cultures, but these approaches have been limited to use in low-throughput experiments. Emerging methods, such as high-throughput 3D islet imaging coupled with machine learning, aim to increase the feasibility of integrating 3D microtissue structures into high-throughput screening. This review explores the current methods used in high-throughput screening for small molecule modulators of beta-cell mass and function, a potentially pivotal strategy for diabetes drug discovery.
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