TY - JOUR
T1 - Current and future approaches for in vitro hit discovery in diabetes mellitus
AU - Zhang, Xin
AU - Kupczyk, Erwin
AU - Schmitt-Kopplin, Philippe
AU - Mueller, Constanze
N1 - Publisher Copyright:
© 2022 The Authors
PY - 2022/10
Y1 - 2022/10
N2 - Type 2 diabetes mellitus (T2DM) is a serious public health problem. In this review, we discuss current and promising future drugs, targets, in vitro assays and emerging omics technologies in T2DM. Importantly, we open the perspective to image-based high-content screening (HCS), with the focus of combining it with metabolomics or lipidomics. HCS has become a strong technology in phenotypic screens because it allows comprehensive screening for the cell-modulatory activity of small molecules. Metabolomics and lipidomics screen for perturbations at the molecular level. The combination of these data-intensive comprehensive technologies is enabled by the rapid development of artificial intelligence. It promises a deep cellular and molecular phenotyping directly linked to chemical information about the applied drug candidates or complex mixtures.
AB - Type 2 diabetes mellitus (T2DM) is a serious public health problem. In this review, we discuss current and promising future drugs, targets, in vitro assays and emerging omics technologies in T2DM. Importantly, we open the perspective to image-based high-content screening (HCS), with the focus of combining it with metabolomics or lipidomics. HCS has become a strong technology in phenotypic screens because it allows comprehensive screening for the cell-modulatory activity of small molecules. Metabolomics and lipidomics screen for perturbations at the molecular level. The combination of these data-intensive comprehensive technologies is enabled by the rapid development of artificial intelligence. It promises a deep cellular and molecular phenotyping directly linked to chemical information about the applied drug candidates or complex mixtures.
KW - Bioactives
KW - Cell painting
KW - Drug discovery
KW - Functional metabolomics
KW - High-content screening
KW - Lipidomics
UR - http://www.scopus.com/inward/record.url?scp=85136740261&partnerID=8YFLogxK
U2 - 10.1016/j.drudis.2022.07.016
DO - 10.1016/j.drudis.2022.07.016
M3 - Review article
C2 - 35926826
AN - SCOPUS:85136740261
SN - 1359-6446
VL - 27
JO - Drug Discovery Today
JF - Drug Discovery Today
IS - 10
M1 - 103331
ER -