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1.
ACS Chem Biol ; 19(4): 938-952, 2024 04 19.
Article in English | MEDLINE | ID: mdl-38565185

ABSTRACT

Phenotypic assays have become an established approach to drug discovery. Greater disease relevance is often achieved through cellular models with increased complexity and more detailed readouts, such as gene expression or advanced imaging. However, the intricate nature and cost of these assays impose limitations on their screening capacity, often restricting screens to well-characterized small compound sets such as chemogenomics libraries. Here, we outline a cheminformatics approach to identify a small set of compounds with likely novel mechanisms of action (MoAs), expanding the MoA search space for throughput limited phenotypic assays. Our approach is based on mining existing large-scale, phenotypic high-throughput screening (HTS) data. It enables the identification of chemotypes that exhibit selectivity across multiple cell-based assays, which are characterized by persistent and broad structure activity relationships (SAR). We validate the effectiveness of our approach in broad cellular profiling assays (Cell Painting, DRUG-seq, and Promotor Signature Profiling) and chemical proteomics experiments. These experiments revealed that the compounds behave similarly to known chemogenetic libraries, but with a notable bias toward novel protein targets. To foster collaboration and advance research in this area, we have curated a public set of such compounds based on the PubChem BioAssay dataset and made it available for use by the scientific community.


Subject(s)
Drug Discovery , High-Throughput Screening Assays , Small Molecule Libraries , Drug Discovery/methods , High-Throughput Screening Assays/methods , Cheminformatics/methods , Small Molecule Libraries/chemistry , Structure-Activity Relationship
2.
Hum Mol Genet ; 20(21): 4209-23, 2011 Nov 01.
Article in English | MEDLINE | ID: mdl-21828077

ABSTRACT

Mutations in leucine-rich repeat kinase 2 (LRRK2) cause late-onset Parkinson's disease (PD), but the underlying pathophysiological mechanisms and the normal function of this large multidomain protein remain speculative. To address the role of this protein in vivo, we generated three different LRRK2 mutant mouse lines. Mice completely lacking the LRRK2 protein (knock-out, KO) showed an early-onset (age 6 weeks) marked increase in number and size of secondary lysosomes in kidney proximal tubule cells and lamellar bodies in lung type II cells. Mice expressing a LRRK2 kinase-dead (KD) mutant from the endogenous locus displayed similar early-onset pathophysiological changes in kidney but not lung. KD mutants had dramatically reduced full-length LRRK2 protein levels in the kidney and this genetic effect was mimicked pharmacologically in wild-type mice treated with a LRRK2-selective kinase inhibitor. Knock-in (KI) mice expressing the G2019S PD-associated mutation that increases LRRK2 kinase activity showed none of the LRRK2 protein level and histopathological changes observed in KD and KO mice. The autophagy marker LC3 remained unchanged but kidney mTOR and TCS2 protein levels decreased in KD and increased in KO and KI mice. Unexpectedly, KO and KI mice suffered from diastolic hypertension opposed to normal blood pressure in KD mice. Our findings demonstrate a role for LRRK2 in kidney and lung physiology and further show that LRRK2 kinase function affects LRRK2 protein steady-state levels thereby altering putative scaffold/GTPase activity. These novel aspects of peripheral LRRK2 biology critically impact ongoing attempts to develop LRRK2 selective kinase inhibitors as therapeutics for PD.


Subject(s)
Homeostasis , Kidney/enzymology , Lung/enzymology , Protein Serine-Threonine Kinases/metabolism , Alveolar Epithelial Cells/metabolism , Alveolar Epithelial Cells/pathology , Alveolar Epithelial Cells/ultrastructure , Animals , Blood Pressure/drug effects , Dopamine/metabolism , Dopamine Agonists/pharmacology , Dopamine Antagonists/pharmacology , Enzyme Stability/drug effects , Homeostasis/drug effects , Kidney/pathology , Kidney/physiopathology , Kidney/ultrastructure , Kidney Tubules, Proximal/enzymology , Kidney Tubules, Proximal/pathology , Kidney Tubules, Proximal/physiopathology , Kidney Tubules, Proximal/ultrastructure , Leucine-Rich Repeat Serine-Threonine Protein Kinase-2 , Lung/drug effects , Lung/pathology , Lysosomes/drug effects , Lysosomes/metabolism , Lysosomes/ultrastructure , Mice , Mice, Inbred BALB C , Mice, Knockout , Mice, Mutant Strains , Motor Activity , Signal Transduction/drug effects
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