Quantifying small molecule phenotypic effects using mitochondrial morpho-functional fingerprinting and machine learning
Publication year
2015Source
Scientific Reports, 5, (2015), article 8035ISSN
Publication type
Article / Letter to editor

Display more detailsDisplay less details
Organization
Biochemistry (UMC)
Paediatrics - OUD tm 2017
Laboratory Medicine
Pharmacology-Toxicology
Journal title
Scientific Reports
Volume
vol. 5
Subject
Radboudumc 6: Metabolic Disorders RIMLS: Radboud Institute for Molecular Life SciencesAbstract
In primary fibroblasts from Leigh Syndrome (LS) patients, isolated mitochondrial complex I deficiency is associated with increased reactive oxygen species levels and mitochondrial morpho-functional changes. Empirical evidence suggests these aberrations constitute linked therapeutic targets for small chemical molecules. However, the latter generally induce multiple subtle effects, meaning that in vitro potency analysis or single-parameter high-throughput cell screening are of limited use to identify these molecules. We combine automated image quantification and artificial intelligence to discriminate between primary fibroblasts of a healthy individual and a LS patient based upon their mitochondrial morpho-functional phenotype. We then evaluate the effects of newly developed Trolox variants in LS patient cells. This revealed that Trolox ornithylamide hydrochloride best counterbalanced mitochondrial morpho-functional aberrations, effectively scavenged ROS and increased the maximal activity of mitochondrial complexes I, IV and citrate synthase. Our results suggest that Trolox-derived antioxidants are promising candidates in therapy development for human mitochondrial disorders.
This item appears in the following Collection(s)
- Academic publications [234289]
- Electronic publications [117279]
- Faculty of Medical Sciences [89180]
- Open Access publications [84280]
Upload full text
Use your RU credentials (u/z-number and password) to log in with SURFconext to upload a file for processing by the repository team.