High Throughput Microscopy and Single Cell Phenotypic Image-based Analysis in Toxicology and Drug Discovery
Overview
Affiliations
Measuring single cell responses to the universe of chemicals (drugs, natural products, environmental toxicants etc.) is of paramount importance to human health as phenotypic variability in sensing stimuli is a hallmark of biology that is considered during high throughput screening. One of the ways to approach this problem is via high throughput, microscopy-based assays coupled with multi-dimensional single cell analysis methods. Here, we will summarize some of the efforts in this vast and growing field, focusing on phenotypic screens (e.g., Cell Painting), single cell analytics and quality control, with particular attention to environmental toxicology and drug screening. We will discuss advantages and limitations of high throughput assays with various end points and levels of complexity.
SPACe: an open-source, single-cell analysis of Cell Painting data.
Stossi F, Singh P, Marini M, Safari K, Szafran A, Rivera Tostado A Nat Commun. 2024; 15(1):10170.
PMID: 39580445 PMC: 11585637. DOI: 10.1038/s41467-024-54264-4.
Applications of single-cell technologies in drug discovery for tumor treatment.
Liu B, Hu S, Wang X iScience. 2024; 27(8):110486.
PMID: 39171294 PMC: 11338156. DOI: 10.1016/j.isci.2024.110486.
A Decade in a Systematic Review: The Evolution and Impact of Cell Painting.
Seal S, Trapotsi M, Spjuth O, Singh S, Carreras-Puigvert J, Greene N bioRxiv. 2024; .
PMID: 38766203 PMC: 11100607. DOI: 10.1101/2024.05.04.592531.
A Decade in a Systematic Review: The Evolution and Impact of Cell Painting.
Seal S, Trapotsi M, Spjuth O, Singh S, Carreras-Puigvert J, Greene N ArXiv. 2024; .
PMID: 38745696 PMC: 11092692.
Gomes Souza Jr F, Bhansali S, Pal K, Silveira Maranhao F, Santos Oliveira M, Valladao V Materials (Basel). 2024; 17(5).
PMID: 38473560 PMC: 10934506. DOI: 10.3390/ma17051088.