A versatile, automated and high-throughput drug screening platform for zebrafish embryos.
Alexandra LubinJason J OtterstromYvette HoadeIvana BjedovEleanor SteadMatthew V X WhelanGaia GestriYael ParanElspeth M PaynePublished in: Biology open (2021)
Zebrafish provide a unique opportunity for drug screening in living animals, with the fast-developing, transparent embryos allowing for relatively high-throughput, microscopy-based screens. However, the limited availability of rapid, flexible imaging and analysis platforms has limited the use of zebrafish in drug screens. We have developed an easy-to-use, customisable automated screening procedure suitable for high-throughput phenotype-based screens of live zebrafish. We utilised the WiScan® Hermes High Content Imaging System to rapidly acquire brightfield and fluorescent images of embryos, and the WiSoft® Athena Zebrafish Application for analysis, which harnesses an Artificial Intelligence-driven algorithm to automatically detect fish in brightfield images, identify anatomical structures, partition the animal into regions and exclusively select the desired side-oriented fish. Our initial validation combined structural analysis with fluorescence images to enumerate GFP-tagged haematopoietic stem and progenitor cells in the tails of embryos, which correlated with manual counts. We further validated this system to assess the effects of genetic mutations and X-ray irradiation in high content using a wide range of assays. Further, we performed simultaneous analysis of multiple cell types using dual fluorophores in high throughput. In summary, we demonstrate a broadly applicable and rapidly customisable platform for high-content screening in zebrafish. This article has an associated First Person interview with the first author of the paper.
Keyphrases
- high throughput
- deep learning
- single cell
- artificial intelligence
- high resolution
- machine learning
- convolutional neural network
- optical coherence tomography
- big data
- mass spectrometry
- quantum dots
- emergency department
- minimally invasive
- computed tomography
- dna methylation
- mesenchymal stem cells
- peripheral blood
- fluorescent probe