High-throughput genetic manipulation of multi-cellular organisms using a machine-vision guided embryonic microinjection robot.
Andrew D AlegriaAmey S JoshiJorge Blanco MendanaKanav KhoslaKieran T SmithBenjamin AuchMargaret DonovanJohn BischofDaryl M GohlSuhasa B KodandaramaiahPublished in: Genetics (2024)
Microinjection is a technique used for transgenesis, mutagenesis, cell labeling, cryopreservation, and in vitro fertilization in multiple single and multicellular organisms. Microinjection requires specialized skills and involves rate limiting and labor-intensive preparatory steps. Here we constructed a machine vision guided generalized robot that fully automates the process of microinjection in fruit fly (Drosophila melanogaster) and zebrafish (Danio rerio) embryos. The robot uses machine learning models trained to detect embryos in images of agar plates and identify specific anatomical locations within each embryo in 3D space using dual view microscopes. The robot then serially performs a microinjection in each detected embryo. We constructed and used three such robots to automatically microinject tens of thousands of Drosophila and zebrafish embryos. We systematically optimized robotic microinjection for each species and performed routine transgenesis with proficiency comparable to highly skilled human practitioners while achieving up to 4x increases in microinjection throughput in Drosophila. The robot was utilized to microinject pools of over 20,000 uniquely barcoded plasmids into 1,713 embryos in two days to rapidly generate more than 400 unique transgenic Drosophila lines. This experiment enabled a novel measurement of the number of independent germline integration events per successfully injected embryo. Finally, we showed that robotic microinjection of cryoprotective agents in zebrafish embryos significantly improves vitrification rates and survival of cryopreserved embryos post-thaw as compared to manual microinjection. We anticipate that the robot can be used to carry out microinjection for genome-wide manipulation and cryopreservation at scale in a wide range of organisms.
Keyphrases
- genome wide
- machine learning
- high throughput
- deep learning
- drosophila melanogaster
- minimally invasive
- escherichia coli
- dna methylation
- single cell
- primary care
- endothelial cells
- gram negative
- artificial intelligence
- gene expression
- stem cells
- pregnant women
- multidrug resistant
- convolutional neural network
- mesenchymal stem cells
- wild type