ArticleGenetics2024
High-throughput genetic manipulation of multicellular organisms using a machine-vision guided embryonic microinjection robot.
Article in Genetics, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
10 citing papers in PubMed, 20 citations in OpenAlex.
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- Engineered cell-biomimetic nanosystems for anti-inflammatory therapy: Targeting, neutralization and immunomodulation.Acta pharmaceutica Sinica. B · 2026Review
- Cryopreservation of Anopheles gambiae Larvae.Advanced biology · 2026Article
- Non-human primates as a translational model for the study of male reproductive health.Nature reviews. Urology · 2025Review
- Computer vision-guided rapid and precise automated cranial microsurgeries in mice.Science advances · 2025Article
- Deterministic genetic barcoding for multiplexed behavioral and single-cell transcriptomic studies.eLife · 2025Article
- Automation in microinjection for zebrafish pericardial space with image-based motion control and batch agarose microplate.PloS one · 2025Article
- Conduction-Dominated Cryomesh for Organism Vitrification.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2024Article
- Recent Advances in Gene Therapy for Hemophilia.Clinical and applied thrombosis/hemostasis : official journal of the International Academy of Clinical and Applied Thrombosis/HemostasisReview
Corrections and comments
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Authors and funding
10 authors at 1 institution in 1 country.
Funding
Abstract
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 4× 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 2 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.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.