A high throughput system reveals distinct segmentation clock phase responses in hiPSC-derived organoids
Murray, P.; Gallagher, R. L.; Meijer, H. A.; Hetherington, A.; Kalamara, M.; Davidson, L.; Langlands, A.; Dale, J. K.
Show abstract
During somitogenesis, the vertebrate body axis segments into transient periodic structures known as somites. Somite formation is regulated by a multicellular molecular oscillator known as the segmentation clock. Recent advances in human induced pluripotent stem cell (hiPSC) culture have shown that hiPSC-derived somitogenesis organoids (somitoids) exhibit segmentation clock oscillations and can be produced at scale, making them an excellent model system for high throughput investigation of the mechanisms underpinning the segmentation clock. However, somitoids interact both biochemically and mechanically, and accurate high-throughput sampling of segmentation clock phases is required to exploit this system effectively. Here we address these challenges using an image-based, high-content screening workflow. Individual hiPSC-derived somitoids carrying a segmentation clock reporter are cultured in 384-well plates, and a programmable feeding schedule is used to initiate oscillations that are monitored using fluorescence microscopy. We develop an automated pipeline for image segmentation and data analysis, represent oscillations using a compact set of parameters, and construct predictive mathematical models to interpret data. We find that: (i) a staggered feeding schedule that sequentially initiates oscillations yields large numbers of somitoids at defined stages of the segmentation clock cycle; (ii) media exchange in established oscillations induces a Type 0-like phase response, resetting the segmentation clock to a state characterised by low NOTCH pathway transcription; and (iii) control wells in media exchange experiments exhibit a Type 1 phase response in which the segmentation clock is delayed non-uniformly across the cycle. Using a mathematical model of segmentation clock dynamics along the anterior-posterior axis, we show that periodic activation of a Type 1 phase response could segment a continuous phase gradient -- an insight with potential implications for the determination of somite boundaries in vivo. IMPORTANTO_LIManuscripts submitted to Review Commons are peer reviewed in a journal-agnostic way. C_LIO_LIUpon transfer of the peer reviewed preprint to a journal, the referee reports will be available in full to the handling editor. C_LIO_LIThe identity of the referees will NOT be communicated to the authors unless the reviewers choose to sign their report. C_LIO_LIThe identity of the referee will be confidentially disclosed to any affiliate journals to which the manuscript is transferred. C_LI GUIDELINESO_LIFor reviewers: https://www.reviewcommons.org/reviewers C_LIO_LIFor authors: https://www.reviewcommons.org/authors C_LI CONTACTThe Review Commons office can be contacted directly at: office@reviewcommons.org
Matching journals
The top 3 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Cell-autonomous timing drives the vertebrate segmentation clock's wave pattern 94%
- Large-scale analysis and computer modeling reveal hidden regularities behind variability of cell division patterns in Arabidopsis thaliana embryogenesis 93%
- Kinetic sculpting of the seven stripes of the Drosophila even-skipped gene 93%
Similar papers in this journal
- Patterning on the move: the effects of Hh morphogen source movement on signaling dynamics 95%
- Perturbation analysis of a multi-morphogen Turing Reaction-Diffusion stripe patterning system reveals key regulatory interactions 94%
- Developmental Single-cell transcriptomics in the Lytechinus variegatus 1 Sea Urchin Embryo 94%
Similar papers in this journal
- Developmental function and state transitions of a gene expression oscillator in C. elegans 94%
- Machine learning inference of continuous single-cell state transitions during myoblast differentiation and fusion 93%
- Canalisation and plasticity on the developmental manifold of Caenorhabditis elegans 92%
Similar papers in this journal
- Approximated Gene Expression Trajectories (AGETs) for Gene Regulatory Network Inference on Cell Tracks 94%
- Zebrafish Neuromesodermal Progenitors Undergo a Critical State Transition in vivo 93%
- Single-cell Senseless protein analysis reveals metastable states during the transition to a sensory organ fate 93%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.