henhaobio
Sign in

DevelopmentDevelopmental BiologyPeer-reviewed journal article

Spatio-temporal Reconstruction of Gene Expression Patterns in Developing Mice

Laura Aviñó-EstebaniD, Heura Cardona-BlayaiD, James A. SharpeiD

PDFDOIPreprint

Abstract

Understanding gene regulation in organism development is crucial in biology. Techniques like whole-mount in situ hybridization can reveal spatial gene expression in organs and tissues. However, capturing time-lapse images of gene expression dynamics in embryos developing in utero, such as mice, remains technically challenging beyond the early stages. To address this, we present a method to integrate static snapshots of gene expression patterns across limb developmental stages, creating a continuous 2D reconstruction of gene expression patterns over time. This method interpolates small tissue regions over time to create smooth temporal trajectories of gene expression. We successfully applied it to a number of key genes in limb development, including Sox9, Hand2, and Bmp2. This approach enables a detailed spatio-temporal mapping of gene expression, providing insights into developmental mechanisms. By estimating Gene Expression Patterns at previously unobserved time points, it facilitates the comparison of these patterns across samples. The reconstructed trajectories offer high-quality data that will be useful to guide computational modeling and machine learning, advancing the study of developmental biology in systems where real-time imaging is technically difficult or impossible.

Citations
6
FWCI
1.79
Field percentile
top 17%

Reproducibility ledger

Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.

Sign in to file a reproducibility report.

Similarity Map
SelectedSame fieldCross-field
THISCheng '24Bao '25Garcia-Guil '26Harland '24Dong '26Lohoff '21
58% semantic matchDevelopmental Biology
Mengnan Cheng, Huiwen Zheng, Qi Fang+22 more·bioRxiv·Aug 17, 2024· 6 citations