Spatio-temporal reconstruction of gene expression patterns in developing mice.

IF 3.7 2区 生物学 Q1 DEVELOPMENTAL BIOLOGY
Development Pub Date : 2025-02-15 Epub Date: 2025-02-21 DOI:10.1242/dev.204313
Laura Aviñó-Esteban, Heura Cardona-Blaya, James Sharpe
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引用次数: 0

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 movies 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.

发育小鼠基因表达模式的时空重构。
了解生物体发育过程中的基因调控对生物学至关重要。整装原位杂交等技术可以揭示器官和组织中的空间基因表达。然而,在小鼠等子宫内发育的胚胎中捕捉基因表达动态的延时电影,在早期阶段之后仍然具有技术挑战性。为了解决这个问题,我们提出了一种方法来整合肢体发育阶段基因表达模式的静态快照,从而创建一个连续的基因表达模式二维重建。这种方法会随时间对小的组织区域进行插值,以创建平滑的基因表达时间轨迹。我们成功地将其应用于肢体发育过程中的一些关键基因,包括 Sox9、Hand2 和 Bmp2。这种方法能详细绘制基因表达的时空图谱,从而深入了解发育机制。通过估计以前未观察到的时间点的基因表达模式,它有助于比较不同样本的这些模式。重建的轨迹提供了高质量的数据,这些数据将有助于指导计算建模和机器学习,在实时成像技术困难或不可能实现的系统中推进发育生物学的研究。
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来源期刊
Development
Development 生物-发育生物学
CiteScore
6.70
自引率
4.30%
发文量
433
审稿时长
3 months
期刊介绍: Development’s scope covers all aspects of plant and animal development, including stem cell biology and regeneration. The single most important criterion for acceptance in Development is scientific excellence. Research papers (articles and reports) should therefore pose and test a significant hypothesis or address a significant question, and should provide novel perspectives that advance our understanding of development. We also encourage submission of papers that use computational methods or mathematical models to obtain significant new insights into developmental biology topics. Manuscripts that are descriptive in nature will be considered only when they lay important groundwork for a field and/or provide novel resources for understanding developmental processes of broad interest to the community. Development includes a Techniques and Resources section for the publication of new methods, datasets, and other types of resources. Papers describing new techniques should include a proof-of-principle demonstration that the technique is valuable to the developmental biology community; they need not include in-depth follow-up analysis. The technique must be described in sufficient detail to be easily replicated by other investigators. Development will also consider protocol-type papers of exceptional interest to the community. We welcome submission of Resource papers, for example those reporting new databases, systems-level datasets, or genetic resources of major value to the developmental biology community. For all papers, the data or resource described must be made available to the community with minimal restrictions upon publication. To aid navigability, Development has dedicated sections of the journal to stem cells & regeneration and to human development. The criteria for acceptance into these sections is identical to those outlined above. Authors and editors are encouraged to nominate appropriate manuscripts for inclusion in one of these sections.
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