Abstract

During early mammalian embryo development, a small number of cells make robust fate decisions at particular spatial locations in a tight time window to form inner cell mass (ICM), and later epiblast (Epi) and primitive endoderm (PE). While recent single-cell transcriptomics data allows scrutinization of heterogeneity of individual cells, consistent spatial and temporal mechanisms the early embryo utilize to robustly form the Epi/PE layers from ICM remain elusive. Here we build a multiscale three-dimensional model for mammalian embryo to recapitulate the observed patterning process from zygote to late blastocyst. By integrating the spatiotemporal information reconstructed from multiple single-cell transcriptomic datasets, the data-informed modeling analysis suggests two major processes critical to the formation of Epi/PE layers: a selective cell-cell adhesion mechanism (via EphA4/EphrinB2) for fate-location coordination and a temporal attenuation mechanism of cell signaling (via Fgf). Spatial imaging data and distinct subsets of single-cell gene expression data are then used to validate the predictions. Together, our study provides a multiscale framework that incorporates single-cell gene expression datasets to analyze gene regulations, cell-cell communications, and physical interactions among cells in complex geometries at single-cell resolution, with direct application to late-stage development of embryogenesis.

Highlights

  • In mammals, the first two developmental events that occur are 1) the formation of the trophectoderm (TE) and inner cell mass (ICM) followed by 2) specification of the ICM into the primitive endoderm (PE) and epiblast (Epi)

  • Gene regulatory dynamics associated with the TE/ICM and Epi/PE formations are modeled separately

  • Antagonistic and self-activation dynamics of Oct4/Cdx2 modulated by cell contact are used to model TE/ICM formation (See S1 Text section 2 for detailed gene network equations)

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Summary

Introduction

The first two developmental events that occur are 1) the formation of the trophectoderm (TE) and inner cell mass (ICM) followed by 2) specification of the ICM into the primitive endoderm (PE) and epiblast (Epi) While both of these processes lead to the specification of primitive epithelial-like structures (the TE and PE) that wrap the future embryo (the Epi), the process that gives rise to the PE and TE are markedly different. In the Epi/PE case, an aggregate of Nanog expressing cells [1,2] forms the Epi, which is surrounded by PE, a monolayer of Gata expressing cells [3] that separates the Epi from embryonic cavity (blastocoel) These specification processes have a number of similarities. Both yield similar physical structures, an aggregate of cells surrounded by a monolayer

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