Yonatan Stelzer

Vasculogenesis establishes the embryonic circulatory system, yet how a common vascular program emerges across multiple embryonic and extraembryonic developmental environments remains incompletely understood. Here, we reconstruct mouse vasculogenesis through integrated single-cell, spatial, lineage and perturbation analyses. We find that vascular specification emerges from distinct sources of pre-specified mesoderm through a transient Kdr+Etv2− vascular-primed state promoted by BMP signaling. Primed cells persist until E8.0-E8.5, after which they resolve into committed derivatives. Dual blood-endothelial potential is largely restricted to early vitelline progenitors, whereas embryonic and umbilical progenitors contribute predominantly to endothelial lineages. Temporal VEGF signaling perturbations validate the inferred specification sequence, placing VEGF downstream of vascular priming and demonstrating its indispensable role in vascular and primitive blood specification. Unlike most developmental lineages, endothelial derivatives converge toward a common transcriptional state while retaining transcriptional traces of their developmental origins. Together, these findings establish a mechanistically validated developmental sequence for mammalian vasculogenesis.

Genomic imprinting secures parent-specific gene expression through differential DNA methylation at imprinted control regions (ICRs). However, how unmethylated alleles resist de novo methylation remains unclear. Using an allelic Dlk1-Dio3 ICR methylation reporter and genome-wide loss-of-function screening, we identify the zinc finger protein GZF1 that binds the unmethylated maternal ICR and protects it from de novo methylation via a regulatory element containing GZF1 and ZFP57 motifs that mediates mutually exclusive, methylation-dependent binding. Loss of either factor causes reciprocal imprinting failure: Gzf1 loss induces maternal allele methylation, H3K4me3 depletion, and silencing of maternal transcripts, whereas Zfp57 loss results in maternalization. Remarkably, GZF1 protects the unmethylated ICR from de novo methylation in both oocytes and embryos, and its loss leads to perinatal death consistent with paternalization of the maternal allele. Together, our findings establish a reciprocal mechanism that maintains parental epigenetic asymmetry across both imprint establishment and embryonic reprogramming.

DNA methylation is essential for mammalian embryonic development, yet its functional implications remain debated. Here, we introduce a quantitative model that reconciles conflicting perspectives on the roles of methylation in genome regulation and cell specification. Using single-cell multiome analysis in chimeric and whole embryo mutants during mouse gastrulation and organogenesis, we separate cell-autonomous from indirect effects of methylation and demethylation machinery. We show that while the transcriptional and chromatin programs defining basic lineages can be established independently of methylation, the fidelity of differentiated states is severely impaired in its absence. Specifically, we identify hundreds of genes and thousands of cis -regulatory elements (CREs) dependent on methylation for precise regulation. CRE accessibility alterations in methylation mutants are linked with CpG dinucleotide content, and correlate with multiple transcription factor binding motifs. Our data support a weak-interaction model in which DNA methylation moderates, but does not block or instruct the potency of trans -acting regulatory machineries genome-wide.

Single-cell mapping of chromosomal accessibility patterns has recently led to improved predictive modelling of epigenomic activity from sequence. However, quantitative models explaining the epigenome using directly interpretable components are still lacking. Here we develop IceQream (IQ), a modelling strategy and inference algorithm for regressing accessibility from sequences using physical models of transcription factor (TF) binding. IQ uses spatial integration of sequences over a range of TF-DNA affinities and localization relative to the target locus. It infers TF effective concentrations as latent variables that activate or repress regulatory elements in a non-linear fashion. These are supplemented with synergistic and antagonistic pairwise interactions between TFs. Analysis of both human and mouse data shows that IQ derives similar, and in some cases, better performance compared to state-of-the-art deep neural network models. IQ provides an essential mechanistic and explicable baseline for further developments toward understanding gene and genome regulation from sequence.

How cells diversify to form an embryo represents a profound interdisciplinary challenge. Decades of innovative research using model organisms have uncovered principles of lineage specification, morphogenesis, epigenetic mechanisms, and gene regulation that underlie this fundamental process. As biology enters the genomic era, marked by rapid convergence of technological and computational advances, construction of quantitative and heuristic models of development becomes increasingly feasible. In gastrulation, a founding population of equipotent stem cells rapidly diversifies in a highly canonical manner to form the basic body plan. This review discusses considerations required to establish a time-resolved model that reflects the cellular and molecular aspects involved in this process. Building on insights from recent studies and the transformative potential of evolving technologies and experimental frameworks, we discuss how to devise such a model by integrating multiple molecular modalities at the single-cell level within the spatial context as a benchmark for studying cell specification.

Genomic imprinting secures parent-specific gene expression through differential DNA methylation at imprinted control regions (ICRs). However, how unmethylated imprinted alleles resist de novo methylation remains unclear. Using an allelic methylation reporter at the Dlk1-Dio3 ICR and a genome-wide loss-of-function screen, we identify that the zinc finger protein GZF1 specifically binds the unmethylated maternal ICR and protects it from de novo methylation in mouse embryonic stem cells, early development, and oocytes. We further show that this protection occurs independently of Tet-mediated demethylation. A regulatory element containing GZF1 and ZFP57 motifs mediates mutually exclusive, methylation-dependent binding. Loss of either factor causes reciprocal imprinting failure: Gzf1 loss induces maternal allele methylation, H3K4me3 depletion, and silencing of maternal transcripts, whereas Zfp57 loss erases paternal methylation, causing locus maternalization. Gzf1-null mice exhibit postnatal growth retardation, contextualizing cis-deletions of this region and illustrating how imprinting phenotypes may differ when studied through epigenetic perturbation versus genetic deletion. Together, our findings define a reciprocal mechanism by which sequence- and methylation-sensitive factors actively memorize parental epigenetic asymmetry through opposing waves of developmental reprogramming.

The developing placenta, which in mice originates through the extraembryonic ectoderm (ExE), is essential for mammalian embryonic development. Yet unbiased characterization of the differentiation dynamics of the ExE and its interactions with the embryo proper remains incomplete. Here we develop a temporal single-cell model of mouse gastrulation that maps continuous and parallel differentiation in embryonic and extraembryonic lineages. This is matched with a three-way perturbation approach to target signalling from the embryo proper, the ExE alone, or both. We show that ExE specification involves early spatial and transcriptional bifurcation of uncommitted ectoplacental cone cells and chorion progenitors. Early BMP4 signalling from chorion progenitors is required for proper differentiation of uncommitted ectoplacental cone cells and later for their specification towards trophoblast giant cells. We also find biphasic regulation by BMP4 in the embryo. The early ExE-originating BMP4 signal is necessary for proper mesoendoderm bifurcation and for allantois and primordial germ cell specification. However, commencing at embryonic day 7.5, embryo-derived BMP4 restricts the primordial germ cell pool size by favouring differentiation of their extraembryonic mesoderm precursors towards an allantois fate. ExE and embryonic tissues are therefore entangled in time, space and signalling axes, highlighting the importance of their integrated understanding and modelling in vivo and in vitro.

Eviction of histones from nucleosomes and their exchange with newly synthesized or alternative variants is a central epigenetic determinant. Here, we define the genome-wide occupancy and exchange pattern of canonical and non-canonical histone variants in mouse embryonic stem cells by genetically encoded exchange sensors. While exchange of all measured variants scales with transcription, we describe variant-specific associations with transcription elongation and Polycomb binding. We found considerable exchange of H3.1 and H2B variants in heterochromatin and repeat elements, contrasting the occupancy and little exchange of H3.3 in these regions. This unexpected association between H3.3 occupancy and exchange of canonical variants is also evident in active promoters and enhancers, and further validated by reduced H3.1 dynamics following depletion of H3.3-specific chaperone, HIRA. Finally, analyzing transgenic mice harboring H3.1 or H3.3 sensors demonstrates the vast potential of this system for studying histone exchange and its impact on gene expression regulation in vivo.