Jialin Liu’s research while affiliated with University of Basel and other places

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Publications (5)


Gene module reconstruction identifies cellular differentiation processes and the regulatory logic of specialized secretion in zebrafish
  • Article

November 2024

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6 Reads

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2 Citations

Developmental Cell

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Jialin Liu

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[...]

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Alexander F. Schier

Whole-embryo Spatial Transcriptomics at Subcellular Resolution from Gastrulation to Organogenesis
  • Preprint
  • File available

August 2024

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134 Reads

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2 Citations

Spatiotemporal patterns of gene expression underlie embryogenesis. Despite progress in single-cell genomics, mapping these patterns across whole embryos with comprehensive gene coverage and at high resolution has remained elusive. Here, we introduce a w hole- e mbryo imaging platform using m ultiplexed e rror-robust fluorescent in- s itu h ybridization (weMERFISH). We quantified the expression of 495 genes in whole-mount zebrafish embryos at subcellular resolution. Integration with single-cell multiomics data generated an atlas detailing the expression of 25,872 genes and the accessibility of 294,954 chromatin regions, explorable with an online interface MERFISHEYES (beta version). We found that temporal gene expression aligns with cellular maturation and morphogenetic movements, diverse expression patterns correspond to composites of tissue-specific accessible elements, and changes in gene expression generate sharp boundaries during gastrulation. These results establish a novel approach for whole-organism spatial transcriptomics, provide a comprehensive spatially resolved atlas of gene expression and chromatin accessibility, and reveal the diversity, precision and emergence of embryonic patterns.

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Dissecting the regulatory logic of specification and differentiation during vertebrate embryogenesis

August 2024

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39 Reads

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4 Citations

The interplay between transcription factors and chromatin accessibility regulates cell type diversification during vertebrate embryogenesis. To systematically decipher the gene regulatory logic guiding this process, we generated a single-cell multi-omics atlas of RNA expression and chromatin accessibility during early zebrafish embryogenesis. We developed a deep learning model to predict chromatin accessibility based on DNA sequence and found that a small number of transcription factors underlie cell-type-specific chromatin landscapes. While Nanog is well-established in promoting pluripotency, we discovered a new function in priming the enhancer accessibility of mesendodermal genes. In addition to the classical stepwise mode of differentiation, we describe instant differentiation, where pluripotent cells skip intermediate fate transitions and terminally differentiate. Reconstruction of gene regulatory interactions reveals that this process is driven by a shallow network in which maternally deposited regulators activate a small set of transcription factors that co-regulate hundreds of differentiation genes. Notably, misexpression of these transcription factors in pluripotent cells is sufficient to ectopically activate their targets. This study provides a rich resource for analyzing embryonic gene regulation and reveals the regulatory logic of instant differentiation.


Gene module reconstruction elucidates cellular differentiation processes and the regulatory logic of specialized secretion

December 2023

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26 Reads

During differentiation, cells become structurally and functionally specialized, but comprehensive views of the underlying remodeling processes are elusive. Here, we leverage scRNA-seq developmental trajectories to reconstruct differentiation using two secretory tissues as a model system: the zebrafish notochord and hatching gland. First, we present an approach to integrate expression and functional similarities for gene module identification, revealing dozens of gene modules representing known and newly associated differentiation processes and their temporal ordering. Second, we focused on the unfolded protein response (UPR) transducer module to study how general versus cell-type specific secretory functions are regulated. By profiling loss- and gain-of-function embryos, we found that the UPR transcription factors creb3l1, creb3l2, and xbp1 are master regulators of a general secretion program. creb3l1/creb3l2 additionally activate an extracellular matrix secretion program, while xbp1 partners with bhlha15 to activate a gland-specific secretion program. Our study offers a multi-source integrated approach for functional gene module identification and illustrates how transcription factors confer general and specialized cellular functions.


Emergence of Neuronal Diversity during Vertebrate Brain Development

October 2020

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84 Reads

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87 Citations

Neuron

Neurogenesis comprises many highly regulated processes including proliferation, differentiation, and maturation. However, the transcriptional landscapes underlying brain development are poorly characterized. We describe a developmental single-cell catalog of ∼220,000 zebrafish brain cells encompassing 12 stages from embryo to larva. We characterize known and novel gene markers for ∼800 clusters and provide an overview of the diversification of neurons and progenitors across these time points. We also introduce an optimized GESTALT lineage recorder that enables higher expression and recovery of Cas9-edited barcodes to query lineage segregation. Cell type characterization indicates that most embryonic neural progenitor states are transitory and transcriptionally distinct from neural progenitors of post-embryonic stages. Reconstruction of cell specification trajectories reveals that late-stage retinal neural progenitors transcriptionally overlap cell states observed in the embryo. The zebrafish brain development atlas provides a resource to define and manipulate specific subsets of neurons and to uncover the molecular mechanisms underlying vertebrate neurogenesis.

Citations (4)


... xpression of differentiation genes. This shallow network model suggests that instant differentiation occurs because differentiation TFs are quickly activated by maternally deposited TFs, thereby skipping multiple cell fate transitions typically found during the stepwise differentiation of cell (Davidson, 2010;Liberali & Schier, 2024;Murtaugh, 2007;Y. Wang et al., 2023). Indeed, TF mis-expression analysis showed that the identified EVL and YSL differentiation TFs are sufficient to ectopically activate nearly all effector genes at 50% epiboly (onset of gastrulation, when the EVL and YSL have formed). These findings support the proposed shallow network model and extend previous studies (De La Garza et al ...

Reference:

Dissecting the regulatory logic of specification and differentiation during vertebrate embryogenesis
Gene module reconstruction identifies cellular differentiation processes and the regulatory logic of specialized secretion in zebrafish
  • Citing Article
  • November 2024

Developmental Cell

... However, profiling is inherently destructive, hampering study of the dynamic regulation that controls development. Computational approaches are used to infer cellular progression, and the impressive recent application to co-profiling data from Drosophila and zebrafish embryogenesis has made key progress towards tracking genomic changes across developmental trajectories (Liu et al. 2024;Kim et al. 2024;Calderon et al. 2022). However, the methods are unable to establish direct transitions through cell divisions. ...

Dissecting the regulatory logic of specification and differentiation during vertebrate embryogenesis

... We could detect expression of 22 TFs within the neural plate. Other genes were either expressed primarily in non-neural regions (tfap2a, nr2f5) or in the tailbud (cdx1a), or were detected at very low levels, consistent with their low expression in previous in situ analyses (ZFIN) as well as a recent spatial transcriptomic dataset (Methods) 41 . ...

Whole-embryo Spatial Transcriptomics at Subcellular Resolution from Gastrulation to Organogenesis

... However, analysis of bulk RNA-seq and scRNAseq datasets that include late developmental stages shows that zebrafish FoxQ2a-type starts to be expressed after hatching in photoreceptor precursor and mature cells (supplementary fig. 7F) (67,68). A recent paper provided a detailed description of the expression and function of FoxQ2 in zebrafish early larva (3-5 dpf) and showed that it is localized in blue cone cells, where it is essential to establish their identity (49). ...

Emergence of Neuronal Diversity during Vertebrate Brain Development
  • Citing Article
  • October 2020

Neuron