Analysis of immunodeficient zebrafish using InDrops RNA sequencing of the whole kidney marrow. (A–D) 2D projection of tSNE analysis for WT and mutant fish (left) and quantitation of white blood cells within each genotype of fish, demarcated as pie charts (right). (E–H) tSNE visualization showing T, NK, and NKL cell subpopulations within WT and mutant fish and denoted by shaded ovals. Number of cells within each analysis are noted. n = 3 animals for WT and prkdc−/−; n = 2 for il2rga−/− and double-mutant fish.

Analysis of immunodeficient zebrafish using InDrops RNA sequencing of the whole kidney marrow. (A–D) 2D projection of tSNE analysis for WT and mutant fish (left) and quantitation of white blood cells within each genotype of fish, demarcated as pie charts (right). (E–H) tSNE visualization showing T, NK, and NKL cell subpopulations within WT and mutant fish and denoted by shaded ovals. Number of cells within each analysis are noted. n = 3 animals for WT and prkdc−/−; n = 2 for il2rga−/− and double-mutant fish.

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Recent advances in single-cell, transcriptomic profiling have provided unprecedented access to investigate cell heterogeneity during tissue and organ development. In this study, we used massively parallel, single-cell RNA sequencing to define cell heterogeneity within the zebrafish kidney marrow, constructing a comprehensive molecular atlas of defi...

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... scRNA-seq resulted in 19 clusters based on a nearestneighbour algorithm using the R Seurat package 22 ( Figure 2B). Each cluster was classified based on differentially expressed genes ( Figure S4A) and known differentiation markers [37][38][39][40][41][42] (Figure S4B-G). The expression of gata2b was mainly restricted to 'HSPCs' and 'proliferative progenitors' clusters ( Figure S4A). ...
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... These results suggest that our hmgn2 Δ/Δ is at least a partial loss-offunction mutant and indicate that full-length Hmgn2 is necessary to maintain proper nuclear organization during erythropoiesis. When we performed ATAC-Seq on erythrocytes isolated from hmgn2 ΔΔ is embryos at 72 the double-mutant zebrafish line miR-144 Δ/Δ /hmgn2 Δ/Δ . When we probed erythrocyte development in 72-hpf embryos, we observed that the N:C ratio of erythrocytes of this double mutant is similar to the ratio from wild-type siblings (Fig. 4F), indicating that reduced Hmgn2 activity rescues the effect of the loss miR-144 and suggesting that Hmgn2 is an important player in driving the condensation defects of the miR-144 mutant. ...
... After creating the UMAP and clustering it was observed that one outlier cluster was enriched for genes expressed in sperm and was removed as it was likely contamination on sample collection. Clusters were annotated with the set of marker genes used in ref. 72 and progenitor cell and erythrocyte clusters were further analyzed to compare the expression of hmgn2 in the wild-type and miR-144 mutant genotypes. Expression of marker genes and hmgn2 is shown as a heat map over the UMAP plot, where the color scale represents the natural log of normalized read counts +1, or ln(cpm+1). ...
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... Meanwhile, its small size, high fecundity, rapid external development and transparent embryo enable zebrafish to serve as a valuable tool for high-throughput genetic and chemical screening [22,23]. In an analysis of single-cell RNA-sequencing (scRNA-seq) data of zebrafish hematopoietic cells [24], we found that the zebrafish tdh gene is relatively highly expressed in neutrophils; in contrast, tdh2, a homologous gene that might be generated by the fish-specific whole genome duplication [25] but has much lower homology to mouse Tdh, shows almost no expression in these cells of zebrafish. Therefore, we reasoned that the neutropoiesis of zebrafish may provide a model system to investigate the in vivo function of Tdh. ...
... shinyapps.io/zebrafishblood/) [24]. The results showed that the tdh, but not tdh2, is preferentially expressed in neutrophil and macrophage compared to other cell types (Fig. 1B). ...
... Indeed, these cells have been known to be dependent on glycolysis for energy production and contain fewer mitochondria [26][27][28][29][30], suggesting that the different expression levels of metabolic enzymes may reflect distinct metabolic state of the cells to some extent. We then analyzed the scRNA-seq data of isolated hematopoietic cells from transgenic zebrafish lines containing lineage-specific fluorescent reporters [24] (Fig. 1C,D). The results of our T-distributed stochastic neighborhood embedding (tSNE) analysis showed that tdh was highly expressed in neutrophils that were isolated from the Tg (mpx:EGFP ) zebrafish line, while showing a lower expression in hematopoietic stem/progenitor cells isolated from the Tg (Runx1 +23:EGFP ) and Tg (cd41:EGFP ) lines (Fig. 1E). ...
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... To analyze the expression pattern of osr2 within zebrafish kidneys, we employed a previously published single-cell RNA-sequencing dataset (GSE100910) [26]. For the purpose of data preprocessing, normalization, dimensionality reduction, and subsequent clustering analysis (resolution = 0.4), we applied the Seurat package (version 4.2.0), a widely utilized computational tool in the field of single-cell genomics. ...
... B: PCR analysis of the 3′ and 5′ junctions of F1 progenies from the 3# founder. The RNA sequencing (scRNA-seq) data (GSE100910) [26]. Analyzing scRNA-seq data revealed that osr2 is expressed in proximal tubule epithelial cells (PTECs) (Fig. 1A and B). ...
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