Integrative transcriptomic and epigenomic analysis identifies BCL6B as a novel regulator of human pluripotent stem cell to endothelial differentiation

Yonglin Zhu , Jinyang Liu , Jia Wang , Shuangyuan Ding , Hui Qiu , Xia Chen , Jianying Guo , Peiliang Wang , Xingwu Zhang , Fengzhi Zhang , Rujin Huang , Fuyu Duan , Lin Wang , Jie Na

Protein Cell ›› 2025, Vol. 16 ›› Issue (11) : 985 -990.

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Protein Cell ›› 2025, Vol. 16 ›› Issue (11) :985 -990. DOI: 10.1093/procel/pwaf039
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Integrative transcriptomic and epigenomic analysis identifies BCL6B as a novel regulator of human pluripotent stem cell to endothelial differentiation
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Yonglin Zhu, Jinyang Liu, Jia Wang, Shuangyuan Ding, Hui Qiu, Xia Chen, Jianying Guo, Peiliang Wang, Xingwu Zhang, Fengzhi Zhang, Rujin Huang, Fuyu Duan, Lin Wang, Jie Na. Integrative transcriptomic and epigenomic analysis identifies BCL6B as a novel regulator of human pluripotent stem cell to endothelial differentiation. Protein Cell, 2025, 16 (11) : 985-990 DOI:10.1093/procel/pwaf039

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Dear Editor,
Due to the inaccessibility of early human embryos, little is known about the chromatin status during early human endothelial cell (EC) development. Despite studies showing the epigenomic landscape of primary EC lines or human pluripotent stem cell (hPSC)-derived ECs, the epigenetic dynamic and feature of intermediate progenitors, such as vascular mesoderm cells (VMCs) and endothelial progenitor cells (EPCs), are less known. Therefore, an epigenomic roadmap of human EC development may provide new knowledge about nascent EC formation.
The dynamic change of the epigenetic landscape sheds light on the gene regulatory hierarchy of human EC de novo formation. During development, the chromatin regions of key cell fate regulators often open up prior to gene expression. The distribution patterns of active and repressive histone marks closely correlate with cell type and state. Moreover, important cis-regulatory elements (CREs), such as enhancers and promoters, are located in open chromatin regions and marked by active histone modifications. ATAC-seq and ChIP-seq have been widely used for epigenetic studies. ATAC-seq reveals the open chromatin, while histone modifications captured by ChIP-seq enable prompt gene transcriptional regulation. For example, trimethylation of histone H3 at lysine 4 (H3K4me3) and lysine 27 (H3K27me3) are considered markers for actively transcribed and silenced genes, respectively. Whereas acetylation at lysine 27 (H3K27ac) is considered a maker for enhancers (Atlasi and Stunnenberg, 2017). Enhancers are cell type and stage-specific and crucial for the spatiotemporally controlled gene expression during embryo development (Long et al., 2016). Therefore, the genomic regions with accessible chromatin and histone modifications, such as H3K4me3, H3K27ac, and H3K27me3, could be used to identify developmentally important CREs for cell fate determination. Here, we systematically depicted the epigenomic landscape of human EC formation using a stepwise differentiation system. The open chromatin, H3K4me3 broad domain, and CRE catalogs provided a comprehensive annotation of the epigenetic roadmap for EC formation from hPSCs. This information also revealed an endothelial-specific transcription factor (TF), BCL6B, which regulates arterial or venous gene networks and EC behavior through Notch signaling.
We used a previously established protocol to obtain key intermediate progenitor cells for EC differentiation (Zhang et al., 2021). VMCs were induced using a combination of BMP4 and CHIR99021 (a GSK3 inhibitor and activator of canonical WNT signaling) for 3 days from human embryonic stem cells (hESCs). And then continued for EC induction for 5 days (Figs. 1A and S1A). On Day 8, 48.1% cells expressed typical EC markers CD31 and CD144 (Fig. S1B and S1C). These cells could take up acetylated low-density lipoprotein (Ac-LDL) and form tubular-like networks on Matrigel (Fig. S1D and S1E), suggesting that they are functional ECs. As early as Day 5, CD31+ cells began to appear, alongside the highest FLK1+ percentage and transient high ETV2 expression in FLK1+CD31 cells (Fig. S1F–H), indicating Day 5 could be a key transitional point during EC formation. Therefore, we named Day 5 FLK1+CD31 and FLK1+CD31+ cells as EPC-1 and EPC-2, respectively. To acquire the open chromatin landscape of progenitor subpopulations, we sorted Day 3 FLK1+ VMC, Day 5 EPC-1, EPC-2, and Day 8 CD31+CD144+ EC and generated paired ATAC-seq and RNA-seq libraries (Fig. 1A). Principal component analysis (PCA) of ATAC-seq accessible peaks showed a continuous trajectory from hESC to EC (Fig. 1B). Accessible chromatin status and gene expression of key developmental marker genes (GATA4, TAL1, and FLK1) exhibited a strong positive correlation (Fig. 1C). For example, cardiovascular mesoderm marker GATA4 was open and highly expressed in VMCs, but TAL1 promoter region was not accessible until EPC stage. We identified six clusters of differentially accessible peaks using k-means clustering. Cluster C5 contained 1,165 peaks which were highly enriched in EPCs and ECs (Fig. 1D). Accordingly, genes with minimal proximity to C5 peaks were relatively highly expressed in EPCs and ECs (Fig. 1E) and were predominantly involved in endothelium development (Fig. 1F). Besides, C5 open chromatin regions were abundant in motifs for developmentally important endothelial ETS family TFs, such as ERG, ETV2, and ETS1 (Fig. 1G). Interestingly, the transcript of ETV2 was first expressed in EPCs and then followed by ETS1 and ERG expression at a later stage (Fig. 1H). These results obviously reflected the ETS switching mechanism during EC development.
Next, we profiled the genome-wide binding of the key histone marks and compared them with the open chromatin. Broad H3K4me3 domains are linked with increased elongation, paused polymerase, and enhanced transcriptional consistency (Benayoun et al., 2014). Notably, the top 5% of the broadest H3K4me3 domains preferentially mark cell identity genes. In both ECs and human umbilical vein endothelial cells (HUVECs), the promoter region of FLK1 and DLL4 were covered by broad H3K4me3 peaks (>5 kb) (Fig. 1I). Genes marked by broad peaks and specifically enriched in EPCs had significantly higher expression levels compared with their expression in hESCs and VMCs (Fig. 1J and 1K). Furthermore, we integrated open chromatin and histone modification datasets to classify three types of CREs based on their chromatin features. Type 1 CRE was characterized by the co-occurrence of accessible chromatin, H3K4me3, and H3K27ac signals. Type 2 and type 3 CREs exhibited open chromatin peaks overlapping with either H3K4me3 or H3K27ac signals. The type 2 CREs could be further classified into two subtypes: H3K4me3 only (type 2a) and H3K4me3-H3K27me3 dual modification (type 2b) (Fig. 1L). In differentiated cells, Type 1 and Type 3 CREs accounted for the majority of all CREs, whereas type 2 CREs were more prevalent in undifferentiated hESCs (Fig. 1M). For example, in EPCs, the promoter region of APLNR and SOX17 contained type 2a and type 2b CREs, while those of FLK1 and ETS1 harbored type 1 CREs (Fig. 1N), suggesting that these CREs may have different functions and epigenetic regulatory mechanisms. Besides, CRE-associated genes were highly related to cell fate specification (Fig. S2). Sum above, our integrative analysis provided rich information about the dynamic change of important epigenetic features during EC differentiation.
To uncover potential new regulators for EC differentiation, we first profiled stage-specific TFs from RNA-seq data. The well-known TFs for endothelial differentiation, such as ETV2 and HEY1, were enriched in EPCs or ECs. We identified 58 TFs specifically expressed in EPCs or ECs. To narrow down the candidates, we combined two published hPSC-EC differentiation scRNA-seq datasets and identified 8 TFs (BCL6B, HOPX, LYL1, MECOM, NFIB, SOX18, SOX6, and TAL1) with restricted expression in endothelial lineages from both single-cell and bulk RNA-seq data (Figs. 2B, S3A and S3B). Among the candidate TFs, HOPX, NFIB, and SOX6 do not exclusively function in vascular development (Hagiwara, 2011; Palpant et al., 2017; Steele-Perkins et al., 2005), while TAL1, MECOM, SOX18, and LYL1 have been extensively studied or have redundant TFs (Kamachi and Kondoh, 2013; Lv et al., 2023; Pinet et al., 2014). Interestingly, BCL6B, but not its paralog BCL6, is specifically expressed in ECs (Fig. S3B). Moreover, in mouse studies, BCL6B has been shown to regulate skin angiogenesis and neovascularization of the eye (Ohnuki et al., 2012; Tanaka et al., 2023). Therefore, we decided to choose BCL6B for further validation. In EPCs, the promoter region of BCL6B became accessible and was marked by active histone marks, H3K4me3 and H3K27ac (Fig. 2C). BCL6B mRNA was highly expressed in CD31+ EPCs and ECs (Fig. S4B). BCL6B protein was exclusively in ECs but not in perivascular or stromal cells (Figs. 2D, 2E, and S4A). Next, to find out the role of BCL6B in EC differentiation, we knocked out BCL6B and picked two mutant clones, KO-1 and KO-2, for further analysis (Figs. 2F–G and S5A–D). BCL6B KO cells showed enhanced EC differentiation, as indicated by a slightly increased CD31+ cell population (Fig. 2H and 2I), but weakened tube formation ability (Fig. S5E and S5F). To evaluate the transcriptional changes resulting from BCL6B KO, we sorted wild-type (WT) and BCL6B KO ECs and performed RNA-seq. Compared with WT ECs, genes upregulated in BCL6B KO ECs were enriched in the Notch signaling pathway and arterial EC differentiation (Fig. 2J and S5G-H), indicating a potential role for BCL6B in arteriovenous specification. Reciprocally, we also generated an inducible BCL6B over-expression (OE) H1 line and performed EC differentiation (Figs. 2K, 2L, and S6A). As expected, RNA-seq analysis showed that doxycycline (dox)-induced BCL6B OE ECs significantly down-regulated arterial EC (AEC) and Notch signaling genes (DLL4, CXCR4, EFNB2, JAG2, NOTCH1,2, etc.), while marked elevated venous EC (VEC) genes (LYVE1, NT5E, NR2F2, etc.) (Figs. 2M and S6B–D). The proportion of CD184+CD73+ AECs in the BCL6B KO group exceeded 50%, compared with 26.6% in the WT group (Fig. 2N). Conversely, BCL6B OE reduced CD184+CD73+ AEC generation (48.8% in −dox vs. 15.3% in +dox) but augmented CD184CD73+ VEC phenotype (29.0% in −dox vs. 71.6% in +dox) (Fig. 2O). Collectively, the above results suggested that BCL6B acts as a negative regulator of arterial EC gene network.
BCL6B, a ZBTB TF, functions as a transcriptional repressor and plays a critical role in mouse retinal vascular development, wound healing-associated angiogenesis, and ocular vascular diseases by downregulating Notch signaling (Ohnuki et al., 2012; Tanaka et al., 2023). Consistent with these reports, we observed BCL6B KO or OE perturbed Notch signaling during hPSC-EC differentiation (Figs. 2J and S6B). Given Notch signaling’s role in arterial EC development, we propose that BCL6B modulates its activity to influence arteriovenous fate. Previous studies demonstrated that Dll4 haploinsufficiency in mice causes arterial defects (Duarte et al., 2004), whereas Notch4 over-expression induces arteriovenous malformations (Carlson et al., 2005), underscoring the importance of Notch signaling intensity in EC specification. Additionally, BCL6B was recently shown to repress ETV2, an essential EC fate regulator (Li et al., 2024). We observed an inverse expression pattern between BCL6B and ETV2 during EC differentiation, with BCL6B upregulation coinciding with ETV2 decline in Day 5 EPCs (Figs. S1H and S4B). Both studies demonstrated increased EC generation upon BCL6B depletion, suggesting that BCL6B might be a gatekeeper of EC fate commitment.
Despite advances in hPSC-based cell models, current monolayer differentiation protocols struggle to generate mature arterial or venous subtypes and lack the tissue microenvironment. Recent advances and our study will enhance our understanding of arteriovenous diversification from hPSCs and facilitate future applications in disease modeling and drug screening to identify potential therapeutics.
In conclusion, through integrative multi-omics analyses, we identify BCL6B as a key regulator of arteriovenous specification via Notch signaling, providing a framework for dissecting the transcriptional and epigenetic regulation from pluripotency to endothelial differentiation.

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