Biology subjects

Mulugeta, E.

Publications and source records attributed to Mulugeta, E..

10 recordsLinked to original sources

bioRxiv2026

scRIPT: a rapid, high-coverage single-cell lineage-tracing method applied to the hematoendothelial differentiation of embryonic stem cells

Single-cell lineage tracing, which often involves CRISPR-Cas-based barcode insertion followed by novel barcode creation, links a living cell's transcriptome to its clonal history. It is often less suitable for short cell differentiation protocols: the barcoding time window does not always align well with that of differentiation, barcode dropout rates can be too high, library preparation remains laborious, and many studies lack appropriate lineage-specific quality control. We developed scRIPT (single-cell Rapid Integrated Platform for Tracing), which combines rapid ribonucleoprotein (RNP)-based barcoding with fluorescent reporter coding sequence insertion, reporter-based enrichment of informative cells by cell sorting, streamlined library preparation, and dual short-read sequencing, coupled to dedicated quality-control metrics for lineage data. scRIPT achieves a low cell dropout rate (<5% of cells presenting without a detectable lineage barcode) and a reliable assignment of barcodes (of >90% of cells). We applied scRIPT to document mouse embryonic stem cell (ESC) differentiation into early hematoendothelial cells and revealed clonal relationships and fate coupling among the emerging cell (sub)types. A subset of cell clones was biased towards single fates, and bifurcating progenitors already express mRNA of canonical regulators of their eventual fate. The results also suggest a heritable, fate-independent clonal memory enriched with imprinted genes. Taken together, scRIPT provides a convenient, rapid, reliable, high-coverage, and quality-controlled platform that combines cell lineage and transcriptome readouts.

developmental biology↗

bioRxiv2025

Insights from pooled CRISPRi single-cell screens in K562 cells reveal gene functions, regulatory networks, and highlight opportunities and limitations

Pooled CRISPR screening combined with single-cell RNA sequencing (scRNA-seq) has emerged as a powerful strategy for dissecting gene function and reconstructing gene regulatory networks (GRNs) in complex biological systems. This approach enables high-throughput, parallel perturbation of multiple genes while providing transcriptome-wide readouts at single-cell resolution, overcoming many limitations of traditional arrayed screens. However, its broader application remains limited by technical challenges, including variable perturbation efficiency and difficulties in accurately identifying perturbed cells. In this study, we adapted and applied a modified CRISPR droplet sequencing (CROP-seq) protocol using CRISPR interference (CRISPRi) in K562 cells to knockdown six transcription factors (TFs): LMO2, TCF3, LDB1, MYB, GATA2, and RUNX1. Our modified approach, which allows direct capture of sgRNAs from the cDNA library without a separate enrichment step, significantly improved sgRNA assignment per cell. We successfully achieved reproducible knockdown of three TFs (MYB, GATA2, and LMO2), captured the impact of these perturbations on the TF target genes, and enabled us to reconstruct their GRNs and identify key regulons and transcriptional targets. These networks revealed both previously established (such as LMO2 GATA2 interaction) and novel regulatory interactions, which we independently validated, providing new insights into hematopoietic transcriptional control. To assess the efficiency of CRISPRi based pooled perturbation, we additionally analyzed publicly available pertrub-seq CRISPRi datasets and found that only [~]40-50% of targeted genes led to effective knockdown, underscoring the variability in perturbation efficiency across experiments. Together, our results demonstrate both the potential and the current technical limitations of pooled CRISPRi-based single-cell screens. While this integrated approach holds great promise for high-resolution functional genomics, further optimization and standardized benchmarking are essential to improve its reliability, scalability, and reproducibility.

genomics↗

bioRxiv2025

Single-Cell Roadmap of Early Hemato-Endothelial Development: Functions of Atf3, Zfp711 and Bcl6b

Hematopoiesis is the process of producing blood cells. In mammalian embryos, hematopoiesis occurs in three consecutive overlapping waves (Neo et al. 2021; Dzierzak and Bigas 2018) that are regulated by transcription factors (TFs) and signaling proteins. We investigated the functions of three relatively poorly studied TFs in early embryonic hematopoietic development at single-cell resolution: Activating transcription factor 3 (Atf3), Zinc finger protein 711 (Zfp711), and B cell CLL/lymphoma 6, member B (Bcl6b). These TFs are upregulated early in development when hematopoietic and endothelial lineages separate from cardiac and other mesodermal lineages. We combined multiplexed single-cell RNA sequencing (scRNA-seq) and cell identity analysis using Flow Cytometric Analysis (FCA) with TF knockouts (KO) in in-vitro differentiating mouse embryonic stem cells (mESCs) to dissect the function of these TFs in lineage induction, specification, and separation. The Atf3-KO showed an increase of distinct mesodermal subpopulations, but a decrease of endothelial and erythro-myeloid progenitors (EMPs) by downregulation of important genes (i.e. Runx1, Mafb, Egr1, Jun, Jund, Fos, Batf3, and Zf608) that likely explains the effects on EMPs and the increased expression of interferon-related genes. In Zfp711-KO cells, the number of blood progenitor cells and erythroid cells increased, while the number of endothelial cells decreased. Furthermore, Hoxa expressing mesoderm decreased, while Hoxb expressing mesoderm increased. In contrast, the Bcl6b-KO had no observable effects on early hematopoiesis. In conclusion, we report the function of these three TFs function at different stages of hemato-endothelial lineage specification. HIGHLIGHTSO_LICombined scRNA-seq and FCA on KO mESCs in vitro differentiation enabled unbiased identification of the respective TF functions during specific stages of hematoendothelial lineage specification. C_LIO_LIAtf3-KO: Increased abundance of mesodermal lineages and decreased endothelial lineages and EMPs. - Downregulation of key TF-encoding genes (e.g., Runx1, Mafb, Egr1, Jun, Jund, Fos, Batf3, Zf608) explain the effects on EMPs. - Generation of a distinct mesodermal subpopulation with high expression of sets of interferon and antiviral-related genes. - Upregulation of interferon and anti-viral-related genes, indicating Atf3 acts as a negative regulator of these genes. C_LIO_LIZfp711-KO: Increased numbers of blood progenitor and erythroid cells. Decreased numbers of endothelial cells. - Shift in mesodermal populations: Hoxa expressing mesoderm decreased, and Hoxb expressing mesoderm increased. - Hoxa9, Hoxa10, Hoxa13, Jun, Jund and Atf3 amongst the downregulated genes. The Atf3 promoter has a potential Zfp711-binding site. - Increased expression in a given Endothelium subtype in endocardium in vivo and in vitro. C_LIO_LIBcl6b-KO: No observable impact on early hematopoiesis. C_LI

developmental biology↗

bioRxiv2025

A Novel XACT lncRNA Transcript with Functions Transcending X-Chromosome Inactivation.

X-chromosome inactivation (XCI) is initiated during early mammalian embryogenesis by a long non-coding RNA (lncRNA) XIST, which coats one of the two X-chromosomes and facilitates epigenetic transcriptional silencing. A second, evolutionarily recent primate-specific lncRNA XACT was proposed to antagonize XISTs ability to induce XCI. XACT expression is restricted to pluripotent states and early embryonic stages and coats the active X-chromosome in both females and males. Here, we report a novel XACT transcript expressed in normal and cancerous somatic cells from both the inactive (Xi) and active (Xa) X chromosomes. It coexists with XIST on the Xi without affecting XIST expression or (re)activating X-linked genes inactivated by XCI. During hematopoietic stem cell (HSC) differentiation, XACT is primarily expressed in myeloid progenitors in both sexes. XACT expression is activated in HSCs and peaks in megakaryocyte-erythrocyte progenitor cells (MEPs) before rapidly declining as the MEPs differentiate into megakaryocytes or erythrocytes. By combining CRISPR-based XACT perturbation with epigenomic and transcriptional studies, we revealed the key role of XACT in the self-renewal and differentiation of erythroid progenitors into erythrocytes, by recruiting cis-regulatory proteins and regulating transcription through ETS and AP-1 transcription factors. Furthermore, XACT is expressed in a subset of acute myeloid leukemia (AML) patients, with high levels found in erythroid-megakaryocytic blast cells; suggesting XACTs potential as a marker for AML subtypes. Thus, we identified a novel XACT transcript with a unique expression profile and important roles in normal and cancer cells, revealing XACT lncRNA functions beyond its previously proposed role in XCI during embryogenesis.

genetics↗

bioRxiv2024

Transcriptional perturbation of LINE-1 elements reveals their cis-regulatory potential

Long interspersed element-1 (LINE-1 or L1) retrotransposons constitute the largest transposable element (TE) family in mammalian genomes and contribute prominently to inter- and intra-individual genetic variation. Although most L1 elements are inactive, some evolutionary younger elements remain intact and genetically competent for transcription and occasionally retrotransposition. Despite being generally more abundant in gene-poor regions, intact or full-length L1s (FL-L1) are also enriched around specific classes of genes and on the eutherian X chromosome. How proximal FL-L1 may affect nearby gene expression remains unclear. In this study, we aim to examine this in a systematic manner using engineered mouse embryonic stem cells (ESCs) where the expression of one representative active L1 subfamily is specifically perturbed. We found that [~]1,024 genes are misregulated following FL-L1 activation and to a lesser extent ([~]81 genes), following their repression. In most cases (68%), misexpressed genes contain an intronic FL-L1 or lie near a FL-L1 (<260 kb). Gene ontology analysis shows that upon L1 activation, up-regulated genes are enriched for neuronal function-related terms, suggesting that some L1 elements may have evolved to control neuronal gene networks. These results illustrate the cis-regulatory impact of FL-L1 elements and suggest a broader role for L1s than originally anticipated.

genomics↗

bioRxiv2021

Retrospective analysis of enhancer activity and transcriptome history

Cell state changes in development and disease are controlled by gene regulatory networks, the dynamics of which are difficult to track in real time. Here, we utilize an inducible DCM-RNA-polymerase-subunit-b fusion protein, to label active genes and enhancers with a bacterial methylation mark that does not affect gene transcription and is propagated in S-phase. We applied this DCM-time-machine (DCM-TM) technology to study intestinal homeostasis, following enterocyte differentiation back in time, revealing rapid and simultaneous activation of enhancers and nearby genes during intestinal stem cell (ISC) differentiation. We provide new insights in the absorptive-secretory lineage decision in ISC differentiation, and show that ISCs retain a unique chromatin landscape required to maintain ISC identity and delineate future expression of differentiation associated genes. DCM-TM has wide applicability in tracking cell states, providing new insights in the regulatory networks underlying cell state changes in development and differentiation.

developmental biology↗

bioRxiv2021

Comprehensive multi-omics integration identifies differentially active enhancers during human brain development with clinical relevance

BackgroundNon-coding regulatory elements (NCREs), such as enhancers, play a crucial role in gene regulation and genetic aberrations in NCREs can lead to human disease, including brain disorders. The human brain is complex and can be affected by numerous disorders; many of these are caused by genetic changes, but a multitude remain currently unexplained. Understanding NCREs acting during brain development has the potential to shed light on previously unrecognised genetic causes of human brain disease. Despite immense community-wide efforts to understand the role of the non-coding genome and NCREs, annotating functional NCREs remains challenging. ResultsHere we performed an integrative computational analysis of virtually all currently available epigenome data sets related to human fetal brain. Our in-depth analysis unravels 39,709 differentially active enhancers (DAEs) that show dynamic epigenomic rearrangement during early stages of human brain development, indicating likely biological function. Many of these DAEs are linked to clinically relevant genes, and functional validation of selected DAEs in cell models and zebrafish confirms their role in gene regulation. Compared to enhancers without dynamic epigenomic rearrangement, these regions are subjected to higher sequence constraints in humans, have distinct sequence characteristics and are bound by a distinct transcription factor landscape. DAEs are enriched for GWAS loci for brain related traits and for genetic variation found in individuals with neurodevelopmental disorders, including autism. ConclusionOur compendium of high-confidence enhancers will assist in deciphering the mechanism behind developmental genetics of the human brain and will be relevant to uncover missing heritability in human genetic brain disorders.

genomics↗

bioRxiv2018

MAU2 and NIPBL variants in Cornelia de Lange syndrome reveal MAU2-independent loading of cohesin and uncover a protective mechanism against early truncating mutations in NIPBL

Cornelia de Lange syndrome (CdLS) is a rare developmental disorder caused by mutations in genes related to the cohesin complex. For its association with chromatin, cohesin depends on a heterodimer formed by NIPBL and MAU2, which interact via their respective N-termini. Variants in NIPBL are the main cause of CdLS and result in NIPBL haploinsufficiency.\n\nUsing CRISPR, we generated cells homozygous for an out-of-frame duplication in NIPBL. Remarkably, alternative translation initiation rescued NIPBL expression in these cells and produced an N-terminally truncated NIPBL that lacks MAU2-interaction domain, causing a dramatic reduction of MAU2 protein levels. Strikingly, this protective mechanism allows nearly normal amounts of cohesin to be loaded onto chromatin in a manner that is independent of functional NIPBL/MAU2 complexes and therefore in contrast to previous findings.\n\nWe also report the first pathogenic variant in MAU2, a deletion of seven amino acids important for wrapping the N-terminus of NIPBL within MAU2. The mutation causes dramatic reduction of MAU2 heterodimerization with NIPBL, hence undermining the stability of both proteins.\n\nOur data confirm NIPBL haploinsufficiency as the major pathogenic mechanism of CdLS and give new insights into the molecular mechanisms responsible for this neurodevelopmental disorder. Our work also unveils an alternative translation-based mechanism that protects cells from out-of-frame variants of NIPBL and that may be of relevance in other genetic conditions.

molecular biology↗

bioRxiv2018

Id4 eliminates the pro-activation factor Ascl1 to maintain quiescence of adult hippocampal stem cells

Quiescence is essential for the long-term maintenance of adult stem cells and tissue homeostasis. However, how stem cells maintain quiescence is still poorly understood. Here we show that stem cells in the dentate gyrus of the adult hippocampus actively transcribe the pro-activation factor Ascl1 regardless of their activation state. We found that the inhibitor of DNA binding protein Id4 suppresses Ascl1 activity in neural stem cell cultures. Id4 sequesters Ascl1 heterodimerisation partner E47, promoting Ascl1 protein degradation and neural stem cell quiescence. Accordingly, elimination of Id4 from stem cells in the adult hippocampus results in abnormal accumulation of Ascl1 protein and premature stem cell activation. We also found that multiple signalling pathways converge on the regulation of Id4 to reduce the activity of hippocampal stem cells. Id4 therefore maintains quiescence of adult neural stem cells, in sharp contrast with its role of promoting the proliferation of embryonic neural progenitors.

cell biology↗

bioRxiv2017

Molecular insights into the pathways underlying naked mole-rat eusociality

BackgroundEusociality is the highest level of social organization and naked mole-rats (NMR)s are amongst the few mammals showing this unique social behavior; nevertheless, little is known about the molecular mechanisms underlying the eusociality of NMRs.\n\nResultsGene expression profiling of NMR brain and gonads (ovary and testis), from animals belonging to different reproductive castes, revealed robust gene expression differences between reproductive and non-reproductive members of NMR colonies. In the brain, dopaminergic pathways appear to be potential players in NMR eusocial behaviour. Breeding animals (queens and breeding males) showed increased expression of genes involved in dopamine metabolism. Using immunohistochemistry, we notably found these differences to be in dopaminergic hypothalamic areas, which provide inhibitory control over the secretion of prolactin, amongst other regions. Furthermore, plasma prolactin concentrations were elevated in many non-breeders (of both sexes), often reaching levels exceeding that of pregnant or lactating queens, suggesting a role for hyperprolactinaemia in socially-induced reproductive suppression. We also found that the ovaries of non-breeding females are arrested at pre-pubertal stage. They contained fewer supporting stromal cells compared to queens, and had very low expression of the aromatase gene Cyp19A1 (a key enzyme in estrogen synthesis) compared to non-breeding females. In the testes, genes involved in post meiosis spermatogenesis and sperm maturation (Prm1, Prm2, Odf3 and Akap4) were highly expressed in breeding males compared to non-breeders, explaining the low sperm number and impaired sperm motility characteristic of non-breeding males.\n\nConclusionsOur study suggests that extreme reproductive skew, one of the defining features of eusociality, is associated with changes in expression of key components of dopamine pathways, which could lead to hypogonadism and a lifetime of socially-induced sterility for most NMRs.

neuroscience↗