Biology subjects

Guezguez, B.

Publications and source records attributed to Guezguez, B..

4 recordsLinked to original sources

bioRxiv2025

SpliceUp: Predicting SF3B1 mutations in individual cells via aberrant splice site activation from scRNA-seq data

Myeloid neoplasms (MN) are clonal heterogeneous disorders initiated by somatic driver mutations in hematopoietic stem and progenitor cells (HSPCs). Among the most common are mutations in RNA splicing factors, which exert pleiotropic effects but are difficult to study due to altered hematopoietic differentiation and the inability to specifically isolate mutant HSPCs. Single-cell transcriptomics offers a powerful framework to dissect mutant cell states, yet direct genotyping is hampered by data sparsity and often requires costly, labor-intensive approaches. To overcome this limitation, we developed SpliceUp, a computational tool that identifies splice factor-mutant cells through their aberrant RNA splicing signatures. Applied to SF3B1-mutant samples, SpliceUp exploits cryptic 3 splice site usage and exon-skipping events to achieve more than a 7-fold increase in mutant cell detection from low-coverage 10x Genomics datasets. Differential expression analysis revealed cell typespecific programs, including MHC-II upregulation in SF3B1-mutated HSCs and enhanced RNA translation in SF3B1-mutated erythroid precursors.

bioinformatics↗

bioRxiv2024

DNMT/G9a Complex Inhibition Uncovers Epigenetic Vulnerabilities and Induces IFN-Response in Acute Myeloid Leukemia

Epigenetic dysregulation is a hallmark of Acute Myeloid Leukemia (AML), with mutations in DNA Methyltransferases (e.g., DNMT3A) being frequent and promising therapeutic targets. DNMTs form complexes with Histone Methyltransferases (HMTs), driving gene silencing loop via chromatin methylation crosstalk. However, potential connections between this DNMTs/HMTs cooperative activity and oncogenic requirements across the AML mutational spectrum remain poorly understood. Here, we demonstrate that AMLs carrying DNMT3A and Nucleophosmin (NPM1) mutations exhibit a specific epigenetic vulnerability toward a complex formed by DNMTs and G9a, a specific histone H3 Lysine 9 Methyltransferase (H3K9-HMT). Dual inhibition of DNMT/G9a restores differentiation, reduces tumor growth, and spares healthy progenitors compared to standard hypomethylating agents. Mechanistically, DNMT/G9a regulates NPM1 stability, inhibits HOXA9/MEIS1 activity, and triggers interferons (IFN) response via viral mimicry pathways by modulating hypermethylated retrotransposons. Collectively, our data unravel specific epigenetic vulnerabilities within the complex AML mutational landscape and provide a compelling rationale for the design of personalized epigenetic therapies with enhanced efficacy and safer clinical outcomes.

cancer biology↗

bioRxiv2024

Inflammatory Mesenchymal Stromal Cells and IFN-responsive T cells are key mediators of human bone marrow niche remodeling in CHIP and MDS

Somatic mutations in hematopoietic stem/progenitor cells (HSPCs) can lead to clonal hematopoiesis of indeterminate potential (CHIP), potentially progressing to myelodysplastic syndromes (MDS). Here, we investigated how CHIP and MDS remodel the human bone marrow (BM) niche relative to healthy elderly donors, using single cell and anatomical analyses in a large BM cohort. We found distinct inflammatory remodeling of the BM in CHIP and MDS. Furthermore, the stromal compartment progressively lost its HSPC-supportive adipogenic CXCL12-abundant reticular cells while an inflammatory mesenchymal stroma cell (iMSCs) population emerged in CHIP, which expanded in MDS. iMSCs exhibited distinct functional signatures in CHIP and MDS, retaining residual HSPC-support and angiogenic activity in MDS, corresponding with an increase in microvasculature in the MDS niche. Additionally, an IFN-responsive T cell population was linked to fueling inflammation in the stroma. Overall, these findings open new avenues for early intervention in hematological malignancies.

molecular biology↗

bioRxiv2022

Acute resistance to BET inhibitors remodels compensatory transcriptional programs via p300 co-activation

Initial clinical trials with drugs targeting epigenetic modulators - such as bromodomain and extraterminal (BET) inhibitors - demonstrate modest results in acute myeloid leukemia (AML). The main reason for this involves an increased transcriptional plasticity within AML, which allows cells to escape the therapeutic pressure. To study mechanisms of resistance, we investigated immediate epigenetic and transcriptional responses following BET inhibition, and could demonstrate that BET inhibitor-mediated release of BRD4 from chromatin is accompanied by an acute compensatory feedback loop that attenuates inhibition, or even increases expression, of specific transcriptional modules. This adaptation is most marked at key AML maintenance genes and is mediated by p300, suggesting a rational therapeutic opportunity by combining BET- and p300- inhibition. p300 activity is required during all steps of adaptation. However, the transcriptional programs that p300 regulates to induce resistance to BETi differ between AML subtypes. Remarkably, in some AMLs, p300 regulates a series of transitional transcriptional patterns that allow homeostatic adjustments during earlier stages of resistance to BET-inhibitors. In consequence, p300 remains crucial throughout all stages of resistance in sensitive AML-subtypes, although its importance declines following the development of chronic resistance to BET inhibitors in some other AMLs. Altogether, our study elucidates the mechanisms that underlie an "acute" state of resistance to BET inhibition, achieved through p300 activity, and how these mechanisms remodel to become "chronic". Importantly, however, our data also suggest that a sequential treatment with BET- and p300 inhibition may prevent resistance development, thereby improving outcomes. Key pointsO_LIA mechanistic feedback to p300 enables acute tolerance to BET inhibition. C_LIO_LIp300 regulates transcriptional networks that lead to chronic resistance to BET inhibition. C_LIO_LISequential BET-, followed by p300-inhibition, is synthetically lethal in AML, and is optimally deployed during earlier stages of resistance to BET inhibitors. C_LI

cancer biology↗