Publications by authors named "Jorge D Martin-Rufino"

Most phenotype-associated genetic variants map to non-coding regulatory regions of the human genome. Moreover, variants associated with blood cell phenotypes are enriched in regulatory regions active during hematopoiesis. To systematically explore the nature of these regions, we developed a highly efficient strategy, Perturb-multiome, that makes it possible to simultaneously profile both chromatin accessibility and gene expression in single cells with CRISPR-mediated perturbation of a range of master transcription factors (TFs).

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Transcription is the primary regulatory step in gene expression. Divergent transcription initiation from promoters and enhancers produces stable RNAs from genes and unstable RNAs from enhancers. Nascent RNA capture and sequencing assays simultaneously measure gene and enhancer activity in cell populations.

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The human blood system is maintained through the differentiation and massive amplification of a limited number of long-lived haematopoietic stem cells (HSCs). Perturbations to this process underlie diverse diseases, but the clonal contributions to human haematopoiesis and how this changes with age remain incompletely understood. Although recent insights have emerged from barcoding studies in model systems, simultaneous detection of cell states and phylogenies from natural barcodes in humans remains challenging.

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Article Synopsis
  • Transcription is a key regulatory step in gene expression that involves the production of RNAs from both genes and enhancers, with various stability levels among them.
  • The study introduces scGRO-seq, a new single-cell RNA sequencing method, which allows researchers to analyze transcription activity at the single-cell level and understand gene-enhancer interactions better.
  • scGRO-seq reveals that transcription occurs in bursts, showing how closely related genes are co-transcribed and highlighting the influence of super-enhancers on transcription dynamics during the cell cycle.
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Systematic evaluation of the impact of genetic variants is critical for the study and treatment of human physiology and disease. While specific mutations can be introduced by genome engineering, we still lack scalable approaches that are applicable to the important setting of primary cells, such as blood and immune cells. Here, we describe the development of massively parallel base-editing screens in human hematopoietic stem and progenitor cells.

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Regulatory relationships between transcription factors (TFs) and their target genes lie at the heart of cellular identity and function; however, uncovering these relationships is often labor-intensive and requires perturbations. Here, we propose a principled framework to systematically infer gene regulation for all TFs simultaneously in cells at steady state by leveraging the intrinsic variation in the transcriptional abundance across single cells. Through modeling and simulations, we characterize how transcriptional bursts of a TF gene are propagated to its target genes, including the expected ranges of time delay and magnitude of maximum covariation.

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Article Synopsis
  • Single-cell RNA sequencing (scRNA-seq) combined with RNA velocity and metabolic labeling provides detailed insights into how cells change states and transition over time.
  • The dynamo framework is introduced as a tool that enhances the analysis of scRNA-seq data by inferring RNA velocity, predicting cell fates, and identifying key regulatory mechanisms using advanced mathematical techniques.
  • Dynamically demonstrating its effectiveness, dynamo helps uncover the processes behind platelet cell formation and predicts how changes in gene activity can influence cell fates, marking a significant advancement in understanding cell state transitions.
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Article Synopsis
  • * Recent findings emphasize the importance of single-cell lineage tracing and functional validation to identify transcriptionally distinct hematopoietic stem and progenitor subpopulations, aiding in the isolation of functionally distinct cells.
  • * Understanding the limitations of these genomic approaches, along with functional assays, is crucial for distinguishing between technical and biological variations in hematopoietic heterogeneity and for identifying unique gene expression states.
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The potent immunomodulatory activities displayed by mesenchymal stromal cells (MSCs) have motivated their application in hundreds of clinical trials to date. In some countries, they have subsequently been approved for the treatment of immune disorders such as Crohn's disease and graft-versus-host disease. Increasing evidence suggests that their main mechanism of action relies on paracrine signaling and extracellular vesicles.

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Thromboangiitis obliterans (TAO), also known as Buerger's Disease, is an occlusive vasculitis linked with high morbidity and amputation risk. To date, TAO is deemed incurable due to the lack of a definitive treatment. The immune system and inflammation are proposed to play a central role in TAO pathogenesis.

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