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2.
Nat Commun ; 15(1): 4325, 2024 May 21.
Article in English | MEDLINE | ID: mdl-38773071

ABSTRACT

Hematopoietic stem cell (HSC) mutations can result in clonal hematopoiesis (CH) with heterogeneous clinical outcomes. Here, we investigate how the cell state preceding Tet2 mutation impacts the pre-malignant phenotype. Using an inducible system for clonal analysis of myeloid progenitors, we find that the epigenetic features of clones at similar differentiation status are highly heterogeneous and functionally respond differently to Tet2 mutation. Cell differentiation stage also influences Tet2 mutation response indicating that the cell of origin's epigenome modulates clone-specific behaviors in CH. Molecular features associated with higher risk outcomes include Sox4 that sensitizes cells to Tet2 inactivation, inducing dedifferentiation, altered metabolism and increasing the in vivo clonal output of mutant cells, as confirmed in primary GMP and HSC models. Our findings validate the hypothesis that epigenetic features can predispose specific clones for dominance, explaining why identical genetic mutations can result in different phenotypes.


Subject(s)
DNA-Binding Proteins , Dioxygenases , Epigenesis, Genetic , Hematopoietic Stem Cells , Mutation , Proto-Oncogene Proteins , Dioxygenases/genetics , DNA-Binding Proteins/genetics , DNA-Binding Proteins/metabolism , Animals , Hematopoietic Stem Cells/metabolism , Hematopoietic Stem Cells/cytology , Proto-Oncogene Proteins/genetics , Proto-Oncogene Proteins/metabolism , Humans , Hematopoiesis/genetics , Mice , Cell Differentiation/genetics
3.
bioRxiv ; 2023 Mar 29.
Article in English | MEDLINE | ID: mdl-37034577

ABSTRACT

Cis-regulatory elements control gene expression and are dynamic in their structure, reflecting changes to the composition of diverse effector proteins over time1-3. Here we sought to connect the structural changes at cis-regulatory elements to alterations in cellular fate and function. To do this we developed PRINT, a computational method that uses deep learning to correct sequence bias in chromatin accessibility data and identifies multi-scale footprints of DNA-protein interactions. We find that multi-scale footprints enable more accurate inference of TF and nucleosome binding. Using PRINT with single-cell multi-omics, we discover wide-spread changes to the structure and function of candidate cis-regulatory elements (cCREs) across hematopoiesis, wherein nucleosomes slide, expose DNA for TF binding, and promote gene expression. Activity segmentation using the co-variance across cell states identifies "sub-cCREs" as modular cCRE subunits of regulatory DNA. We apply this single-cell and PRINT approach to characterize the age-associated alterations to cCREs within hematopoietic stem cells (HSCs). Remarkably, we find a spectrum of aging alterations among HSCs corresponding to a global gain of sub-cCRE activity while preserving cCRE accessibility. Collectively, we reveal the functional importance of cCRE structure across cell states, highlighting changes to gene regulation at single-cell and single-base-pair resolution.

4.
Cell ; 186(1): 209-229.e26, 2023 01 05.
Article in English | MEDLINE | ID: mdl-36608654

ABSTRACT

Transcription factors (TFs) regulate gene programs, thereby controlling diverse cellular processes and cell states. To comprehensively understand TFs and the programs they control, we created a barcoded library of all annotated human TF splice isoforms (>3,500) and applied it to build a TF Atlas charting expression profiles of human embryonic stem cells (hESCs) overexpressing each TF at single-cell resolution. We mapped TF-induced expression profiles to reference cell types and validated candidate TFs for generation of diverse cell types, spanning all three germ layers and trophoblasts. Targeted screens with subsets of the library allowed us to create a tailored cellular disease model and integrate mRNA expression and chromatin accessibility data to identify downstream regulators. Finally, we characterized the effects of combinatorial TF overexpression by developing and validating a strategy for predicting combinations of TFs that produce target expression profiles matching reference cell types to accelerate cellular engineering efforts.


Subject(s)
Cell Differentiation , Transcription Factors , Humans , Chromatin , Gene Expression Regulation , Human Embryonic Stem Cells/metabolism , Transcription Factors/metabolism , Atlases as Topic
5.
Cell ; 183(4): 1103-1116.e20, 2020 11 12.
Article in English | MEDLINE | ID: mdl-33098772

ABSTRACT

Cell differentiation and function are regulated across multiple layers of gene regulation, including modulation of gene expression by changes in chromatin accessibility. However, differentiation is an asynchronous process precluding a temporal understanding of regulatory events leading to cell fate commitment. Here we developed simultaneous high-throughput ATAC and RNA expression with sequencing (SHARE-seq), a highly scalable approach for measurement of chromatin accessibility and gene expression in the same single cell, applicable to different tissues. Using 34,774 joint profiles from mouse skin, we develop a computational strategy to identify cis-regulatory interactions and define domains of regulatory chromatin (DORCs) that significantly overlap with super-enhancers. During lineage commitment, chromatin accessibility at DORCs precedes gene expression, suggesting that changes in chromatin accessibility may prime cells for lineage commitment. We computationally infer chromatin potential as a quantitative measure of chromatin lineage-priming and use it to predict cell fate outcomes. SHARE-seq is an extensible platform to study regulatory circuitry across diverse cells in tissues.


Subject(s)
Chromatin/metabolism , Gene Expression Profiling , RNA/genetics , Single-Cell Analysis , Animals , Cell Differentiation/genetics , Cell Line , Cell Lineage/genetics , Enhancer Elements, Genetic/genetics , Female , Gene Expression Regulation , Histones/metabolism , Mice, Inbred C57BL , Protein Processing, Post-Translational , RNA/metabolism
6.
Adv Ther (Weinh) ; 2(10)2019 Oct.
Article in English | MEDLINE | ID: mdl-34095457

ABSTRACT

Macrophages are key effectors of host defense and metabolism, making them promising targets for transient genetic therapy. Gene editing through delivery of the Cas9-ribonucleoprotein (RNP) provides multiple advantages over gene delivery-based strategies for introducing CRISPR machinery to the cell. There are, however, significant physiological, cellular, and intracellular barriers to the effective delivery of the Cas9 protein and guide RNA (sgRNA) that have to date, restricted in vivo Cas9 protein-based approaches to local/topical delivery applications. Herein we describe a new nanoassembled platform featuring co-engineered nanoparticles and Cas9 protein that has been developed to provide efficient Cas9-sgRNA delivery and concomitant CRISPR editing through systemic tail-vein injection into mice, achieving >8% gene editing efficiency in macrophages of the liver and spleen.

7.
Nat Biotechnol ; 36(9): 843-846, 2018 10.
Article in English | MEDLINE | ID: mdl-29813047

ABSTRACT

Base editors enable targeted single-nucleotide conversions in genomic DNA. Here we show that expression levels are a bottleneck in base-editing efficiency. We optimize cytidine (BE4) and adenine (ABE7.10) base editors by modification of nuclear localization signals (NLS) and codon usage, and ancestral reconstruction of the deaminase component. The resulting BE4max, AncBE4max, and ABEmax editors correct pathogenic SNPs with substantially increased efficiency in a variety of mammalian cell types.


Subject(s)
Adenine/metabolism , Cytidine/genetics , DNA/genetics , CRISPR-Cas Systems , Codon , Gene Editing , HEK293 Cells , Humans
8.
ACS Nano ; 11(6): 6416-6421, 2017 06 27.
Article in English | MEDLINE | ID: mdl-28614657

ABSTRACT

Endosomal entrapment is a key hurdle for most intracellular protein-based therapeutic strategies. We report a general strategy for efficient delivery of proteins to the cytosol through co-engineering of proteins and nanoparticle vehicles. The proteins feature an oligo(glutamate) sequence (E-tag) that binds arginine-functionalized gold nanoparticles, generating hierarchical spherical nanoassemblies. These assemblies fuse with cell membranes, releasing the E-tagged protein directly into the cytosol. Five different proteins with diverse charges, sizes, and functions were effectively delivered into cells, demonstrating the generality of our method. Significantly, the engineered proteins retained activity after cytosolic delivery, as demonstrated through the delivery of active Cre recombinase, and granzyme A to kill cancer cells.


Subject(s)
Cytosol/metabolism , Metal Nanoparticles/chemistry , Nanoconjugates/chemistry , Protein Engineering/methods , Proteins/chemistry , Animals , Cell Line , Cell Membrane/metabolism , Gold/chemistry , Humans , Membrane Fusion , Mice , Particle Size , Proteins/metabolism
9.
ACS Nano ; 11(3): 2452-2458, 2017 03 28.
Article in English | MEDLINE | ID: mdl-28129503

ABSTRACT

Genome editing through the delivery of CRISPR/Cas9-ribonucleoprotein (Cas9-RNP) reduces unwanted gene targeting and avoids integrational mutagenesis that can occur through gene delivery strategies. Direct and efficient delivery of Cas9-RNP into the cytosol followed by translocation to the nucleus remains a challenge. Here, we report a remarkably highly efficient (∼90%) direct cytoplasmic/nuclear delivery of Cas9 protein complexed with a guide RNA (sgRNA) through the coengineering of Cas9 protein and carrier nanoparticles. This construct provides effective (∼30%) gene editing efficiency and opens up opportunities in studying genome dynamics.


Subject(s)
CRISPR-Cas Systems/genetics , Cytosol/metabolism , Gene Editing , Gene Transfer Techniques , Ribonucleoproteins/genetics , Cytosol/chemistry , Protein Engineering , Ribonucleoproteins/chemistry
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