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1.
Science ; 381(6664): eadd1250, 2023 09 22.
Article in English | MEDLINE | ID: mdl-37733848

ABSTRACT

Short tandem repeats (STRs) are enriched in eukaryotic cis-regulatory elements and alter gene expression, yet how they regulate transcription remains unknown. We found that STRs modulate transcription factor (TF)-DNA affinities and apparent on-rates by about 70-fold by directly binding TF DNA-binding domains, with energetic impacts exceeding many consensus motif mutations. STRs maximize the number of weakly preferred microstates near target sites, thereby increasing TF density, with impacts well predicted by statistical mechanics. Confirming that STRs also affect TF binding in cells, neural networks trained only on in vivo occupancies predicted effects identical to those observed in vitro. Approximately 90% of TFs preferentially bound STRs that need not resemble known motifs, providing a cis-regulatory mechanism to target TFs to genomic sites.


Subject(s)
Gene Expression Regulation , Microsatellite Repeats , Transcription Factors , Eukaryotic Cells , Transcription Factors/chemistry , Transcription Factors/genetics , Protein Binding , Humans , Animals , Saccharomyces cerevisiae , Protein Domains , Protein Conformation
2.
Nature ; 616(7956): 365-372, 2023 04.
Article in English | MEDLINE | ID: mdl-37020022

ABSTRACT

Human gene expression is regulated by more than 2,000 transcription factors and chromatin regulators1,2. Effector domains within these proteins can activate or repress transcription. However, for many of these regulators we do not know what type of effector domains they contain, their location in the protein, their activation and repression strengths, and the sequences that are necessary for their functions. Here, we systematically measure the effector activity of more than 100,000 protein fragments tiling across most chromatin regulators and transcription factors in human cells (2,047 proteins). By testing the effect they have when recruited at reporter genes, we annotate 374 activation domains and 715 repression domains, roughly 80% of which are new and have not been previously annotated3-5. Rational mutagenesis and deletion scans across all the effector domains reveal aromatic and/or leucine residues interspersed with acidic, proline, serine and/or glutamine residues are necessary for activation domain activity. Furthermore, most repression domain sequences contain sites for small ubiquitin-like modifier (SUMO)ylation, short interaction motifs for recruiting corepressors or are structured binding domains for recruiting other repressive proteins. We discover bifunctional domains that can both activate and repress, some of which dynamically split a cell population into high- and low-expression subpopulations. Our systematic annotation and characterization of effector domains provide a rich resource for understanding the function of human transcription factors and chromatin regulators, engineering compact tools for controlling gene expression and refining predictive models of effector domain function.


Subject(s)
Gene Expression Regulation , Mutagenesis , Protein Domains , Transcription Factors , Transcription, Genetic , Humans , Chromatin/genetics , Chromatin/metabolism , Genes, Reporter/genetics , Transcription Factors/chemistry , Transcription Factors/genetics , Transcription Factors/metabolism , Protein Domains/genetics , Repressor Proteins/chemistry , Repressor Proteins/genetics , Repressor Proteins/metabolism , Sumoylation
3.
Cell ; 183(7): 2020-2035.e16, 2020 12 23.
Article in English | MEDLINE | ID: mdl-33326746

ABSTRACT

Thousands of proteins localize to the nucleus; however, it remains unclear which contain transcriptional effectors. Here, we develop HT-recruit, a pooled assay where protein libraries are recruited to a reporter, and their transcriptional effects are measured by sequencing. Using this approach, we measure gene silencing and activation for thousands of domains. We find a relationship between repressor function and evolutionary age for the KRAB domains, discover that Homeodomain repressor strength is collinear with Hox genetic organization, and identify activities for several domains of unknown function. Deep mutational scanning of the CRISPRi KRAB maps the co-repressor binding surface and identifies substitutions that improve stability/silencing. By tiling 238 proteins, we find repressors as short as ten amino acids. Finally, we report new activator domains, including a divergent KRAB. These results provide a resource of 600 human proteins containing effectors and demonstrate a scalable strategy for assigning functions to protein domains.


Subject(s)
High-Throughput Screening Assays , Transcription Factors/metabolism , Amino Acid Sequence , CRISPR-Cas Systems/genetics , Female , Gene Silencing , Genes, Reporter , HEK293 Cells , Homeodomain Proteins/genetics , Homeodomain Proteins/metabolism , Humans , K562 Cells , Lentivirus/physiology , Molecular Sequence Annotation , Mutation/genetics , Nuclear Proteins/metabolism , Promoter Regions, Genetic/genetics , Protein Domains , Repressor Proteins/chemistry , Repressor Proteins/metabolism , Reproducibility of Results , Transcription, Genetic , Zinc Fingers
4.
Sci Adv ; 6(43)2020 10.
Article in English | MEDLINE | ID: mdl-33097540

ABSTRACT

Unraveling the genetic and epigenetic determinants of phenotypes is critical for understanding and re-engineering biology and would benefit from improved methods to separate cells based on phenotypes. Here, we report SPOTlight, a versatile high-throughput technique to isolate individual yeast or human cells with unique spatiotemporal profiles from heterogeneous populations. SPOTlight relies on imaging visual phenotypes by microscopy, precise optical tagging of single target cells, and retrieval of tagged cells by fluorescence-activated cell sorting. To illustrate SPOTlight's ability to screen cells based on temporal properties, we chose to develop a photostable yellow fluorescent protein for extended imaging experiments. We screened 3 million cells expressing mutagenesis libraries and identified a bright new variant, mGold, that is the most photostable yellow fluorescent protein reported to date. We anticipate that the versatility of SPOTlight will facilitate its deployment to decipher the rules of life, understand diseases, and engineer new molecules and cells.

5.
Anal Chem ; 92(19): 13262-13270, 2020 10 06.
Article in English | MEDLINE | ID: mdl-32900183

ABSTRACT

In the past five years, droplet microfluidic techniques have unlocked new opportunities for the high-throughput genome-wide analysis of single cells, transforming our understanding of cellular diversity and function. However, the field lacks an accessible method to screen and sort droplets based on cellular phenotype upstream of genetic analysis, particularly for large and complex cells. To meet this need, we developed Dropception, a robust, easy-to-use workflow for precise single-cell encapsulation into picoliter-scale double emulsion droplets compatible with high-throughput screening via fluorescence-activated cell sorting (FACS). We demonstrate the capabilities of this method by encapsulating five standardized mammalian cell lines of varying sizes and morphologies as well as a heterogeneous cell mixture of a whole dissociated flatworm (5-25 µm in diameter) within highly monodisperse double emulsions (35 µm in diameter). We optimize for preferential encapsulation of single cells with extremely low multiple-cell loading events (<2% of cell-containing droplets), thereby allowing direct linkage of cellular phenotype to genotype. Across all cell lines, cell loading efficiency approaches the theoretical limit with no observable bias by cell size. FACS measurements reveal the ability to discriminate empty droplets from those containing cells with good agreement to single-cell occupancies quantified via microscopy, establishing robust droplet screening at single-cell resolution. High-throughput FACS screening of cellular picoreactors has the potential to shift the landscape of single-cell droplet microfluidics by expanding the repertoire of current nucleic acid droplet assays to include functional phenotyping.


Subject(s)
Flow Cytometry , High-Throughput Screening Assays , Microfluidic Analytical Techniques , Single-Cell Analysis , Animals , Cell Encapsulation , Cell Line , Mice , Particle Size , Phenotype , Surface Properties
6.
Mol Ther ; 26(9): 2231-2242, 2018 09 05.
Article in English | MEDLINE | ID: mdl-30166241

ABSTRACT

Mutations of the DYSF gene leading to reduced dysferlin protein level causes limb girdle muscular dystrophy type 2B (LGMD2B). Dysferlin facilitates sarcolemmal membrane repair in healthy myofibers, thus its deficit compromises myofiber repair and leads to chronic muscle inflammation. An experimental therapeutic approach for LGMD2B is to protect damage or improve repair of myofiber sarcolemma. Here, we compared the effects of prednisolone and vamorolone (a dissociative steroid; VBP15) on dysferlin-deficient myofiber repair. Vamorolone, but not prednisolone, stabilized dysferlin-deficient muscle cell membrane and improved repair of dysferlin-deficient mouse (B6A/J) myofibers injured by focal sarcolemmal damage, eccentric contraction-induced injury or injury due to spontaneous in vivo activity. Vamorolone decreased sarcolemmal lipid mobility, increased muscle strength, and decreased late-stage myofiber loss due to adipogenic infiltration. In contrast, the conventional glucocorticoid prednisolone failed to stabilize dysferlin deficient muscle cell membrane or improve repair of dysferlinopathic patient myoblasts and mouse myofibers. Instead, prednisolone treatment increased muscle weakness and myofiber atrophy in B6A/J mice-findings that correlate with reports of prednisolone worsening symptoms of LGMD2B patients. Our findings showing improved cellular and pre-clinical efficacy of vamorolone compared to prednisolone and better safety profile of vamorolone indicates the suitability of vamorolone for clinical trials in LGMD2B.


Subject(s)
Dysferlin/deficiency , Muscular Dystrophies/drug therapy , Steroids/therapeutic use , Adolescent , Animals , Cells, Cultured , Dysferlin/metabolism , Humans , Male , Mice , Myoblasts/drug effects , Myoblasts/metabolism , Prednisolone/therapeutic use , Pregnadienediols/therapeutic use
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