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1.
Mol Cell ; 84(12): 2382-2396.e9, 2024 Jun 20.
Article in English | MEDLINE | ID: mdl-38906116

ABSTRACT

The construction of synthetic gene circuits requires the rational combination of multiple regulatory components, but predicting their behavior can be challenging due to poorly understood component interactions and unexpected emergent behaviors. In eukaryotes, chromatin regulators (CRs) are essential regulatory components that orchestrate gene expression. Here, we develop a screening platform to investigate the impact of CR pairs on transcriptional activity in yeast. We construct a combinatorial library consisting of over 1,900 CR pairs and use a high-throughput workflow to characterize the impact of CR co-recruitment on gene expression. We recapitulate known interactions and discover several instances of CR pairs with emergent behaviors. We also demonstrate that supervised machine learning models trained with low-dimensional amino acid embeddings accurately predict the impact of CR co-recruitment on transcriptional activity. This work introduces a scalable platform and machine learning approach that can be used to study how networks of regulatory components impact gene expression.


Subject(s)
Chromatin , Gene Expression Regulation, Fungal , Gene Regulatory Networks , Saccharomyces cerevisiae , Synthetic Biology , Transcription, Genetic , Chromatin/metabolism , Chromatin/genetics , Synthetic Biology/methods , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae/metabolism , High-Throughput Screening Assays/methods , Saccharomyces cerevisiae Proteins/genetics , Saccharomyces cerevisiae Proteins/metabolism , Supervised Machine Learning , Chromatin Assembly and Disassembly , Transcription Factors/metabolism , Transcription Factors/genetics
2.
Mol Syst Biol ; 19(6): e11398, 2023 06 12.
Article in English | MEDLINE | ID: mdl-36970845

ABSTRACT

In bacteria, natural transposon mobilization can drive adaptive genomic rearrangements. Here, we build on this capability and develop an inducible, self-propagating transposon platform for continuous genome-wide mutagenesis and the dynamic rewiring of gene networks in bacteria. We first use the platform to study the impact of transposon functionalization on the evolution of parallel Escherichia coli populations toward diverse carbon source utilization and antibiotic resistance phenotypes. We then develop a modular, combinatorial assembly pipeline for the functionalization of transposons with synthetic or endogenous gene regulatory elements (e.g., inducible promoters) as well as DNA barcodes. We compare parallel evolutions across alternating carbon sources and demonstrate the emergence of inducible, multigenic phenotypes and the ease with which barcoded transposons can be tracked longitudinally to identify the causative rewiring of gene networks. This work establishes a synthetic transposon platform that can be used to optimize strains for industrial and therapeutic applications, for example, by rewiring gene networks to improve growth on diverse feedstocks, as well as help address fundamental questions about the dynamic processes that have sculpted extant gene networks.


Subject(s)
DNA Transposable Elements , Genomics , Mutagenesis, Insertional/genetics , DNA Transposable Elements/genetics , Phenotype , Gene Regulatory Networks
3.
Nat Biotechnol ; 40(4): 539-545, 2022 04.
Article in English | MEDLINE | ID: mdl-34711989

ABSTRACT

The ability to control translation of endogenous or exogenous RNAs in eukaryotic cells would facilitate a variety of biotechnological applications. Current strategies are limited by low fold changes in transgene output and the size of trigger RNAs (trRNAs). Here we introduce eukaryotic toehold switches (eToeholds) as modular riboregulators. eToeholds contain internal ribosome entry site sequences and form inhibitory loops in the absence of a specific trRNA. When the trRNA is present, eToeholds anneal to it, disrupting the inhibitory loops and allowing translation. Through optimization of RNA annealing, we achieved up to 16-fold induction of transgene expression in mammalian cells. We demonstrate that eToeholds can discriminate among viral infection status, presence or absence of gene expression and cell types based on the presence of exogenous or endogenous RNA transcripts.


Subject(s)
Protein Biosynthesis , RNA , Animals , Mammals/genetics , Protein Biosynthesis/genetics , RNA, Viral/genetics
4.
Annu Rev Biochem ; 90: 221-244, 2021 06 20.
Article in English | MEDLINE | ID: mdl-33784178

ABSTRACT

In 1961, Jacob and Monod proposed the operon model of gene regulation. At the model's core was the modular assembly of regulators, operators, and structural genes. To illustrate the composability of these elements, Jacob and Monod linked phenotypic diversity to the architectures of regulatory circuits. In this review, we examine how the circuit blueprints imagined by Jacob and Monod laid the foundation for the first synthetic gene networks that launched the field of synthetic biology in 2000. We discuss the influences of the operon model and its broader theoretical framework on the first generation of synthetic biological circuits, which were predominantly transcriptional and posttranscriptional circuits. We also describe how recent advances in molecular biology beyond the operon model-namely, programmable DNA- and RNA-binding molecules as well as models of epigenetic and posttranslational regulation-are expanding the synthetic biology toolkit and enabling the design of more complex biological circuits.


Subject(s)
Epigenomics/methods , Operon , Proteins/genetics , Synthetic Biology/methods , CRISPR-Cas Systems , Feedback, Physiological , Gene Expression Regulation , Molecular Biology/methods , Proteins/metabolism , RNA, Messenger/genetics , Transcription, Genetic
5.
Nat Protoc ; 15(9): 3030-3063, 2020 09.
Article in English | MEDLINE | ID: mdl-32807909

ABSTRACT

Materials that sense and respond to biological signals in their environment have a broad range of potential applications in drug delivery, medical devices and diagnostics. Nucleic acids are important biological cues that encode information about organismal identity and clinically relevant phenotypes such as drug resistance. We recently developed a strategy to design nucleic acid-responsive materials using the CRISPR-associated nuclease Cas12a as a user-programmable sensor and material actuator. This approach improves on the sensitivity of current DNA-responsive materials while enabling their rapid repurposing toward new sequence targets. Here, we provide a comprehensive resource for the design, synthesis and actuation of CRISPR-responsive hydrogels. First, we provide guidelines for the synthesis of Cas12a guide RNAs (gRNAs) for in vitro applications. We then outline methods for the synthesis of both polyethylene glycol-DNA (PEG-DNA) and polyacrylamide-DNA (PA-DNA) hydrogels, as well as their controlled degradation using Cas12a for the release of cargos, including small molecules, enzymes, nanoparticles and living cells within hours. Finally, we detail the design and assembly of microfluidic paper-based devices that use Cas12a-sensitive hydrogels to convert DNA inputs into a variety of visual and electronic readouts for use in diagnostics. Following the initial validation of the gRNA and Cas12a components (1 d), the synthesis and testing of either PEG-DNA or PA-DNA hydrogels require 3-4 d of laboratory time. Optional extensions, including the release of primary human cells or the design of the paper-based diagnostic, require an additional 2-3 d each.


Subject(s)
Clustered Regularly Interspaced Short Palindromic Repeats/genetics , Diagnostic Techniques and Procedures , Drug Delivery Systems/methods , Drug Liberation , Smart Materials/chemistry , Acrylic Resins/chemistry , Bacterial Proteins/metabolism , Base Sequence , CRISPR-Associated Proteins/metabolism , DNA/chemistry , DNA/genetics , Endodeoxyribonucleases/metabolism , Humans , K562 Cells , Polyethylene Glycols/chemistry , RNA, Guide, Kinetoplastida/genetics
6.
Science ; 365(6455): 780-785, 2019 08 23.
Article in English | MEDLINE | ID: mdl-31439791

ABSTRACT

Stimuli-responsive materials activated by biological signals play an increasingly important role in biotechnology applications. We exploit the programmability of CRISPR-associated nucleases to actuate hydrogels containing DNA as a structural element or as an anchor for pendant groups. After activation by guide RNA-defined inputs, Cas12a cleaves DNA in the gels, thereby converting biological information into changes in material properties. We report four applications: (i) branched poly(ethylene glycol) hydrogels releasing DNA-anchored compounds, (ii) degradable polyacrylamide-DNA hydrogels encapsulating nanoparticles and live cells, (iii) conductive carbon-black-DNA hydrogels acting as degradable electrical fuses, and (iv) a polyacrylamide-DNA hydrogel operating as a fluidic valve with an electrical readout for remote signaling. These materials allow for a range of in vitro applications in tissue engineering, bioelectronics, and diagnostics.


Subject(s)
Bacterial Proteins/chemistry , Biocompatible Materials/chemistry , Biosensing Techniques , CRISPR-Associated Proteins/chemistry , DNA/chemistry , Endodeoxyribonucleases/chemistry , Hydrogels/chemistry , Pathology, Molecular , Tissue Engineering , Acrylic Resins/chemistry , Cells/chemistry , Cross-Linking Reagents/chemistry , DNA Cleavage , DNA, Single-Stranded/chemistry , Lab-On-A-Chip Devices , Nanoparticles/chemistry , Permeability , Polyethylene Glycols/chemistry
7.
Angew Chem Int Ed Engl ; 57(38): 12385-12389, 2018 09 17.
Article in English | MEDLINE | ID: mdl-30089191

ABSTRACT

Making cells magnetic is a long-standing goal of chemical biology, aiming to enable the separation of cells from complex biological samples and their visualization in vivo using magnetic resonance imaging (MRI). Previous efforts towards this goal, focused on engineering cells to biomineralize superparamagnetic or ferromagnetic iron oxides, have been largely unsuccessful due to the stringent required chemical conditions. Here, we introduce an alternative approach to making cells magnetic, focused on biochemically maximizing cellular paramagnetism. We show that a novel genetic construct combining the functions of ferroxidation and iron chelation enables engineered bacterial cells to accumulate iron in "ultraparamagnetic" macromolecular complexes, allowing these cells to be trapped with magnetic fields and imaged with MRI in vitro and in vivo. We characterize the properties of these cells and complexes using magnetometry, nuclear magnetic resonance, biochemical assays, and computational modeling to elucidate the unique mechanisms and capabilities of this paramagnetic concept.


Subject(s)
Chelating Agents/chemistry , Ferric Compounds/chemistry , Magnetics , Animals , Cation Transport Proteins/genetics , Ceruloplasmin/genetics , Escherichia coli/metabolism , Escherichia coli Proteins/genetics , Magnetic Resonance Imaging , Mice , Mice, Inbred BALB C , Oxidation-Reduction , Peptides/genetics , Plasmids/genetics , Plasmids/metabolism
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