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1.
Proc Natl Acad Sci U S A ; 120(30): e2220358120, 2023 07 25.
Article in English | MEDLINE | ID: mdl-37463216

ABSTRACT

Dynamic, multi-input gene regulatory networks (GRNs) are ubiquitous in nature. Multilayer CRISPR-based genetic circuits hold great promise for building GRNs akin to those found in naturally occurring biological systems. We develop an approach for creating high-performing activatable promoters that can be assembled into deep, wide, and multi-input CRISPR-activation and -interference (CRISPRa/i) GRNs. By integrating sequence-based design and in vivo screening, we engineer activatable promoters that achieve up to 1,000-fold dynamic range in an Escherichia coli-based cell-free system. These components enable CRISPRa GRNs that are six layers deep and four branches wide. We show the generalizability of the promoter engineering workflow by improving the dynamic range of the light-dependent EL222 optogenetic system from 6-fold to 34-fold. Additionally, high dynamic range promoters enable CRISPRa systems mediated by small molecules and protein-protein interactions. We apply these tools to build input-responsive CRISPRa/i GRNs, including feedback loops, logic gates, multilayer cascades, and dynamic pulse modulators. Our work provides a generalizable approach for the design of high dynamic range activatable promoters and enables classes of gene regulatory functions in cell-free systems.


Subject(s)
Escherichia coli Proteins , Escherichia coli , Promoter Regions, Genetic/genetics , Escherichia coli/genetics , Escherichia coli Proteins/genetics , Gene Regulatory Networks , CRISPR-Cas Systems/genetics
2.
Mater Today Bio ; 20: 100677, 2023 Jun.
Article in English | MEDLINE | ID: mdl-37273790

ABSTRACT

Engineered living materials (ELMs) fabricated by encapsulating microbes in hydrogels have great potential as bioreactors for sustained bioproduction. While long-term metabolic activity has been demonstrated in these systems, the capacity and dynamics of gene expression over time is not well understood. Thus, we investigate the long-term gene expression dynamics in microbial ELMs constructed using different microbes and hydrogel matrices. Through direct gene expression measurements of engineered E. coli in F127-bisurethane methacrylate (F127-BUM) hydrogels, we show that inducible, input-responsive genetic programs in ELMs can be activated multiple times and maintained for multiple weeks. Interestingly, the encapsulated bacteria sustain inducible gene expression almost 10 times longer than free-floating, planktonic cells. These ELMs exhibit dynamic responsiveness to repeated induction cycles, with up to 97% of the initial gene expression capacity retained following a subsequent induction event. We demonstrate multi-week bioproduction cycling by implementing inducible CRISPR transcriptional activation (CRISPRa) programs that regulate the expression of enzymes in a pteridine biosynthesis pathway. ELMs fabricated from engineered S. cerevisiae in bovine serum albumin (BSA) - polyethylene glycol diacrylate (PEGDA) hydrogels were programmed to express two different proteins, each under the control of a different chemical inducer. We observed scheduled bioproduction switching between betaxanthin pigment molecules and proteinase A in S. cerevisiae ELMs over the course of 27 days under continuous cultivation. Overall, these results suggest that the capacity for long-term genetic expression may be a general property of microbial ELMs. This work establishes approaches for implementing dynamic, input-responsive genetic programs to tailor ELM functions for a wide range of advanced applications.

3.
Cell Syst ; 13(3): 215-229.e8, 2022 03 16.
Article in English | MEDLINE | ID: mdl-34800362

ABSTRACT

CRISPR-Cas transcriptional circuits hold great promise as platforms for engineering metabolic networks and information processing circuits. Historically, prokaryotic CRISPR control systems have been limited to CRISPRi. Creating approaches to integrate CRISPRa for transcriptional activation with existing CRISPRi-based systems would greatly expand CRISPR circuit design space. Here, we develop design principles for engineering prokaryotic CRISPRa/i genetic circuits with network topologies specified by guide RNAs. We demonstrate that multi-layer CRISPRa/i cascades and feedforward loops can operate through the regulated expression of guide RNAs in cell-free expression systems and E. coli. We show that CRISPRa/i circuits can program complex functions by designing type 1 incoherent feedforward loops acting as fold-change detectors and tunable pulse-generators. By investigating how component characteristics relate to network properties such as depth, width, and speed, this work establishes a framework for building scalable CRISPRa/i circuits as regulatory programs in cell-free expression systems and bacterial hosts. A record of this paper's transparent peer review process is included in the supplemental information.


Subject(s)
CRISPR-Cas Systems , Escherichia coli , Bacteria/genetics , CRISPR-Cas Systems/genetics , Escherichia coli/genetics , Escherichia coli/metabolism , Gene Regulatory Networks/genetics , RNA, Guide, Kinetoplastida/metabolism , Transcriptional Activation
4.
ACS Synth Biol ; 10(4): 670-681, 2021 04 16.
Article in English | MEDLINE | ID: mdl-33749249

ABSTRACT

Membrane proteins are present in a wide array of cellular processes from primary and secondary metabolite synthesis to electron transport and single carbon metabolism. A key barrier to applying membrane proteins industrially is their difficult functional production. Beyond expression, folding, and membrane insertion, membrane protein activity is influenced by the physicochemical properties of the associated membrane, making it difficult to achieve optimal membrane protein performance outside the endogenous host. In this review, we highlight recent work on production of membrane proteins in membrane augmented cell-free systems (CFSs) and applications thereof. CFSs lack membranes and can thus be augmented with user-specified, tunable, mimetic membranes to generate customized environments for production of functional membrane proteins of interest. Membrane augmented CFSs would enable the synthesis of more complex plant secondary metabolites, the growth and division of synthetic cells for drug delivery and cell therapeutic applications, as well as enable green energy applications including methane capture and artificial photosynthesis.


Subject(s)
Biotechnology/methods , Cell-Free System , Biological Products/metabolism , Liposomes/metabolism
5.
Nat Commun ; 11(1): 1618, 2020 04 01.
Article in English | MEDLINE | ID: mdl-32238808

ABSTRACT

In bacterial systems, CRISPR-Cas transcriptional activation (CRISPRa) has the potential to dramatically expand our ability to regulate gene expression, but we lack predictive rules for designing effective gRNA target sites. Here, we identify multiple features of bacterial promoters that impose stringent requirements on CRISPRa target sites. Notably, we observe narrow, 2-4 base windows of effective sites with a periodicity corresponding to one helical turn of DNA, spanning ~40 bases and centered ~80 bases upstream of the TSS. However, we also identify two features suggesting the potential for broad scope: CRISPRa is effective at a broad range of σ70-family promoters, and an expanded PAM dCas9 allows the activation of promoters that cannot be activated by S. pyogenes dCas9. These results provide a roadmap for future engineering efforts to further expand and generalize the scope of bacterial CRISPRa.


Subject(s)
Bacteria/genetics , Clustered Regularly Interspaced Short Palindromic Repeats , Gene Expression Regulation, Bacterial , CRISPR-Associated Proteins/genetics , CRISPR-Associated Proteins/metabolism , CRISPR-Cas Systems , Escherichia coli/genetics , Escherichia coli Proteins , Genes, Bacterial/genetics , Promoter Regions, Genetic , RNA, Guide, Kinetoplastida/genetics , Trans-Activators , Transcriptional Activation
6.
Nat Biotechnol ; 37(6): 651-656, 2019 06.
Article in English | MEDLINE | ID: mdl-31011178

ABSTRACT

Nanopore DNA sequencing is limited by low base-calling accuracy. Improved base-calling accuracy has so far relied on specialized base-calling algorithms, different nanopores and motor enzymes, or biochemical methods to re-read DNA molecules. Two primary error modes hamper sequencing accuracy: enzyme mis-steps and sequences with indistinguishable signals. We vary the driving voltage from 100 to 200 mV, with a frequency of 200 Hz, across a Mycobacterium smegmatis porin A (MspA) nanopore, thus changing how the DNA strand moves through the nanopore. A DNA helicase moves the DNA through the nanopore in discrete steps, and the variable voltage moves the DNA continuously between these steps. The electronic signal produced with variable voltage is used to overcome the primary error modes in base calling. We found that single-passage de novo base-calling accuracy of 62.7 ± 0.5% with a constant driving voltage improves to 79.3 ± 0.3% with a variable driving voltage. The variable-voltage sequencing mode is complementary to other methods to boost the accuracy of nanopore sequencing and could be incorporated into any enzyme-actuated nanopore sequencing device.


Subject(s)
DNA Helicases/genetics , DNA/genetics , Nanopores , Porins/genetics , Algorithms , DNA/isolation & purification , DNA Helicases/chemistry , Mycobacterium smegmatis/genetics , Porins/chemistry , Sequence Analysis, DNA/methods
7.
Proc Natl Acad Sci U S A ; 114(45): 11932-11937, 2017 11 07.
Article in English | MEDLINE | ID: mdl-29078357

ABSTRACT

Enzymes that operate on DNA or RNA perform the core functions of replication and expression in all of biology. To gain high-resolution access to the detailed mechanistic behavior of these enzymes, we developed single-molecule picometer-resolution nanopore tweezers (SPRNT), a single-molecule technique in which the motion of polynucleotides through an enzyme is measured by a nanopore. SPRNT reveals two mechanical substates of the ATP hydrolysis cycle of the superfamily 2 helicase Hel308 during translocation on single-stranded DNA (ssDNA). By analyzing these substates at millisecond resolution, we derive a detailed kinetic model for Hel308 translocation along ssDNA that sheds light on how superfamily 1 and 2 helicases turn ATP hydrolysis into motion along DNA. Surprisingly, we find that the DNA sequence within Hel308 affects the kinetics of helicase translocation.


Subject(s)
DNA Helicases/metabolism , DNA Replication/physiology , DNA, Single-Stranded/chemistry , Optical Tweezers , Adenosine Diphosphate/chemistry , Adenosine Triphosphate/chemistry , Humans , Kinetics , Single Molecule Imaging , Translocation, Genetic/physiology
8.
PLoS One ; 12(7): e0181599, 2017.
Article in English | MEDLINE | ID: mdl-28749972

ABSTRACT

Nanopore DNA sequencing is a promising single-molecule analysis technology. This technique relies on a DNA motor enzyme to control movement of DNA precisely through a nanopore. Specific experimental buffer conditions are required based on the preferred operating conditions of the DNA motor enzyme. While many DNA motor enzymes typically operate in salt concentrations under 100 mM, salt concentration simultaneously affects signal and noise magnitude as well as DNA capture rate in nanopore sequencing, limiting standard experimental conditions to salt concentrations greater than ~100 mM in order to maintain adequate resolution and experimental throughput. We evaluated the signal contribution from ions on both sides of the membrane (cis and trans) by varying cis and trans [KCl] independently during phi29 DNA Polymerase-controlled translocation of DNA through the biological porin MspA. Our studies reveal that during DNA translocation, the negatively charged DNA increases cation selectivity through MspA with the majority of current produced by the flow of K+ ions from trans to cis. Varying trans [K+] has dramatic effects on the signal magnitude, whereas changing cis [Cl-] produces only small effects. Good signal-to-noise can be maintained with cis [Cl-] as small as 20 mM, if the concentration of KCl on the trans side is kept high. These results demonstrate the potential of using salt-sensitive motor enzymes (helicases, polymerases, recombinases) in nanopore systems and offer a guide for selecting buffer conditions in future experiments to simultaneously optimize signal, throughput, and enzyme activity.


Subject(s)
Bacterial Proteins/chemistry , Porins/chemistry , Potassium/chemistry , Chlorides/chemistry , DNA, Single-Stranded/chemistry , Kinetics , Nanotechnology , Sequence Analysis, DNA
9.
PLoS One ; 10(11): e0143253, 2015.
Article in English | MEDLINE | ID: mdl-26588074

ABSTRACT

Malyshev et al. showed that the four-letter genetic code within a living organism could be expanded to include the unnatural DNA bases dNaM and d5SICS. However, verification and detection of these unnatural bases in DNA requires new sequencing techniques. Here we provide proof of concept detection of dNaM and d5SICS in DNA oligomers via nanopore sequencing using the nanopore MspA. We find that both phi29 DNA polymerase and Hel308 helicase are capable of controlling the motion of DNA containing dNaM and d5SICS through the pore and that single reads are sufficient to detect the presence and location of dNaM and d5SICS within single molecules.


Subject(s)
DNA/analysis , Deoxyribonucleotides/analysis , Nanopores , Nucleotides/analysis , Porins/genetics , Bacillus Phages , Bacterial Proteins/genetics , DNA/genetics , DNA Helicases/genetics , DNA-Directed DNA Polymerase/genetics , Deoxyribonucleotides/genetics , Escherichia coli/genetics , Genetic Code , Ions , Lipid Bilayers/chemistry , Nucleotides/genetics , Sequence Analysis, DNA , Thermococcus/metabolism
10.
Nat Biotechnol ; 33(10): 1073-5, 2015 Oct.
Article in English | MEDLINE | ID: mdl-26414351

ABSTRACT

Techniques for measuring the motion of single motor proteins, such as FRET and optical tweezers, are limited to a resolution of ∼300 pm. We use ion current modulation through the protein nanopore MspA to observe translocation of helicase Hel308 on DNA with up to ∼40 pm sensitivity. This approach should be applicable to any protein that translocates on DNA or RNA, including helicases, polymerases, recombinases and DNA repair enzymes.


Subject(s)
DNA Helicases/chemistry , DNA/chemistry , Micromanipulation/methods , Molecular Motor Proteins/chemistry , Nanopores/ultrastructure , DNA/ultrastructure , DNA Helicases/ultrastructure , Elastic Modulus , Materials Testing/methods , Molecular Motor Proteins/ultrastructure , Motion , Nanotechnology/methods , Protein Binding , Stress, Mechanical
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