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1.
Mol Syst Biol ; 14(11): e8605, 2018 11 27.
Article in English | MEDLINE | ID: mdl-30482789

ABSTRACT

Controlling gene expression during a bioprocess enables real-time metabolic control, coordinated cellular responses, and staging order-of-operations. Achieving this with small molecule inducers is impractical at scale and dynamic circuits are difficult to design. Here, we show that the same set of sensors can be integrated by different combinatorial logic circuits to vary when genes are turned on and off during growth. Three Escherichia coli sensors that respond to the consumption of feedstock (glucose), dissolved oxygen, and by-product accumulation (acetate) are constructed and optimized. By integrating these sensors, logic circuits implement temporal control over an 18-h period. The circuit outputs are used to regulate endogenous enzymes at the transcriptional and post-translational level using CRISPRi and targeted proteolysis, respectively. As a demonstration, two circuits are designed to control acetate production by matching their dynamics to when endogenous genes are expressed (pta or poxB) and respond by turning off the corresponding gene. This work demonstrates how simple circuits can be implemented to enable customizable dynamic gene regulation.


Subject(s)
Escherichia coli/metabolism , Metabolic Networks and Pathways , Systems Biology/methods , Acetates/metabolism , Escherichia coli/genetics , Escherichia coli Proteins/genetics , Escherichia coli Proteins/metabolism , Gene Expression Regulation, Bacterial , Glucose/metabolism , Oxygen/metabolism
2.
J Am Chem Soc ; 140(12): 4302-4316, 2018 03 28.
Article in English | MEDLINE | ID: mdl-29480720

ABSTRACT

Centralized facilities for genetic engineering, or "biofoundries", offer the potential to design organisms to address emerging needs in medicine, agriculture, industry, and defense. The field has seen rapid advances in technology, but it is difficult to gauge current capabilities or identify gaps across projects. To this end, our foundry was assessed via a timed "pressure test", in which 3 months were given to build organisms to produce 10 molecules unknown to us in advance. By applying a diversity of new approaches, we produced the desired molecule or a closely related one for six out of 10 targets during the performance period and made advances toward production of the others as well. Specifically, we increased the titers of 1-hexadecanol, pyrrolnitrin, and pacidamycin D, found novel routes to the enediyne warhead underlying powerful antimicrobials, established a cell-free system for monoterpene production, produced an intermediate toward vincristine biosynthesis, and encoded 7802 individually retrievable pathways to 540 bisindoles in a DNA pool. Pathways to tetrahydrofuran and barbamide were designed and constructed, but toxicity or analytical tools inhibited further progress. In sum, we constructed 1.2 Mb DNA, built 215 strains spanning five species ( Saccharomyces cerevisiae, Escherichia coli, Streptomyces albidoflavus, Streptomyces coelicolor, and Streptomyces albovinaceus), established two cell-free systems, and performed 690 assays developed in-house for the molecules.


Subject(s)
Escherichia coli/genetics , Genetic Engineering , Saccharomyces cerevisiae/genetics , Streptomyces/genetics , Aminoglycosides/biosynthesis , Aminoglycosides/chemistry , Carbazoles/chemistry , Carbazoles/metabolism , Computational Biology , Cyclohexane Monoterpenes , Enediynes/chemistry , Escherichia coli/metabolism , Fatty Alcohols/chemistry , Fatty Alcohols/metabolism , Furans/chemistry , Furans/metabolism , Lactones/chemistry , Lactones/metabolism , Molecular Structure , Monoterpenes/chemistry , Monoterpenes/metabolism , Peptides/chemistry , Pressure , Pyrimidine Nucleosides/biosynthesis , Pyrimidine Nucleosides/chemistry , Pyrrolnitrin/biosynthesis , Pyrrolnitrin/chemistry , Saccharomyces cerevisiae/metabolism , Streptomyces/metabolism , Thiazoles/chemistry , Thiazoles/metabolism , Time Factors , Vincristine/biosynthesis , Vincristine/chemistry
3.
Nucleic Acids Res ; 45(13): 8116-8127, 2017 Jul 27.
Article in English | MEDLINE | ID: mdl-28609783

ABSTRACT

Balancing protein expression is critical when optimizing genetic systems. Typically, this requires library construction to vary the genetic parts controlling each gene, which can be expensive and time-consuming. Here, we develop sRNAs corresponding to 15nt 'target' sequences that can be inserted upstream of a gene. The targeted gene can be repressed from 1.6- to 87-fold by controlling sRNA expression using promoters of different strength. A pool is built where six sRNAs are placed under the control of 16 promoters that span a ∼103-fold range of strengths, yielding ∼107 combinations. This pool can simultaneously optimize up to six genes in a system. This requires building only a single system-specific construct by placing a target sequence upstream of each gene and transforming it with the pre-built sRNA pool. The resulting library is screened and the top clone is sequenced to determine the promoter controlling each sRNA, from which the fold-repression of the genes can be inferred. The system is then rebuilt by rationally selecting parts that implement the optimal expression of each gene. We demonstrate the versatility of this approach by using the same pool to optimize a metabolic pathway (ß-carotene) and genetic circuit (XNOR logic gate).


Subject(s)
RNA, Bacterial/genetics , RNA, Bacterial/metabolism , RNA, Small Untranslated/genetics , RNA, Small Untranslated/metabolism , Escherichia coli/genetics , Escherichia coli/metabolism , Gene Expression , Gene Knockdown Techniques , Gene Library , Gene Regulatory Networks , Genes, Bacterial , Metabolic Networks and Pathways/genetics , Promoter Regions, Genetic , beta Carotene/biosynthesis , beta Carotene/genetics
4.
ACS Synth Biol ; 3(12): 880-91, 2014 Dec 19.
Article in English | MEDLINE | ID: mdl-25360681

ABSTRACT

Prokaryotic regulatory proteins respond to diverse signals and represent a rich resource for building synthetic sensors and circuits. The TetR family contains >10(5) members that use a simple mechanism to respond to stimuli and bind distinct DNA operators. We present a platform that enables the transfer of these regulators to mammalian cells, which is demonstrated using human embryonic kidney (HEK293) and Chinese hamster ovary (CHO) cells. The repressors are modified to include nuclear localization signals (NLS) and responsive promoters are built by incorporating multiple operators. Activators are also constructed by modifying the protein to include a VP16 domain. Together, this approach yields 15 new regulators that demonstrate 19- to 551-fold induction and retain both the low levels of crosstalk in DNA binding specificity observed between the parent regulators in Escherichia coli, as well as their dynamic range of activity. By taking advantage of the DAPG small molecule sensing mediated by the PhlF repressor, we introduce a new inducible system with 50-fold induction and a threshold of 0.9 µM DAPG, which is comparable to the classic Dox-induced TetR system. A set of NOT gates is constructed from the new repressors and their response function quantified. Finally, the Dox- and DAPG- inducible systems and two new activators are used to build a synthetic enhancer (fuzzy AND gate), requiring the coordination of 5 transcription factors organized into two layers. This work introduces a generic approach for the development of mammalian genetic sensors and circuits to populate a toolbox that can be applied to diverse applications from biomanufacturing to living therapeutics.


Subject(s)
Genetic Engineering/methods , Promoter Regions, Genetic/genetics , Synthetic Biology/methods , Transgenes/genetics , Animals , CHO Cells , Cricetinae , Cricetulus , Escherichia coli/genetics , Escherichia coli Proteins/genetics , Genes, Bacterial/genetics , HEK293 Cells , Humans , Phloroglucinol/analogs & derivatives
5.
PLoS Genet ; 10(10): e1004645, 2014 Oct.
Article in English | MEDLINE | ID: mdl-25330008

ABSTRACT

The regulatory logic underlying global transcriptional programs controlling development of visceral organs like the pancreas remains undiscovered. Here, we profiled gene expression in 12 purified populations of fetal and adult pancreatic epithelial cells representing crucial progenitor cell subsets, and their endocrine or exocrine progeny. Using probabilistic models to decode the general programs organizing gene expression, we identified co-expressed gene sets in cell subsets that revealed patterns and processes governing progenitor cell development, lineage specification, and endocrine cell maturation. Purification of Neurog3 mutant cells and module network analysis linked established regulators such as Neurog3 to unrecognized gene targets and roles in pancreas development. Iterative module network analysis nominated and prioritized transcriptional regulators, including diabetes risk genes. Functional validation of a subset of candidate regulators with corresponding mutant mice revealed that the transcription factors Etv1, Prdm16, Runx1t1 and Bcl11a are essential for pancreas development. Our integrated approach provides a unique framework for identifying regulatory genes and functional gene sets underlying pancreas development and associated diseases such as diabetes mellitus.


Subject(s)
Cell Separation/methods , Gene Expression Regulation, Developmental , Pancreas/cytology , Pancreas/embryology , Pancreas/growth & development , Animals , Basic Helix-Loop-Helix Transcription Factors/genetics , Basic Helix-Loop-Helix Transcription Factors/metabolism , Genomics/methods , Insulin-Secreting Cells/cytology , Insulin-Secreting Cells/physiology , Mice, Mutant Strains , Mice, Transgenic , Models, Statistical , Nerve Tissue Proteins/genetics , Nerve Tissue Proteins/metabolism , Reproducibility of Results , SOX9 Transcription Factor/genetics , Stem Cells/cytology , Stem Cells/physiology
6.
Mol Syst Biol ; 9: 702, 2013 Oct 29.
Article in English | MEDLINE | ID: mdl-24169405

ABSTRACT

Cells react to their environment through gene regulatory networks. Network integrity requires minimization of undesired crosstalk between their biomolecules. Similar constraints also limit the use of regulators when building synthetic circuits for engineering applications. Here, we mapped the promoter specificities of extracytoplasmic function (ECF) σs as well as the specificity of their interaction with anti-σs. DNA synthesis was used to build 86 ECF σs (two from every subgroup), their promoters, and 62 anti-σs identified from the genomes of diverse bacteria. A subset of 20 σs and promoters were found to be highly orthogonal to each other. This set can be increased by combining the -35 and -10 binding domains from different subgroups to build chimeras that target sequences unrepresented in any subgroup. The orthogonal σs, anti-σs, and promoters were used to build synthetic genetic switches in Escherichia coli. This represents a genome-scale resource of the properties of ECF σs and a resource for synthetic biology, where this set of well-characterized regulatory parts will enable the construction of sophisticated gene expression programs.


Subject(s)
Escherichia coli Proteins/genetics , Escherichia coli/genetics , Gene Expression Regulation, Bacterial , Genes, Switch , Promoter Regions, Genetic , Sigma Factor/genetics , Data Mining , Escherichia coli/metabolism , Escherichia coli Proteins/metabolism , Genetic Engineering , Models, Genetic , Phylogeny , Protein Binding , Sigma Factor/metabolism , Transcription, Genetic
7.
Proc Natl Acad Sci U S A ; 110(31): 12691-6, 2013 Jul 30.
Article in English | MEDLINE | ID: mdl-23852729

ABSTRACT

Developmental biology is challenged to reveal the function of numerous candidate genes implicated by recent genome-scale studies as regulators of organ development and diseases. Recapitulating organogenesis from purified progenitor cells that can be genetically manipulated would provide powerful opportunities to dissect such gene functions. Here we describe systems for reconstructing pancreas development, including islet ß-cell and α-cell differentiation, from single fetal progenitor cells. A strict requirement for native genetic regulators of in vivo pancreas development, such as Ngn3, Arx, and Pax4, revealed the authenticity of differentiation programs in vitro. Efficient genetic screens permitted by this system revealed that Prdm16 is required for pancreatic islet development in vivo. Discovering the function of genes regulating pancreas development with our system should enrich strategies for regenerating islets for treating diabetes mellitus.


Subject(s)
Cell Differentiation , Glucagon-Secreting Cells/metabolism , Insulin-Secreting Cells/metabolism , Stem Cells/metabolism , Animals , Basic Helix-Loop-Helix Transcription Factors/biosynthesis , Basic Helix-Loop-Helix Transcription Factors/genetics , DNA-Binding Proteins/biosynthesis , DNA-Binding Proteins/genetics , Diabetes Mellitus/metabolism , Diabetes Mellitus/therapy , Female , Glucagon-Secreting Cells/cytology , Homeodomain Proteins/biosynthesis , Homeodomain Proteins/genetics , Insulin-Secreting Cells/cytology , Male , Mice , Mice, Transgenic , Nerve Tissue Proteins/biosynthesis , Nerve Tissue Proteins/genetics , Paired Box Transcription Factors/biosynthesis , Paired Box Transcription Factors/genetics , Stem Cells/cytology , Transcription Factors/biosynthesis , Transcription Factors/genetics
8.
Stem Cells Dev ; 21(12): 2273-87, 2012 Aug 10.
Article in English | MEDLINE | ID: mdl-22236333

ABSTRACT

Embryonic definitive endoderm (DE) generates the epithelial compartment of vital organs such as liver, pancreas, and intestine. However, purification of DE in mammals has not been achieved, limiting the molecular "definition" of endoderm, and hindering our understanding of DE development and attempts to produce endoderm from sources such as embryonic stem (ES) cells. Here, we describe purification of mouse DE using fluorescence-activated cell sorting (FACS) and mice harboring a transgene encoding enhanced green fluorescent protein (eGFP) inserted into the Sox17 locus, which is expressed in the embryonic endoderm. Comparison of patterns of signaling pathway activation in native mouse DE and endoderm-like cells generated from ES cells produced novel culture modifications that generated Sox17-eGFP⁺ progeny whose gene expression resembled DE more closely than achieved with standard methods. These studies also produced new FACS methods for purifying DE from nontransgenic mice and mouse ES cell cultures. Parallel studies of a new human SOX17-eGFP ES cell line allowed analysis of endoderm differentiation in vitro, leading to culture modifications that enhanced expression of an endoderm-like signature. This work should accelerate our understanding of mechanisms regulating DE development in mice and humans, and guide further use of ES cells for tissue replacement.


Subject(s)
Cell Differentiation , Embryonic Stem Cells/metabolism , Endoderm/cytology , Animals , Antigens, Differentiation/genetics , Antigens, Differentiation/metabolism , Bone Morphogenetic Proteins/physiology , Cell Separation , Cells, Cultured , Cluster Analysis , Coculture Techniques , Embryo, Mammalian/cytology , Embryonic Stem Cells/cytology , Embryonic Stem Cells/physiology , Endoderm/metabolism , Fibroblast Growth Factors/physiology , Flow Cytometry , Green Fluorescent Proteins/biosynthesis , Green Fluorescent Proteins/genetics , Humans , In Situ Hybridization , Mice , Mice, Inbred C57BL , Mice, Transgenic , Oligonucleotide Array Sequence Analysis , SOXF Transcription Factors/genetics , SOXF Transcription Factors/metabolism , Signal Transduction , Transcriptome , Tretinoin/physiology
9.
Cell Stem Cell ; 8(3): 335-46, 2011 Mar 04.
Article in English | MEDLINE | ID: mdl-21362573

ABSTRACT

Human embryonic stem cells (hESCs) can provide insights into development of inaccessible human tissues such as embryonic endoderm. Progress in this area has been hindered by a lack of methods for isolating endodermal cells and tracing fates of their differentiated progeny. By using homologous recombination in human ESCs, we inserted an enhanced green fluorescent protein (eGFP) transgene into the SOX17 locus, a postulated marker of human endoderm. FACS purification and gene expression profiling confirmed that SOX17(+)-hESC progeny expressed endodermal markers and unveiled specific cell surface protein combinations that permitted FACS-based isolation of primitive gut tube endodermal cells produced from unmodified human ESCs and from induced pluripotent stem cells (iPSC). Differentiating SOX17(+) endodermal cells expressed markers of liver, pancreas, and intestinal epithelium in vitro and gave rise to endodermal progeny in vivo. Thus, prospective isolation, lineage tracing, and developmental studies of SOX17(+) hESC progeny have revealed fundamental aspects of human endodermal biology.


Subject(s)
Cell Separation/methods , Embryonic Stem Cells/metabolism , Endoderm/cytology , Endoderm/embryology , Gene Targeting , SOXF Transcription Factors/genetics , Biomarkers/metabolism , Cell Differentiation/genetics , Cell Line , Cell Lineage/genetics , Cell Membrane/metabolism , Embryonic Stem Cells/cytology , Gastrointestinal Tract/cytology , Gastrointestinal Tract/embryology , Gene Expression Regulation, Developmental , Genes, Reporter , Green Fluorescent Proteins/metabolism , Humans , Oligonucleotide Array Sequence Analysis , Recombination, Genetic/genetics , SOXF Transcription Factors/metabolism
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