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1.
Nat Commun ; 12(1): 5664, 2021 09 27.
Article in English | MEDLINE | ID: mdl-34580310

ABSTRACT

Proteins evolve through the modular rearrangement of elements known as domains. Extant, multidomain proteins are hypothesized to be the result of domain accretion, but there has been limited experimental validation of this idea. Here, we introduce a technique for genetic minimization by iterative size-exclusion and recombination (MISER) for comprehensively making all possible deletions of a protein. Using MISER, we generate a deletion landscape for the CRISPR protein Cas9. We find that the catalytically-dead Streptococcus pyogenes Cas9 can tolerate large single deletions in the REC2, REC3, HNH, and RuvC domains, while still functioning in vitro and in vivo, and that these deletions can be stacked together to engineer minimal, DNA-binding effector proteins. In total, our results demonstrate that extant proteins retain significant modularity from the accretion process and, as genetic size is a major limitation for viral delivery systems, establish a general technique to improve genome editing and gene therapy-based therapeutics.


Subject(s)
CRISPR-Associated Protein 9/genetics , CRISPR-Cas Systems/genetics , Protein Interaction Domains and Motifs/genetics , RNA, Guide, Kinetoplastida/metabolism , CRISPR-Associated Protein 9/metabolism , CRISPR-Associated Protein 9/ultrastructure , Cell Line, Tumor , Cryoelectron Microscopy , DNA/metabolism , Gene Editing/methods , Humans , Single Molecule Imaging
2.
Biochemistry ; 57(1): 38-46, 2018 01 09.
Article in English | MEDLINE | ID: mdl-28992412

ABSTRACT

A fundamental goal of protein biochemistry is to determine the sequence-function relationship, but the vastness of sequence space makes comprehensive evaluation of this landscape difficult. However, advances in DNA synthesis and sequencing now allow researchers to assess the functional impact of every single mutation in many proteins, but challenges remain in library construction and the development of general assays applicable to a diverse range of protein functions. This Perspective briefly outlines the technical innovations in DNA manipulation that allow massively parallel protein biochemistry and then summarizes the methods currently available for library construction and the functional assays of protein variants. Areas in need of future innovation are highlighted with a particular focus on assay development and the use of computational analysis with machine learning to effectively traverse the sequence-function landscape. Finally, applications in the fundamentals of protein biochemistry, disease prediction, and protein engineering are presented.


Subject(s)
Biochemistry/methods , Models, Molecular , Molecular Biology/methods , Proteins/chemistry , Proteins/metabolism , Sequence Analysis, DNA , Animals , Biochemistry/trends , Biomedical Research/methods , Biomedical Research/trends , Computational Biology/trends , Humans , Machine Learning/trends , Molecular Biology/trends , Mutagenesis , Mutation , Protein Conformation , Protein Engineering/trends , Proteins/genetics , Research Design/trends , Sequence Analysis, DNA/trends
3.
ACS Synth Biol ; 6(10): 1825-1833, 2017 10 20.
Article in English | MEDLINE | ID: mdl-28707884

ABSTRACT

Comprehensive and programmable protein mutagenesis is critical for understanding structure-function relationships and improving protein function. There is thus a need for robust and unbiased molecular biological approaches for the construction of the requisite comprehensive protein libraries. Here we demonstrate that plasmid recombineering is a simple and robust in vivo method for the generation of protein mutants for both comprehensive library generation as well as programmable targeting of sequence space. Using the fluorescent protein iLOV as a model target, we build a complete mutagenesis library and find it to be specific and comprehensive, detecting 99.8% of our intended mutations. We then develop a thermostability screen and utilize our comprehensive mutation data to rapidly construct a targeted and multiplexed library that identifies significantly improved variants, thus demonstrating rapid protein engineering in a simple protocol.


Subject(s)
Plasmids/genetics , Protein Engineering/methods , Evolution, Molecular , Gene Library , Mutagenesis, Site-Directed/methods
4.
Proc Natl Acad Sci U S A ; 113(33): E4867-76, 2016 08 16.
Article in English | MEDLINE | ID: mdl-27486247

ABSTRACT

The cyanobacterium Synechococcus elongatus relies upon photosynthesis to drive metabolism and growth. During darkness, Synechococcus stops growing, derives energy from its glycogen stores, and greatly decreases rates of macromolecular synthesis via unknown mechanisms. Here, we show that the stringent response, a stress response pathway whose genes are conserved across bacteria and plant plastids, contributes to this dark adaptation. Levels of the stringent response alarmone guanosine 3'-diphosphate 5'-diphosphate (ppGpp) rise after a shift from light to dark, indicating that darkness triggers the same response in cyanobacteria as starvation in heterotrophic bacteria. High levels of ppGpp are sufficient to stop growth and dramatically alter many aspects of cellular physiology, including levels of photosynthetic pigments and polyphosphate, DNA content, and the rate of translation. Cells unable to synthesize ppGpp display pronounced growth defects after exposure to darkness. The stringent response regulates expression of a number of genes in Synechococcus, including ribosomal hibernation promoting factor (hpf), which causes ribosomes to dimerize in the dark and may contribute to decreased translation. Although the metabolism of Synechococcus differentiates it from other model bacterial systems, the logic of the stringent response remains remarkably conserved, while at the same time having adapted to the unique stresses of the photosynthetic lifestyle.


Subject(s)
Adaptation, Physiological , Synechococcus/physiology , Acclimatization , DNA Replication , Darkness , Gene Expression Regulation, Bacterial , Guanosine Tetraphosphate/analysis , Guanosine Tetraphosphate/physiology , Photosynthesis
5.
Cell Metab ; 22(5): 895-906, 2015 Nov 03.
Article in English | MEDLINE | ID: mdl-26456335

ABSTRACT

Many genes that affect replicative lifespan (RLS) in the budding yeast Saccharomyces cerevisiae also affect aging in other organisms such as C. elegans and M. musculus. We performed a systematic analysis of yeast RLS in a set of 4,698 viable single-gene deletion strains. Multiple functional gene clusters were identified, and full genome-to-genome comparison demonstrated a significant conservation in longevity pathways between yeast and C. elegans. Among the mechanisms of aging identified, deletion of tRNA exporter LOS1 robustly extended lifespan. Dietary restriction (DR) and inhibition of mechanistic Target of Rapamycin (mTOR) exclude Los1 from the nucleus in a Rad53-dependent manner. Moreover, lifespan extension from deletion of LOS1 is nonadditive with DR or mTOR inhibition, and results in Gcn4 transcription factor activation. Thus, the DNA damage response and mTOR converge on Los1-mediated nuclear tRNA export to regulate Gcn4 activity and aging.


Subject(s)
Aging/genetics , Basic-Leucine Zipper Transcription Factors/genetics , Longevity/genetics , Nuclear Pore Complex Proteins/genetics , Saccharomyces cerevisiae Proteins/genetics , Aging/metabolism , Aging/pathology , Animals , Basic-Leucine Zipper Transcription Factors/metabolism , Caenorhabditis elegans/genetics , Caloric Restriction , DNA Damage/genetics , Gene Deletion , Gene Expression Regulation/genetics , Genome , RNA, Transfer/genetics , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae Proteins/metabolism , TOR Serine-Threonine Kinases/antagonists & inhibitors , TOR Serine-Threonine Kinases/genetics
7.
Prostate ; 69(6): 571-84, 2009 May 01.
Article in English | MEDLINE | ID: mdl-19143030

ABSTRACT

BACKGROUND: Androgen ablation (AA) causes apoptosis of normal and neoplastic prostate cells. It is a standard treatment for advanced prostate cancer. Androgen ablation-mediated immunological effects include bone marrow hyperplasia, thymic regeneration, T and B cell lymphopoeisis and restoration of age-related peripheral T cell dysfunction. Androgens also regulate the transcription of several cytokines. Dendritic cells (DC) are the most potent antigen presenting cells that can activate antigen-specific naïve T cells. Despite myriad clinical trials involving DC-based prostate cancer immunotherapies, the effects of AA on DC function remain largely uncharacterized. Therefore, we investigated the effects of AA on DC and whether it could improve the efficacy of prostate cancer immunotherapy. METHODS: Cytokine expression changes due to AA were quantified by multiplex ELISA. Flow cytometry was used to assess AA-mediated effects on DC maturation and expression of costimulatory markers. Mixed leukocyte reactions and cell-mediated lysis assays elucidated the role of androgens in DC function. The effect of AA on the efficacy of vaccination against a prostate tumor-associated antigen was tested using Elispot assays. RESULTS: Androgen ablation increased dendritic cell maturation and costimulatory marker expression, but had no effect on DC costimulatory function. However, DC isolated from castrated mice increased the expression of key cytokines by antigen-experienced T cells while decreasing their expression in naïve cells. Finally, androgen ablation improved immune responses to vaccination only when applied after immunization. CONCLUSION: Androgen ablation causes differential effects of DC on primary and secondary T cell responses, thus augmenting vaccine immunogenicity only when applied after immunization.


Subject(s)
Androgens/immunology , Cancer Vaccines/therapeutic use , Dendritic Cells/immunology , Prostatic Neoplasms/immunology , Animals , Apoptosis , B-Lymphocytes/immunology , CD4-Positive T-Lymphocytes/immunology , Cancer Vaccines/immunology , Immunization/methods , L-Selectin/immunology , Lymph Nodes/immunology , Lymphocyte Activation , Lymphocyte Culture Test, Mixed , Male , Mice , Mice, Inbred C57BL , Mice, Inbred DBA , Orchiectomy , Prostatic Neoplasms/pathology , Prostatic Neoplasms/surgery , T-Lymphocytes/immunology
8.
J Transl Med ; 4: 42, 2006 Oct 23.
Article in English | MEDLINE | ID: mdl-17059610

ABSTRACT

Incomplete Freund's adjuvant (IFA) serves as a carrier for water-in-oil emulsion (W/O) vaccines. The stability of such emulsions greatly affects vaccine safety and efficacy since continued presence of antigen depots at lymphoid organs releasing low-level antigens is known to stimulate a potent immune response and high-level systemic release of antigens can lead to tolerance. W/O emulsions for the purpose of clinical and laboratory peptide-based vaccinations have been prepared using the techniques of syringe extrusion, vortex or high-speed homogenization. There is no consensus in the field over which technique would be best to use and no immunological data are available that compare the three techniques. In this study, we compared the immune responses induced by a peptide-based vaccine prepared using vortex, syringe-extrusion and homogenization. The vaccination led to tumor rejection by mice vaccinated with the peptide-based vaccine prepared using all three techniques. The immunological data from the in vivo cytotoxicity assay showed a trend for lower responses and a higher variability and greater range in the immune responses induced by a vaccine that was emulsified by the vortex or homogenizer techniques as compared to the syringe-extrusion technique. There were statistically significant lower numbers of IFNgamma-secreting cells induced when the mice were vaccinated with a peptide-based vaccine emulsion prepared using the vortex compared to the syringe-extrusion technique. At a suboptimal vaccine dose, the mice vaccinated with a peptide-based vaccine emulsion prepared using the vortex technique had the largest tumors compared to the syringe-extrusion or the homogenizer technique. In the setting of a busy pharmacy that prepares peptide-based vaccine emulsions for clinical studies, the vortex technique can still be used but we urge investigators to take special care in their choice of mixing vessels for the vortex technique as that can influence the stability of the emulsion. However, in instances where the optimal dose is unknown, we caution investigators against using the vortex technique to prepare the peptide-based vaccine emulsions. Overall, we report that all three techniques can be used to prepare peptide-based vaccine emulsions under optimal dose conditions and we discuss important details regarding the proper preparation of the emulsions.

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