High-throughput assay and engineering of self-cleaving ribozymes by sequencing

Self-cleaving ribozymes are found in all domains of life and are believed to play important roles in biology. Additionally, self-cleaving ribozymes have been the subject of extensive engineering efforts for applications in synthetic biology. These studies often involve laborious assays of multiple individual variants that are either designed rationally or discovered through selection or screening. However, these assays provide only a limited view of the large sequence space relevant to the ribozyme function. Here, we report a strategy that allows quantitative characterization of greater than 1000 ribozyme variants in a single experiment. We generated a library of predefined ribozyme variants that were converted to DNA and analyzed by high-throughput sequencing. By counting the number of cleaved and uncleaved reads of every variant in the library, we obtained a complete activity profile of the ribozyme pool which was used to both analyze and engineer allosteric ribozymes.     

A rapid screening method to monitor expression of recombinant proteins from various prokaryotic and eukaryotic expression systems using matrix-assisted laser desorption ionization-time-of-flight mass spectrometry

Rapid methods using matrix-assisted laser desorption ionization-time-of-flight mass spectrometry to monitor recombinant protein expression from various prokaryotic and eukaryotic cell culture systems were devised. Intracellular as well as secreted proteins from both induced and constitutive expression systems were measured and monitored from whole cells and growth media, thus providing an alternative to time-consuming traditional methods for screening and monitoring of protein expression. The methods described here involve minimal processing of samples and are therefore relevant to high-throughput screening applications.     

High-throughput expression,purification, and characterization of recombinant Caenorhabditis elegans proteins

Modern proteomics approaches include techniques to examine the expression, localization, modifications, and complex formation of proteins in cells. In order to address issues of protein function in vitro using classical biochemical and biophysical approaches, high-throughput methods of cloning the appropriate reading frames, and expressing and purifying proteins efficiently are an important goal of modern proteomics approaches. This process becomes more difficult as functional proteomics efforts focus on the proteins from higher organisms, since issues of correctly identifying intron-exon boundaries and efficiently expressing and solubilizing the (often) multi-domain proteins from higher eukaryotes are challenging. Recently, 12,000 open-reading-frame (ORF) sequences from Caenorhabditis elegans have become available for functional proteomics studies [Nat. Gen. 34 (2003) 35]. We have implemented a high-throughput screening procedure to express, purify, and analyze by mass spectrometry hexa-histidine-tagged C. elegans ORFs in Escherichia coli using metal affinity ZipTips. We find that over 65% of the expressed proteins are of the correct mass as analyzed by matrix-assisted laser desorption MS. Many of the remaining proteins indicated to be "incorrect" can be explained by high-throughput cloning or genome database annotation errors. This provides a general understanding of the expected error rates in such high-throughput cloning projects. The ZipTip purified proteins can be further analyzed under both native and denaturing conditions for functional proteomics efforts.     

A secretory system for bacterial production of high-profile protein targets

Escherichia coli represents a robust, inexpensive expression host for the production of recombinant proteins. However, one major limitation is that certain protein classes do not express well in a biologically relevant form using standard expression approaches in the cytoplasm of E. coli. To improve the usefulness of the E. coli expression platform we have investigated combinations of promoters and selected N-terminal fusion tags for the extracellular expression of human target proteins. A comparative study was conducted on 24 target proteins fused to outer membrane protein A (OmpA), outer membrane protein F (OmpF) and osmotically inducible protein Y (OsmY). Based on the results of this initial study, we carried out an extended expression screen employing the OsmY fusion and multiple constructs of a more diverse set of human proteins. Using this high-throughput compatible system, we clearly demonstrate that secreted biomedically relevant human proteins can be efficiently retrieved and purified from the growth medium.     

Optimized and automated protocols for high-throughput screening of amylosucrase libraries

This article describes the design and validation of a general procedure for the high-throughput isolation of amylosucrase variants displaying higher thermostability or increased resistance to organic solvents. This procedure consists of 2 successive steps: an in vivo selection that eliminates inactive variants followed by automated screening of active variants to isolate mutants displaying enhanced features. The authors chose an Escherichia coli expression vector, allowing a high production rate of the recombinant enzyme in miniaturized culture conditions. The screening assay was validated by minimizing variability for various parameters of the protocol, especially bacterial growth and protein production in cultures in 96-well microplates. Recombinant amylosucrase production was normalized by decreasing the coefficient of variance from 27% to 12.5%. Selective screening conditions were defined to select variants displaying higher thermostability or increased resistance to organic solvents. A first-generation amylosucrase variant library, constructed by random mutagenesis, was subjected to this procedure, yielding a mutant displaying a 25-fold increased stability at 50 degrees C compared to the parental wild-type enzyme.     

Enabling high-throughput ligation-independent cloning and protein expression for the family of ubiquitin specific proteases

High-throughput methods to produce a large number of soluble recombinant protein variants are particularly important in the process of determining the three-dimensional structure of proteins and their complexes. Here, we describe a collection of protein expression vectors for ligation-independent cloning, which allow co-expression strategies by implementing different affinity tags and antibiotic resistances. Since the same PCR product can be inserted in all but one of the vectors, this allows efficiency in versatility while screening for optimal expression strategies. We first demonstrate the use of these vectors for protein expression in Escherichia coli, on a set of proteins belonging to the ubiquitin specific protease (USP) Family. We have selected 35 USPs, created 145 different expression constructs into the pETNKI-His-3C-LIC-kan vector, and obtained 38 soluble recombinant proteins for 21 different USPs. Finally, we exemplify the use of our vectors for bacterial co-expression and for expression in insect cells, with USP4 and USP7 respectively. We conclude that our ligation-independent cloning strategy allows for high-throughput screening for the expression of soluble proteins in a variety of vectors in E. coli and in insect cells. In addition, the same vectors can be used for co-expression studies, at least for simple binary complexes. Application in the family of ubiquitin specific proteases led to a number of soluble USPs that are used for functional and crystallization studies.     

Reliable high-throughput screening with Pichia pastoris by limiting yeast cell death phenomena

Comparative screening of gene expression libraries employing the potent industrial host Pichia pastoris for improving recombinant eukaryotic enzymes by protein engineering was an unsolved task. We simplified the protocol for protein expression by P. pastoris and scaled it down to 0.5-ml cultures. Optimising standard growth conditions and procedures, programmed cell death and necrosis of P. pastoris in microscale cultures were diminished. Uniform cell growth in 96-deep-well plates now allows for high-throughput protein expression and screening for improved enzyme variants. Furthermore, the change from one host for protein engineering to another host for enzyme production becomes dispensable, and this accelerates the protein breeding cycles and makes predictions for large-scale production more accurate.     

基于CRISPR/Cas9技术的高通量筛选平台:发掘病毒复制相关宿主分子的新途径

病毒作为严格的细胞内寄生生物,需要多种宿主蛋白辅助其完成生命周期。寻找与病毒复制相关的宿主因子并揭示其作用机制,将有助于阐明病毒的感染机制,为疫病的防治提供新靶标。与RNA干扰技术相比,近年来兴起的CRISPR/Cas9技术能更特异、高效、准确地实现基因组编辑,因而在功能基因研究中得到更广泛应用。而基于CRISPR/Cas9系统的宿主全基因组sgRNA文库高通量筛选技术平台,可快速发现参与病毒侵入、复制等生物学过程的关键宿主因子,通过明确病毒-宿主分子相互作用进而揭示病毒的生命周期,为分子病毒学和免疫学提供了强大的研究工具。本文主要总结了基于CRISPR/Cas9技术的高通量筛选平台的具体筛选流程,归纳和讨论了该平台在筛选调控病毒复制相关宿主因子中的应用现状和发展前景。     

Using an Escherichia coli cell-free extract to screen for soluble expression of recombinant proteins

For structural and functional genomics programs, new high-throughput methods to characterize well-expressing and highly soluble proteins are essential. A faster and more convenient approach to screen expression conditions of recombinant proteins compared to classical in vivo systems is the Escherichia coli cell-free expression system. Here, we describe a rapid procedure to screen for expression and solubility of recombinant proteins using an E. coli cell-free extract. The results presented cover 24 open reading frames of unknown function from different micro-organisms. In order to screen different variables that may interfere with solubility, we expressed the recombinant proteins with a histidine6 tag, either N-terminal or C-terminal at two temperatures (25 degrees C and 30 degrees C). The identification of recombinant proteins is performed by the dot blot procedure using an anti-histidine tag antibody. We designed a rapid method that allows the characterization of soluble candidates from a large number of genes or from a large number of variants that is highly compatible with structural genomics expectations.     

PSITE vectors for stable integration or transient expression of autofluorescent protein fusions in plants: probing Nicotiana benthamiana-virus interactions

Plant functional proteomics research is increasingly dependent upon vectors that facilitate high-throughput gene cloning and expression of fusions to autofluorescent proteins. Here, we describe the pSITE family of plasmids, a new set of Agrobacterium binary vectors, suitable for the stable integration or transient expression of various autofluorescent protein fusions in plant cells. The pSITE vectors permit single-step Gateway-mediated recombination cloning for construction of binary vectors that can be used directly in transient expression studies or for the selection of transgenic plants on media containing kanamycin. These vectors can be used to express native proteins or fusions to monmeric red fluorescent protein or the enhanced green fluorescent protein and its cyan and yellow-shifted spectral variants. We have validated the vectors for use in transient expression assays and for the generation of transgenic plants. Additionally, we have generated markers for fluorescent highlighting of actin filaments, chromatin, endoplasmic reticulum, and nucleoli. Finally, we show that pSITE vectors can be used for targeted gene expression in virus-infected cells, which should facilitate high-throughput characterization of protein dynamics in host-virus interactions.     

Generation of a Genome Scale Lentiviral Vector Library for EF1α Promoter-Driven Expression of Human ORFs and Identification of Human Genes Affecting Viral Titer

The bottleneck in elucidating gene function through high-throughput gain-of-function genome screening is the limited availability of comprehensive libraries for gene overexpression. Lentiviral vectors are the most versatile and widely used vehicles for gene expression in mammalian cells. Lentiviral supernatant libraries for genome screening are commonly generated in the HEK293T cell line, yet very little is known about the effect of introduced sequences on the produced viral titer, which we have shown to be gene dependent. We have generated an arrayed lentiviral vector library for the expression of 17,030 human proteins by using the GATEWAY® cloning system to transfer ORFs from the Mammalian Gene Collection into an EF1alpha promoter-dependent lentiviral expression vector. This promoter was chosen instead of the more potent and widely used CMV promoter, because it is less prone to silencing and provides more stable long term expression. The arrayed lentiviral clones were used to generate viral supernatant by packaging in the HEK293T cell line. The efficiency of transfection and virus production was estimated by measuring the fluorescence of IRES driven GFP, co-expressed with the ORFs. More than 90% of cloned ORFs produced sufficient virus for downstream screening applications. We identified genes which consistently produced very high or very low viral titer. Supernatants from select clones that were either high or low virus producers were tested on a range of cell lines. Some of the low virus producers, including two previously uncharacterized proteins were cytotoxic to HEK293T cells. The library we have constructed presents a powerful resource for high-throughput gain-of-function screening of the human genome and drug-target discovery. Identification of human genes that affect lentivirus production may lead to improved technology for gene expression using lentiviral vectors.     

Breaking the bottleneck: eukaryotic membrane protein expression for high-resolution structural studies

The recombinant expression of eukaryotic membrane proteins has been a major stumbling block in efforts to determine their structures. In the last two years, however, five such proteins have yielded high-resolution X-ray or electron diffraction data, opening the prospect of increased throughput for eukaryotic membrane protein structure determination. Here, we summarize the major expression systems available, and highlight technical advances that should facilitate more systematic screening of expression conditions for this physiologically important class of targets.     

Expression and purification of soluble E-Syt2: Low protein stability impedes tag removal

Affinity tags are valuable tools for high-throughput protein isolation in automated screenings or downstream processing approaches and are also widely used in laboratory applications for quick and easy access to many proteins. Here, we describe the preparative purification of soluble extended synaptotagmin 2 (rE-Syt2) at bench scale for basic structural and functional studies. Due to the low protein stability, a classical purification procedure without affinity tag was more powerful than isolation of His₍₆₎-tagged rE-Syt2 and subsequent proteolytic tag-removal. Furthermore, expression analysis of truncated rE-Syt2 variants suggested a concept of interdependent-domain organization in proteins containing multiple C2 domains.     

Binding Rate Screen - A high-throughput assay in soluble lysate for prioritizing protein expression constructs

Identification of constructs suitable for the recombinant protein production pipeline is a bottleneck for structural genomics efforts, as most methods require purified proteins and/or are labor-intensive. Here, we present a novel high-throughput approach, Binding Rate Screen, that can alleviate this bottleneck by screening expression constructs in crude soluble lysate. This functional screen utilizes the frequently employed hexahistidine (His₆) tag as a reporter, and measures its binding rate to an affinity matrix as a metric to reflect aggregation, concentration, and purifiability of the target protein. The constructs with the highest binding rates also exhibit high expression of soluble monomeric protein as judged by analytical size-exclusion chromatography. Constructs expressing variations of the target protein can be prioritized on a time scale of minutes, which is at least 10-100 times faster than any other technologies currently available.     

To the Final Goal: Can We Predict and Suggest Mutations for Protein to Develop Desired Phenotype?

Directed evolution of proteins is a good approach to develop desired phenotypes from existing proteins. Fully experimental protein evolution usually utilizes randomization of a given protein sequence by error-prone PCR or gene shuffling followed by high-throughput selection or timeconsuming screening method. However, these random methods create mutant library full of deleterious mutations. In addition, they need high-throughput screening or selection method to search for positive clones from an enormous size of mutant library. Construction of a mutant library while retaining the original function is important for efficient protein evolution because it greatly reduces time and effort for the identification of positive mutants. Therefore, researchers have tried to reduce the size of mutant library by minimizing the occurrence of deleterious mutants. Such efforts have led to the creation of a concept of ‘small but smart library’. For this goal, neutral drift theory has been applied. Although smart library greatly reduces the library size, it is still the beyond the capacity of low-throughput assay. In parallel, computational analysis of protein structure and efforts to discriminate mutatable residues from all residues of a given protein have been consistently pursued. Accumulated knowledge of protein evolution through random mutation and selection has improved our understanding of functions of amino acids in protein structure. Protein evolution by rational design is being developed based on such understanding. In this review, we describe how the use of semi-rationally designed library rather than completely random one has impacted the overall procedure of directed evolution. We also describe efforts made to evaluate the effect of single mutation. Such efforts will bring lazy boys to the final goal - computational mutation suggestion system.     

A screening strategy for heterologous protein expression in Escherichia coli with the highest return of investment

Heterologous protein expression in Escherichia coli is commonly used to obtain recombinant proteins for a variety of downstream applications. However, many proteins are not, or are only poorly, expressed in soluble form. High level expression often leads to the formation of inclusion bodies and an inactive product that needs to be refolded. By screening the solubility pattern for a set of 71 target proteins in different host-strains and varying parameters such as location of purification tag, promoter and induction temperature we propose a protocol with a success rate of 77% of clones returning a soluble protein. This protocol is particularly suitable for high-throughput screening with the goal to obtain soluble protein product for e.g. structure determination.     

Flow-Based Single Cell Deposition for High-Throughput Screening of Protein Libraries

The identification and engineering of proteins having refined or novel characteristics is an important area of research in many scientific fields. Protein modelling has enabled the rational design of unique proteins, but high-throughput screening of large libraries is still required to identify proteins with potentially valuable properties. Here we report on the development and evaluation of a novel fluorescent activated cell sorting based screening platform. Single bacterial cells, expressing a protein library to be screened, are electronically sorted and deposited onto plates containing solid nutrient growth media in a dense matrix format of between 44 and 195 colonies/cm². We show that this matrix format is readily applicable to machine interrogation (<30 seconds per plate) and subsequent bioinformatic analysis (~60 seconds per plate) thus enabling the high-throughput screening of the protein library. We evaluate this platform and show that bacteria containing a bioluminescent protein can be spectrally analysed using an optical imager, and a rare clone (0.5% population) can successfully be identified, picked and further characterised. To further enhance this screening platform, we have developed a prototype electronic sort stream multiplexer, that when integrated into a commercial flow cytometric sorter, increases the rate of colony deposition by 89.2% to 24 colonies per second. We believe that the screening platform described here is potentially the foundation of a new generation of high-throughput screening technologies for proteins.