1
|
Alpay BA, Desai MM. Effects of selection stringency on the outcomes of directed evolution. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.06.09.598029. [PMID: 38895455 PMCID: PMC11185767 DOI: 10.1101/2024.06.09.598029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/21/2024]
Abstract
Directed evolution makes mutant lineages compete in climbing complicated sequence-function landscapes. Given this underlying complexity it is unclear how selection stringency, a ubiquitous parameter of directed evolution, impacts the outcome. Here we approach this question in terms of the fitnesses of the candidate variants at each round and the heterogeneity of their distributions of fitness effects. We show that even if the fittest mutant is most likely to yield the fittest mutants in the next round of selection, diversification can improve outcomes by sampling a larger variety of fitness effects. We find that heterogeneity in fitness effects between variants, larger population sizes, and evolution over a greater number of rounds all encourage diversification.
Collapse
Affiliation(s)
- Berk A. Alpay
- Systems, Synthetic, and Quantitative Biology Program, Harvard University, Cambridge, MA, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, USA
| | - Michael M. Desai
- Systems, Synthetic, and Quantitative Biology Program, Harvard University, Cambridge, MA, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, USA
- Department of Physics, Harvard University, Cambridge, MA, USA
| |
Collapse
|
2
|
Dockerill M, Winssinger N. DNA-Encoded Libraries: Towards Harnessing their Full Power with Darwinian Evolution. Angew Chem Int Ed Engl 2023; 62:e202215542. [PMID: 36458812 DOI: 10.1002/anie.202215542] [Citation(s) in RCA: 14] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2022] [Revised: 11/29/2022] [Accepted: 11/30/2022] [Indexed: 12/05/2022]
Abstract
DNA-encoded library (DEL) technologies are transforming the drug discovery process, enabling the identification of ligands at unprecedented speed and scale. DEL makes use of libraries that are orders of magnitude larger than traditional high-throughput screens. While a DNA tag alludes to a genotype-phenotype connection that is exploitable for molecular evolution, most of the work in the field is performed with libraries where the tag serves as an amplifiable barcode but does not allow "translation" into the synthetic product it is linked to. In this Review, we cover technologies that enable the "translation" of the genetic tag into synthetic molecules, both biochemically and chemically, and explore how it can be used to harness Darwinian evolutionary pressure.
Collapse
Affiliation(s)
- Millicent Dockerill
- Department of Organic Chemistry, NCCR Chemical Biology, Faculty of Sciences, University of Geneva, 1211, Geneva, Switzerland
| | - Nicolas Winssinger
- Department of Organic Chemistry, NCCR Chemical Biology, Faculty of Sciences, University of Geneva, 1211, Geneva, Switzerland
| |
Collapse
|
3
|
Wang B, Wang M, Peng F, Fu X, Wen M, Shi Y, Chen M, Ke G, Zhang XB. Construction and Application of DNAzyme-based Nanodevices. Chem Res Chin Univ 2023; 39:42-60. [PMID: 36687211 PMCID: PMC9841151 DOI: 10.1007/s40242-023-2334-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Accepted: 01/02/2023] [Indexed: 01/19/2023]
Abstract
The development of stimuli-responsive nanodevices with high efficiency and specificity is very important in biosensing, drug delivery, and so on. DNAzymes are a class of DNA molecules with the specific catalytic activity. Owing to their unique catalytic activity and easy design and synthesis, the construction and application of DNAzymes-based nanodevices have attracted much attention in recent years. In this review, the classification and properties of DNAzyme are first introduced. The construction of several common kinds of DNAzyme-based nanodevices, such as DNA motors, signal amplifiers, and logic gates, is then systematically summarized. We also introduce the application of DNAzyme-based nanodevices in sensing and therapeutic fields. In addition, current limitations and future directions are discussed.
Collapse
Affiliation(s)
- Bo Wang
- State Key Laboratory of Chemo/Biosensing and Chemometrics, College of Chemistry and Chemical Engineering, Hunan University, Changsha, 410082 P. R. China
| | - Menghui Wang
- State Key Laboratory of Chemo/Biosensing and Chemometrics, College of Chemistry and Chemical Engineering, Hunan University, Changsha, 410082 P. R. China
| | - Fangqi Peng
- State Key Laboratory of Chemo/Biosensing and Chemometrics, College of Chemistry and Chemical Engineering, Hunan University, Changsha, 410082 P. R. China
| | - Xiaoyi Fu
- Institute of Basic Medicine and Cancer(IBMC), Chinese Academy of Sciences, Hangzhou, 310022 P. R. China
| | - Mei Wen
- State Key Laboratory of Chemo/Biosensing and Chemometrics, College of Chemistry and Chemical Engineering, Hunan University, Changsha, 410082 P. R. China
| | - Yuyan Shi
- State Key Laboratory of Chemo/Biosensing and Chemometrics, College of Chemistry and Chemical Engineering, Hunan University, Changsha, 410082 P. R. China
| | - Mei Chen
- College of Materials Science and Engineering, Hunan University, Changsha, 410082 P. R. China
| | - Guoliang Ke
- State Key Laboratory of Chemo/Biosensing and Chemometrics, College of Chemistry and Chemical Engineering, Hunan University, Changsha, 410082 P. R. China
| | - Xiao-Bing Zhang
- State Key Laboratory of Chemo/Biosensing and Chemometrics, College of Chemistry and Chemical Engineering, Hunan University, Changsha, 410082 P. R. China
| |
Collapse
|
4
|
Ducongé F. Improvement of Aptamers by High-Throughput Sequencing of Doped-SELEX. Methods Mol Biol 2023; 2570:85-102. [PMID: 36156776 DOI: 10.1007/978-1-0716-2695-5_7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
Although SELEX can identify high-affinity aptamers, Doped-SELEX is often performed post-selection for the identification of better variants. Starting from a partially randomized (doped) library derived from an already identified aptamer, this method can screen rapidly several thousand substitutions in order to identify those that can improve the binding of the aptamers. It can also highlight the positions that do not tolerate substitutions, which suggest they are crucial for the interaction of the aptamer with its target. High-throughput sequencing (HTS), also named next-generation sequencing (NGS), can dramatically improve this method by studying millions of sequences. This high number of sequences ensures a statistically robust analysis of variants even for those with a low frequency in the library. It can reduce the number of selection rounds and provide a more in-depth analysis of the positions that are crucial for the aptamer affinity. In this chapter, we provide a protocol to simultaneously study and improve an aptamer using Doped-SELEX and HTS analysis, including the design of the doped library, the selection, HTS, and analysis. This protocol could be useful to improve the affinity of an aptamer and to reduce its size as well as to improve ribozyme.
Collapse
Affiliation(s)
- Frédéric Ducongé
- CEA, Fundamental Research Division (DRF), Institut of Biology François Jacob (Jacob), Molecular Imaging Research Center, Fontenay-aux-Roses, France.
- Neurodegenerative Diseases Laboratory, CNRS CEA UMR 9199, Fontenay-aux-Roses, France.
- Paris-Saclay University, Fontenay-aux-Roses, France.
| |
Collapse
|
5
|
Dujardin A, Himbert S, Pudritz R, Rheinstädter MC. The Formation of RNA Pre-Polymers in the Presence of Different Prebiotic Mineral Surfaces Studied by Molecular Dynamics Simulations. LIFE (BASEL, SWITZERLAND) 2022; 13:life13010112. [PMID: 36676060 PMCID: PMC9860743 DOI: 10.3390/life13010112] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/25/2022] [Revised: 12/21/2022] [Accepted: 12/24/2022] [Indexed: 01/04/2023]
Abstract
We used all-atom Molecular Dynamics (MD) computer simulations to study the formation of pre-polymers between the four nucleotides in RNA (AMP, UMP, CMP, GMP) in the presence of different substrates that could have been present in a prebiotic environment. Pre-polymers are C3'-C5' hydrogen-bonded nucleotides that have been suggested to be the precursors of phosphodiester-bonded RNA polymers. We simulated wet-dry cycles by successively removing water molecules from the simulations, from ~60 to 3 water molecules per nucleotide. The nine substrates in this study include three clay minerals, one mica, one phosphate mineral, one silica, and two metal oxides. The substrates differ in their surface charge and ability to form hydrogen bonds with the nucleotides. From the MD simulations, we quantify the interactions between different nucleotides, and between nucleotides and substrates. For comparison, we included graphite as an inert substrate, which is not charged and cannot form hydrogen bonds. We also simulated the dehydration of a nucleotide-only system, which mimics the drying of small droplets. The number of hydrogen bonds between nucleotides and nucleotides and substrates was found to increase significantly when water molecules were removed from the systems. The largest number of C3'-C5' hydrogen bonds between nucleotides occurred in the graphite and nucleotide-only systems. While the surface of the substrates led to an organization and periodic arrangement of the nucleotides, none of the substrates was found to be a catalyst for pre-polymer formation, neither at full hydration, nor when dehydrated. While confinement and dehydration seem to be the main drivers for hydrogen bond formation, substrate interactions reduced the interactions between nucleotides in all cases. Our findings suggest that small supersaturated water droplets that could have been produced by geysers or springs on the primitive Earth may play an important role in non-enzymatic RNA polymerization.
Collapse
Affiliation(s)
- Alix Dujardin
- Department of Physics and Astronomy, McMaster University, Hamilton, ON L8S 4M1, Canada
- Origins Institute, McMaster University, Hamilton, ON L8S 4M1, Canada
| | - Sebastian Himbert
- Department of Physics and Astronomy, McMaster University, Hamilton, ON L8S 4M1, Canada
- Origins Institute, McMaster University, Hamilton, ON L8S 4M1, Canada
| | - Ralph Pudritz
- Department of Physics and Astronomy, McMaster University, Hamilton, ON L8S 4M1, Canada
- Origins Institute, McMaster University, Hamilton, ON L8S 4M1, Canada
| | - Maikel C. Rheinstädter
- Department of Physics and Astronomy, McMaster University, Hamilton, ON L8S 4M1, Canada
- Origins Institute, McMaster University, Hamilton, ON L8S 4M1, Canada
- Correspondence: ; Tel.: +1-(905)-525-9140-23134; Fax: +1-(905)-546-1252
| |
Collapse
|
6
|
Lalejini A, Dolson E, Vostinar AE, Zaman L. Artificial selection methods from evolutionary computing show promise for directed evolution of microbes. eLife 2022; 11:79665. [PMID: 35916365 PMCID: PMC9444240 DOI: 10.7554/elife.79665] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2022] [Accepted: 08/01/2022] [Indexed: 11/13/2022] Open
Abstract
Directed microbial evolution harnesses evolutionary processes in the laboratory to construct microorganisms with enhanced or novel functional traits. Attempting to direct evolutionary processes for applied goals is fundamental to evolutionary computation, which harnesses the principles of Darwinian evolution as a general-purpose search engine for solutions to challenging computational problems. Despite their overlapping approaches, artificial selection methods from evolutionary computing are not commonly applied to living systems in the laboratory. In this work, we ask whether parent selection algorithms—procedures for choosing promising progenitors—from evolutionary computation might be useful for directing the evolution of microbial populations when selecting for multiple functional traits. To do so, we introduce an agent-based model of directed microbial evolution, which we used to evaluate how well three selection algorithms from evolutionary computing (tournament selection, lexicase selection, and non-dominated elite selection) performed relative to methods commonly used in the laboratory (elite and top 10% selection). We found that multiobjective selection techniques from evolutionary computing (lexicase and non-dominated elite) generally outperformed the commonly used directed evolution approaches when selecting for multiple traits of interest. Our results motivate ongoing work transferring these multiobjective selection procedures into the laboratory and a continued evaluation of more sophisticated artificial selection methods. Humans have long known how to co-opt evolutionary processes for their own benefit. Carefully choosing which individuals to breed so that beneficial traits would take hold, they have domesticated dogs, wheat, cows and many other species to fulfil their needs. Biologists have recently refined these ‘artificial selection’ approaches to focus on microorganisms. The hope is to obtain microbes equipped with desirable features, such as the ability to degrade plastic or to produce valuable molecules. However, existing ways of using artificial selection on microbes are limited and sometimes not effective. Computer scientists have also harnessed evolutionary principles for their own purposes, developing highly effective artificial selection protocols that are used to find solutions to challenging computational problems. Yet because of limited communication between the two fields, sophisticated selection protocols honed over decades in evolutionary computing have yet to be evaluated for use in biological populations. In their work, Lalejini et al. compared popular artificial selection protocols developed for either evolutionary computing or work with microorganisms. Two computing selection methods showed promise for improving directed evolution in the laboratory. Crucially, these selection protocols differed from conventionally used methods by selecting for both diversity and performance, rather than performance alone. These promising approaches are now being tested in the laboratory, with potentially far-reaching benefits for medical, biotech, and agricultural applications. While evolutionary computing owes its origins to our understanding of biological processes, it has much to offer in return to help us harness those same mechanisms. The results by Lalejini et al. help to bridge the gap between computational and biological communities who could both benefit from increased collaboration.
Collapse
Affiliation(s)
| | - Emily Dolson
- Department of Computer Science and Engineering, Michigan State University, East Lansing, United States
| | - Anya E Vostinar
- Computer Science Department, Carleton College, Northfield, United States
| | - Luis Zaman
- University of Michigan-Ann Arbor, Ann Arbor, United States
| |
Collapse
|
7
|
Wang J, Zhang Q, Yao S, Lu L, Li J, Tang Y, Wu Y. Diacetyl as a new-type of artificial enzyme to mimic oxidase mediated by light and its application in the detection of glutathione at neutral pH. Microchem J 2022. [DOI: 10.1016/j.microc.2022.107529] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
|
8
|
DNA-encoded library versus RNA-encoded library selection enables design of an oncogenic noncoding RNA inhibitor. Proc Natl Acad Sci U S A 2022; 119:2114971119. [PMID: 35110406 PMCID: PMC8833215 DOI: 10.1073/pnas.2114971119] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/01/2021] [Indexed: 12/31/2022] Open
Abstract
Drug discovery generally investigates one target at a time, in sharp contrast to living organisms, which mold ligands and targets by evolution of highly complex molecular interaction networks. We recapitulate this modality of discovery by encoding drug structures in DNA, allowing the entire DNA-encoded library to interact with thousands of RNA fold targets, and then decoding both drug and target by sequencing. This information serves as a filter to identify human RNAs aberrantly produced in cancer that are also binding partners of the discovered ligand, leading to a precision medicine candidate that selectively ablates an oncogenic noncoding RNA, reversing a disease-associated phenotype in cells. Nature evolves molecular interaction networks through persistent perturbation and selection, in stark contrast to drug discovery, which evaluates candidates one at a time by screening. Here, nature’s highly parallel ligand-target search paradigm is recapitulated in a screen of a DNA-encoded library (DEL; 73,728 ligands) against a library of RNA structures (4,096 targets). In total, the screen evaluated ∼300 million interactions and identified numerous bona fide ligand–RNA three-dimensional fold target pairs. One of the discovered ligands bound a 5′GAG/3′CCC internal loop that is present in primary microRNA-27a (pri-miR-27a), the oncogenic precursor of microRNA-27a. The DEL-derived pri-miR-27a ligand was cell active, potently and selectively inhibiting pri-miR-27a processing to reprogram gene expression and halt an otherwise invasive phenotype in triple-negative breast cancer cells. By exploiting evolutionary principles at the earliest stages of drug discovery, it is possible to identify high-affinity and selective target–ligand interactions and predict engagements in cells that short circuit disease pathways in preclinical disease models.
Collapse
|
9
|
Peri G, Gibard C, Shults NH, Crossin K, Hayden EJ. Dynamic RNA fitness landscapes of a group I ribozyme during changes to the experimental environment. Mol Biol Evol 2022; 39:6502289. [PMID: 35020916 PMCID: PMC8890501 DOI: 10.1093/molbev/msab373] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Fitness landscapes of protein and RNA molecules can be studied experimentally using high-throughput techniques to measure the functional effects of numerous combinations of mutations. The rugged topography of these molecular fitness landscapes is important for understanding and predicting natural and experimental evolution. Mutational effects are also dependent upon environmental conditions, but the effects of environmental changes on fitness landscapes remains poorly understood. Here, we investigate the changes to the fitness landscape of a catalytic RNA molecule while changing a single environmental variable that is critical for RNA structure and function. Using high-throughput sequencing of in vitro selections, we mapped a fitness landscape of the Azoarcus group I ribozyme under eight different concentrations of magnesium ions (1–48 mM MgCl2). The data revealed the magnesium dependence of 16,384 mutational neighbors, and from this, we investigated the magnesium induced changes to the topography of the fitness landscape. The results showed that increasing magnesium concentration improved the relative fitness of sequences at higher mutational distances while also reducing the ruggedness of the mutational trajectories on the landscape. As a result, as magnesium concentration was increased, simulated populations evolved toward higher fitness faster. Curve-fitting of the magnesium dependence of individual ribozymes demonstrated that deep sequencing of in vitro reactions can be used to evaluate the structural stability of thousands of sequences in parallel. Overall, the results highlight how environmental changes that stabilize structures can also alter the ruggedness of fitness landscapes and alter evolutionary processes.
Collapse
Affiliation(s)
- Gianluca Peri
- Biomolecular Sciences Graduate Programs, Boise State University, Boise, ID, USA
| | - Clémentine Gibard
- Department of Biological Science, Boise State University, Boise, ID, USA
| | - Nicholas H Shults
- Department of Biological Science, Boise State University, Boise, ID, USA
| | - Kent Crossin
- Department of Biological Science, Boise State University, Boise, ID, USA
| | - Eric J Hayden
- Biomolecular Sciences Graduate Programs, Boise State University, Boise, ID, USA.,Department of Biological Science, Boise State University, Boise, ID, USA
| |
Collapse
|
10
|
Genome Evolution from Random Ligation of RNAs of Autocatalytic Sets. Int J Mol Sci 2021; 22:ijms222413526. [PMID: 34948321 PMCID: PMC8707343 DOI: 10.3390/ijms222413526] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2021] [Revised: 12/08/2021] [Accepted: 12/15/2021] [Indexed: 11/16/2022] Open
Abstract
The evolutionary origin of the genome remains elusive. Here, I hypothesize that its first iteration, the protogenome, was a multi-ribozyme RNA. It evolved, likely within liposomes (the protocells) forming in dry-wet cycling environments, through the random fusion of ribozymes by a ligase and was amplified by a polymerase. The protogenome thereby linked, in one molecule, the information required to seed the protometabolism (a combination of RNA-based autocatalytic sets) in newly forming protocells. If this combination of autocatalytic sets was evolutionarily advantageous, the protogenome would have amplified in a population of multiplying protocells. It likely was a quasispecies with redundant information, e.g., multiple copies of one ribozyme. As such, new functionalities could evolve, including a genetic code. Once one or more components of the protometabolism were templated by the protogenome (e.g., when a ribozyme was replaced by a protein enzyme), and/or addiction modules evolved, the protometabolism became dependent on the protogenome. Along with increasing fidelity of the RNA polymerase, the protogenome could grow, e.g., by incorporating additional ribozyme domains. Finally, the protogenome could have evolved into a DNA genome with increased stability and storage capacity. I will provide suggestions for experiments to test some aspects of this hypothesis, such as evaluating the ability of ribozyme RNA polymerases to generate random ligation products and testing the catalytic activity of linked ribozyme domains.
Collapse
|
11
|
Jiang H, Gao Y, Zhang L, Chen D, Gan J, Murchie AIH. The identification and characterization of a selected SAM-dependent methyltransferase ribozyme that is present in natural sequences. Nat Catal 2021. [DOI: 10.1038/s41929-021-00685-z] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
|
12
|
Chen Q, Zhang X, Shi J, Yan M, Zhou T. Origins and evolving functionalities of tRNA-derived small RNAs. Trends Biochem Sci 2021; 46:790-804. [PMID: 34053843 PMCID: PMC8448906 DOI: 10.1016/j.tibs.2021.05.001] [Citation(s) in RCA: 83] [Impact Index Per Article: 27.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2020] [Revised: 04/22/2021] [Accepted: 05/03/2021] [Indexed: 12/14/2022]
Abstract
Transfer RNA (tRNA)-derived small RNAs (tsRNAs) are among the most ancient small RNAs in all domains of life and are generated by the cleavage of tRNAs. Emerging studies have begun to reveal the versatile roles of tsRNAs in fundamental biological processes, including gene silencing, ribosome biogenesis, retrotransposition, and epigenetic inheritance, which are rooted in tsRNA sequence conservation, RNA modifications, and protein-binding abilities. We summarize the mechanisms of tsRNA biogenesis and the impact of RNA modifications, and propose how thinking of tsRNA functionality from an evolutionary perspective urges the expansion of tsRNA research into a wider spectrum, including cross-tissue/cross-species regulation and harnessing of the 'tsRNA code' for precision medicine.
Collapse
Affiliation(s)
- Qi Chen
- Division of Biomedical Sciences, School of Medicine, University of California, Riverside, CA, USA.
| | - Xudong Zhang
- Division of Biomedical Sciences, School of Medicine, University of California, Riverside, CA, USA
| | - Junchao Shi
- Division of Biomedical Sciences, School of Medicine, University of California, Riverside, CA, USA
| | - Menghong Yan
- Institutes of Biomedical Sciences, Shanghai Medical College of Fudan University, Shanghai, China; Department of Physiology and Cell Biology, University of Nevada, Reno School of Medicine, Reno, NV, USA
| | - Tong Zhou
- Department of Physiology and Cell Biology, University of Nevada, Reno School of Medicine, Reno, NV, USA.
| |
Collapse
|
13
|
Kushner DB. Introducing SELEX via a semester-long course-based undergraduate research experience (CURE). BIOCHEMISTRY AND MOLECULAR BIOLOGY EDUCATION : A BIMONTHLY PUBLICATION OF THE INTERNATIONAL UNION OF BIOCHEMISTRY AND MOLECULAR BIOLOGY 2021; 49:605-618. [PMID: 33914410 DOI: 10.1002/bmb.21519] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/26/2020] [Revised: 12/16/2020] [Accepted: 04/09/2021] [Indexed: 06/12/2023]
Abstract
With the growing importance of the field of RNA biology, undergraduates need to perform RNA-related research. Systematic evolution of ligands by exponential enrichment (SELEX) has become an important method in RNA biology. The principles of SELEX were applied to a semester-long course-based undergraduate research experience (CURE) in which two rounds of in vivo functional selection of regions of a viral RNA were performed. As the labwork had an unknown outcome, students indicated that they were excited by the work and became invested in the experience. By completing two rounds of SELEX, the students repeated molecular methods (e.g., RNA extraction, RT-PCR, agarose gel electrophoresis, DNA purification, cloning, and sequence analysis) and reported that repetition reinforced their learning and helped them build confidence in their lab abilities. Students also appreciated that they did not learn a "technique-per-week" without context, but rather they understood why certain methods were used for certain molecular tasks. Results from a 19-question multiple-choice assessment indicated increased comprehension of theory underlying methods performed. Details regarding experimental methods and timeline, and assessment and attitudinal results from three student cohorts, are described herein.
Collapse
Affiliation(s)
- David B Kushner
- Department of Biology, Dickinson College, Carlisle, Pennsylvania, USA
| |
Collapse
|
14
|
Sánchez Á, Vila JCC, Chang CY, Diaz-Colunga J, Estrela S, Rebolleda-Gomez M. Directed Evolution of Microbial Communities. Annu Rev Biophys 2021; 50:323-341. [PMID: 33646814 PMCID: PMC8105285 DOI: 10.1146/annurev-biophys-101220-072829] [Citation(s) in RCA: 44] [Impact Index Per Article: 14.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Directed evolution is a form of artificial selection that has been used for decades to find biomolecules and organisms with new or enhanced functional traits. Directed evolution can be conceptualized as a guided exploration of the genotype-phenotype map, where genetic variants with desirable phenotypes are first selected and then mutagenized to search the genotype space for an even better mutant. In recent years, the idea of applying artificial selection to microbial communities has gained momentum. In this article, we review the main limitations of artificial selection when applied to large and diverse collectives of asexually dividing microbes and discuss how the tools of directed evolution may be deployed to engineer communities from the top down. We conceptualize directed evolution of microbial communities as a guided exploration of an ecological structure-function landscape and propose practical guidelines for navigating these ecological landscapes.
Collapse
Affiliation(s)
- Álvaro Sánchez
- Department of Ecology & Evolutionary Biology and Microbial Sciences Institute, Yale University, New Haven, Connecticut 06520, USA; , , , , ,
| | - Jean C C Vila
- Department of Ecology & Evolutionary Biology and Microbial Sciences Institute, Yale University, New Haven, Connecticut 06520, USA; , , , , ,
| | - Chang-Yu Chang
- Department of Ecology & Evolutionary Biology and Microbial Sciences Institute, Yale University, New Haven, Connecticut 06520, USA; , , , , ,
| | - Juan Diaz-Colunga
- Department of Ecology & Evolutionary Biology and Microbial Sciences Institute, Yale University, New Haven, Connecticut 06520, USA; , , , , ,
| | - Sylvie Estrela
- Department of Ecology & Evolutionary Biology and Microbial Sciences Institute, Yale University, New Haven, Connecticut 06520, USA; , , , , ,
| | - María Rebolleda-Gomez
- Department of Ecology & Evolutionary Biology and Microbial Sciences Institute, Yale University, New Haven, Connecticut 06520, USA; , , , , ,
| |
Collapse
|
15
|
An RNA-centric historical narrative around the Protein Data Bank. J Biol Chem 2021; 296:100555. [PMID: 33744291 PMCID: PMC8080527 DOI: 10.1016/j.jbc.2021.100555] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2020] [Revised: 02/17/2021] [Accepted: 03/16/2021] [Indexed: 01/06/2023] Open
Abstract
Some of the amazing contributions brought to the scientific community by the Protein Data Bank (PDB) are described. The focus is on nucleic acid structures with a bias toward RNA. The evolution and key roles in science of the PDB and other structural databases for nucleic acids illustrate how small initial ideas can become huge and indispensable resources with the unflinching willingness of scientists to cooperate globally. The progress in the understanding of the molecular interactions driving RNA architectures followed the rapid increase in RNA structures in the PDB. That increase was consecutive to improvements in chemical synthesis and purification of RNA molecules, as well as in biophysical methods for structure determination and computer technology. The RNA modeling efforts from the early beginnings are also described together with their links to the state of structural knowledge and technological development. Structures of RNA and of its assemblies are physical objects, which, together with genomic data, allow us to integrate present-day biological functions and the historical evolution in all living species on earth.
Collapse
|
16
|
Ducongé F. Aptamers for Molecular Imaging. Mol Imaging 2021. [DOI: 10.1016/b978-0-12-816386-3.00034-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
|
17
|
Long Y, Pan Y, Zheng W, Yi D, Zheng H. Supramolecular hydrogel-immobilized enzyme ficin as peroxidase mimics for colorimetric detection of glucose. Microchem J 2020. [DOI: 10.1016/j.microc.2020.105276] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
|
18
|
Shetty M, Walton A, Gathmann SR, Ardagh MA, Gopeesingh J, Resasco J, Birol T, Zhang Q, Tsapatsis M, Vlachos DG, Christopher P, Frisbie CD, Abdelrahman OA, Dauenhauer PJ. The Catalytic Mechanics of Dynamic Surfaces: Stimulating Methods for Promoting Catalytic Resonance. ACS Catal 2020. [DOI: 10.1021/acscatal.0c03336] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Affiliation(s)
- Manish Shetty
- Department of Chemical Engineering and Materials Science, University of Minnesota, 421 Washington Avenue SE, Minneapolis, Minnesota 55455, United States
- Catalysis Center for Energy Innovation, 150 Academy Street, Newark, Delaware 19716, United States
| | - Amber Walton
- Department of Chemical Engineering and Materials Science, University of Minnesota, 421 Washington Avenue SE, Minneapolis, Minnesota 55455, United States
| | - Sallye R. Gathmann
- Department of Chemical Engineering and Materials Science, University of Minnesota, 421 Washington Avenue SE, Minneapolis, Minnesota 55455, United States
| | - M. Alexander Ardagh
- Department of Chemical Engineering and Materials Science, University of Minnesota, 421 Washington Avenue SE, Minneapolis, Minnesota 55455, United States
- Catalysis Center for Energy Innovation, 150 Academy Street, Newark, Delaware 19716, United States
| | - Joshua Gopeesingh
- University of Massachusetts Amherst, 686 North Pleasant Street, Amherst, Massachusetts 01003, United States
| | - Joaquin Resasco
- University of California Santa Barbara, Engineering II Building, Santa Barbara, California 93106, United States
| | - Turan Birol
- Department of Chemical Engineering and Materials Science, University of Minnesota, 421 Washington Avenue SE, Minneapolis, Minnesota 55455, United States
| | - Qi Zhang
- Department of Chemical Engineering and Materials Science, University of Minnesota, 421 Washington Avenue SE, Minneapolis, Minnesota 55455, United States
| | - Michael Tsapatsis
- Catalysis Center for Energy Innovation, 150 Academy Street, Newark, Delaware 19716, United States
- Applied Physics Laboratory, Johns Hopkins University, Laurel, Maryland 20723, United States
- Department of Chemical and Biomolecular Engineering & Institute for NanoBioTechnology, Johns Hopkins University, Baltimore, Maryland 21218, United States
| | - Dionisios G. Vlachos
- Catalysis Center for Energy Innovation, 150 Academy Street, Newark, Delaware 19716, United States
- Department of Chemical and Biomolecular Engineering, University of Delaware, 150 Academy Street, Newark, Delaware 19716, United States
| | - Phillip Christopher
- Catalysis Center for Energy Innovation, 150 Academy Street, Newark, Delaware 19716, United States
- University of California Santa Barbara, Engineering II Building, Santa Barbara, California 93106, United States
| | - C. Daniel Frisbie
- Department of Chemical Engineering and Materials Science, University of Minnesota, 421 Washington Avenue SE, Minneapolis, Minnesota 55455, United States
| | - Omar A. Abdelrahman
- Catalysis Center for Energy Innovation, 150 Academy Street, Newark, Delaware 19716, United States
- University of Massachusetts Amherst, 686 North Pleasant Street, Amherst, Massachusetts 01003, United States
| | - Paul J. Dauenhauer
- Department of Chemical Engineering and Materials Science, University of Minnesota, 421 Washington Avenue SE, Minneapolis, Minnesota 55455, United States
- Catalysis Center for Energy Innovation, 150 Academy Street, Newark, Delaware 19716, United States
| |
Collapse
|
19
|
Wu Y, Yang Z, Lu Y. Photocaged functional nucleic acids for spatiotemporal imaging in biology. Curr Opin Chem Biol 2020; 57:95-104. [PMID: 32652498 DOI: 10.1016/j.cbpa.2020.05.003] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2020] [Revised: 04/21/2020] [Accepted: 05/06/2020] [Indexed: 01/17/2023]
Abstract
Imaging of species in living organisms with high spatiotemporal resolution is essential for understanding biological processes. While functional nucleic acids (FNAs), such as catalytic nucleic acids and aptamers, have emerged as effective sensors for a wide range of molecules, photocaged control of these FNAs has played a key role in translating them into bioimaging agents with high spatiotemporal control. In this review, we summarize methods and results of photocaged FNAs based on photolabile modifications, photoisomerization, and photothermal activation. Future directions, including strategies to improve the performance of these photocaged FNAs, are also described.
Collapse
Affiliation(s)
- Yuting Wu
- Department of Chemistry, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, United States; DOE Center for Advanced Bioenergy and Bioproducts Innovation, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, United States
| | - Zhenglin Yang
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, United States; DOE Center for Advanced Bioenergy and Bioproducts Innovation, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, United States
| | - Yi Lu
- Department of Chemistry, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, United States; Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, United States; Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, United States; DOE Center for Advanced Bioenergy and Bioproducts Innovation, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, United States.
| |
Collapse
|
20
|
Markel U, Essani KD, Besirlioglu V, Schiffels J, Streit WR, Schwaneberg U. Advances in ultrahigh-throughput screening for directed enzyme evolution. Chem Soc Rev 2020; 49:233-262. [PMID: 31815263 DOI: 10.1039/c8cs00981c] [Citation(s) in RCA: 142] [Impact Index Per Article: 35.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Enzymes are versatile catalysts and their synthetic potential has been recognized for a long time. In order to exploit their full potential, enzymes often need to be re-engineered or optimized for a given application. (Semi-) rational design has emerged as a powerful means to engineer proteins, but requires detailed knowledge about structure function relationships. In turn, directed evolution methodologies, which consist of iterative rounds of diversity generation and screening, can improve an enzyme's properties with virtually no structural knowledge. Current diversity generation methods grant us access to a vast sequence space (libraries of >1012 enzyme variants) that may hide yet unexplored catalytic activities and selectivity. However, the time investment for conventional agar plate or microtiter plate-based screening assays represents a major bottleneck in directed evolution and limits the improvements that are obtainable in reasonable time. Ultrahigh-throughput screening (uHTS) methods dramatically increase the number of screening events per time, which is crucial to speed up biocatalyst design, and to widen our knowledge about sequence function relationships. In this review, we summarize recent advances in uHTS for directed enzyme evolution. We shed light on the importance of compartmentalization to preserve the essential link between genotype and phenotype and discuss how cells and biomimetic compartments can be applied to serve this function. Finally, we discuss how uHTS can inspire novel functional metagenomics approaches to identify natural biocatalysts for novel chemical transformations.
Collapse
Affiliation(s)
- Ulrich Markel
- Institute of Biotechnology, RWTH Aachen University, Worringer Weg 3, 52074 Aachen, Germany.
| | | | | | | | | | | |
Collapse
|
21
|
Oliver CG, Reinharz V, Waldispühl J. On the emergence of structural complexity in RNA replicators. RNA (NEW YORK, N.Y.) 2019; 25:1579-1591. [PMID: 31467146 PMCID: PMC6859851 DOI: 10.1261/rna.070391.119] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/15/2019] [Accepted: 08/19/2019] [Indexed: 06/10/2023]
Abstract
The RNA world hypothesis relies on the ability of ribonucleic acids to spontaneously acquire complex structures capable of supporting essential biological functions. Multiple sophisticated evolutionary models have been proposed for their emergence, but they often assume specific conditions. In this work, we explore a simple and parsimonious scenario describing the emergence of complex molecular structures at the early stages of life. We show that at specific GC content regimes, an undirected replication model is sufficient to explain the apparition of multibranched RNA secondary structures-a structural signature of many essential ribozymes. We ran a large-scale computational study to map energetically stable structures on complete mutational networks of 50-nt-long RNA sequences. Our results reveal that the sequence landscape with stable structures is enriched with multibranched structures at a length scale coinciding with the appearance of complex structures in RNA databases. A random replication mechanism preserving a 50% GC content may suffice to explain a natural enrichment of stable complex structures in populations of functional RNAs. In contrast, an evolutionary mechanism eliciting the most stable folds at each generation appears to help reaching multibranched structures at highest GC content.
Collapse
Affiliation(s)
- Carlos G Oliver
- School of Computer Science, McGill University, Montreal, QC H3A 2B3, Canada
| | - Vladimir Reinharz
- Center for Soft and Living Matter, Institute for Basic Science, Ulsan 34126, South Korea
| | - Jérôme Waldispühl
- School of Computer Science, McGill University, Montreal, QC H3A 2B3, Canada
| |
Collapse
|
22
|
Chowdhury R, Maranas CD. From directed evolution to computational enzyme engineering—A review. AIChE J 2019. [DOI: 10.1002/aic.16847] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Affiliation(s)
- Ratul Chowdhury
- Department of Chemical Engineering The Pennsylvania State University University Park Pennsylvania
| | - Costas D. Maranas
- Department of Chemical Engineering The Pennsylvania State University University Park Pennsylvania
| |
Collapse
|
23
|
Arnold FH. Innovation durch Evolution: Wie man neue Chemie zum Leben erweckt (Nobel‐Vortrag). Angew Chem Int Ed Engl 2019. [DOI: 10.1002/ange.201907729] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
|
24
|
Arnold FH. Innovation by Evolution: Bringing New Chemistry to Life (Nobel Lecture). Angew Chem Int Ed Engl 2019; 58:14420-14426. [PMID: 31433107 DOI: 10.1002/anie.201907729] [Citation(s) in RCA: 215] [Impact Index Per Article: 43.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2019] [Indexed: 12/21/2022]
Abstract
The directed evolution of enzymes is now routinely used to develop new catalysts with various applications, such as in environmentally friendly production of chemicals and renewable fuels. In her Nobel lecture, F. Arnold describes how lessons from nature inspired the development of methods for directed evolution.
Collapse
|
25
|
Masachis S, Tourasse NJ, Lays C, Faucher M, Chabas S, Iost I, Darfeuille F. A genetic selection reveals functional metastable structures embedded in a toxin-encoding mRNA. eLife 2019; 8:47549. [PMID: 31411564 PMCID: PMC6733600 DOI: 10.7554/elife.47549] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2019] [Accepted: 08/14/2019] [Indexed: 11/13/2022] Open
Abstract
Post-transcriptional regulation plays important roles to fine-tune gene expression in bacteria. In particular, regulation of type I toxin-antitoxin (TA) systems is achieved through sophisticated mechanisms involving toxin mRNA folding. Here, we set up a genetic approach to decipher the molecular underpinnings behind the regulation of a type I TA in Helicobacter pylori. We used the lethality induced by chromosomal inactivation of the antitoxin to select mutations that suppress toxicity. We found that single point mutations are sufficient to allow cell survival. Mutations located either in the 5’ untranslated region or within the open reading frame of the toxin hamper its translation by stabilizing stem-loop structures that sequester the Shine-Dalgarno sequence. We propose that these short hairpins correspond to metastable structures that are transiently formed during transcription to avoid premature toxin expression. This work uncovers the co-transcriptional inhibition of translation as an additional layer of TA regulation in bacteria.
Collapse
Affiliation(s)
- Sara Masachis
- University of Bordeaux, INSERM U1212, CNRS UMR 5320, ARNA Laboratory, Bordeaux, France
| | - Nicolas J Tourasse
- University of Bordeaux, INSERM U1212, CNRS UMR 5320, ARNA Laboratory, Bordeaux, France
| | - Claire Lays
- University of Bordeaux, INSERM U1212, CNRS UMR 5320, ARNA Laboratory, Bordeaux, France
| | - Marion Faucher
- University of Bordeaux, INSERM U1212, CNRS UMR 5320, ARNA Laboratory, Bordeaux, France
| | - Sandrine Chabas
- University of Bordeaux, INSERM U1212, CNRS UMR 5320, ARNA Laboratory, Bordeaux, France
| | - Isabelle Iost
- University of Bordeaux, INSERM U1212, CNRS UMR 5320, ARNA Laboratory, Bordeaux, France
| | - Fabien Darfeuille
- University of Bordeaux, INSERM U1212, CNRS UMR 5320, ARNA Laboratory, Bordeaux, France
| |
Collapse
|
26
|
Abstract
The combination of modern biotechnologies such as DNA synthesis, λ red recombineering, CRISPR-based editing and next-generation high-throughput sequencing increasingly enables precise manipulation of genes and genomes. Beyond rational design, these technologies also enable the targeted, and potentially continuous, introduction of multiple mutations. While this might seem to be merely a return to natural selection, the ability to target evolution greatly reduces fitness burdens and focuses mutation and selection on those genes and traits that best contribute to a desired phenotype, ultimately throwing evolution into fast forward.
Collapse
|
27
|
Bornscheuer UT, Hauer B, Jaeger KE, Schwaneberg U. Gerichtete Evolution ermöglicht das Design von maßgeschneiderten Proteinen zur nachhaltigen Produktion von Chemikalien und Pharmazeutika. Angew Chem Int Ed Engl 2018. [DOI: 10.1002/ange.201812717] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Affiliation(s)
- Uwe T. Bornscheuer
- Biotechnologie & Enzymkatalyse; Institut für Biochemie; Universität Greifswald; Felix-Hausdorff-Straße 4 17487 Greifswald Deutschland
| | - Bernhard Hauer
- Institut für Technische Biochemie; Universität Stuttgart; Allmandring 31 70569 Stuttgart Deutschland
| | - Karl Erich Jaeger
- Institut für Molekulare Enzymtechnologie; Heinrich-Heine-, Universität Düsseldorf & Forschungszentrum Jülich; Wilhelm-Johnen-Straße 52426 Jülich Deutschland
| | - Ulrich Schwaneberg
- ABBt-Institut für Biotechnologie; RWTH Aachen und DWI Leibniz-Institut für Interaktive Materialien; Worringer Weg 3 52074 Aachen Deutschland
| |
Collapse
|
28
|
Bornscheuer UT, Hauer B, Jaeger KE, Schwaneberg U. Directed Evolution Empowered Redesign of Natural Proteins for the Sustainable Production of Chemicals and Pharmaceuticals. Angew Chem Int Ed Engl 2018; 58:36-40. [DOI: 10.1002/anie.201812717] [Citation(s) in RCA: 124] [Impact Index Per Article: 20.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2018] [Indexed: 01/22/2023]
Affiliation(s)
- Uwe T. Bornscheuer
- Biotechnology & Enzyme Catalysis; Institute of Biochemistry; Greifswald University; Felix Hausdorff Strasse 4 17487 Greifswald Germany
| | - Bernhard Hauer
- Institute of Technical Biochemistry; University of Stuttgart; Allmandring 31 70569 Stuttgart Germany
| | - Karl Erich Jaeger
- Institute of Molecular Enzyme Technology; Heinrich Heine University Düsseldorf and Research Center Jülich; Wilhelm Johnen Strasse 52426 Jülich Germany
| | - Ulrich Schwaneberg
- ABBt-Institute of Biotechnology; RWTH Aachen University and DWI Leibniz Institute for, Interactive Materials; Worringer Weg 3 52074 Aachen Germany
| |
Collapse
|
29
|
Nguyen Quang N, Bouvier C, Henriques A, Lelandais B, Ducongé F. Time-lapse imaging of molecular evolution by high-throughput sequencing. Nucleic Acids Res 2018; 46:7480-7494. [PMID: 29982617 PMCID: PMC6125620 DOI: 10.1093/nar/gky583] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2017] [Revised: 06/12/2018] [Accepted: 06/15/2018] [Indexed: 12/19/2022] Open
Abstract
High-throughput sequencing of in vitro selection could artificially provide large quantities of relic sequences from known times of molecular evolution. Here, we demonstrate how it can be used to reconstruct an empirical genealogical evolutionary (EGE) tree of an aptamer family. In contrast to classical phylogenetic trees, this tree-diagram represents proliferation and extinction of sequences within a population during rounds of selection. Such information, which corresponds to their evolutionary fitness, is used to infer which sequences may have been mutated through the selection process that led to the appearance and spreading of new sequences. This approach was validated by the re-analysis of an in vitro selection that had previously identified an aptamer against Annexin A2. It revealed that this aptamer might be the descendant of a sequence that was more highly amplified in early rounds. It also succeeded in predicting improved variants of this aptamer and providing a means to understand the influence of selection pressure on evolution. This is the first demonstration that HTS can provide time-lapse imaging of the evolutionary pathway that is taken by a macromolecule during in vitro selection to evolve by successive mutations through better fitness.
Collapse
Affiliation(s)
- Nam Nguyen Quang
- CEA, Fundamental Research Division (DRF), Institut of Biology François Jacob (Jacob), Molecular Imaging Research Center (MIRCen), Fontenay-aux-Roses, France
- Neurodegenerative Diseases Laboratory, CNRS CEA UMR 9199, Fontenay-aux-Roses, France
- Université Paris-Saclay, Université Paris-Sud, Orsay, France
| | - Clément Bouvier
- CEA, Fundamental Research Division (DRF), Institut of Biology François Jacob (Jacob), Molecular Imaging Research Center (MIRCen), Fontenay-aux-Roses, France
- Neurodegenerative Diseases Laboratory, CNRS CEA UMR 9199, Fontenay-aux-Roses, France
- Université Pierre et Marie Curie, Paris, France
| | - Adrien Henriques
- CEA, Fundamental Research Division (DRF), Institut of Biology François Jacob (Jacob), Molecular Imaging Research Center (MIRCen), Fontenay-aux-Roses, France
- Neurodegenerative Diseases Laboratory, CNRS CEA UMR 9199, Fontenay-aux-Roses, France
- Université Paris-Saclay, Université Paris-Sud, Orsay, France
| | - Benoit Lelandais
- CEA, Fundamental Research Division (DRF), Institut of Biology François Jacob (Jacob), Molecular Imaging Research Center (MIRCen), Fontenay-aux-Roses, France
- Neurodegenerative Diseases Laboratory, CNRS CEA UMR 9199, Fontenay-aux-Roses, France
- Université Paris-Saclay, Université Paris-Sud, Orsay, France
| | - Frédéric Ducongé
- CEA, Fundamental Research Division (DRF), Institut of Biology François Jacob (Jacob), Molecular Imaging Research Center (MIRCen), Fontenay-aux-Roses, France
- Neurodegenerative Diseases Laboratory, CNRS CEA UMR 9199, Fontenay-aux-Roses, France
- Université Paris-Saclay, Université Paris-Sud, Orsay, France
| |
Collapse
|
30
|
Lee CH, Han SR, Lee SW. Group I Intron-Based Therapeutics Through Trans-Splicing Reaction. PROGRESS IN MOLECULAR BIOLOGY AND TRANSLATIONAL SCIENCE 2018; 159:79-100. [PMID: 30340790 DOI: 10.1016/bs.pmbts.2018.07.001] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
In 1982, the Cech group discovered that an intron structure in an rRNA precursor of Tetrahymena thermophila is sufficient to complete splicing without assistance from proteins. This was the first moment that scientists recognized RNAs can have catalytic activities derived from their own unique three-dimensional structures and thus play more various roles in biological processes than thought before. Several additional catalytic RNAs, called ribozymes, were subsequently identified in nature followed by intense studies to reveal their mechanisms of action and to engineer them for use in fields such as molecular cell biology, therapeutics, imaging, etc. Naturally occurring RNA-targeting ribozymes can be broadly classified into two categories by their abilities: Self-cleavage and self-splicing. Since ribozymes use base-pairing to recognize cleavage sites, identification of the catalytic center of naturally occurring ribozymes enables to engineer from "self" to "trans" acting ones which has accelerated to design and use ribozyme as valuable tools in gene therapy fields. Especially, group I intron-based trans-splicing ribozyme has unique property to use as a gene therapeutic agent. It can destroy and simultaneously repair (and/or reprogram) target RNAs to yield the desired therapeutic RNAs, maintaining endogenous spatial and temporal gene regulation of target RNAs. There have been progressive improvements in trans-splicing ribozymes and successful applications of these elements in gene therapy and molecular imaging approaches for various pathogenic conditions. In this chapter, current status of trans-splicing ribozyme therapeutics, focusing on Tetrahymena group I intron-based ribozymes, and their future prospects will be discussed.
Collapse
Affiliation(s)
- Chang Ho Lee
- Department of Integrated Life Sciences, Dankook University, Yongin, Republic of Korea
| | | | - Seong-Wook Lee
- Department of Integrated Life Sciences, Dankook University, Yongin, Republic of Korea; Rznomics Inc., Gwangju, Republic of Korea.
| |
Collapse
|
31
|
Lee CH, Han SR, Lee SW. Therapeutic applications of group I intron-based trans-splicing ribozymes. WILEY INTERDISCIPLINARY REVIEWS-RNA 2018; 9:e1466. [PMID: 29383855 DOI: 10.1002/wrna.1466] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/08/2017] [Revised: 12/10/2017] [Accepted: 12/14/2017] [Indexed: 12/21/2022]
Abstract
Since the breakthrough discovery of catalytic RNAs (ribozymes) in the early 1980s, valuable ribozyme-based gene therapies have been developed for incurable diseases ranging from genetic disorders to viral infections and cancers. Ribozymes can be engineered and used to downregulate or repair pathogenic genes via RNA cleavage mediated by trans-cleaving ribozymes or repair and reprograming mediated by trans-splicing ribozymes, respectively. Uniquely, trans-splicing ribozymes can edit target RNAs via simultaneous destruction and repair (and/or reprograming) to yield the desired therapeutic RNAs, thus selectively inducing therapeutic gene activity in cells expressing the target RNAs. In contrast to traditional gene therapy approaches, such as simple addition of therapeutic transgenes or inhibition of disease-causing genes, the selective repair and/or reprograming abilities of trans-splicing ribozymes in target RNA-expressing cells facilitates the maintenance of endogenous spatial and temporal gene regulation and reduction of disease-associated transcript expression. In molecular imaging technologies, trans-splicing ribozymes can be used to reprogram specific RNAs in living cells and organisms by the 3'-tagging of reporter RNAs. The past two decades have seen progressive improvements in trans-splicing ribozymes and the successful application of these elements in gene therapy and molecular imaging approaches for various pathogenic conditions, such as genetic, infectious, and malignant disease. This review provides an overview of the current status of trans-splicing ribozyme therapeutics, focusing on Tetrahymena group I intron-based ribozymes, and their future prospects. This article is categorized under: RNA in Disease and Development > RNA in Disease.
Collapse
Affiliation(s)
- Chang Ho Lee
- Department of Integrated Life Sciences, Dankook University, Yongin, Republic of Korea
| | - Seung Ryul Han
- Department of Integrated Life Sciences, Dankook University, Yongin, Republic of Korea
| | - Seong-Wook Lee
- Department of Integrated Life Sciences, Dankook University, Yongin, Republic of Korea
| |
Collapse
|
32
|
Wang Y, Liu E, Lam CH, Perrin DM. A densely modified M 2+-independent DNAzyme that cleaves RNA efficiently with multiple catalytic turnover. Chem Sci 2018; 9:1813-1821. [PMID: 29675226 PMCID: PMC5890787 DOI: 10.1039/c7sc04491g] [Citation(s) in RCA: 52] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2017] [Accepted: 01/04/2018] [Indexed: 12/12/2022] Open
Abstract
Sequence-specific cleavage of RNA targets in the absence of a divalent metal cation (M2+) has been a long-standing goal in bioorganic chemistry. Herein, we report the in vitro selection of novel RNA cleaving DNAzymes that are selected using 8-histaminyl-deoxyadenosine (dAimTP), 5-guanidinoallyl-deoxyuridine (dUgaTP), and 5-aminoallyl-deoxycytidine (dCaaTP) along with dGTP. These modified dNTPs provide key functionalities reminiscent of the active sites of ribonucleases, notably RNase A. Of several such M2+-free DNAymes, DNAzyme 7-38-32 cleaves a 19 nt all-RNA substrate with multiple-turnover, under simulated physiological conditions wherein only 0.5 mM Mg2+ was present, attaining values of kcat of 1.06 min-1 and a KM of 1.37 μM corresponding to a catalytic efficiency of ∼106 M-1 min-1. Therefore, Dz7-38-32 represents a promising candidate towards the development of therapeutically efficient DNAzymes.
Collapse
Affiliation(s)
- Yajun Wang
- Chemistry Dept. , UBC , 2036 Main Mall , Vancouver , BC V6T1Z1 , Canada .
| | - Erkai Liu
- Chemistry Dept. , UBC , 2036 Main Mall , Vancouver , BC V6T1Z1 , Canada .
| | - Curtis H Lam
- Chemistry Dept. , UBC , 2036 Main Mall , Vancouver , BC V6T1Z1 , Canada .
| | - David M Perrin
- Chemistry Dept. , UBC , 2036 Main Mall , Vancouver , BC V6T1Z1 , Canada .
| |
Collapse
|
33
|
Angelbello AJ, Chen JL, Childs-Disney JL, Zhang P, Wang ZF, Disney MD. Using Genome Sequence to Enable the Design of Medicines and Chemical Probes. Chem Rev 2018; 118:1599-1663. [PMID: 29322778 DOI: 10.1021/acs.chemrev.7b00504] [Citation(s) in RCA: 57] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Rapid progress in genome sequencing technology has put us firmly into a postgenomic era. A key challenge in biomedical research is harnessing genome sequence to fulfill the promise of personalized medicine. This Review describes how genome sequencing has enabled the identification of disease-causing biomolecules and how these data have been converted into chemical probes of function, preclinical lead modalities, and ultimately U.S. Food and Drug Administration (FDA)-approved drugs. In particular, we focus on the use of oligonucleotide-based modalities to target disease-causing RNAs; small molecules that target DNA, RNA, or protein; the rational repurposing of known therapeutic modalities; and the advantages of pharmacogenetics. Lastly, we discuss the remaining challenges and opportunities in the direct utilization of genome sequence to enable design of medicines.
Collapse
Affiliation(s)
- Alicia J Angelbello
- Departments of Chemistry and Neuroscience, The Scripps Research Institute , 130 Scripps Way, Jupiter, Florida 33458, United States
| | - Jonathan L Chen
- Departments of Chemistry and Neuroscience, The Scripps Research Institute , 130 Scripps Way, Jupiter, Florida 33458, United States
| | - Jessica L Childs-Disney
- Departments of Chemistry and Neuroscience, The Scripps Research Institute , 130 Scripps Way, Jupiter, Florida 33458, United States
| | - Peiyuan Zhang
- Departments of Chemistry and Neuroscience, The Scripps Research Institute , 130 Scripps Way, Jupiter, Florida 33458, United States
| | - Zi-Fu Wang
- Departments of Chemistry and Neuroscience, The Scripps Research Institute , 130 Scripps Way, Jupiter, Florida 33458, United States
| | - Matthew D Disney
- Departments of Chemistry and Neuroscience, The Scripps Research Institute , 130 Scripps Way, Jupiter, Florida 33458, United States
| |
Collapse
|
34
|
Zheng X, Xing XH, Zhang C. Targeted mutagenesis: A sniper-like diversity generator in microbial engineering. Synth Syst Biotechnol 2017; 2:75-86. [PMID: 29062964 PMCID: PMC5636951 DOI: 10.1016/j.synbio.2017.07.001] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2017] [Revised: 06/30/2017] [Accepted: 07/03/2017] [Indexed: 12/26/2022] Open
Abstract
Mutations, serving as the raw materials of evolution, have been extensively utilized to increase the chances of engineering molecules or microbes with tailor-made functions. Global and targeted mutagenesis are two main methods of obtaining various mutations, distinguished by the range of action they can cover. While the former one stresses the mining of novel genetic loci within the whole genomic background, targeted mutagenesis performs in a more straightforward manner, bringing evolutionary escape and error catastrophe under control. In this review, we classify the existing techniques of targeted mutagenesis into two categories in terms of whether the diversity is generated in vitro or in vivo, and briefly introduce the mechanisms and applications of them separately. The inherent connections and development trends of the two classes are also discussed to provide an insight into the next generation evolution research.
Collapse
Key Words
- 3′-LTR, 3’-long terminal repeat
- 5-FOA, 5-fluoro-orotic acid
- CRISPR/Cas9, clustered regularly interspaced short palindromic repeats and associated protein 9
- DNA Pol III, DNA polymerase III
- DNA PolI, DNA polymerase I
- DSB, double strand break
- Evolution
- FLASH, fast ligation-based automatable solid-phase high-throughput
- HDR, homology-directed repair
- HIV, human immunodeficiency virus
- ICE, in vivo continuous evolution
- LIC, ligation-independent cloning
- MAGE, multiplex automated genome engineering
- MMEJ, microhomology-mediated end-joining
- Mutations
- NHEJ, error-prone non-homologous end-joining
- ORF, open reading frame
- PAM, protospacer-adjacent motif
- RVD, repeat variable di-residue
- Synthetic biology
- TALE, transcription activator-like effector
- TALEN, transcription activator-like effector nuclease
- TP, terminal protein
- TP-DNAP, TP-DNA polymerase fusion
- TaGTEAM, targeting glycosylase to embedded arrays for mutagenesis
- Targeted mutagenesis
- YOGE, yeast oligo-mediated genome engineering
- ZF, zinc-finger protein
- ZFN, zinc-finger nuclease
- dCas9, catalytically dead Cas9
- dNTP, deoxy-ribonucleoside triphosphate
- dsDNA, double-stranded DNA
- error-prone PCR, error-prone polymerase chain reaction
- non-GMO, non-genetically modified organism
- pre-crRNA, pre-CRISPR RNA
- sctetR, single chain tetR
- sgRNA, single-guide RNA
- ssDNA, single-stranded DNA
- tracrRNA, trans-encoded RNA
Collapse
Affiliation(s)
| | | | - Chong Zhang
- Key Laboratory for Industrial Biocatalysis, Ministry of Education, Institute of Biochemical Engineering, Department of Chemical Engineering, Center for Synthetic & Systems Biology, Tsinghua University, Beijing 100084, China
| |
Collapse
|
35
|
Stern LA, Csizmar CM, Woldring DR, Wagner CR, Hackel BJ. Titratable Avidity Reduction Enhances Affinity Discrimination in Mammalian Cellular Selections of Yeast-Displayed Ligands. ACS COMBINATORIAL SCIENCE 2017; 19:315-323. [PMID: 28322543 DOI: 10.1021/acscombsci.6b00191] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Yeast surface display selections against mammalian cell monolayers have proven effective in isolating proteins with novel binding activity. Recent advances in this technique allow for the recovery of clones with even micromolar binding affinities. However, no efficient method has been shown for affinity-based selection in this context. This study demonstrates the effectiveness of titratable avidity reduction using dithiothreitol to achieve this goal. A series of epidermal growth factor receptor binding fibronectin domains with a range of affinities are used to quantitatively identify the number of ligands per yeast cell that yield the strongest selectivity between strong, moderate, and weak affinities. Notably, reduction of ligand display to 3,000-6,000 ligands per yeast cell of a 2 nM binder yields 16-fold better selectivity than that to a 17 nM binder. These lessons are applied to affinity maturation of an EpCAM-binding fibronectin population, yielding an enriched pool of ligands with significantly stronger affinity than that of an analogous pool sorted by standard cellular selection methods. Collectively, this study offers a facile approach for affinity selection of yeast-displayed ligands against full-length cellular targets and demonstrates the effectiveness of this method by generating EpCAM-binding ligands that are promising for further applications.
Collapse
Affiliation(s)
- Lawrence A. Stern
- Department
of Chemical Engineering and Materials Science and ‡Department of Medicinal Chemistry, University of Minnesota−Twin Cities, Minneapolis, Minnesota 55455, United States
| | - Clifford M. Csizmar
- Department
of Chemical Engineering and Materials Science and ‡Department of Medicinal Chemistry, University of Minnesota−Twin Cities, Minneapolis, Minnesota 55455, United States
| | - Daniel R. Woldring
- Department
of Chemical Engineering and Materials Science and ‡Department of Medicinal Chemistry, University of Minnesota−Twin Cities, Minneapolis, Minnesota 55455, United States
| | - Carston R. Wagner
- Department
of Chemical Engineering and Materials Science and ‡Department of Medicinal Chemistry, University of Minnesota−Twin Cities, Minneapolis, Minnesota 55455, United States
| | - Benjamin J. Hackel
- Department
of Chemical Engineering and Materials Science and ‡Department of Medicinal Chemistry, University of Minnesota−Twin Cities, Minneapolis, Minnesota 55455, United States
| |
Collapse
|
36
|
|
37
|
MacConnell AB, Price AK, Paegel BM. An Integrated Microfluidic Processor for DNA-Encoded Combinatorial Library Functional Screening. ACS COMBINATORIAL SCIENCE 2017; 19:181-192. [PMID: 28199790 PMCID: PMC5350604 DOI: 10.1021/acscombsci.6b00192] [Citation(s) in RCA: 61] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
![]()
DNA-encoded synthesis
is rekindling interest in combinatorial compound
libraries for drug discovery and in technology for automated and quantitative
library screening. Here, we disclose a microfluidic circuit that enables
functional screens of DNA-encoded compound beads. The device carries
out library bead distribution into picoliter-scale assay reagent droplets,
photochemical cleavage of
compound from the bead, assay incubation, laser-induced fluorescence-based
assay detection, and fluorescence-activated droplet sorting to isolate
hits. DNA-encoded compound beads (10-μm diameter) displaying
a photocleavable positive control inhibitor pepstatin A were mixed
(1920 beads, 729 encoding sequences) with negative control beads (58 000
beads, 1728 encoding sequences) and screened for cathepsin D inhibition
using a biochemical enzyme activity assay. The circuit sorted 1518
hit droplets for collection following 18 min incubation over a 240
min analysis. Visual inspection of a subset of droplets (1188 droplets)
yielded a 24% false discovery rate (1166 pepstatin A beads; 366 negative
control beads). Using template barcoding strategies, it was possible
to count hit collection beads (1863) using next-generation sequencing
data. Bead-specific barcodes enabled replicate counting, and the false
discovery rate was reduced to 2.6% by only considering hit-encoding
sequences that were observed on >2 beads. This work represents
a complete
distributable small molecule discovery platform, from microfluidic
miniaturized automation to ultrahigh-throughput hit deconvolution
by sequencing.
Collapse
Affiliation(s)
- Andrew B. MacConnell
- Department
of Chemistry and ‡Doctoral Program in Chemical and Biological
Sciences, The Scripps Research Institute, 130 Scripps Way, Jupiter, Florida 33458, United States
| | - Alexander K. Price
- Department
of Chemistry and ‡Doctoral Program in Chemical and Biological
Sciences, The Scripps Research Institute, 130 Scripps Way, Jupiter, Florida 33458, United States
| | - Brian M. Paegel
- Department
of Chemistry and ‡Doctoral Program in Chemical and Biological
Sciences, The Scripps Research Institute, 130 Scripps Way, Jupiter, Florida 33458, United States
| |
Collapse
|
38
|
Design and Experimental Evolution of trans-Splicing Group I Intron Ribozymes. Molecules 2017; 22:molecules22010075. [PMID: 28045452 PMCID: PMC6155759 DOI: 10.3390/molecules22010075] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2016] [Revised: 12/27/2016] [Accepted: 12/29/2016] [Indexed: 12/31/2022] Open
Abstract
Group I intron ribozymes occur naturally as cis-splicing ribozymes, in the form of introns that do not require the spliceosome for their removal. Instead, they catalyze two consecutive trans-phosphorylation reactions to remove themselves from a primary transcript, and join the two flanking exons. Designed, trans-splicing variants of these ribozymes replace the 3′-portion of a substrate with the ribozyme’s 3′-exon, replace the 5′-portion with the ribozyme’s 5′-exon, or insert/remove an internal sequence of the substrate. Two of these designs have been evolved experimentally in cells, leading to variants of group I intron ribozymes that splice more efficiently, recruit a cellular protein to modify the substrate’s gene expression, or elucidate evolutionary pathways of ribozymes in cells. Some of the artificial, trans-splicing ribozymes are promising as tools in therapy, and as model systems for RNA evolution in cells. This review provides an overview of the different types of trans-splicing group I intron ribozymes that have been generated, and the experimental evolution systems that have been used to improve them.
Collapse
|
39
|
Abstract
Sun and Waterman model DNA mutations during the PCR reaction by a non-canonical branching process. Mean-field approximated values fit the simulated values surprisingly well. We prove this as a theoretical result, for a wide range of the parameters. Thus, we bound explicitly the biases, in law and in the mean, that the mean-field approximation induces in the random number of mutations of a DNA molecule, as a function of the initial number of molecules, of the number of PCR cycles, of the efficiency rate and of the mutation rate. The range where we prove that the approximation is good contains the observed mutation rates in many actual PCR reactions.
Collapse
|
40
|
Lan T, Zhang J, Lu Y. Transforming the blood glucose meter into a general healthcare meter for in vitro diagnostics in mobile health. Biotechnol Adv 2016; 34:331-41. [PMID: 26946282 PMCID: PMC4833671 DOI: 10.1016/j.biotechadv.2016.03.002] [Citation(s) in RCA: 54] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2016] [Revised: 02/20/2016] [Accepted: 03/01/2016] [Indexed: 01/08/2023]
Abstract
Recent advances in mobile network and smartphones have provided an enormous opportunity for transforming in vitro diagnostics (IVD) from central labs to home or other points of care (POC). A major challenge to achieving the goal is a long time and high costs associated with developing POC IVD devices in mobile Health (mHealth). Instead of developing a new POC device for every new IVD target, we and others are taking advantage of decades of research, development, engineering and continuous improvement of the blood glucose meter (BGM), including those already integrated with smartphones, and transforming the BGM into a general healthcare meter for POC IVDs of a wide range of biomarkers, therapeutic drugs and other analytical targets. In this review, we summarize methods to transduce and amplify selective binding of targets by antibodies, DNA/RNA aptamers, DNAzyme/ribozymes and protein enzymes into signals such as glucose or NADH that can be measured by commercially available BGM, making it possible to adapt many clinical assays performed in central labs, such as immunoassays, aptamer/DNAzyme assays, molecular diagnostic assays, and enzymatic activity assays onto BGM platform for quantification of non-glucose targets for a wide variety of IVDs in mHealth.
Collapse
Affiliation(s)
- Tian Lan
- GlucoSentient, Inc., 60 Hazelwood Drive, Champaign, IL 61820, USA.
| | - Jingjing Zhang
- Department of Chemistry, University of Illinois at Urbana-Champaign, 601 S. Mathews Ave., Urbana, IL 61801, USA
| | - Yi Lu
- Department of Chemistry, University of Illinois at Urbana-Champaign, 601 S. Mathews Ave., Urbana, IL 61801, USA.
| |
Collapse
|
41
|
Wu YX, Kwon YJ. Aptamers: The "evolution" of SELEX. Methods 2016; 106:21-8. [PMID: 27109056 DOI: 10.1016/j.ymeth.2016.04.020] [Citation(s) in RCA: 103] [Impact Index Per Article: 12.9] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2016] [Revised: 04/14/2016] [Accepted: 04/15/2016] [Indexed: 01/09/2023] Open
Abstract
It has been more than two decades since the first aptamer molecule was discovered. Since then, aptamer molecules have gain much attention in the scientific field. This increasing traction can be attributed to their many desirable traits, such as 1) their potentials to bind a wide range of molecules, 2) their malleability, and 3) their low cost of production. These traits have made aptamer molecules an ideal platform to pursue in the realm of pharmaceuticals and bio-sensors. Despite the broad applications of aptamers, tedious procedure, high resource consumption, and limited nucleobase repertoire have hindered aptamer in application usage. To address these issues, new innovative methodologies, such as automation and single round SELEX, are being developed to improve the outcomes and rates in which aptamers are discovered.
Collapse
Affiliation(s)
- Yi Xi Wu
- Department of Pharmaceutical Sciences, University of California, Irvine, CA 92697, United States
| | - Young Jik Kwon
- Department of Pharmaceutical Sciences, University of California, Irvine, CA 92697, United States; Department of Chemical Engineering and Materials Science, University of California, Irvine, CA 92697, United States; Department of Molecular Biology and Biochemistry, University of California, Irvine, CA 92697, United States; Department of Biomedical Engineering, University of California, Irvine, CA 92697, United States.
| |
Collapse
|
42
|
Abstract
AbstractThe principles which underlay the chemical approach to the origin of life are discussed, beginning with Oparin’s notion of molecular evolution, whereby the minimal living emerged from the non livingviaa natural increase of molecular complexity and organization. The philosophical and methodological difficulties inherent in such a view are briefly examined. The scenario of the origin of life provided by the RNA-world is then reviewed, and the great difficulties inherent in this view are emphasized, particularly the one according to which a RNA family is createdex-novoin an enzymefree world in a way which is capable to self-replicate, mutation is concluded that the view of the RNA world for the origin of life, despite its popularity, is not very realistic at all; however it has a great importance as it has introduced a series of fundamental new concepts into the field of origin of life. Particularly important is the notion of self-reproduction, and in the paper the self-reproduction of vesicles is reviewed, pointing to the fact that it is a thermodynamically driven process based on spontaneously self-assembling macromolecualr aggregates. The possible relevance of these experiments for assessing a prebiotic «pre-RNA» world is discussed.
Collapse
|
43
|
Ocsoy I, Isiklan N, Cansiz S, Özdemir N, Tan W. ICG-conjugated Magnetic Graphene Oxide for Dual Photothermal and Photodynamic Therapy. RSC Adv 2016; 6:30285-30292. [PMID: 27774142 PMCID: PMC5070673 DOI: 10.1039/c6ra06798k] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023] Open
Abstract
Aptamer-functionalized magnetic graphene oxide conjugates loaded with indocyanine green (ICG) dye, or Apt@ICG@mGO, have been successfully developed for dual-targeted photothermal and photodynamic therapy. In general, a drug or its carrier or their dosage can be imprtant important issues in terms of toxicity. However, in this system, each component used is quite safe, biocompatibe and clean. For instance, ICG, a Food and Drug Administration (FDA) approved near-infrared (NIR) dye, serves as both a photothermal and photodynamic agent. It is immobilized on the surface of mGO via a physical interaction called "π-π stacking". The mGO, as a most biocomptible member of the carbo family, is selected for use as a platform for aptamer and ICG dye conjugation, as well as as a photothermal agent. The light in the near-infrared region (NIR) was chosen as a harmless light source for activating the agents for photothermal therapy (PTT) and photodynamic therapy (PDT). The magnetic properties of mGO are also used for separation of Apt@ICG@mGO conjugates from the reaction medium. Aptamer sgc8 acts as a targeting ligand to selectively and specifically bind to a protein on the membrane of cancer cell line CCRF-CEM. After the aptamer- functionalized ICG@mGO conjugates are incubated with target CEM cells at 37 °C for 2 hours, they are bound to cells or they may be internalized into the cell via endocytosis. More significantly, we demonstrated that the Apt@ICG@mGO conjugates produce heat for photothermal therapy (PTT) and singlet oxygen for photodynamic therapy (PDT) upon NIR laser irradiation at 808 nm. Thus, remarkably efficient cancer cell destructions with ~41% and ~60% and ~82% cell killing using 10, 50 and 100 ppm Apt@ICG@mGO, respectively are achieved in 5 min light exposure.
Collapse
Affiliation(s)
- Ismail Ocsoy
- Center for Research at the Bio/Nano Interface, Department of Chemistry and Shands Cancer Center, UF Genetics Institute and McKnight Brain Institute, University of Florida, Gainesville, Florida, 32611; Department of Analytical Chemistry, Faculty of Pharmacy, Erciyes University, Kayseri, 38039 Turkey; Nanotechnology Research Center (ERNAM), Erciyes University, Kayseri, 38039 Turkey
| | - Nuran Isiklan
- Department of Chemistry, Science and Arts Faculty, Kırıkkale University, Kırıkkale, 7100 Turkey
| | - Sena Cansiz
- Center for Research at the Bio/Nano Interface, Department of Chemistry and Shands Cancer Center, UF Genetics Institute and McKnight Brain Institute, University of Florida, Gainesville, Florida, 32611
| | - Nalan Özdemir
- Department of Chemistry, Faculty of Science, Erciyes University, Kayseri, 38039 Turkey
| | - Weihong Tan
- Center for Research at the Bio/Nano Interface, Department of Chemistry and Shands Cancer Center, UF Genetics Institute and McKnight Brain Institute, University of Florida, Gainesville, Florida, 32611
| |
Collapse
|
44
|
Altstein AD. The progene hypothesis: the nucleoprotein world and how life began. Biol Direct 2015; 10:67. [PMID: 26612610 PMCID: PMC4662029 DOI: 10.1186/s13062-015-0096-z] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2015] [Accepted: 11/13/2015] [Indexed: 12/16/2022] Open
Abstract
In this article, I review the results of studies on the origin of life distinct from the popular RNA world hypothesis. The alternate scenario postulates the origin of the first bimolecular genetic system (a polynucleotide gene and a polypeptide processive polymerase) with simultaneous replication and translation and includes the following key features: 1. The bimolecular genetic system emerges not from mononucleotides and monoamino acids, but from progenes, namely, trinucleotides aminoacylated on 3'-end by a non-random amino acid (NpNpNp ~ pX ~ Aa, where N--deoxyribo- or ribonucleoside, p--phosphate, X--a bifunctional agent, for example ribose, Aa--amino acid, ~ macroerge bond). Progenes are used as substrates for simultaneous synthesis of a polynucleotide and a polypeptide. Growth of the system is controlled by the growing polypeptide, and the bimolecular genetic system emerges as an extremely rare event. The first living being (virus-like organism protoviroid, Protoviroidum primum) arises and reproduces in prebiotic liposome-like structures using progenes. A population of protoviroids possessing the genetic system evolves in accordance with the Darwinian principle. Early evolution from protoviroid world to protocell world is shortly described. 2. The progene forming mechanism (NpNp + Np ~ pX ~ Aa) makes it possible to explain the emergence of the prebiotic physicochemical group genetic code, as well as the selection of organic compounds for the future genetic system from the racemic environment. 3. The protoviroid is reproduced on a progene basis via replicative transcription-translation (RTT, the first molecular genetic process) that is similar to its modern counterparts. Nothing is required for the emergence and reproduction of the protoviroid except for progenes and conditions for their formation. 4. The general scheme of early evolution is as follows: prebiotic world → protoviroid (nucleoprotein) world → protocell (DNA-RNA-protein) world → LUCA (Last Universal Common Ancestor) → modern cell world. This scheme exclude the existence of an independent RNA world as predecessor of the cellular world.
Collapse
Affiliation(s)
- Anatoly D Altstein
- Institute of Gene Biology RAS, NF Gamaleya Federal Center of Epidemiology and Microbiology, IM Sechenov First Moscow State Medical University, Moscow, Russia.
| |
Collapse
|
45
|
|
46
|
Hollenstein M. DNA Catalysis: The Chemical Repertoire of DNAzymes. Molecules 2015; 20:20777-804. [PMID: 26610449 PMCID: PMC6332124 DOI: 10.3390/molecules201119730] [Citation(s) in RCA: 114] [Impact Index Per Article: 12.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2015] [Revised: 11/10/2015] [Accepted: 11/11/2015] [Indexed: 12/24/2022] Open
Abstract
Deoxyribozymes or DNAzymes are single-stranded catalytic DNA molecules that are obtained by combinatorial in vitro selection methods. Initially conceived to function as gene silencing agents, the scope of DNAzymes has rapidly expanded into diverse fields, including biosensing, diagnostics, logic gate operations, and the development of novel synthetic and biological tools. In this review, an overview of all the different chemical reactions catalyzed by DNAzymes is given with an emphasis on RNA cleavage and the use of non-nucleosidic substrates. The use of modified nucleoside triphosphates (dN*TPs) to expand the chemical space to be explored in selection experiments and ultimately to generate DNAzymes with an expanded chemical repertoire is also highlighted.
Collapse
Affiliation(s)
- Marcel Hollenstein
- Department of Chemistry and Biochemistry, University of Bern, Freiestrasse 3, CH-3012 Bern, Switzerland.
| |
Collapse
|
47
|
Sequence Mutation and Structural Alteration Transform a Noncatalytic DNA Sequence into an Efficient RNA-Cleaving DNAzyme. J Mol Evol 2015; 81:245-53. [DOI: 10.1007/s00239-015-9712-x] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2015] [Accepted: 10/29/2015] [Indexed: 01/16/2023]
|
48
|
Gysbers R, Tram K, Gu J, Li Y. Evolution of an Enzyme from a Noncatalytic Nucleic Acid Sequence. Sci Rep 2015; 5:11405. [PMID: 26091540 PMCID: PMC4473686 DOI: 10.1038/srep11405] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2015] [Accepted: 05/21/2015] [Indexed: 11/09/2022] Open
Abstract
The mechanism by which enzymes arose from both abiotic and biological worlds remains an unsolved natural mystery. We postulate that an enzyme can emerge from any sequence of any functional polymer under permissive evolutionary conditions. To support this premise, we have arbitrarily chosen a 50-nucleotide DNA fragment encoding for the Bos taurus (cattle) albumin mRNA and subjected it to test-tube evolution to derive a catalytic DNA (DNAzyme) with RNA-cleavage activity. After only a few weeks, a DNAzyme with significant catalytic activity has surfaced. Sequence comparison reveals that seven nucleotides are responsible for the conversion of the noncatalytic sequence into the enzyme. Deep sequencing analysis of DNA pools along the evolution trajectory has identified individual mutations as the progressive drivers of the molecular evolution. Our findings demonstrate that an enzyme can indeed arise from a sequence of a functional polymer via permissive molecular evolution, a mechanism that may have been exploited by nature for the creation of the enormous repertoire of enzymes in the biological world today.
Collapse
Affiliation(s)
- Rachel Gysbers
- 1] Department of Biochemistry and Biomedical Sciences, McMaster University, 1280 Main St. W., Hamilton, ON L8S 4K1, Canada [2] Origins Institute, McMaster University, 1280 Main St. W., Hamilton, ON L8S 4K1, Canada
| | - Kha Tram
- Department of Chemistry and Chemical Biology, McMaster University, 1280 Main St. W., Hamilton, ON L8S 4K1, Canada
| | - Jimmy Gu
- Department of Biochemistry and Biomedical Sciences, McMaster University, 1280 Main St. W., Hamilton, ON L8S 4K1, Canada
| | - Yingfu Li
- 1] Department of Biochemistry and Biomedical Sciences, McMaster University, 1280 Main St. W., Hamilton, ON L8S 4K1, Canada [2] Department of Chemistry and Chemical Biology, McMaster University, 1280 Main St. W., Hamilton, ON L8S 4K1, Canada [3] Origins Institute, McMaster University, 1280 Main St. W., Hamilton, ON L8S 4K1, Canada
| |
Collapse
|
49
|
Bregestovski PD. “RNA World”, a highly improbable scenario of the origin and early evolution of life on earth. J EVOL BIOCHEM PHYS+ 2015. [DOI: 10.1134/s0022093015010111] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
|
50
|
Lehman N, Bernhard T, Larson BC, Robinson AJN, Southgate CCB. Empirical demonstration of environmental sensing in catalytic RNA: evolution of interpretive behavior at the origins of life. BMC Evol Biol 2014; 14:248. [PMID: 25471341 PMCID: PMC4260251 DOI: 10.1186/s12862-014-0248-2] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2014] [Accepted: 11/19/2014] [Indexed: 11/20/2022] Open
Abstract
Background The origins of life on the Earth required chemical entities to interact with their environments in ways that could respond to natural selection. The concept of interpretation, where biotic entities use signs in their environment as proxy for the existence of other items of selective value in their environment, has been proposed on theoretical grounds to be relevant to the origins and early evolution of life. However this concept has not been demonstrated empirically. Results Here, we present data that certain catalytic RNA sequences have properties that would enable interpretation of divalent cation levels in their environment. By assaying the responsiveness of two variants of the Tetrahymena ribozyme to the Ca2+ ion as a sign for the more catalytically useful Mg2+ ion, we show an empirical proof-of-principle that interpretation can be an evolvable trait in RNA, often suggested as a model system for early life. In particular we demonstrate that in vitro, the wild-type version of the Tetrahymena ribozyme is not interpretive, in that it cannot use Ca2+ as a sign for Mg2+. Yet a variant of this sequence containing five mutations that alter its ability to utilize the Ca2+ ion engenders a strong interpretive characteristic in this RNA. Conclusions We have shown that RNA molecules in a test tube can meet the minimum criteria for the evolution of interpretive behaviour in regards to their responses to divalent metal ion concentrations in their environment. Interpretation in RNA molecules provides a property entirely dependent on natural physico-chemical interactions, but capable of shaping the evolutionary trajectory of macromolecules, especially in the earliest stages of life’s history.
Collapse
Affiliation(s)
- Niles Lehman
- Department of Chemistry, Portland State University, Portland, OR, USA.
| | - Tess Bernhard
- Department of Ecology and Evolutionary Biology, Princeton University, Princeton, NJ, USA.
| | - Brian C Larson
- Department of Chemistry, Portland State University, Portland, OR, USA.
| | | | | |
Collapse
|