1
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Du D, Zhong F, Liu L. Enhancing recognition and interpretation of functional phenotypic sequences through fine-tuning pre-trained genomic models. J Transl Med 2024; 22:756. [PMID: 39135093 PMCID: PMC11318145 DOI: 10.1186/s12967-024-05567-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2023] [Accepted: 08/03/2024] [Indexed: 08/16/2024] Open
Abstract
BACKGROUND Decoding human genomic sequences requires comprehensive analysis of DNA sequence functionality. Through computational and experimental approaches, researchers have studied the genotype-phenotype relationship and generate important datasets that help unravel complicated genetic blueprints. Thus, the recently developed artificial intelligence methods can be used to interpret the functions of those DNA sequences. METHODS This study explores the use of deep learning, particularly pre-trained genomic models like DNA_bert_6 and human_gpt2-v1, in interpreting and representing human genome sequences. Initially, we meticulously constructed multiple datasets linking genotypes and phenotypes to fine-tune those models for precise DNA sequence classification. Additionally, we evaluate the influence of sequence length on classification results and analyze the impact of feature extraction in the hidden layers of our model using the HERV dataset. To enhance our understanding of phenotype-specific patterns recognized by the model, we perform enrichment, pathogenicity and conservation analyzes of specific motifs in the human endogenous retrovirus (HERV) sequence with high average local representation weight (ALRW) scores. RESULTS We have constructed multiple genotype-phenotype datasets displaying commendable classification performance in comparison with random genomic sequences, particularly in the HERV dataset, which achieved binary and multi-classification accuracies and F1 values exceeding 0.935 and 0.888, respectively. Notably, the fine-tuning of the HERV dataset not only improved our ability to identify and distinguish diverse information types within DNA sequences but also successfully identified specific motifs associated with neurological disorders and cancers in regions with high ALRW scores. Subsequent analysis of these motifs shed light on the adaptive responses of species to environmental pressures and their co-evolution with pathogens. CONCLUSIONS These findings highlight the potential of pre-trained genomic models in learning DNA sequence representations, particularly when utilizing the HERV dataset, and provide valuable insights for future research endeavors. This study represents an innovative strategy that combines pre-trained genomic model representations with classical methods for analyzing the functionality of genome sequences, thereby promoting cross-fertilization between genomics and artificial intelligence.
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Affiliation(s)
- Duo Du
- School of Basic Medical Sciences and Intelligent Medicine Institute, Fudan University, Shanghai, 200032, China
| | - Fan Zhong
- School of Basic Medical Sciences and Intelligent Medicine Institute, Fudan University, Shanghai, 200032, China.
| | - Lei Liu
- School of Basic Medical Sciences and Intelligent Medicine Institute, Fudan University, Shanghai, 200032, China.
- Shanghai Institute of Stem Cell Research and Clinical Translation, Shanghai, 200120, China.
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2
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Jia W, Wang Z, Lu Z, Ding B, Li Z, Xu D. The discovery of lactoferrin dual aptamers through surface plasmon resonance imaging combined with a bioinformation analysis. Analyst 2021; 145:6298-6306. [PMID: 32940261 DOI: 10.1039/d0an01513j] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
An analytical method for screening aptamers for different recognition sites in lactoferrin (Lac) molecules has been developed based on Surface Plasmon Resonance imaging (SPRi), combined with the cluster classification calculation of a quasi-aptamer library strategy and molecular docking simulation analysis. Using the software simulation, a homology analysis was performed on the selected quasi-aptamer sequences, which could be divided into 8 different families. Based on the principle of biomolecular recognition, a label-free, high-throughput dual immune site screening method was established, in which the nucleic acid aptamers of recognizing ability for lactoferrin molecules were fixed onto the surface of the SPRi sensor chip and could bind to the lactoferrin molecules. Then, the aptamer candidates to be paired were introduced, and the recognition event of the second immune site was judged by observing the binding signal of SPRi. The paired SPRi signal was generated only when the site identified by the second nucleic acid molecule was different from the first immune site. Based on this principle, a pair of Lac nucleic acid aptamers (Lac-8 and Lac-25) was finally screened and confirmed using computerized simulation, and has been employed to assay Lac in milk by ELONA (Enzyme-Linked Oligonucleotide Assay).
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Affiliation(s)
- Wenchao Jia
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210093, China.
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3
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Grau FC, Jaeger J, Groher F, Suess B, Muller YA. The complex formed between a synthetic RNA aptamer and the transcription repressor TetR is a structural and functional twin of the operator DNA-TetR regulator complex. Nucleic Acids Res 2020; 48:3366-3378. [PMID: 32052019 PMCID: PMC7102968 DOI: 10.1093/nar/gkaa083] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2019] [Revised: 01/22/2020] [Accepted: 02/11/2020] [Indexed: 02/06/2023] Open
Abstract
RNAs play major roles in the regulation of gene expression. Hence, designer RNA molecules are increasingly explored as regulatory switches in synthetic biology. Among these, the TetR-binding RNA aptamer was selected by its ability to compete with operator DNA for binding to the bacterial repressor TetR. A fortuitous finding was that induction of TetR by tetracycline abolishes both RNA aptamer and operator DNA binding in TetR. This enabled numerous applications exploiting both the specificity of the RNA aptamer and the efficient gene repressor properties of TetR. Here, we present the crystal structure of the TetR-RNA aptamer complex at 2.7 Å resolution together with a comprehensive characterization of the TetR–RNA aptamer versus TetR–operator DNA interaction using site-directed mutagenesis, size exclusion chromatography, electrophoretic mobility shift assays and isothermal titration calorimetry. The fold of the RNA aptamer bears no resemblance to regular B-DNA, and neither does the thermodynamic characterization of the complex formation reaction. Nevertheless, the functional aptamer-binding epitope of TetR is fully contained within its DNA-binding epitope. In the RNA aptamer complex, TetR adopts the well-characterized DNA-binding-competent conformation of TetR, thus revealing how the synthetic TetR-binding aptamer strikes the chords of the bimodal allosteric behaviour of TetR to function as a synthetic regulator.
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Affiliation(s)
- Florian C Grau
- Lehrstuhl für Biotechnik, Department of Biology, Friedrich-Alexander University Erlangen-Nuremberg, Henkestr. 91, D-91052 Erlangen, Germany
| | - Jeannine Jaeger
- Department of Biology, Technische Universität Darmstadt, Schnittspahnstrasse 10, D-64287 Darmstadt, Germany
| | - Florian Groher
- Department of Biology, Technische Universität Darmstadt, Schnittspahnstrasse 10, D-64287 Darmstadt, Germany
| | - Beatrix Suess
- Department of Biology, Technische Universität Darmstadt, Schnittspahnstrasse 10, D-64287 Darmstadt, Germany.,Centre for Synthetic Biology, Technische Universität Darmstadt
| | - Yves A Muller
- Lehrstuhl für Biotechnik, Department of Biology, Friedrich-Alexander University Erlangen-Nuremberg, Henkestr. 91, D-91052 Erlangen, Germany
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4
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Mondragón E, Maher LJ. Anti-Transcription Factor RNA Aptamers as Potential Therapeutics. Nucleic Acid Ther 2015; 26:29-43. [PMID: 26509637 PMCID: PMC4753637 DOI: 10.1089/nat.2015.0566] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
Transcription factors (TFs) are DNA-binding proteins that play critical roles in regulating gene expression. These proteins control all major cellular processes, including growth, development, and homeostasis. Because of their pivotal role, cells depend on proper TF function. It is, therefore, not surprising that TF deregulation is linked to disease. The therapeutic drug targeting of TFs has been proposed as a frontier in medicine. RNA aptamers make interesting candidates for TF modulation because of their unique characteristics. The products of in vitro selection, aptamers are short nucleic acids (DNA or RNA) that bind their targets with high affinity and specificity. Aptamers can be expressed on demand from transgenes and are intrinsically amenable to recognition by nucleic acid-binding proteins such as TFs. In this study, we review several natural prokaryotic and eukaryotic examples of RNAs that modulate the activity of TFs. These examples include 5S RNA, 6S RNA, 7SK, hepatitis delta virus-RNA (HDV-RNA), neuron restrictive silencer element (NRSE)-RNA, growth arrest-specific 5 (Gas5), steroid receptor RNA activator (SRA), trophoblast STAT utron (TSU), the 3' untranslated region of caudal mRNA, and heat shock RNA-1 (HSR1). We then review examples of unnatural RNA aptamers selected to inhibit TFs nuclear factor-kappaB (NF-κB), TATA-binding protein (TBP), heat shock factor 1 (HSF1), and runt-related transcription factor 1 (RUNX1). The field of RNA aptamers for DNA-binding proteins continues to show promise.
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Affiliation(s)
- Estefanía Mondragón
- Department of Biochemistry and Molecular Biology, Mayo Clinic College of Medicine , Rochester, Minnesota
| | - Louis James Maher
- Department of Biochemistry and Molecular Biology, Mayo Clinic College of Medicine , Rochester, Minnesota
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5
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Thirunavukarasu D, Shi H. An RNA aptamer specific to Hsp70-ATP conformation inhibits its ATPase activity independent of Hsp40. Nucleic Acid Ther 2015; 25:103-12. [PMID: 25654640 DOI: 10.1089/nat.2014.0510] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
The highly conserved and ubiquitous molecular chaperone heat shock protein 70 (Hsp70) plays a critical role in protein homeostasis (proteostasis). Controlled by its ATPase activity, Hsp70 cycles between two conformations, Hsp70-ATP and Hsp70-ADP, to bind and release its substrate. Chemical tools with distinct modes of action, especially those capable of modulating the ATPase activity of Hsp70, are being actively sought after in the mechanistic dissection of this system. Here, we report a conformation-specific RNA aptamer that binds only to Hsp70-ATP but not to Hsp70-ADP. We have refined this aptamer and demonstrated its inhibitory effect on Hsp70's ATPase activity. We have also shown that this inhibitory effect on Hsp70 is independent of its interaction with the Hsp40 co-chaperone. As Hsp70 is increasingly being recognized as a drug target in a number of age related diseases such as neurodegenerative, protein misfolding diseases and cancer, this aptamer is potentially useful in therapeutic applications. Moreover, this work also demonstrates the feasibility of using aptamers to target ATPase activity as a general therapeutic strategy.
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Affiliation(s)
- Deepak Thirunavukarasu
- Department of Biological Sciences and the RNA Institute, University at Albany, State University of New York , Albany, New York
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6
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Inhibition of Rift Valley fever virus replication and perturbation of nucleocapsid-RNA interactions by suramin. Antimicrob Agents Chemother 2014; 58:7405-15. [PMID: 25267680 DOI: 10.1128/aac.03595-14] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Rift Valley fever virus (RVFV) is an emerging infectious pathogen that causes severe disease in humans and livestock and has the potential for global spread. There are currently no proven safe and effective treatment options for RVFV infection. Inhibition of RNA binding to RVFV nucleocapsid protein (N) represents an attractive antiviral therapeutic strategy because several essential steps in the RVFV replication cycle involve N binding to viral RNA. In this study, we demonstrate the therapeutic potential of the drug suramin by showing that it functions well as an inhibitor of RVFV replication at multiple stages in human cell culture. Suramin has been used previously to treat trypanosomiasis in Africa. We characterize the dynamic and cooperative nature of N-RNA binding interactions and the dissociation of high-molecular-mass ribonucleoprotein complexes using suramin, which we previously identified as an N-RNA binding inhibitor in a high-throughput screen. Finally, we elucidate the molecular mechanism used by suramin in vitro to disrupt both specific and nonspecific binding events important for ribonucleoprotein formation.
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7
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Walters RD, McSwiggen DT, Goodrich JA, Kugel JF. Selection and characterization of a DNA aptamer that can discriminate between cJun/cJun and cJun/cFos. PLoS One 2014; 9:e101015. [PMID: 24968026 PMCID: PMC4072727 DOI: 10.1371/journal.pone.0101015] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2014] [Accepted: 05/30/2014] [Indexed: 11/19/2022] Open
Abstract
The AP-1 family of transcriptional activators plays pivotal roles in regulating a wide range of biological processes from the immune response to tumorigenesis. Determining the roles of specific AP-1 dimers in cells, however, has remained challenging because common molecular biology techniques are unable to distinguish between the role of, for example, cJun/cJun homodimers versus cJun/cFos heterodimers. Here we used SELEX (systematic evolution of ligands by exponential enrichment) to identify and characterize DNA aptamers that are >100-fold more specific for binding cJun/cJun compared to cJun/cFos, setting the foundation to investigate the biological functions of different AP-1 dimer compositions.
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Affiliation(s)
- Ryan D. Walters
- Department of Chemistry and Biochemistry, University of Colorado, Boulder, Colorado, United States of America
| | - David T. McSwiggen
- Department of Chemistry and Biochemistry, University of Colorado, Boulder, Colorado, United States of America
| | - James A. Goodrich
- Department of Chemistry and Biochemistry, University of Colorado, Boulder, Colorado, United States of America
- * E-mail: (JAG); (JFK)
| | - Jennifer F. Kugel
- Department of Chemistry and Biochemistry, University of Colorado, Boulder, Colorado, United States of America
- * E-mail: (JAG); (JFK)
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8
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Ren S, Jiang Y, Yoon HR, Hong SW, Shin D, Lee S, Lee DK, Jin MM, Min IM, Kim S. Label-free Detection of the Transcription Initiation Factor Assembly and Specific Inhibition by Aptamers. B KOREAN CHEM SOC 2014. [DOI: 10.5012/bkcs.2014.35.5.1279] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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9
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Inhibiting heat shock factor 1 in human cancer cells with a potent RNA aptamer. PLoS One 2014; 9:e96330. [PMID: 24800749 PMCID: PMC4011729 DOI: 10.1371/journal.pone.0096330] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2014] [Accepted: 04/04/2014] [Indexed: 11/19/2022] Open
Abstract
Heat shock factor 1 (HSF1) is a master regulator that coordinates chaperone protein expression to enhance cellular survival in the face of heat stress. In cancer cells, HSF1 drives a transcriptional program distinct from heat shock to promote metastasis and cell survival. Its strong association with the malignant phenotype implies that HSF1 antagonists may have general and effective utilities in cancer therapy. For this purpose, we had identified an avid RNA aptamer for HSF1 that is portable among different model organisms. Extending our previous work in yeast and Drosophila, here we report the activity of this aptamer in human cancer cell lines. When delivered into cells using a synthetic gene and strong promoter, this aptamer was able to prevent HSF1 from binding to its DNA regulation elements. At the cellular level, expression of this aptamer induced apoptosis and abolished the colony-forming capability of cancer cells. At the molecular level, it reduced chaperones and attenuated the activation of the MAPK signaling pathway. Collectively, these data demonstrate the advantage of aptamers in drug target validation and support the hypothesis that HSF1 DNA binding activity is a potential target for controlling oncogenic transformation and neoplastic growth.
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10
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Xu D, Chatakonda VK, Kourtidis A, Conklin DS, Shi H. In search of novel drug target sites on estrogen receptors using RNA aptamers. Nucleic Acid Ther 2014; 24:226-38. [PMID: 24588102 DOI: 10.1089/nat.2013.0474] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
Estrogen receptor α (ERα) is a well-validated drug target for a majority of breast cancers. But the target sites on this receptor are far from exhaustively defined. Almost all ER antagonists in clinical use function by binding to the ligand-binding pocket to occlude agonist access. Resistance to this type of drugs may develop over time, not caused by the change of ERα itself, but by changes in ER associated proteins. This observation is fueling the development of reagents that downregulate ER activity through novel binding sites. However, it is challenging to find general ER antagonists that act independently from other known ER ligands. In this report, we describe the utility of RNA aptamers in the search for new drug target sites on ERα. We have identified three high affinity aptamers and characterized one of them in detail. This aptamer interacted with ERα in a way not affected by the presence or absence of either the steroidal ligands or the estrogen response DNA elements, and effectively inhibited ER-mediated transcriptional activation in a breast cancer cell line. Serving as a novel drug lead, it may also be used to guide the rational chemical synthesis of small molecule drugs or to perform screens of small molecule libraries for those that are able to displace the aptamer from its binding site.
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Affiliation(s)
- Daiying Xu
- 1 Department of Biological Sciences, University at Albany, State University of New York , Albany, New York
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11
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Perturbation of discrete sites on a single protein domain with RNA aptamers: targeting of different sides of the TATA-binding protein (TBP). Biosci Biotechnol Biochem 2013; 77:1739-46. [PMID: 23924740 DOI: 10.1271/bbb.130296] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Control of interactions among proteins is critical in the treatment of diseases, but the specificity required is not easily incorporated into small molecules. Macromolecules could be more suitable as antagonists in this situation, and RNA aptamers have become particularly promising. Here we describe a novel selection procedure for RNA aptamers against a protein that constitutes a single structural domain, the Drosophila TATA-binding protein (TBP). In addition to the conventional filter partitioning method with free TBP as target, we performed another experiment, in which the TATA-bound form of TBP was targeted. Aptamers generated by both selections were able to bind specifically to TBP, but the two groups showed characteristics which were clearly different in terms of their capability to compete with TATA-DNA, their effects on the TATA-bound form of TBP, and their effects on in vitro transcription. The method used to generate these two groups of aptamers can be used with other targets to direct aptamer specificity to discrete sites on the surface of a protein.
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12
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Zhao X, Lis JT, Shi H. A systematic study of the features critical for designing a high avidity multivalent aptamer. Nucleic Acid Ther 2013; 23:238-42. [PMID: 23550551 DOI: 10.1089/nat.2012.0410] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Macromolecular interactions are central to the regulation and execution of many key biological processes, and therefore, they are attractive targets for drug discovery. Previously, we identified an RNA aptamer for the heat shock factor (HSF1), which is capable of interfering with the binding of HSF1 to its cognate DNA elements. Here we report the significant enhancement of avidity through dimerization of this aptamer. In particular, we describe the effect of 2 factors in designing a multivalent aptamer: the distance between active subunits and the flexibility of the linkage.
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Affiliation(s)
- Xiaoching Zhao
- Department of Molecular Biology and Genetics, Cornell University, Ithaca, New York, USA
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13
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Lee S, Kang J, Ren S, Laurell T, Kim S, Jeong OC. A cross-contamination-free SELEX platform for a multi-target selection strategy. BIOCHIP JOURNAL 2013. [DOI: 10.1007/s13206-013-7106-y] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
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14
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Ahn JY, Lee S, Jo M, Kang J, Kim E, Jeong OC, Laurell T, Kim S. Sol-gel derived nanoporous compositions for entrapping small molecules and their outlook toward aptamer screening. Anal Chem 2012; 84:2647-53. [PMID: 22283623 DOI: 10.1021/ac202559w] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
This paper reports for the first time the application of sol-gel microarrays for immobilizing nonsoluble small chemicals (Bisphenol-A; BPA). Also, known problems of sol-gel adhesion to conventional microtiter well plate substrates are circumvented by anchoring the sol-gel microspots to a porous silion surface so-called, PS-SG chips. We confirmed low molecular weight chemical immobilization inside a sol-gel network using fluorescein. BPA and the BPA specific aptamer were utilized as a model pair to verify the affinity specific interaction in the PS-SG selection system. The aptamer interacted specifically with BPA in the sol-gel spots, as shown in microarrays forming the letters "L", "U", "N", and "D". Moreover, the bound aptamer was released by heat, recovered, and verified by gel electrophoresis. The developed PS-SG chip platform will be used for screening aptamers against numerous small molecules such as toxins, metabolites, or pesticide residues.
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Affiliation(s)
- Ji-Young Ahn
- Department of Biomedical Engineering, Dongguk University, Seoul, Korea
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15
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Kugel JF, Goodrich JA. Non-coding RNAs: key regulators of mammalian transcription. Trends Biochem Sci 2012; 37:144-51. [PMID: 22300815 DOI: 10.1016/j.tibs.2011.12.003] [Citation(s) in RCA: 103] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2011] [Revised: 12/19/2011] [Accepted: 12/23/2011] [Indexed: 12/14/2022]
Abstract
Non-coding RNAs (ncRNAs) are now recognized as active participants in controlling many biological processes. Indeed, these products of transcription can even control the process of transcription itself. In the past several years, ncRNAs have been found to regulate transcription of single genes, as well as entire transcriptional programs, affecting the expression of hundreds to thousands of genes in response to developmental or environmental signals. Compared to more classical protein regulators, the list of ncRNAs that regulate mRNA transcription in mammalian cells is still small; however, the rate at which new ncRNA transcriptional regulators are being discovered is rapid, suggesting that models for how gene expression is controlled will continue to be redefined as this field develops.
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Affiliation(s)
- Jennifer F Kugel
- Department of Chemistry and Biochemistry, University of Colorado, Boulder, CO 80309-0215, USA.
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16
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Shui B, Ozer A, Zipfel W, Sahu N, Singh A, Lis JT, Shi H, Kotlikoff MI. RNA aptamers that functionally interact with green fluorescent protein and its derivatives. Nucleic Acids Res 2011; 40:e39. [PMID: 22189104 PMCID: PMC3300005 DOI: 10.1093/nar/gkr1264] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Green Fluorescent Protein (GFP) and related fluorescent proteins (FPs) have been widely used to tag proteins, allowing their expression and subcellular localization to be examined in real time in living cells and animals. Similar fluorescent methods are highly desirable to detect and track RNA and other biological molecules in living cells. For this purpose, we have developed a group of RNA aptamers that bind GFP and related proteins, which we term Fluorescent Protein-Binding Aptamers (FPBA). These aptamers bind GFP, YFP and CFP with low nanomolar affinity and binding decreases GFP fluorescence, whereas slightly augmenting YFP and CFP brightness. Aptamer binding results in an increase in the pKa of EGFP, decreasing the 475 nm excited green fluorescence at a given pH. We report the secondary structure of FPBA and the ability to synthesize functional multivalent dendrimers. FPBA expressed in live cells decreased GFP fluorescence in a valency-dependent manner, indicating that the RNA aptamers function within cells. The development of aptamers that bind fluorescent proteins with high affinity and alter their function, markedly expands their use in the study of biological pathways.
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Affiliation(s)
- Bo Shui
- Department of Biomedical Sciences, College of Veterinary Medicine, Cornell University, Ithaca, NY 14853, USA
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17
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Ahn JY, Kim E, Kang J, Kim S. A sol-gel-integrated protein array system for affinity analysis of aptamer-target protein interaction. Nucleic Acid Ther 2011; 21:179-83. [PMID: 21749295 DOI: 10.1089/nat.2011.0292] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
A sol-gel microarray system was developed for a protein interaction assay with high activity. Comparing to 2-dimensional microarray surfaces, sol-gel can offer a more dynamic and broad range for proteins. In the present study, this sol-gel-integrated protein array was used in binding affinity analysis for aptamers. Six RNA aptamers and their target protein, yeast TBP (TATA-binding protein), were used to evaluate this method. A TBP-containing sol-gel mixture was spotted using a dispensing workstation under high-humidity conditions and each Cy-3-labeled aptamer was incubated. The dissociation constants (K(d)) were calculated by plotting the fluorescent intensity of the bound aptamers as a function of the TBP concentrations. The K(d) value of the control aptamer was found to be 8 nM, which agrees well with the values obtained using the conventional method, electric mobility shift assay. The sol-gel-based binding affinity measurements fit well with conventional binding affinity measurements, suggesting their possible use as an alternative to the conventional method. In addition, aptamer affinity measurements by the sol-gel-integrated protein chip make it possible to develop a simple high-throughput affinity method for screening high-affinity aptamers.
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Affiliation(s)
- Ji-Young Ahn
- Department of Biomedical Engineering, Dongguk University, Joong-gu, Seoul, Korea
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18
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Steber M, Arora A, Hofmann J, Brutschy B, Suess B. Mechanistic basis for RNA aptamer-based induction of TetR. Chembiochem 2011; 12:2608-14. [PMID: 22021209 DOI: 10.1002/cbic.201100503] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2011] [Indexed: 12/16/2022]
Abstract
The TetR aptamer induces TetR controlled gene expression, and represents an interesting tool for application in synthetic biology. We have analysed the mechanistic basis for RNA aptamer-based induction of TetR. The aptamer binds TetR with a high affinity in the order of 10(7) M(-1), which is similar to operator DNA binding under the used ionic conditions. We identified the binding epitope of the aptamer on TetR, which consists of amino acids T27, N47 and K48 of both monomers, using loss-of-function analysis and electrophoretic mobility shift assays. Tetracycline-induced conformational changes of TetR led to reorientation of the DNA reading head. This movement destroys the composite binding epitope for the aptamer and leads to reduced RNA binding by one order of magnitude. The aptamer can actively displace TetR from the operator DNA; this could be the key factor for its activity in vivo.
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Affiliation(s)
- Markus Steber
- Institut für Molekulare Biowissenschaften, Johann Wolfgang Goethe-Universität Frankfurt, Max-von-Laue-Strasse 9, 60438 Frankfurt/Main, Germany
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Ahn JY, Jo M, Dua P, Lee DK, Kim S. A sol-gel-based microfluidics system enhances the efficiency of RNA aptamer selection. Oligonucleotides 2011; 21:93-100. [PMID: 21413890 DOI: 10.1089/oli.2010.0263] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
RNA and DNA aptamers that bind to target molecules with high specificity and affinity have been a focus of diagnostics and therapeutic research. These aptamers are obtained by SELEX often requiring many rounds of selection and amplification. Recently, we have shown the efficient binding and elution of RNA aptamers against target proteins using a microfluidic chip that incorporates 5 sol-gel binding droplets within which specific target proteins are imbedded. Here, we demonstrate that our microfluidic chip in a SELEX experiment greatly improved selection efficiency of RNA aptamers to TATA-binding protein, reducing the number of selection cycles needed to produce high affinity aptamers by about 80%. Many aptamers were identical or homologous to those isolated previously by conventional filter-binding SELEX. The microfluidic chip SELEX is readily scalable using a sol-gel microarray-based target multiplexing. Additionally, we show that sol-gel embedded protein arrays can be used as a high-throughput assay for quantifying binding affinities of aptamers.
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Affiliation(s)
- Ji-Young Ahn
- Department of Molecular Biology and Genetics, Cornell University , Ithaca, New York
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Ahn JY, Lee SW, Kang HS, Jo M, Lee DK, Laurell T, Kim S. Aptamer microarray mediated capture and mass spectrometry identification of biomarker in serum samples. J Proteome Res 2010; 9:5568-73. [PMID: 20806970 DOI: 10.1021/pr100300t] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Sensitive detection of molecular biomarkers in clinical samples is crucially important in disease diagnostics. This paper reports the development of an aptamer microarray platform combined with sol-gel technology to identify low-abundance targets in complex serum samples. Because of the nanoporous structure of the sol-gel, a high capacity to immobilize the affinity specific aptamers is accomplished which allows binding and detection of target molecules with high sensitivity. The captured protein is digested in situ and the obtained digest was analyzed by ESI-MS without any interference from the affinity probe. TBP (TATA Box Protein) and its specific aptamers were chosen as a model system. A proof of concept with protein concentrations ranging between nanomolar to micromolar is reported, showing a good linearity up to 400 nM when characterized in an aptamer sandwich assay. Moreover, as low as 0.001% of target protein present in total serum proteins could be identified without any pretreatment step using ESI MS/MS mass spectrometry. We believe this novel strategy could become an efficient method for aptamer-based biomarker detection linked directly to mass spectrometry readout.
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Affiliation(s)
- Ji-Young Ahn
- Department of Biomedical Engineering, Dongguk University, Joong-Gu, Seoul, 100-715, Korea
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21
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Belmont BJ, Niles JC. Engineering a direct and inducible protein-RNA interaction to regulate RNA biology. ACS Chem Biol 2010; 5:851-61. [PMID: 20545348 DOI: 10.1021/cb100070j] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
The importance and pervasiveness of naturally occurring regulation of RNA function in biology is increasingly being recognized. A common mechanism uses inducible protein-RNA interactions to shape diverse aspects of cellular RNA fate. Recapitulating this regulatory mode in cells using a novel set of protein-RNA interactions is appealing given the potential to subsequently modulate RNA biology in a manner decoupled from endogenous cellular physiology. Achieving this outcome, however, has previously proven challenging. Here, we describe a ligand-responsive protein-RNA interaction module, which can be used to target a specific RNA for subsequent regulation. Using the Systematic Evolution of Ligands by Exponential Enrichment (SELEX) method, RNA aptamers binding to the bacterial Tet Repressor protein (TetR) with low- to subnanomolar affinities were obtained. This interaction is reversibly controlled by tetracycline in a manner analogous to the interaction of TetR with its cognate DNA operator. Aptamer minimization and mutational analyses support a functional role for two conserved sequence motifs in TetR binding. As an initial illustration of using this system to achieve protein-based regulation of RNA function in living cells, insertion of a TetR aptamer into the 5'-UTR of a reporter mRNA confers post-transcriptionally regulated, ligand-inducible protein synthesis in E. coli. Altogether, these results define and validate an inducible protein-RNA interaction module that incorporates desirable aspects of a ubiquitous mechanism for regulating RNA function in Nature and can be used as a foundational interaction for functionally and reversibly controlling the multiple fates of RNA in cells.
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Affiliation(s)
- Brian J. Belmont
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
| | - Jacquin C. Niles
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
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22
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Wang S, Shepard JRE, Shi H. An RNA-based transcription activator derived from an inhibitory aptamer. Nucleic Acids Res 2010; 38:2378-86. [PMID: 20071370 PMCID: PMC2853134 DOI: 10.1093/nar/gkp1227] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023] Open
Abstract
According to the recruitment model of transcriptional activation, an activator helps initiate transcription by bringing the RNA polymerase to a specific location on the DNA through interaction with components of the transcriptional machinery. However, it is difficult to isolate and define the activities of specific activator–target pairs experimentally through rearranging existing protein parts. Here we designed and constructed an RNA-based transcriptional activator to study specificity from both sides of the activator–target interface. Utilizing a well-characterized site-specific RNA aptamer for TFIIB, we were able to delineate some key features of this process. By rationally converting an inhibitory aptamer into the activation domain of the activator, we also introduced a new source of submolecular building blocks to synthetic biology.
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Affiliation(s)
- Shengchun Wang
- Department of Biological Sciences and Institute for RNA Science and Technology, University at Albany, State University of New York, Albany, NY 12222, USA
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23
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Mallik PK, Nishikawa K, Millis AJT, Shi H. Commandeering a biological pathway using aptamer-derived molecular adaptors. Nucleic Acids Res 2010; 38:e93. [PMID: 20053731 PMCID: PMC2853121 DOI: 10.1093/nar/gkp1207] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
Abstract
Induction of molecular proximity can mediate a discrete functional response in biological systems. Therefore, creating new and specific connectivity between non-interacting proteins is a means of imposing rational control over biological processes. According to this principle, here we use composite RNA aptamers to generate molecular adaptors that link various ‘target’ molecules to a common ‘utility’ molecule, with the utility molecule being an entry point to a pathway conscripted to process the target molecule. In particular, we created a bi-functional aptamer that simultaneously binds to the green fluorescent protein (serving as a surrogate extracellular target) and the opsonin C3b/iC3b (serving as the utility molecule). This bi-functional aptamer enabled us to commandeer the C3-based opsonization-phagocytosis pathway to selectively transport an extracellular target into the lysosome for degradation. This novel strategy has the potential for powerful therapeutic applications with extracellular proteins involved in tumor development or surface markers on cancer cells as the target molecules.
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Affiliation(s)
- Prabhat K Mallik
- Department of Biological Sciences and Institute for RNA Science and Technology, University at Albany, State University of New York, Albany, NY 12222, USA
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24
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Park SM, Ahn JY, Jo M, Lee DK, Lis JT, Craighead HG, Kim S. Selection and elution of aptamers using nanoporous sol-gel arrays with integrated microheaters. LAB ON A CHIP 2009; 9:1206-12. [PMID: 19370238 DOI: 10.1039/b814993c] [Citation(s) in RCA: 57] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
Abstract
RNA and DNA aptamers that bind to target molecules with high specificity and affinity have been a focus of diagnostics and therapeutic research. These aptamers are obtained by SELEX (Systematic Evolution of Ligands by EXponential enrichment) often requiring more than 10 successive cycles of selection and amplification, where each cycle normally takes 2 days per cycle of SELEX. Here, we have demonstrated the use of sol-gel arrays of proteins in a microfluidic system for efficient selection of RNA aptamers against multiple target molecules. The microfluidic chip incorporates five sol-gel binding droplets, within which specific target proteins are imbedded. The droplets are patterned on top of individually addressable electrical microheaters used for selective elution of aptamers bound to target proteins in the sol-gel droplets. We demonstrate that specific aptamers bind their respective protein targets and can be selectively eluted by micro-heating. Finally, our microfluidic SELEX system greatly improved selection efficiency, reducing the number of selection cycles needed to produce high affinity aptamers. The process is readily scalable to larger arrays of sol-gel-embedded proteins. To our knowledge, this is the first demonstration of a chip-based selection of aptamers using microfluidics, thereby allowing development of a high throughput and efficient SELEX procedures.
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Affiliation(s)
- Seung-Min Park
- Applied and Engineering Physics, Cornell University, Ithaca, NY 14853, USA
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25
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Sevilimedu A, Shi H, Lis JT. TFIIB aptamers inhibit transcription by perturbing PIC formation at distinct stages. Nucleic Acids Res 2008; 36:3118-27. [PMID: 18403417 PMCID: PMC2396426 DOI: 10.1093/nar/gkn163] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Transcription in eukaryotes is a multistep process involving the assembly and disassembly of numerous inter- and intramolecular interactions between transcription factors and nucleic acids. The roles of each of these interactions and the regions responsible for them have been identified and studied primarily by the use of mutants, which destroy the inherent properties of the interacting surface. A less intrusive but potentially effective way to study the interactions as well as the surfaces responsible for them is the use of RNA aptamers that bind to the interacting factors. Here, we report the isolation and characterization of high-affinity RNA aptamers that bind to the yeast general transcription factor TFIIB. These aptamers fall into two classes that interfere with TFIIB's interactions with either TBP or RNA polymerase II, both of which are crucial for transcription in yeast. We demonstrate the high affinity and specificity of these reagents, their effect on transcription and preinitiation complex formation and discuss their potential use to address mechanistic questions in vitro as well as in vivo.
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Affiliation(s)
- Aarti Sevilimedu
- Department of Molecular Biology and Genetics, Cornell University, Ithaca, NY 14853, USA
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26
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Fecko CJ, Munson KM, Saunders A, Sun G, Begley TP, Lis JT, Webb WW. Comparison of femtosecond laser and continuous wave UV sources for protein-nucleic acid crosslinking. Photochem Photobiol 2008; 83:1394-404. [PMID: 18028214 DOI: 10.1111/j.1751-1097.2007.00179.x] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Crosslinking proteins to the nucleic acids they bind affords stable access to otherwise transient regulatory interactions. Photochemical crosslinking provides an attractive alternative to formaldehyde-based protocols, but irradiation with conventional UV sources typically yields inadequate product amounts. Crosslinking with pulsed UV lasers has been heralded as a revolutionary technique to increase photochemical yield, but this method had only been tested on a few protein-nucleic acid complexes. To test the generality of the yield enhancement, we have investigated the benefits of using approximately 150 fs UV pulses to crosslink TATA-binding protein, glucocorticoid receptor and heat shock factor to oligonucleotides in vitro. For these proteins, we find that the quantum yields (and saturating yields) for forming crosslinks using the high-peak intensity femtosecond laser do not improve on those obtained with low-intensity continuous wave (CW) UV sources. The photodamage to the oligonucleotides and proteins also has comparable quantum yields. Measurements of the photochemical reaction yields of several small molecules selected to model the crosslinking reactions also exhibit nearly linear dependences on UV intensity instead of the previously predicted quadratic dependence. Unfortunately, these results disprove earlier assertions that femtosecond pulsed laser sources provide significant advantages over CW radiation for protein-nucleic acid crosslinking.
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Affiliation(s)
- Christopher J Fecko
- School of Applied and Engineering Physics, Cornell University, Ithaca, NY, USA
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27
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U7 snRNA acts as a transcriptional regulator interacting with an inverted CCAAT sequence-binding transcription factor NF-Y. Biochim Biophys Acta Gen Subj 2008; 1780:274-81. [DOI: 10.1016/j.bbagen.2007.11.005] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2007] [Revised: 11/02/2007] [Accepted: 11/07/2007] [Indexed: 11/21/2022]
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28
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Tullai JW, Schaffer ME, Mullenbrock S, Sholder G, Kasif S, Cooper GM. Immediate-early and delayed primary response genes are distinct in function and genomic architecture. J Biol Chem 2007; 282:23981-95. [PMID: 17575275 PMCID: PMC2039722 DOI: 10.1074/jbc.m702044200] [Citation(s) in RCA: 128] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
The transcriptional program induced by growth factor stimulation is classically described in two stages as follows: the rapid protein synthesis-independent induction of immediate-early genes, followed by the subsequent protein synthesis-dependent induction of secondary response genes. In this study, we obtained a comprehensive view of this transcriptional program. As expected, we identified both rapid and delayed gene inductions. Surprisingly, however, a large fraction of genes induced with delayed kinetics did not require protein synthesis and therefore represented delayed primary rather than secondary response genes. Of 133 genes induced within 4 h of growth factor stimulation, 49 (37%) were immediate-early genes, 58 (44%) were delayed primary response genes, and 26 (19%) were secondary response genes. Comparison of immediate-early and delayed primary response genes revealed functional and regulatory differences. Whereas many immediate-early genes encoded transcription factors, transcriptional regulators were not prevalent among the delayed primary response genes. The lag in induction of delayed primary response compared with immediate-early mRNAs was because of delays in both transcription initiation and subsequent stages of elongation and processing. Consistent with increased abundance of RNA polymerase II at their promoters, immediate-early genes were characterized by over-representation of transcription factor binding sites and high affinity TATA boxes. Immediate-early genes also had short primary transcripts with few exons, whereas delayed primary response genes more closely resembled other genes in the genome. These findings suggest that genomic features of immediate-early genes, in contrast to the delayed primary response genes, are selected for rapid induction, consistent with their regulatory functions.
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Affiliation(s)
- John W Tullai
- Department of Biology, Boston University, Boston, Massachusetts 02215, USA
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29
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Shi H, Fan X, Sevilimedu A, Lis JT. RNA aptamers directed to discrete functional sites on a single protein structural domain. Proc Natl Acad Sci U S A 2007; 104:3742-6. [PMID: 17360423 PMCID: PMC1820654 DOI: 10.1073/pnas.0607805104] [Citation(s) in RCA: 47] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2006] [Indexed: 11/18/2022] Open
Abstract
Cellular regulatory networks are organized such that many proteins have few interactions, whereas a few proteins have many. These densely connected protein "hubs" are critical for the system-wide behavior of cells, and the capability of selectively perturbing a subset of interactions at these hubs is invaluable in deciphering and manipulating regulatory mechanisms. SELEX-generated RNA aptamers are proving to be highly effective reagents for inhibiting targeted proteins, but conventional methods generate one or several aptamer clones that usually bind to a single target site most preferred by a nucleic acid ligand. We advance a generalized scheme for isolating aptamers to multiple sites on a target molecule by reducing the ability of the preferred site to select its cognate aptamer. We demonstrate the use of this scheme by generating aptamers directed to discrete functional surfaces of the yeast TATA-binding protein (TBP). Previously we selected "class 1" RNA aptamers that interfere with the TBP's binding to TATA-DNA. By masking TBP with TATA-DNA or an unamplifiable class 1 aptamer, we isolated a new aptamer class, "class 2," that can bind a TBP.DNA complex and is in competition with binding another general transcription factor, TFIIA. Moreover, we show that both of these aptamers inhibit RNA polymerase II-dependent transcription, but analysis of template-bound factors shows they do so in mechanistically distinct and unexpected ways that can be attributed to binding either the DNA or TFIIA recognition sites. These results should spur innovative approaches to modulating other highly connected regulatory proteins.
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Affiliation(s)
- Hua Shi
- *Department of Molecular Biology and Genetics, Cornell University, Ithaca, NY 14853; and
- Department of Biological Sciences, University at Albany, State University of New York, Albany, NY 12222
| | - Xiaochun Fan
- *Department of Molecular Biology and Genetics, Cornell University, Ithaca, NY 14853; and
| | - Aarti Sevilimedu
- *Department of Molecular Biology and Genetics, Cornell University, Ithaca, NY 14853; and
| | - John T. Lis
- *Department of Molecular Biology and Genetics, Cornell University, Ithaca, NY 14853; and
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30
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Levine HA, Nilsen-Hamilton M. A mathematical analysis of SELEX. Comput Biol Chem 2007; 31:11-35. [PMID: 17218151 PMCID: PMC2374838 DOI: 10.1016/j.compbiolchem.2006.10.002] [Citation(s) in RCA: 53] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2006] [Accepted: 10/20/2006] [Indexed: 11/17/2022]
Abstract
Systematic evolution of ligands by exponential enrichment (SELEX) is a procedure by which a mixture of nucleic acids that vary in sequence can be separated into pure components with the goal of isolating those with specific biochemical activities. The basic idea is to combine the mixture with a specific target molecule and then separate the target-NA complex from the resulting reaction. The target-NA complex is then separated by mechanical means (for example by filtration), the NA is then eluted from the complex, amplified by polymerase chain reaction (PCR) and the process repeated. After several rounds, one should be left with a pool of [NA] that consists mostly of the species in the original pool that best binds to the target. In Irvine et al. [Irvine, D., Tuerk, C., Gold, L., 1991. SELEXION, systematic evolution of nucleic acids by exponential enrichment with integrated optimization by non-linear analysis. J. Mol. Biol. 222, 739-761] a mathematical analysis of this process was given. In this paper we revisit Irvine et al. [Ibid]. By rewriting the equations for the SELEX process, we considerably reduce the labor of computing the round to round distribution of nucleic acid fractions. We also establish necessary and sufficient conditions for the SELEX process to converge to a pool consisting solely of the best binding nucleic acid to a fixed target in a manner that maximizes the percentage of bound target. The assumption is that there is a single nucleic acid binding site on the target that permits occupation by not more than one nucleic acid. We analyze the case for which there is no background loss (no support losses and no free [NA] left on the support). We then examine the case in which such there are such losses. The significance of the analysis is that it suggests an experimental approach for the SELEX process as defined in Irvine et al. [Ibid] to converge to a pool consisting of a single best binding nucleic acid without recourse to any a priori information about the nature of the binding constants or the distribution of the individual nucleic acid fragments.
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Affiliation(s)
| | - Marit Nilsen-Hamilton
- Department of Biochemistry, Biophysics and Molecular Biology, , Iowa State University, Ames, Iowa, 50011, United States of America
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31
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Zhao X, Shi H, Sevilimedu A, Liachko N, Nelson HCM, Lis JT. An RNA aptamer that interferes with the DNA binding of the HSF transcription activator. Nucleic Acids Res 2006; 34:3755-61. [PMID: 16893958 PMCID: PMC1557789 DOI: 10.1093/nar/gkl470] [Citation(s) in RCA: 39] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Heat shock factor (HSF) is a conserved and highly potent transcription activator. It is involved in a wide variety of important biological processes including the stress response and specific steps in normal development. Reagents that interfere with HSF function would be useful for both basic studies and practical applications. We selected an RNA aptamer that binds to HSF with high specificity. Deletion analysis defined the minimal binding motif of this aptamer to be two stems and one stem-loop joined by a three-way junction. This RNA aptamer interferes with normal interaction of HSF with its DNA element, which is a key regulatory step for HSF function. The DNA-binding domain plus a flanking linker region on the HSF (DL) is essential for the RNA binding. Additionally, this aptamer inhibits HSF-induced transcription in vitro in the complex milieu of a whole cell extract. In contrast to the previously characterized NF-kappaB aptamer, the HSF aptamer does not simply mimic DNA binding, but rather binds to HSF in a manner distinct from DNA binding to HSF.
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Affiliation(s)
| | | | | | | | - Hillary C. M. Nelson
- Department of Biochemistry and Biophysics, University of Pennsylvania, School of Medicine812-815 Stellar-Chance, 422 Curie Boulevard, Philadelphia, PA 19104-6100, USA
| | - John T. Lis
- To whom correspondence should be addressed. Tel: +1 607 255 2442; Fax: +1 607 255 6249;
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32
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Goodrich JA, Kugel JF. Non-coding-RNA regulators of RNA polymerase II transcription. Nat Rev Mol Cell Biol 2006; 7:612-6. [PMID: 16723972 DOI: 10.1038/nrm1946] [Citation(s) in RCA: 182] [Impact Index Per Article: 10.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Several non-coding RNAs (ncRNAs) that regulate eukaryotic mRNA transcription have recently been discovered. Their mechanisms of action and biological roles are extremely diverse, which indicates that, so far, we have only had a glimpse of this new class of regulatory factor. Many surprises are likely to be revealed as further ncRNA transcriptional regulators are identified and characterized.
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Affiliation(s)
- James A Goodrich
- Department of Chemistry and Biochemistry, University of Colorado at Boulder, 215 UCB, Boulder, Colorado 80309-0215, USA.
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33
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Yang C, Yan N, Parish J, Wang X, Shi Y, Xue D. RNA aptamers targeting the cell death inhibitor CED-9 induce cell killing in Caenorhabditis elegans. J Biol Chem 2006; 281:9137-44. [PMID: 16467303 DOI: 10.1074/jbc.m511742200] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Bcl-2 family proteins include anti- and proapoptotic factors that play important roles in regulating apoptosis in diverse species. Identification of compounds that can modulate the activities of Bcl-2 family proteins will facilitate development of drugs for treatment of apoptosis-related human diseases. We used an in vitro selection method named systematic evolution of ligands by exponential enrichment (SELEX) to isolate RNA aptamers that bind the Caenorhabditis elegans Bcl-2 homolog CED-9 with high affinity and specificity and tested whether these aptamers modulate programmed cell death in C. elegans. Five CED-9 aptamers were isolated and classified into three groups based on their predicted secondary structures. Biochemical analyses indicated that two of these aptamers, R9-2 and R9-7, and EGL-1, an endogenous CED-9-binding proapoptotic protein, bound to distinct regions of CED-9. However, these two aptamers shared overlapping CED-9 binding sites with CED-4, another CED-9-binding proapoptotic factor. Importantly ectopic expression of these two aptamers in touch receptor neurons induced efficient killing of these neurons largely in a CED-3 caspase-dependent manner. These findings suggest that RNA aptamers can be used to modulate programmed cell death in vivo and can potentially be used to develop drugs to treat human diseases caused by abnormal apoptosis.
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Affiliation(s)
- Chonglin Yang
- Department of Molecular, Cellular, and Developmental Biology, University of Colorado, Boulder, Colorado 80309, USA
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34
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Fan X, Shi H, Lis JT. Distinct transcriptional responses of RNA polymerases I, II and III to aptamers that bind TBP. Nucleic Acids Res 2005; 33:838-45. [PMID: 15701755 PMCID: PMC549393 DOI: 10.1093/nar/gki212] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
The TATA-binding protein (TBP) is a general factor that is involved in transcription by all three types of nuclear RNA polymerase. To delineate the roles played by the DNA-binding surface of TBP in these transcription reactions, we used a set of RNA aptamers directed against TBP and examined their ability to perturb transcription in vitro by the different RNA polymerases. Distinct responses to the TBP aptamers were observed for transcription by different types of polymerase at either the initiation, reinitiation or both stages of the transcription cycle. We further probed the TBP interactions in the TFIIIB•DNA complex to elucidate the mechanism for the different sensitivity of Pol III dependent transcription before and after preinitiation complex (PIC) formation. Lastly, the aptamers were employed to measure the time required for Pol III PIC formation in vitro. This approach can be generalized to define the involvement of a particular region on the surface of a protein at particular stages in a biological process.
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Affiliation(s)
| | | | - John T. Lis
- To whom correspondence should be addressed. Tel: +1 607 255 2442; Fax: +1 607 255 6249;
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