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Spirov AV, Myasnikova EM. Problem of Domain/Building Block Preservation in the Evolution of Biological Macromolecules and Evolutionary Computation. IEEE/ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 2023; 20:1345-1362. [PMID: 35594219 DOI: 10.1109/tcbb.2022.3175908] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Structurally and functionally isolated domains in biological macromolecular evolution, both natural and artificial, are largely similar to "schemata", building blocks (BBs), in evolutionary computation (EC). The problem of preserving in subsequent evolutionary searches the already found domains / BBs is well known and quite relevant in biology as well as in EC. Both biology and EC are seeing parallel and independent development of several approaches to identifying and preserving previously identified domains / BBs. First, we notice the similarity of DNA shuffling methods in synthetic biology and multi-parent recombination algorithms in EC. Furthermore, approaches to computer identification of domains in proteins that are being developed in biology can be aligned with BB identification methods in EC. Finally, approaches to chimeric protein libraries optimization in biology can be compared to evolutionary search methods based on probabilistic models in EC. We propose to validate the prospects of mutual exchange of ideas and transfer of algorithms and approaches between evolutionary systems biology and EC in these three principal directions. A crucial aim of this transfer is the design of new advanced experimental techniques capable of solving more complex problems of in vitro evolution.
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Kasprzak WK, Ahmed NA, Shapiro BA. Modeling ligand docking to RNA in the design of RNA-based nanostructures. Curr Opin Biotechnol 2020; 63:16-25. [DOI: 10.1016/j.copbio.2019.10.010] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2019] [Accepted: 10/30/2019] [Indexed: 12/30/2022]
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Mitchell C, Polanco JA, DeWald L, Kress D, Jaeger L, Grabow WW. Responsive self-assembly of tectoRNAs with loop-receptor interactions from the tetrahydrofolate (THF) riboswitch. Nucleic Acids Res 2020; 47:6439-6451. [PMID: 31045210 PMCID: PMC6614920 DOI: 10.1093/nar/gkz304] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2018] [Revised: 03/22/2019] [Accepted: 04/16/2019] [Indexed: 12/17/2022] Open
Abstract
Naturally occurring RNAs are known to exhibit a high degree of modularity, whereby specific structural modules (or motifs) can be mixed and matched to create new molecular architectures. The modular nature of RNA also affords researchers the ability to characterize individual structural elements in controlled synthetic contexts in order to gain new and critical insights into their particular structural features and overall performance. Here, we characterized the binding affinity of a unique loop–receptor interaction found in the tetrahydrofolate (THF) riboswitch using rationally designed self-assembling tectoRNAs. Our work suggests that the THF loop–receptor interaction has been fine-tuned for its particular role as a riboswitch component. We also demonstrate that the thermodynamic stability of this interaction can be modulated by the presence of folinic acid, which induces a local structural change at the level of the loop–receptor. This corroborates the existence of a THF binding site within this tertiary module and paves the way for its potential use as a THF responsive module for RNA nanotechnology and synthetic biology.
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Affiliation(s)
- Charles Mitchell
- Department of Chemistry and Biochemistry, Seattle Pacific University, Seattle, WA 918119-1997, USA
| | - Julio A Polanco
- Department of Chemistry and Biochemistry, Biomolecular Science and Engineering Program, University of California, Santa Barbara, CA 93106-9510, USA
| | - Laura DeWald
- Department of Chemistry and Biochemistry, Seattle Pacific University, Seattle, WA 918119-1997, USA
| | - Dustin Kress
- Department of Chemistry and Biochemistry, Seattle Pacific University, Seattle, WA 918119-1997, USA
| | - Luc Jaeger
- Department of Chemistry and Biochemistry, Biomolecular Science and Engineering Program, University of California, Santa Barbara, CA 93106-9510, USA
| | - Wade W Grabow
- Department of Chemistry and Biochemistry, Seattle Pacific University, Seattle, WA 918119-1997, USA
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Grabow WW, Andrews GE. On the nature and origin of biological information: The curious case of RNA. Biosystems 2019; 185:104031. [PMID: 31525398 DOI: 10.1016/j.biosystems.2019.104031] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2019] [Revised: 09/11/2019] [Accepted: 09/12/2019] [Indexed: 11/18/2022]
Abstract
Biological information is most commonly thought of in terms of biology's Central Dogma where DNA is viewed as a linearized code used to synthesize proteins. Using DNA's chemical cousin, RNA, as a case study we consider how biological information operates outside the linear arrangement of its polymeric subunits. Much like individual pieces of a jigsaw puzzle, particular structures enable biomolecules to undergo precise molecular interactions with one another based on their respective shapes. By exploring the relationship between sequence and structure in RNA we argue that biological information finds its ultimate functional fulfillment in the three-dimensional structural arrangement of its atoms. We show how recurrent structural RNA motifs-operating at the tertiary level of a molecule-provide robust building blocks for the formation of new structural configurations and thereby convey the information required for emergent biological functions. We posit that these same RNA structures, guided by their respective thermodynamic stabilities, experience selective pressure to maintain particular three-dimensional architectures over and above pressures to maintain a particular sequence of nucleotides. Ultimately, this framework for understanding the nature of biological information provides a useful paradigm for understanding its origins and how biological information can result from chaotic prebiotic conditions.
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Affiliation(s)
- Wade W Grabow
- Department of Chemistry and Biochemistry, Seattle Pacific University, Seattle, WA, 918119-1997, USA.
| | - Grace E Andrews
- Department of Chemistry and Biochemistry, Seattle Pacific University, Seattle, WA, 918119-1997, USA
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Calkins ER, Zakrevsky P, Keleshian VL, Aguilar EG, Geary C, Jaeger L. Deducing putative ancestral forms of GNRA/receptor interactions from the ribosome. Nucleic Acids Res 2019; 47:480-494. [PMID: 30418638 PMCID: PMC6326782 DOI: 10.1093/nar/gky1111] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2018] [Accepted: 10/22/2018] [Indexed: 01/02/2023] Open
Abstract
Stable RNAs rely on a vast repertoire of long-range interactions to assist in the folding of complex cellular machineries such as the ribosome. The universally conserved L39/H89 interaction is a long-range GNRA-like/receptor interaction localized in proximity to the peptidyl transferase center of the large subunit of the ribosome. Because of its central location, L39/H89 likely originated at an early evolutionary stage of the ribosome and played a significant role in its early function. However, L39/H89 self-assembly is impaired outside the ribosomal context. Herein, we demonstrate that structural modularity principles can be used to re-engineer L39/H89 to self-assemble in vitro. The new versions of L39/H89 improve affinity and loop selectivity by several orders of magnitude and retain the structural and functional features of their natural counterparts. These versions of L39/H89 are proposed to be ancestral forms of L39/H89 that were capable of assembling and folding independently from proteins and post-transcriptional modifications. This work demonstrates that novel RNA modules can be rationally designed by taking advantage of the modular syntax of RNA. It offers the prospect of creating new biochemical models of the ancestral ribosome and increases the tool kit for RNA nanotechnology and synthetic biology.
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Affiliation(s)
- Erin R Calkins
- Department of Chemistry and Biochemistry, Biomolecular Science and Engineering Program, University of California, Santa Barbara, CA 93106-9510, USA
| | - Paul Zakrevsky
- Department of Chemistry and Biochemistry, Biomolecular Science and Engineering Program, University of California, Santa Barbara, CA 93106-9510, USA
| | - Vasken L Keleshian
- Department of Chemistry and Biochemistry, Biomolecular Science and Engineering Program, University of California, Santa Barbara, CA 93106-9510, USA
| | - Eduardo G Aguilar
- Department of Chemistry and Biochemistry, Biomolecular Science and Engineering Program, University of California, Santa Barbara, CA 93106-9510, USA
| | - Cody Geary
- Department of Chemistry and Biochemistry, Biomolecular Science and Engineering Program, University of California, Santa Barbara, CA 93106-9510, USA
| | - Luc Jaeger
- Department of Chemistry and Biochemistry, Biomolecular Science and Engineering Program, University of California, Santa Barbara, CA 93106-9510, USA
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Sharma IM, Rappé MC, Addepalli B, Grabow WW, Zhuang Z, Abeysirigunawardena SC, Limbach PA, Jaeger L, Woodson SA. A metastable rRNA junction essential for bacterial 30S biogenesis. Nucleic Acids Res 2019; 46:5182-5194. [PMID: 29850893 PMCID: PMC6007441 DOI: 10.1093/nar/gky120] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2017] [Accepted: 02/13/2018] [Indexed: 12/26/2022] Open
Abstract
Tertiary sequence motifs encode interactions between RNA helices that create the three-dimensional structures of ribosomal subunits. A Right Angle motif at the junction between 16S helices 5 and 6 (J5/6) is universally conserved amongst small subunit rRNAs and forms a stable right angle in minimal RNAs. J5/6 does not form a right angle in the mature ribosome, suggesting that this motif encodes a metastable structure needed for ribosome biogenesis. In this study, J5/6 mutations block 30S ribosome assembly and 16S maturation in Escherichia coli. Folding assays and in-cell X-ray footprinting showed that J5/6 mutations favor an assembly intermediate of the 16S 5' domain and prevent formation of the central pseudoknot. Quantitative mass spectrometry revealed that mutant pre-30S ribosomes lack protein uS12 and are depleted in proteins uS5 and uS2. Together, these results show that impaired folding of the J5/6 right angle prevents the establishment of inter-domain interactions, resulting in global collapse of the 30S structure observed in electron micrographs of mutant pre-30S ribosomes. We propose that the J5/6 motif is part of a spine of RNA helices that switch conformation at distinct stages of assembly, linking peripheral domains with the 30S active site to ensure the integrity of 30S biogenesis.
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Affiliation(s)
- Indra Mani Sharma
- T. C. Jenkins Department of Biophysics, Johns Hopkins University, 3400 N. Charles St., Baltimore, MD 21218, USA
| | - Mollie C Rappé
- T. C. Jenkins Department of Biophysics, Johns Hopkins University, 3400 N. Charles St., Baltimore, MD 21218, USA
| | - Balasubrahmanyam Addepalli
- Department of Chemistry, Rieveschl Laboratories for Mass Spectrometry, University of Cincinnati, Cincinnati, OH 45221, USA
| | - Wade W Grabow
- Department of Chemistry and Biochemistry, University of California, Santa Barbara, CA 93106-9510, USA
| | - Zhuoyun Zhuang
- Department of Chemistry and Biochemistry, University of California, Santa Barbara, CA 93106-9510, USA
| | | | - Patrick A Limbach
- Department of Chemistry, Rieveschl Laboratories for Mass Spectrometry, University of Cincinnati, Cincinnati, OH 45221, USA
| | - Luc Jaeger
- Department of Chemistry and Biochemistry, University of California, Santa Barbara, CA 93106-9510, USA
| | - Sarah A Woodson
- T. C. Jenkins Department of Biophysics, Johns Hopkins University, 3400 N. Charles St., Baltimore, MD 21218, USA
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Bonilla S, Limouse C, Bisaria N, Gebala M, Mabuchi H, Herschlag D. Single-Molecule Fluorescence Reveals Commonalities and Distinctions among Natural and in Vitro-Selected RNA Tertiary Motifs in a Multistep Folding Pathway. J Am Chem Soc 2017; 139:18576-18589. [PMID: 29185740 PMCID: PMC5748328 DOI: 10.1021/jacs.7b08870] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
![]()
Decades
of study of the RNA folding problem have revealed that
diverse and complex structured RNAs are built from a common set of
recurring structural motifs, leading to the perspective that a generalizable
model of RNA folding may be developed from understanding of the folding
properties of individual structural motifs. We used single-molecule
fluorescence to dissect the kinetic and thermodynamic properties of
a set of variants of a common tertiary structural motif, the tetraloop/tetraloop-receptor
(TL/TLR). Our results revealed a multistep TL/TLR folding pathway
in which preorganization of the ubiquitous AA-platform submotif precedes
the formation of the docking transition state and tertiary A-minor
hydrogen bond interactions form after the docking transition state.
Differences in ion dependences between TL/TLR variants indicated the
occurrence of sequence-dependent conformational rearrangements prior
to and after the formation of the docking transition state. Nevertheless,
varying the junction connecting the TL/TLR produced a common kinetic
and ionic effect for all variants, suggesting that the global conformational
search and compaction electrostatics are energetically independent
from the formation of the tertiary motif contacts. We also found that in vitro-selected variants, despite their similar stability
at high Mg2+ concentrations, are considerably less stable
than natural variants under near-physiological ionic conditions, and
the occurrence of the TL/TLR sequence variants in Nature correlates
with their thermodynamic stability in isolation. Overall, our findings
are consistent with modular but complex energetic properties of RNA
structural motifs and will aid in the eventual quantitative description
of RNA folding from its secondary and tertiary structural elements.
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Affiliation(s)
- Steve Bonilla
- Department of Chemical Engineering, ‡Department of Applied Physics, §Department of Biochemistry, ∥Department of Chemistry, ⊥Stanford ChEM-H, Stanford University , Stanford, California 94305, United States
| | - Charles Limouse
- Department of Chemical Engineering, ‡Department of Applied Physics, §Department of Biochemistry, ∥Department of Chemistry, ⊥Stanford ChEM-H, Stanford University , Stanford, California 94305, United States
| | - Namita Bisaria
- Department of Chemical Engineering, ‡Department of Applied Physics, §Department of Biochemistry, ∥Department of Chemistry, ⊥Stanford ChEM-H, Stanford University , Stanford, California 94305, United States
| | - Magdalena Gebala
- Department of Chemical Engineering, ‡Department of Applied Physics, §Department of Biochemistry, ∥Department of Chemistry, ⊥Stanford ChEM-H, Stanford University , Stanford, California 94305, United States
| | - Hideo Mabuchi
- Department of Chemical Engineering, ‡Department of Applied Physics, §Department of Biochemistry, ∥Department of Chemistry, ⊥Stanford ChEM-H, Stanford University , Stanford, California 94305, United States
| | - Daniel Herschlag
- Department of Chemical Engineering, ‡Department of Applied Physics, §Department of Biochemistry, ∥Department of Chemistry, ⊥Stanford ChEM-H, Stanford University , Stanford, California 94305, United States
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Lanier KA, Athavale SS, Petrov AS, Wartell R, Williams LD. Imprint of Ancient Evolution on rRNA Folding. Biochemistry 2016; 55:4603-13. [DOI: 10.1021/acs.biochem.6b00168] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Affiliation(s)
- Kathryn A. Lanier
- School of Chemistry and Biochemistry and ‡School of Biology, Georgia Institute of Technology, Atlanta, Georgia 30332-0400, United States
| | - Shreyas S. Athavale
- School of Chemistry and Biochemistry and ‡School of Biology, Georgia Institute of Technology, Atlanta, Georgia 30332-0400, United States
| | - Anton S. Petrov
- School of Chemistry and Biochemistry and ‡School of Biology, Georgia Institute of Technology, Atlanta, Georgia 30332-0400, United States
| | - Roger Wartell
- School of Chemistry and Biochemistry and ‡School of Biology, Georgia Institute of Technology, Atlanta, Georgia 30332-0400, United States
| | - Loren Dean Williams
- School of Chemistry and Biochemistry and ‡School of Biology, Georgia Institute of Technology, Atlanta, Georgia 30332-0400, United States
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Abstract
CONSPECTUS: Nanotechnology's central goal involves the direct control of matter at the molecular nanometer scale to build nanofactories, nanomachines, and other devices for potential applications including electronics, alternative fuels, and medicine. In this regard, the nascent use of nucleic acids as a material to coordinate the precise arrangements of specific molecules marked an important milestone in the relatively recent history of nanotechnology. While DNA served as the pioneer building material in nucleic acid nanotechnology, RNA continues to emerge as viable alternative material with its own distinct advantages for nanoconstruction. Several complementary assembly strategies have been used to build a diverse set of RNA nanostructures having unique structural attributes and the ability to self-assemble in a highly programmable and controlled manner. Of the different strategies, the architectonics approach uniquely endeavors to understand integrated structural RNA architectures through the arrangement of their characteristic structural building blocks. Viewed through this lens, it becomes apparent that nature routinely uses thermodynamically stable, recurrent modular motifs from natural RNA molecules to generate unique and more complex programmable structures. With the design principles found in natural structures, a number of synthetic RNAs have been constructed. The synthetic nanostructures constructed to date have provided, in addition to affording essential insights into RNA design, important platforms to characterize and validate the structural self-folding and assembly properties of RNA modules or building blocks. Furthermore, RNA nanoparticles have shown great promise for applications in nanomedicine and RNA-based therapeutics. Nevertheless, the synthetic RNA architectures achieved thus far consist largely of static, rigid particles that are still far from matching the structural and functional complexity of natural responsive structural elements such as the ribosome, large ribozymes, and riboswitches. Thus, the next step in synthetic RNA design will involve new ways to implement these same types of dynamic and responsive architectures into nanostructures functioning as real nanomachines in and outside the cell. RNA nanotechnology will likely garner broader utility and influence with a greater focus on the interplay between thermodynamic and kinetic influences on RNA self-assembly and using natural RNAs as guiding principles.
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Affiliation(s)
- Wade W. Grabow
- Department
of Chemistry and Biochemistry, Seattle Pacific University, 3307 Third
Avenue West, Seattle, Washington 98119, United States
| | - Luc Jaeger
- Department
of Chemistry and Biochemistry, Bio-Molecular Science and Engineering
Program, University of California, Santa Barbara, California 93106-9510, United States
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10
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Abstract
RNA molecules are highly modular components that can be used in a variety of contexts for building new metabolic, regulatory and genetic circuits in cells. The majority of synthetic RNA systems to date predominately rely on two-dimensional modularity. However, a better understanding and integration of three-dimensional RNA modularity at structural and functional levels is critical to the development of more complex, functional bio-systems and molecular machines for synthetic biology applications.
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Affiliation(s)
- Wade Grabow
- Department of Chemistry and Biochemistry, Seattle Pacific University3307 Third Avenue West, Seattle, WA 98119USA
| | - Luc Jaeger
- Department of Chemistry and Biochemistry, Bio-Molecular Science and Engineering Program, University of CaliforniaSanta Barbara, CA 93106-9510USA
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