Literature DB >> 33524037

Fitness landscape of a dynamic RNA structure.

Valerie W C Soo1,2, Jacob B Swadling1,2, Andre J Faure3, Tobias Warnecke1,2.   

Abstract

RNA structures are dynamic. As a consequence, mutational effects can be hard to rationalize with reference to a single static native structure. We reasoned that deep mutational scanning experiments, which couple molecular function to fitness, should capture mutational effects across multiple conformational states simultaneously. Here, we provide a proof-of-principle that this is indeed the case, using the self-splicing group I intron from Tetrahymena thermophila as a model system. We comprehensively mutagenized two 4-bp segments of the intron. These segments first come together to form the P1 extension (P1ex) helix at the 5' splice site. Following cleavage at the 5' splice site, the two halves of the helix dissociate to allow formation of an alternative helix (P10) at the 3' splice site. Using an in vivo reporter system that couples splicing activity to fitness in E. coli, we demonstrate that fitness is driven jointly by constraints on P1ex and P10 formation. We further show that patterns of epistasis can be used to infer the presence of intramolecular pleiotropy. Using a machine learning approach that allows quantification of mutational effects in a genotype-specific manner, we demonstrate that the fitness landscape can be deconvoluted to implicate P1ex or P10 as the effective genetic background in which molecular fitness is compromised or enhanced. Our results highlight deep mutational scanning as a tool to study alternative conformational states, with the capacity to provide critical insights into the structure, evolution and evolvability of RNAs as dynamic ensembles. Our findings also suggest that, in the future, deep mutational scanning approaches might help reverse-engineer multiple alternative or successive conformations from a single fitness landscape.

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Year:  2021        PMID: 33524037      PMCID: PMC7877785          DOI: 10.1371/journal.pgen.1009353

Source DB:  PubMed          Journal:  PLoS Genet        ISSN: 1553-7390            Impact factor:   5.917


  55 in total

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Journal:  J Evol Biol       Date:  2015-09-22       Impact factor: 2.411

4.  Routine Microsecond Molecular Dynamics Simulations with AMBER on GPUs. 2. Explicit Solvent Particle Mesh Ewald.

Authors:  Romelia Salomon-Ferrer; Andreas W Götz; Duncan Poole; Scott Le Grand; Ross C Walker
Journal:  J Chem Theory Comput       Date:  2013-08-20       Impact factor: 6.006

5.  From Local Explanations to Global Understanding with Explainable AI for Trees.

Authors:  Scott M Lundberg; Gabriel Erion; Hugh Chen; Alex DeGrave; Jordan M Prutkin; Bala Nair; Ronit Katz; Jonathan Himmelfarb; Nisha Bansal; Su-In Lee
Journal:  Nat Mach Intell       Date:  2020-01-17

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Journal:  Annu Rev Biochem       Date:  1990       Impact factor: 23.643

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Authors:  J V Price; T R Cech
Journal:  Genes Dev       Date:  1988-11       Impact factor: 11.361

Review 8.  The roles of structural dynamics in the cellular functions of RNAs.

Authors:  Laura R Ganser; Megan L Kelly; Daniel Herschlag; Hashim M Al-Hashimi
Journal:  Nat Rev Mol Cell Biol       Date:  2019-08       Impact factor: 94.444

9.  Rapid in vivo exploration of a 5S rRNA neutral network.

Authors:  Zhengdong D Zhang; Madhavi Nayar; David Ammons; Joanne Rampersad; George E Fox
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Journal:  Biochemistry       Date:  1996-01-30       Impact factor: 3.162

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2.  Higher-order epistasis and phenotypic prediction.

Authors:  Juannan Zhou; Mandy S Wong; Wei-Chia Chen; Adrian R Krainer; Justin B Kinney; David M McCandlish
Journal:  Proc Natl Acad Sci U S A       Date:  2022-09-21       Impact factor: 12.779

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