Exploring the energetic and conformational properties of the sequence space connecting naturally occurring RNA tetraloop receptor motifs
John H. ShiniD, Lena M. CuevasiD, Rohit RoyiD, Steve L. BonillaiD, Hashim M. Al‐HashimiiD, William James GreenleafiD, Daniel HerschlagiD
Abstract
Folded RNAs contain tertiary contact motifs whose structures and energetics are conserved across different RNAs. The transferable properties of RNA motifs simplify the RNA folding problem, but measuring energetic and conformational properties of many motifs remains a challenge. Here, we use a high-throughput thermodynamic approach to investigate how sequence changes alter the binding properties of naturally-occurring motifs, the GAAA tetraloop * tetraloop receptor (TLR) interactions. We measured the binding energies and conformational preferences of TLR sequences that span mutational pathways from the canonical 11ntR to two other natural TLRs, the IC3R and Vc2R. While the IC3R and Vc2R share highly similar energetic and conformational properties, the landscapes that map the sequence changes for their conversion from the 11ntR to changes in these properties differ dramatically. Differences in the energetic landscapes stem from the mutations needed to convert the 11ntR to the IC3R and Vc2R rather than a difference in the intrinsic energetic architectures of these TLRs. The conformational landscapes feature several non-native TLR variants with conformational preferences that differ from both the initial and final TLRs; these species represent potential branching points along the multidimensional sequence space to sequences with greater fitness in other RNA contexts with alternative conformational preferences. Our high-throughput, quantitative approach reveals the complex nature of sequence-fitness landscapes and leads to models for their molecular origins. Systematic and quantitative molecular approaches provide critical insights into understanding the evolution of natural RNAs as they traverse complex landscapes in response to selective pressures.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 1
- FWCI
- 0.12
- Field percentile
- 35th percentile
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Dissecting the energetic architecture within an RNA tertiary structural motif via high-throughput thermodynamic measurements
J. H. Shin, S. L. Bonilla, … D. Herschlag·Proceedings of the National Academy of SciencesPeer-reviewed·Mar 10, 2023
- Exploring GNRA tetraloop-like motifs in nucleic acid 3D structures
Janusz Marek Bujnicki, Eugene F. Baulin·Scientific ReportsPeer-reviewed·Oct 23, 2025
- Deciphering conformational preferences of RNA in protein-RNA recognition
Shri Kant, Savan Masipeddi, Ranjit Prasad Bahadur·bioRxiv·May 15, 2026
- Mapping Allosteric Rewiring in Viral RNA: Sequence-Encoded Control of Protein Binding Mechanisms
Dibyamanjaree Samant, Amrita Chakraborty, … Susmita Roy·Biophysical JournalPeer-reviewed·Mar 1, 2026
- Context-dependence of T-loop mediated long-range RNA tertiary interactions
L. Hansen, O. A. Kletzien, … R. T. Batey·bioRxiv·Dec 26, 2022
- Topology, Energy Landscapes and Folding Kinetics of RNA Hairpins
Anjali R. Verma, Pratyush Tiwary, Yunrui Qiu·bioRxiv·Sep 22, 2026