Open research questions in RNA and protein synthesis mechanisms
40 unresolved questions extracted from the limitations and future-work sections of 300 RNA and protein synthesis mechanisms papers in our library. Each links back to the study that raised it.
What the literature leaves open
In vitro evolution has enabled the discovery of ribozymes that catalyze diverse chemical reactions, but it is likely that many catalytic activities of RNA remain to be uncovered.
Retrons are tripartite abortive infection systems that detect phage invasion using reverse-transcribed DNA (msDNA), but how they structurally couple threat detection to effector activation remains poorly understood.
Higher-order assembly of a type IX retron enables exploitation for designer antimicrobials · 2026 · DOIBackgroundThe regulation of mRNA decay and translation is crucial for cellular function and development; however, the complex interplay of RNA-binding proteins (RBPs) regulating these processes remains incompletely understood.
Coarse RNA coordinate representations are increasingly used for inverse folding and structural annotation, yet the biological information encoded in such representations is not well quantified.
The -1 Programmed Ribosomal Frameshifting (-1 PRF) signal of SARS-CoV-2, driven by a conserved three-stemmed RNA pseudoknot (PK), is indispensable for viral replication and represents a structurally stable yet underexplored therapeutic target.
Drug Functional Site-Unknown Molecular Targets Exemplified by SARS-CoV-2 pseudoknot and ribosomal frameshifting-modulators · 2026 · DOIWhile the mechanism of 40S translocation remains elusive, the RNA helicase eIF4A has long been suspected as the primary molecular motor driving 40S scanning.
40S ribosomal subunits move along the 5' UTR through an eIF4A-independent mechanism in higher eukaryotes · 2026 · DOIRibosomes scanning the 5UTR upstream of canonical AUG starts recognize near-cognate starts inefficiently, however, and the mechanisms by which non-canonical starts might be regulated physiologically are poorly understood.
SummaryStructural comparison of nucleic acids, particularly RNA, is critical for understanding evolutionary and functional relationships beyond sequence similarity, yet efficient tools for large-scale 3D structure search and alignment remain scarce.
Small molecules that target structured RNA hold therapeutic promise across a wide range of diseases, yet the structural principles governing RNA-ligand recognition remain poorly defined.
Structural Pockets and Interacting RNA-Associated Ligands (SPIRAL): A DSSR-enabled Meta-Analysis of RNA-Small Molecule Recognition · 2026 · DOIGenomic language models (gLMs) trained only on large-scale nucleic acid sequence data seem to capture signals of RNA structure, yet the specifics of how remain unclear.
Thus, some HLA-detected ncORFs lack evidence in tryp- tic MS proteomics for either technological or biological reasons, such as the small size or amino acid composition of their encoded microproteins.
Machine learning approaches for predicting chemical shifts in molecular solids [14] have not been systematically combined with explicit solvation models in quantum chemical fragment methods for biomolecules under varying pH and ionic strength conditions.
The automated fragmentation approaches cited in the references do not address residual dipolar coupling calculations in RNA structures, despite their validation for carbonyl carbon and amide proton chemical shifts, leaving a gap in unified NMR property prediction for nucleic acids.
Conformational sampling effects on quantum chemical NMR predictions have been addressed for proteins [27], but the methodology has not been applied to characterize Watson-Crick versus Hoogsteen base pairing in DNA-protein complexes where multiple conformational states coexist.
The level of theory and basis set dependence documented in references [26] for isolated protein fragments has not been extended to investigate how different functional (B3LYP, OPTX, etc.) and solvation model choices affect chemical shift predictions in RNA hairpin structures and DNA-protein complexes.
The fragment-based QM/MM approaches for NMR chemical shift calculations (AFNMR, fragment density functional theory) have not been systematically compared across different fragmentation schemes and boundary treatments for large protein complexes exceeding 300 amino acids.
The data provide a valuable resource and demonstrate the power of an integrative approach to gain system-level structural insights into a poorly characterized biological system.
Integrative structural interactomics reveals protein organization and structure in a giant virus · 2026 · DOI(Meta)genomics and (meta)transcriptomics have provided insight into their diverse coding repertoire, but many of the proteins remain to be characterized as they lack homology with known proteins.
Integrative structural interactomics reveals protein organization and structure in a giant virus · 2026 · DOITranscription start sites and mutagenesis for CJ and VSV reveal a {sigma}70 extended TGn promoter motif that is lacking in PTH.
However, the structural basis by which the RT-ncRNA complex directs repeat addition processivity and controls repeat length remains unknown.
Translation initiation has become an attractive target for engineering orthogonal translation systems, yet the extent to which these systems retain functionality across distinct host backgrounds remains poorly defined.
Host background shapes the portability of a non-canonical translation initiation system across <i>Escherichia coli</i> strains · 2026 · DOIThe mechanisms driving membrane protein folding remain elusive, largely due to the limited availability of approaches that can probe these processes both in real-time and in their native context.
The Shape of Things to Come: a‑Helical Membrane Protein Folding on the Ribosome · 2026Using 18 natural small nuclear RNAs as examples, we show that the degree of nontrivial ultrametricity varies widely.
Ultrametricity of Energy Minimum Configurations of RNA Secondary Structures in the Nussinov Model · 2026While it is generally assumed that the assembly of these RNPs is driven by the binding of the nucleocapsid (N) protein to the gRNA in the cytoplasm, the precise molecular mechanism remains to be fully elucidated.
A Structural Domain in the genomic RNA of SARS-CoV-2 Folds into a Compact Granular Structure without the N protein: A Single-Molecule Fluorescence Spectroscopic Investigation · 2026 · DOIWhile snoRNAs may also interact with other RNAs, such as mRNA, the full repertoire of RNAs targeted by snoRNA remains elusive due to the lack of effective technologies that identify snoRNA targets transcriptome wide.
snoRNA-facilitated protein secretion revealed by transcriptome-wide snoRNA target identification · 2024 · DOI
Most-cited papers in RNA and protein synthesis mechanisms
- Sequence modeling and design from molecular to genome scale with Evo · Science · 2024 · 414 citations
- GENCODE 2025: reference gene annotation for human and mouse · Nucleic Acids Research · 2024 · 356 citations
- Fine-tuning protein language models boosts predictions across diverse tasks · Nature Communications · 2024 · 199 citations
- Accurate RNA 3D structure prediction using a language model-based deep learning approach · Nature Methods · 2024 · 199 citations
- Accelerating ionizable lipid discovery for mRNA delivery using machine learning and combinatorial chemistry · Nature Materials · 2024 · 183 citations
- An atlas of protein homo-oligomerization across domains of life · Cell · 2024 · 135 citations
- Unsupervised evolution of protein and antibody complexes with a structure-informed language model · Science · 2024 · 132 citations
- Computational design of soluble and functional membrane protein analogues · Nature · 2024 · 126 citations
- Multi-purpose RNA language modelling with motif-aware pretraining and type-guided fine-tuning · Nature Machine Intelligence · 2024 · 121 citations
- A 5′ UTR language model for decoding untranslated regions of mRNA and function predictions · Nature Machine Intelligence · 2024 · 118 citations
Most recent work
- Expanding the human proteome with microproteins and peptideins · Nature · 2026
- Protein-templated synthesis of dinucleotide repeat DNA by an antiphage reverse transcriptase · Science · 2026
- tRNA isodecoder analysis using Nanopore ionic current signals and deep learning · bioRxiv · 2026
- A fully open structure-guided RNA foundation model for robust structural and functional inference · bioRxiv · 2026
- Membrane insertion of mitochondrial-encoded proteins regulates ribosome decoding speed · Nature Structural & Molecular Biology · 2026
- Single-step in vitro ribosome reconstitution mediated by two GTPase factors, EngA and ObgE · bioRxiv · 2026
- Temperature-Dependent Ion Migration Underlies Sequence-Specific Collapse of Unstructured RNA · bioRxiv · 2026
- Automated Assembly of Programmable RNA-Based Sensors · ACS Synthetic Biology · 2026
- Structure and function of IWS1 in transcription elongation · Nucleic Acids Research · 2026
- Enterohemorrhagic <i>Escherichia coli</i> O157:H7 responds to norepinephrine gradients by tRNA reprogramming and codon-biased translation of virulence genes · mSystems · 2026
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