Elucidating Evolutionary Mechanisms and Variants of the Hammerhead Ribozyme Using <i>In Vitro</i> Selection
Bibliographic record
Abstract
The Hammerhead Ribozyme (HHR) is a ubiquitous RNA enzyme that catalyzes site-specific intramolecular cleavage. While mutations to its catalytic core have traditionally been viewed as detrimental to its activity, several discoveries of naturally occurring variants of the full-length ribozyme challenge this notion, suggesting a deeper understanding of HHR evolution and functionality. By systematically introducing mutations at key nucleotide positions within the catalytic core, we generated single-, double-, and triple-mutation libraries to explore the sequence requirements and evolution of a full-length HHR. In vitro selection revealed many novel hammerhead variants, some of which possess mutations at nucleotides previously considered to be essential. We also demonstrate that the evolutionary trajectory of each nucleotide in the catalytic core directly correlates with their functional importance, potentially giving researchers a novel method to assess the sequence requirements of functional nucleic acids.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".