<scp>DNA</scp>mechatronic devices switched by<scp>K</scp><sup>+</sup>and by<scp>S</scp>r<sup>2+</sup>are structurally, topologically, and electronically distinct
Bibliographic record
Abstract
DNAs and RNAs that fold via the formation of guanine quartets form G-quadruplexes that are often highly diverse in terms of architecture and topology. G-quadruplexes are specifically stabilized by metal cations such as K(+) and Sr(2+), but not Li(+). DNA duplexes that incorporate two separated clusters of G•G mismatches ("P-duplexes") can function as electronic switches, capable of toggling reversibly from a poorly conductive conformer (E) with only Li(+) in the solution to a G-quadruplex incorporating conformer of higher conductivity (C) in the presence of K(+). Herein, we report results from fluorescence energy transfer, circular dichroism, charge conduction, and chemical footprinting experiments, which cumulatively demonstrate that P-duplex E↔C transitions are genuinely mechatronic, with causally coupled mechanical and electronic states. We show, further, that the K(+) - and the Sr(2+)-fuelled E↔C switching of a given P-duplex are structurally, topologically, and electronically distinct from each other. A single DNA P-duplex can thus exist in at least three distinguishable mechatronic states in aqueous solution.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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".