Salt-mediated two-site ligand binding by the cocaine-binding aptamer
Bibliographic record
Abstract
Multisite ligand binding by proteins is commonly utilized in the regulation of biological systems and exploited in a range of biochemical technologies. Aptamers, although widely utilized in many rationally designed biochemical systems, are rarely capable of multisite ligand binding. The cocaine-binding aptamer is often used for studying and developing sensor and aptamer-based technologies. Here, we use isothermal titration calorimetry (ITC) and NMR spectroscopy to demonstrate that the cocaine-binding aptamer switches from one-site to two-site ligand binding, dependent on NaCl concentration. The high-affinity site functions at all buffer conditions studied, the low-affinity site only at low NaCl concentrations. ITC experiments show the two ligand-binding sites operate independently of one another with different affinities and enthalpies. NMR spectroscopy shows the second binding site is located in stem 2 near the three-way junction. This ability to control ligand binding at the second site by adjusting the concentration of NaCl is rare among aptamers and may prove a useful in biotechnology applications. This work also demonstrates that in vitro selected biomolecules can have functions as complex as those found in nature.
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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 | 0.001 |
| 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 | 0.001 |
| 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".