Fluorescence Studies of Substrate Binding to Human Recombinant Deoxycytidine Kinase
Bibliographic record
Abstract
Deoxycytidine kinase (dCK), is responsible for the phosphorylation of deoxynucleosides to the corresponding monophosphates using ATP or UTP as phosphate donors. Steady-state intrinsic fluorescence measurements were used to study interaction of dCK with substrates in the absence and presence of phosphate donors. Enzyme fluorescence quenching by its substrates exhibited unimodal quenching when excited at 295 nm. Binding of substrates induced conformational changes in the protein, suggesting that dCK can assume different conformational states with different substrates and may account for the observed differences in their specificity. dCK bound the substrates more tightly in the presence of phosphate donors and UTP is the preferred phosphate donor. Among the substrates tested, the antitumour drugs gemcitabine and cladribine were bound very tightly by dCK, yielding Kd values of 0.75 and 0.8 microM, respectively, in the presence of UTP.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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".