Reactivity of <i>N</i>-acyl hydrazone probes with the mammalian proteome
Why this work is in the frame
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Bibliographic record
Abstract
-carbamates within the human proteome. Mass spectrometry analysis of probe-treated mammalian cell lysates identified several proteins that were covalently modified by the hydrazone probes, including the cytidine deaminase APOBEC3A. We used this enzyme as a model to explore the reactivity of the probes with amino acid residues using LC-MS/MS. Both reactive serine and cysteine residues outside of the enzyme active site were covalently modified. A 1-napthol leaving group provided the most extensive reactivity. These results confirm a unique chemotype for hydrazone probes which can be further optimized to target distinct targets of the human proteome.
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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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it