Top‐down mass spectrometry and hydrogen/deuterium exchange for comprehensive structural characterization of interferons: Implications for biosimilars
Bibliographic record
Abstract
Rapid development in biopharmaceuticals has put high demands on analytical tools that can provide accurate and comprehensive characterization of protein drugs, including biosimilars. Although the enzyme digestion based "bottom-up" approach is usually the method of choice for this purpose, it only gives peptide-level information and sequence coverage is often incomplete. In this work, we used top-down MS with electron capture dissociation (ECD) to characterize both the primary and higher order structures of a therapeutic protein interferon and its variants. Accurate mass measurement at the intact protein level combined with top-down ECD fragmentation enabled unambiguous protein sequence confirmation and identification of all PTMs. Combining hydrogen/deuterium exchange and rapid disulfide reduction with top-down ECD on the LC time scale, we have investigated the differences in higher order structure between the protein variants, as well as the impact of PTMs on protein conformation.
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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".