Part 1: Physicochemical characterization of bevacizumab in undiluted 25 mg/mL drug product solutions: Comparison of originator with a biosimilar candidate
Bibliographic record
Abstract
The biosimilarity assessment of the physicochemical properties of high-concentration biopharmaceuticals is usually performed with measurements on diluted solutions, at concentrations below 1 mg/mL. In this study 13 orthogonal, spectroscopy and particle size determination methods were used to characterize the structure and aggregation of undiluted, 25 mg/mL bevacizumab drug products Avastin® manufactured in the USA and in Europe, and ABX-BEV, a bevacizumab biosimilar candidate produced by Apobiologix Inc. Secondary structure, conformation and the potential occurrence of chemical degradation of the monoclonal antibodies were characterized and compared using infrared spectroscopy, intrinsic fluorescence and ANS fluorescence spectroscopy. Protein aggregation and particulate matter in the monoclonal antibody solutions were compared using UV-Vis absorbance, 90° light-scattering, nanoparticle tracking analysis, Nile red fluorescence microscopy, particle flow imaging, ultrasound resonance technology and a new scanner-based method that visualizes protein aggregates inside unopened vials. A data wheel representation was used to plot in one figure the results from the multiple analytical methods and to highlight differences between samples. The 25 mg/mL Avastin® drug product is stored at 2-8 °C during its 2-year shelf life. After a thermal stress of 4 weeks at 40 °C the ABX-BEV solution was turbid, containing particles of 20-100 μm diameter, accompanied by strong changes in antibody structural properties. Characterization of unstressed samples stored at 2-8 °C showed that the physicochemical properties of bevacizumab in ABX-BEV and the two originator drug products were similar, the observed differences between the originators being in the same range as those between ABX-BEV and the originator. To investigate the similarity of the antibodies under stress conditions, a freeze-thaw study was performed. Although freeze-thawing of bevacizumab products is prohibited by the package insert, after two freeze-thaw cycles (24 °C to -80 °C) small changes in the structural and aggregation properties of bevacizumab were observed, changes that were similar for the originator and ABX-BEV. Our study showed a good similarity of the investigated physicochemical properties of bevacizumab in originator and ABX-BEV products. It also provides an analytical approach, based on orthogonal methods, to compare high-concentration formulations of monoclonal antibodies.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".