Aggregation of human plasma and of human blood induced in vitro by pegfilgrastim originator formulation buffer and pegfilgrastim products
Bibliographic record
Abstract
PEGylated recombinant human granulocyte colony stimulating factor (pegfilgrastim) is used clinically to reduce the incidence and duration of severe neutropenia in patients who have received chemotherapy treatment. Pegfilgrastim products are administered by subcutaneous injection. We herein report that solutions of pegfilgrastim originator product Neulasta®, of a biosimilar product candidate, and also of the pegfilgrastim originator formulation buffer, induced aggregate formation when mixed in vitro with human plasma, and formation of large membranous aggregated structures when mixed with human blood. Human donor variability in the plasma aggregation induced by pegfilgrastim products was observed. In all donors less aggregation occurred in plasma mixtures with the biosimilar pegfilgrastim product candidate compared to the originator products. Instantaneous aggregation of erythrocytes and formation of large membranous aggregated structures of erythrocytes occurred in mixtures of human blood with pegfilgrastim buffer or pegfilgrastim products. The formation of the large membranous aggregated structures likely involved fusion of erythrocyte membranes; erythrocyte membrane fusion events were observed. Pegfilgrastim proteins in the products accelerated the formation of irreversible erythrocyte aggregated structures. Pegfilgrastim originator formulation buffer (10 mM Na-acetate pH 4.0, 274 mM sorbitol, 0.004% polysorbate 20) was identified as the main driver of the plasma and erythrocyte aggregation. Lipoprotein aggregation at low pH in the presence of sorbitol and erythrocyte membrane fusion induced by the lipoprotein aggregates, are proposed as the main mechanisms for the formation of plasma and blood aggregates. Such aggregation phenomena may also occur during pegfilgrastim clinical use and may be related to known side effects and individual variability in the efficacy of pegfilgrastim therapy.
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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 | 0.001 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".