Proton-Actuated Membrane-Destabilizing Polyion Complex Micelles
Bibliographic record
Abstract
The efficiency of nucleic acid-based drugs is usually hampered by the fact that, following their uptake by the cell, these drugs end up in acidic organelles (i.e., endosomes/lysosomes) from which they barely escape. This work relates to the preparation and characterization of polyion complex micelles (PICM) formed by the self-assembly of three polyelectrolytes: a diblock cationic copolymer; a membranolytic, methacrylic acid copolymer; and an oligonucleotide. It is demonstrated that a synthetic membrane-active polyanion can be successfully integrated within the structure of PICM to yield well-defined, narrowly distributed micelles (30 nm) with a core/shell architecture. Besides their ability to protect the oligonucleotide against nuclease degradation, PICM partly dissociate under mildly acidic conditions, releasing chain clusters that destabilize bilayer membranes. This association/dissociation behavior illustrates the potential of these pH-sensitive PICM for the transport and efficient delivery of polyionic drugs.
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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".