Modification of a Designed Amphipathic Cell-Penetrating Peptide and Its Effect on Solubility, Secondary Structure, and Uptake Efficiency
Bibliographic record
Abstract
The development of safe and efficient nonviral gene delivery carriers has received a great deal of attention in the past decade. A class of amphipathic peptides has shown to be able to cross cell membranes and deliver cargo to the intracellular environment. Here, we introduce an 18-mer amphipathic peptide, C6M1, as a modified version of peptide C6 for short interfering RNA (siRNA) delivery. The importance of tryptophan residues and the effect of peptide sequence modification on its solubility, secondary structure, cytotoxicity, and uptake efficiency were investigated. The solubility of C6M1 in aqueous solutions was greatly enhanced compared to that of C6, confirmed by surface tension and anilinonaphthalene-8-sulfonic acid fluorescence measurements. C6M1 had a random/helical structure in water with the ability to attain a helical conformation in the presence of anionic components or membrane-mimicking environments. The modification significantly reduced the cytotoxicity of the peptide, making it a safer carrier for siRNA delivery. C6M1 was also found ∼90% more efficient than C6 in delivering Cy3-labeled siRNA in Chinese hamster ovary cells.
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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".