Probing the Effects of Lipid Substitution on Polycation Mediated DNA Aggregation: A Molecular Dynamics Simulations Study
Bibliographic record
Abstract
Understanding the molecular mechanism of DNA aggregation and condensation is of importance to DNA packaging in cells, and applications of gene delivery therapy. Modifying polycations such as polyethylenimine with lipid substitution was found to improve the performance of polycationic gene carriers. However, the role of the lipid substitution in DNA binding and aggregation is not clear and remains to be probed at the molecular level. In this work, we elucidated the role of lipid substitution through a series of all-atom molecular dynamics simulations on DNA aggregation mediated by lipid modified polyethylenimine (lmPEI). We found that the lipids associate significantly with one another, which links the lmPEIs and serves as a mechanism of aggregating the DNAs and stabilizing the formed polyplex. In addition, some lipid tails on the lmPEIs stay at the periphery of the lmPEI/DNA polyplex and may provide a mechanism for hydrophobic interactions. The enhanced stability and hydrophobicity might contribute to better cellular uptake of the polyplexes.
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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".