Biomaterials for polynucleotide delivery to anchorage-independent cells
Bibliographic record
Abstract
Anchorage-independent cells possess morphological features and cell membrane compositions that are distinct from adherent cells. They display minimal surface area, have a low rate of endocytosis and generally possess few proteoglycans which make it a challenge to deliver nucleic acids into them. Wide ranges of methods and materials have been developed to tackle the delivery obstacles for the polynucleotide-based therapeutics in modifying non-adherent cells. This article summarizes the techniques and biomaterials that have been utilized for transfection of anchorage-independent cells. First, physical techniques are briefly described along with particular applications for which they are well-suited. The structure-activity relationship of various biomaterial carriers of polynucleotides are then discussed with strategies employed to enhance their capability to transfect anchorage-independent cells. In conclusion, the authors' perspectives on different methods for polynucleotide delivery to primary human cells are compared, along with a discussion of their progression towards clinical trials.
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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 | 0.001 | 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".