Therapeutic potential of a cell penetrating peptide (CPP, NP1) mediated siRNA delivery: Evidence in 3D spheroids of colon cancer cells
Bibliographic record
Abstract
Abstract RNA interference holds great potential for cancer therapeutics and its success is highly dependent on an effective delivery system. As most preclinical drug screening in vitro was conducted in flat monolayer cell cultures, development of more physiologically relevant models is needed to enhance testing reliability and effectiveness. Here, the aim was to develop 3D cell spheroids and evaluate the efficiency of NP1, a novel cell penetrating peptide, CPP (STR‐H16R8), developed by our group to assist siRNA delivery. NP1 elicited significant cellular uptake of siRNA and promoted great siRNA knockdown efficiency of Bcl‐2 and VEGF mRNA in 3D spheroids (53% and 51%, respectively), induced marked apoptosis after silencing HIF mRNA, and 3D spheroids displayed apoptosis resistance compared to 2D cells. Taken together, 3D spheroids provide an improved model for testing siRNA delivery and NP1 has proved to be a powerful in vitro transfection reagent.
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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".