A baculoviral gene and drug-eluting (GDES) stent to promote re-endothelialization and prevent restenosis caused by atherosclerosis
Bibliographic record
Abstract
Abstract Background Coronary artery disease (CAD) is a prevalent condition affecting approximately one in every 20 individuals over the age of 20, resulting in significant health and economic burdens worldwide. Atherosclerosis, characterized by plaque buildup in the arteries, is a leading cause of CAD, involving endothelial dysfunction, inflammation, and smooth muscle cell hyperproliferation. The standard interventions for CAD, namely bare-metal stents (BMS) or drug-eluting stents (DES), often lead to complications such as blood clotting, inflammation, and arterial re-narrowing, necessitating further interventions and potentially leading to severe outcomes like heart failure, stroke, or death. Additionally, the TGFβ1 gene regulates SMC proliferation and ECM secretion, promoting endothelial cell proliferation, inhibiting smooth muscle cell hyperproliferation, reducing reactive oxygen species production. Purpose This innovative stent aims to mitigate complications associated with conventional stents by promoting endothelial health and preventing inflammation and hyperproliferation downstream. The purpose of this study is to design a new gene and drug eluting stent and evaluate their preclinical efficacy and safety in addressing some of the key limitations of currently available coronary stents. Methods The TGFβ1 expressing baculoviruses loaded PLGA nanoparticles are prepared by double emulsion solvent evaporation method. The formulated nanoparticles were characterized by their surface morphology, particle size, zeta potential, and in vitro release. Moreover, the designed nanoparticles undergo a further investigation for their therapeutic efficiency using cell lines. The GDES is synthesized by dip-coating a BMS into a solution containing Everolimus and genipin carrying baculoviruses expressing TGFβ1 in nanoparticles. The stent elutes the gene and drug over specific durations pertaining to a sustained release profile. The study assesses the functionality and safety of the GDES through in vitro and in vivo experiments, including cell culture studies and animal models. Results The PLGA nanoparticles at 115.3±1.4 nm with a polydipersity (pdi) index of 0.152 have a sustained release profile for the TGFβ1 expressing baculovirus. The findings demonstrate that the GDES effectively promotes endothelial health and prevents inflammation and hyperproliferation downstream. The expression of TGFβ1 facilitates the formation of a fully reconstituted endothelial lining, reducing the risk of complications. Additionally, the prolonged release of Everolimus prevents inflammation and the progression of neointimal hyperplasia. The stent coating and system exhibit non-cytotoxicity and hemocompatibility, ensuring safety during expansion and degradation over time. Overall, the combined action of gene and drug elution in the GDES shows promising results in addressing current complications associated with cardiovascular stents.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".