Intracellular characterization of Gag VLP production by transient transfection of HEK 293 cells
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
ABSTRACT Transient transfection is a fast, flexible, and cost‐effective approach to produce biological products. Despite the continued interest in transient transfection, little is known regarding the transfection process at the intracellular level, particularly for complex products, such as virus‐like particles (VLPs). The kinetics of PEI‐mediated transfection following an established in‐house protocol is reported in this work with the aim of characterizing and understanding the complete process leading to VLP generation and identifying important events driving process improvement. For this purpose, DNA/PEI polyplexes’ internalization in cells was tracked using Cy3 DNA staining. The production of a fluorescently labeled Gag polyprotein (a Gag‐GFP fusion construct that forms fluorescent Gag‐VLPs) was monitored by flow cytometry and confocal microscopy, and the VLP concentration in supernatants was measured by fluorometry. DNA/PEI polyplexes interact with the cell membrane immediately after polyplex addition to the cell culture. A linear increase in the number of cells expressing the protein is observed during the first 60 min of contact between the cells and polyplexes. No additional improvement in the number of cells expressing the protein (up to 60%) or VLP production (up to 1 × 10 10 VLPs/mL) is observed with additional contact time between the cells and polyplexes. Polyplexes can be detected in the cytoplasm of transfected cells as early as 1.5 h post‐transfection (hpt) and reach the nucleus approximately 4 hpt. GFP fluorescence is observed homogeneously in the cytoplasm of transfected cells 24 hpt, but generalized VLP budding is not observed by microscopy until 48 hpt. Although all cells have internalized a polyplex soon after transfection, only a fraction of cells (60%) express the fluorescent Gag protein. VLP production kinetics was also studied. Fluorescence in the supernatant (enveloped VLPs) is 40% less than total fluorescence, supernatant plus pellet (total Gag‐GFP), indicating that there is a fraction of Gag that remains inside the cells. The maximum VLP concentration in the cell culture supernatant with cell viability >89% was observed at 72 hpt, which was determined to be the optimal harvest time. Biotechnol. Bioeng. 2017;114: 2507–2517. © 2017 Wiley Periodicals, Inc.
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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 it