Fluorescence microscopy investigations of ligand propagation and accessibility under adherent cells
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Bibliographic record
Abstract
Fluorescence microscopy methods including total internal reflection fluorescence and confocal laser scanning microscopy have played a major role in modern cell biology research by permitting imaging of fluorescently tagged macromolecules in living cells. These methods are often used to examine the initial events in signal transduction, which involve interactions occurring between membrane receptors and ligands such as antibodies and growth factors. Most quantitative biophysical applications using these fluorescence imaging methods, including ligand binding assays, are based on the assumption that the fluorophore label of interest has equal access to all areas of the membrane on the cell. Our findings suggest that there is limited accessibility of fluorophores (25±2%)(-) under the basal membrane of adherent CHO-K1 cells expressing epidermal growth factor receptor plated on a bare glass in standard two-dimensional tissue cultures. The authors present a detailed study of the extent to which a small fluorescent dye molecule (Alexa 647) is able to propagate under the basal membrane of cells plated on a variety of biologically compatible substrates: fibronectin, bovine serum albumin, poly-d-lysine, collagen I, collagen IV, Geltrex™, and fibronectin such as binding polymer. For nonspecific dye propagation the best overall accessibility was achieved using a thin layer preparation of a commercially available basement membrane matrix, Geltrex™ (67±8%). Coupling of a specific high affinity ligand (epidermal growth factor) to the dye did result in a moderate increase in propagation for most substrates examined. Despite the overall increase in propagation for most substrates (60%-80%), large areas under the central regions of the adherent cells still remained inaccessible to the fluorescently labeled ligand. More importantly, the presence of the specific ligand did not result in consistent increase in ligand propagation. Taken together these results suggest that the reduced accessibility is not exclusively due to steric effects, and the chemistry of both the ligand and the substrate may be important when working under conditions of reduced dimensionality.
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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