Isolation of Clathrin‐Coated Vesicles by Differential and Density Gradient Centrifugation
Bibliographic record
Abstract
Clathrin-coated vesicles (CCVs) are an important class of transport organelles that mediate the endocytosis of proteins and lipids at the plasma membrane and the transport of proteins from the trans-Golgi network to the endosomal/lysosomal system. The authors describe a protocol for isolating CCVs from adult rat brain using differential centrifugation, Ficoll and D(2)O-sucrose density gradient centrifugation, and velocity sedimentation in linear sucrose gradients. The application of this basic method to the isolation of CCVs from developing rat brains and to the generation of relatively crude CCVs from cultured cells is also described. Furthermore, we describe a protocol in which differential centrifugation and a series of discontinuous sucrose gradients are used to isolate CCVs from rat liver. An approach to analyzing CCV purity by electron microscopy is also described.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.003 |
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".