Quantitative cell migration analysis of CCR7-mediated lymphocytes migration using a microfluidic device
Bibliographic record
Abstract
Lymphocyte migration is crucial for adaptive immunity. CCR7 and its ligands mediate the migration and positioning of T cells in lymph nodes but the underlying mechanism is complex. The research in this thesis investigated CCR7-mediated T cell migration using a microfluidics-based approach. A microfluidic method suitable for quantitative migration analysis of genetically modified lymphocyte transfectants was developed. Using this method, I demonstrated chemotaxis of Jurkat transfectants expressing wild-type or C-terminal mutated CCR7 to a CCL19 gradient, and characterized the difference in transfectant migration mediated by wild-type and mutant CCR7. The fluorescent tag allows identification of CCR7-expressing transfectants in cell migration analysis, and microscopy assessment of CCR7 dynamics in migrating cells. Furthermore, my results also showed interesting migratory behaviours of CCR7 Jurkat transfectants in a specific co-existing CCL19 and CCL21 fields. This developed method will be broadly useful for studying cell migration signalling.
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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 | 0.002 |
| 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".