Crossing Barriers<i>: In Vitro</i> Cancer Model for Studying Monocyte Migration across Endothelial Barriers
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
Monocytes originate in the bone marrow and make up 2–10% of all white blood cells, circulating in the blood to damaged tissue and disease sites, where they differentiate into macrophages or dendritic cells. In solid tumors such as glioblastoma, monocytes recruited from the blood to the tumor site differentiate into tumor-associated macrophages (TAMs), which play a key role in tumor progression and metastasis. The endothelial vessel wall plays a significant role in the migration, activation, and polarization of these monocytes. Therefore, it is crucial to incorporate an endothelial cell (EC) barrier within an in vitro cancer model for elucidating transendothelial migration of monocytes along with high-throughput screening capabilities. The IFlowPlate is a high-throughput organ-on-a-chip device created on a 384-well plate modified by creating 128 tissue compartments created by connecting three wells with a single channel to model interstitial flow. Due to its simple design, it can be easily modified to model any tissue type. To study the effects of the EC barrier on tumor-promoted monocyte migration, cancer spheroids were embedded within a fibrin hydrogel with an EC barrier on the hydrogel surface to mimic the vessel wall. THP-1 monocyte migration was observed in the presence of patient-derived glioblastoma cancer spheroids and interstitial flow, and the presence of the human umbilical vein endothelial cell (HUVEC) barrier slowed and reduced monocyte migration compared with controls without EC barriers. Inflammatory cytokines, such as granulocyte–macrophage colony-stimulating factor (GM-CSF), interleukin-6 (IL-6), interleukin-10 (IL-10), and interleukin-1β (IL-1β) secretion levels increased, while tumor necrosis factor α (TNF-α) and interleukin-12p40 (IL-12p40) levels decreased and monocyte chemoattractant protein-1 (MCP-1) and interleukin-8 (IL-8) levels remained unchanged in the presence of the EC barrier and spheroids, confirming the importance of the EC barrier for monocyte activation and migration. The EC barrier plays a crucial role in promoting and controlling monocyte migration in vivo . The IFlowPlate with a functional EC barrier can be used to model monocyte migration in vitro to study the role of monocytes in cancer prognosis.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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