In Vitro Generation of T Lymphocytes From Embryonic Stem Cells
Bibliographic record
Abstract
Mature hematopoietic cells, like all other terminally differentiated lineages, arise during ontogeny via a series of increasingly restricted intermediates. Hematopoietic progenitors have their origin in the mesoderm, which gives rise to hemangioblasts that can differentiate into endothelial or endocardial precursors or hematopoietic stem cells. These hematopoietic stem cells in turn may either self-renew or differentiate into lineage-restricted progenitors and ultimately mature effector cells. The ability to generate most hematopoietic lineages in a two-dimensional environment in vitro has facilitated our study of this complex process. Until recently, the T-lymphocyte lineage was the exception and appeared to require the specialized three-dimensional microenvironment of the thymus to develop. However, here we describe a protocol for the generation of T lymphocytes from embryonic stem cells in vitro, within a two-dimensional microenvironment, provided by OP9 bone marrow stromal cells. This procedure will facilitate further study of early T lymphopoiesis by providing a simple model system in which the effects of genetic and environmental manipulations of embryonic stem cell-derived progenitors can be examined without requiring other more complex in vivo or in vitro experimental approaches.
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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 | 0.000 |
| 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 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".