Characterization of Distinct Conventional and Plasmacytoid Dendritic Cell-Committed Precursors in Murine Bone Marrow
Bibliographic record
Abstract
The developmental pathways and differentiation relationship of dendritic cell (DC) subsets remain unclear. We report that murine CD11c(+)MHC II(-) bone marrow cells, which are immediate DC precursors of CD8 alpha(+), CD8 alpha(-), and B220(+) DC in vivo, can be separated into B220(+) and B220(-) DC precursor subpopulations. Purified B220(-) DC precursors expand, and generate exclusively mature CD11c(+)CD11b(+)B220(-) DC in vitro and after adoptive transfer. B220(+) DC precursors, which resemble plasmacytoid pre-DC, have a lower proliferative potential than B220(-) DC precursors and generate both CD11b(-) B220(+) and CD11b(+)B220(-) DC populations. Both DC precursor populations can give rise to CD8 alpha(+) and CD8 alpha(-) DC subtypes. Our findings indicate that CD11c(+)MHC II(-)B220(+) and CD11c(+)MHC II(-)B220(-) bone marrow cells are distinct DC lineage-restricted precursors.
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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 | 0.001 | 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 | 0.001 |
| 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".