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 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 | 0.000 | 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) | 0.001 | 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 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".