Gene Signature of Stromal Cells which Support Dendritic Cell Development
Bibliographic record
Abstract
Spleen stromal cells are critical determinants of dendritic cell (DC) development in spleen. The spleen stromal line, namely STX3, supports DC differentiation in vitro from overlaid bone marrow cells while the lymph node stromal line, namely 2RL22, does not. Here we have characterised the hematopoietic support capacity of each stroma, and analysed lineage origin of the stromal cell lines by gene profiling using microarrays. Stromal co-culture experiments were performed using bone marrow cells as a source of hematopoietic progenitors. A characteristic immature myeloid-like CD11c(+)CD11b(+)CD86(+)MHC-II(/lo)B220()CD8alpha() DC is produced after 14 days in STX3 cocultures, while 2RL22 cocultures produce only monocyte/macrophage-like cells. No other hematopoietic cell type is produced. The STX3 and 2RL22 stroma were compared by transcriptome analysis utilising Affymetrix Murine U74Av2 genechips to identify gene expression related to differential hematopoietic support function. Data mining was used to determine cell surface marker expression reflecting endothelial cells and fibroblasts, as well as adhesion molecules contributing to the microenvironment. STX3 shows gene expression reflective of early endothelial cells, while 2RL22 expresses markers specific to fibroblasts. The expression of genes like Flt1, CD34, Mcam, and Eng distinguishes STX3 as an early immature endothelial cell lacking markers of angioblasts or hemangioblasts like Tal1/SCL, Tie1, Tie2, Kdr or Prom1/AC133. The absence of expression of genes like Vwf and Cd31 distinguishes STX3 from fully differentiated vascular endothelial cells. In contrast, the 2RL22 lymph node stroma specifically expresses genes related to fibroblastic-like cells like osteoblasts with expression of Vdr (Vitamin D receptor), and epithelial cells with expression of Krt13 (keratins). Gene expression data identifies STX3 as splenic endothelial cells, independently able to support the outgrowth of immature, myeloid DC-like cells from progenitors present in bone marrow, while 2RL22 lymph node fibroblastic cells provide support for development of monocytes/macrophages.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
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".