Spontaneous Transformation of Cultured Mouse Bone Marrow–Derived Stromal Cells
Bibliographic record
Abstract
Bone marrow-derived stromal cells have engendered interest because of their therapeutic potential for promoting tissue vascularization and repair. When mononuclear cells isolated from mouse bone marrow were cultured in DMEM supplemented with 10% fetal bovine serum, cell populations arose that showed rapid proliferation and loss of contact inhibition. These cells formed invasive soft tissue sarcomas after i.m. injection into nude or scid mice. I.v. injection resulted in the formation of tumor foci in the lungs. The tumors were transplantable into syngeneic immunocompetent mice. Direct injection of cultured cells into immunocompetent mice also resulted in tumor formation. Karyotype analysis showed that increased chromosome number and multiple Robertsonian translocations occurred at passage 3 coincident with the loss of contact inhibition. The remarkably rapid malignant transformation of cultured mouse bone marrow cells may have important implications for ongoing clinical trials of cell therapy and for models of oncogenesis.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".