Preferential Ex Vivo Expansion of Megakaryocytes from Human Cord Blood CD34 <sup>+</sup> -Enriched Cells in the Presence of Thrombopoietin and Limiting Amounts of Stem Cell Factor and Flt-3 Ligand
Bibliographic record
Abstract
The high proliferative potential of cord blood (CB) stem cells and the identification of the key factor of megakaryopoiesis, thrombopoietin (TPO), permit the ex vivo expansion of megakaryocytes (MKs) for possible use in early post-transplant support of patients and the production of functional platelets for transfusion. However, culture conditions for the generation of adequate MKs for this purpose are not yet optimized. Therefore, we sought to define the mixture of early-acting cytokines and TPO that would promote the expansion of MK progenitors over other lineages and result in overall better MK expansion and platelet yields. CB CD34(+)-enriched cells were cultured in serum-free medium for 17 days in presence of TPO alone or in various combinations with early-acting cytokines used at different concentrations and addition times. MK expansion and polyploidy and platelet production were monitored by flow cytometry analysis using specific surface markers (CD41 and CD42b) and propidium iodide labeling. Our results showed that the use of high concentrations of stem cell factor (SCF) and Flt-3 ligand (FL) in early CB TPO-supplemented cultures was more favorable to monocytic and granulocytic cell expansion. However, we observed that their presence in limiting amounts was required for the preferential expansion of MK progenitors. The addition of SCF, FL, TPO, and interleukin-6 (IL-6) at high concentrations in secondary cultures of these expanded MKs resulted in optimal MK proportion (approximately 25% of MKs) and expansion (>300 MK per seeded cell), highest proportions of polyploid MKs (22% of mature MKs > or = 8N), and best platelet yields. Our results indicate that TPO-induced MK progenitors are more sensitive to early-acting cytokines than non-MK cells. We propose that MKs generated in the optimized conditions, in combination with immature stem/progenitor cells, could prove useful for the short-term platelet recovery following CB transplantation.
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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) | 0.001 | 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".