Innocuous Intracellular Ice Improves Survival of Frozen Cells
Why this work is in the frame
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Bibliographic record
Abstract
Extensive efforts to avoid intracellular ice formation (IF) during freezing have been central to current methods used for the preservation and long-term storage of cells and tissues. In this study, we examined the effect of intracellular ice formation on the postthaw survival of V-79W fibroblast and MDCK epithelial cells using convection cryomicroscopy and controlled-rate freezing. V-79W and MDCK cells were cultured as single attached cells or as confluent cell monolayers. Postthaw cell survival was assessed using three different indices: the presence of an intact plasma membrane, the ability to reduce alamarBlue, and the capacity to form colonies in culture. Regulating the isothermal nucleation temperature was used to control the incidence of IIF in the model systems. We report that the presence of intracellular ice in confluent monolayers at high subzero temperatures does not adversely affect postthaw cell survival. Further, we show that in the absence of chemical cryoprotectants, the formation of intracellular ice alone improves the postthaw survival of cultured V-79W fibroblast and MDCK epithelial cells. Improved long-term storage of cells and tissues will result by incorporating innocuous intracellular ice formation into current strategies for cryopreservation.
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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 | 0.000 | 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) | 0.000 | 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 it