Generation of mature compact ventricular cardiomyocytes from human pluripotent stem cells
Bibliographic record
Abstract
Abstract Introduction Compact cardiomyocytes that make up the ventricular wall of the adult heart represent an important therapeutic target population for modeling and treating cardiovascular diseases. Although human pluripotent stem cell (hPSC) represents a promising source to generate target cells in vitro, there has been no optimal protocols to generate mature compact cardiomyocytes derived from hPSCs. Purpose To establish the protocol to generate mature compact ventricular cardiomyocytes derived from hPSCs. Methods By mimicking the early ventricular development and postnatal maturation process observed in the heart in vivo, we searched for the specific factors to induce compact lineage and promote their maturation level. Results We established a differentiation strategy that promotes the specification, proliferation and maturation of compact ventricular cardiomyocytes from hPSCs. The treatment of Wnt signaling activator, CHIR, and IGF2 significantly increased the expression level of a compact marker, MYCN (p=0.006), and suppressed the trabecular markers, NPPA (p=0.0117) and BMP10 (p=0.0032). Those factors induced a proliferation of compact cardiomyocytes by two folds (p<0.0001). Additionally, we identified that the combination of PPARα agonist, dexamethasone, T3 hormone, and palmitate in the low glucose containing media following the compact specification period significantly induced the fatty acid transporter, CD36, in the compact cardiomyocytes (p<0.0001). The CD36-positive compact cardiomyocytes generated under these conditions displayed the ability to use fatty acids as an energy source, a high mitochondrial mass, well-defined sarcomere structures and enhanced contraction force. These mature compact cardiomyocytes showed metabolic changes indicative of those associated with heart failure when challenged in vitro with pathological stimuli and were found to generate grafts consisting of more mature cells than those derived from immature cardiomyocytes following transplantation into infarcted rat hearts. Conclusions We successfully generated the mature compact cardiomyocytes derived from hPSCs. These findings highlight the power of recapitulating key aspects of embryonic and postnatal development for generating therapeutically relevant cell types from hPSCs. Funding Acknowledgement Type of funding sources: Public grant(s) – National budget only. Main funding source(s): Canadian Institutes of Health Research (CIHR)
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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) | 0.003 | 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".