ArticleTissue engineering. Part C, Methods2021
Rational, Unbiased Selection of Reference Genes for Pluripotent Stem Cell-Derived Cardiomyocytes.
Article in Tissue engineering. Part C, Methods, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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Who cites it
8 citing papers in PubMed.
- Innervated human cardiac muscle model reveals sympathetic drivers of KCNH2-associated arrhythmias.Nature communications · 2026Article
- Human plasma-like medium enhances structural and metabolic maturation of human pluripotent stem cell-derived cardiomyocytes.Bioengineering & translational medicine · 2026Article
- Improving gene isoform quantification with miniQuant.Nature biotechnology · 2026Article
- Molecular and Cellular Determinants of Human Iron Overload Cardiomyopathy.bioRxiv : the preprint server for biology · 2026Article
- Identification of a novel real-time PCR reference gene panel for EA.hy926 endothelial cells in different growth States and with DHA treatment.Scientific reports · 2026Article
- Early multi-omic signatures and machine learning models predict cardiomyocyte differentiation efficiency and enable robust hPSC differentiation to cardiomyocytes.bioRxiv : the preprint server for biology · 2026Article
- Enhancing human pluripotent stem cell differentiation to cardiomyocytes through cardiac progenitor reseeding and cryopreservation.iScience · 2025Article
- Integrated multi-omics analysis identifies features that predict human pluripotent stem cell-derived progenitor differentiation to cardiomyocytes.Journal of molecular and cellular cardiology · 2024Article
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2 authors.
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Abstract
Reverse transcription, quantitative polymerase chain reaction (RT-qPCR) is a powerful technique to quantify gene expression by transcript abundance. Expression of target genes is normalized to expression of stable reference genes to account for sample preparation variability. Thus, the identification and validation of stably expressed reference genes is crucial for making accurate, quantitative, statistical conclusions in gene expression studies. Traditional housekeeping genes identified decades ago based on high and relatively stable expression are often used, although many have shown these to not be valid, particularly in highly dynamic systems such as stem cell differentiation. In this study we outline a rational approach to identify stable reference genes valid throughout human pluripotent stem cell (hPSC) differentiation to hPSC-derived cardiomyocytes (hPSC-CMs). Several publicly available transcriptomic data sets were analyzed to identify genes with low variability in expression throughout differentiation. These putative novel reference genes were subsequently validated in RT-qPCR analyses to assess their stability under various perturbations, including maturation during extended culture, lactate purification, and various differentiation efficiencies. Expression in hPSC-CMs was also compared with whole human heart tissue. A core set of three novel reference genes (
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