# Transcriptome-based maturation assessment revealed pro-maturation transcription factors of cardiomyocytes

**Authors:** Nawin Chanthra, Sean Murphy, Matthew Miyamoto, Nanami Masuyama, Nozomu Yachie, Chulan Kwon, Hideki Uosaki

PMC · DOI: 10.3389/fbioe.2026.1717996 · Frontiers in Bioengineering and Biotechnology · 2026-02-18

## TL;DR

Researchers developed a transcriptome-based scoring system to assess cardiomyocyte maturity and identified key transcription factors that promote maturation.

## Contribution

A novel transcriptome-based scoring method for cardiomyocyte maturation and the discovery of pro-maturation transcription factors.

## Key findings

- A maturation score was established using mouse ventricle transcriptomes from embryonic to adult stages.
- Known maturation conditions increased the maturation scores of stem cell-derived cardiomyocytes.
- Expression screening identified PGC1α, PGC1β, and ERRα as pro-maturation transcription factors.

## Abstract

Induced pluripotent stem cell-derived cardiomyocytes have shown promise to be an essential tool for studying genetic cardiac diseases. However, their limited maturity remains a barrier to reaching their full potential. Many have challenged this problem; however, it is difficult to compare the results because the parameters for cardiomyocyte maturation are diverse, mostly relying on physiological experiments that display significant lab-to-lab variations and are labor-intensive, and are not comparable to maturing cardiomyocytes in vivo. Here, we propose a transcriptome-based scoring method for cardiomyocyte maturation. We first established the maturation score based on transcriptome of mouse ventricles from embryonic (day 11) to adult (10-month-old) ventricles. We then demonstrated that known maturation conditions increased the maturation scores of mouse embryonic stem cell-derived cardiomyocytes. We finally performed expression screening of 92 candidate transcriptional factors (TFs) and identified pro-maturation TFs, including peroxisome proliferator-activated receptor gamma coactivator 1-alpha (PGC1α), PGC1β, and estrogen-related receptor alpha (ERRα). These results support that the transcriptome-based maturation score is a quantitative and reliable approach for identifying pro-maturation factors for cardiomyocytes.

## Linked entities

- **Genes:** PPARGC1A (PPARG coactivator 1 alpha) [NCBI Gene 10891], PPARGC1B (PPARG coactivator 1 beta) [NCBI Gene 133522], ESRRA (estrogen related receptor alpha) [NCBI Gene 2101]
- **Species:** Mus musculus (taxon 10090)

## Full-text entities

- **Genes:** Esrrg (estrogen-related receptor gamma) [NCBI Gene 26381] {aka ERR3, Errg, NR3B3, mKIAA0832}, Vegfa (vascular endothelial growth factor A) [NCBI Gene 22339] {aka L-VEGF, Vegf, Vpf}, Hif1a (hypoxia inducible factor 1, alpha subunit) [NCBI Gene 15251] {aka HIF-1-alpha, HIF1-alpha, HIF1alpha, MOP1, bHLHe78}, Xirp2 (xin actin-binding repeat containing 2) [NCBI Gene 241431] {aka 2310003D02Rik, 2310008C07Rik, A530024P18Rik, Cmya3, Gm352, Xin2}, Ckmt2 (creatine kinase, mitochondrial 2) [NCBI Gene 76722] {aka 2300008A19Rik, S-MtCK, ScCKmit, mib-CK}, Ms6hm (minisatellite 6 hypermutable) [NCBI Gene 17653] {aka PC-1}, Myh7 (myosin, heavy polypeptide 7, cardiac muscle, beta) [NCBI Gene 140781] {aka B-MHC, MYH-beta/slow, MyHC-I, Myhc-b, Myhcb, beta-MHC}, Ppargc1b (peroxisome proliferative activated receptor, gamma, coactivator 1 beta) [NCBI Gene 170826] {aka 4631412G21Rik, PGC-1beta, PGC-1beta/ERRL1, PPARGC-1-beta, Perc}, Myom2 (myomesin 2) [NCBI Gene 17930], Fgf10 (fibroblast growth factor 10) [NCBI Gene 14165] {aka AEY17, Fgf-10, Fgf5a, Gsfaey17}, F3 (coagulation factor III, tissue factor) [NCBI Gene 2152] {aka CD142, TF, TFA}, Cox7a1 (cytochrome c oxidase subunit 7A1) [NCBI Gene 12865] {aka COX7A, COX7AH, COX7AM}, Pln (phospholamban) [NCBI Gene 18821] {aka Plb}, Tcap (titin-cap) [NCBI Gene 21393], Gmnn (geminin) [NCBI Gene 57441] {aka Gem}, Hnf4a (hepatic nuclear factor 4, alpha) [NCBI Gene 15378] {aka HNF-4, Hnf4, Hnf4alpha, MODY1, Nr2a1, TCF-14}, Atp2a2 (ATPase, Ca++ transporting, cardiac muscle, slow twitch 2) [NCBI Gene 11938] {aka 9530097L16Rik, D5Wsu150e, SERCA2, SERCA2B, Serca2a, mKIAA4195}, Fabp3 (fatty acid binding protein 3, muscle and heart) [NCBI Gene 14077] {aka Fabph-1, Fabph-4, Fabph1, Fabph4, H-FABP, Mdgi}, Ahr (aryl-hydrocarbon receptor) [NCBI Gene 11622] {aka Ah, Ahh, Ahre, In, bHLHe76}, Fgf2 (fibroblast growth factor 2) [NCBI Gene 14173] {aka Fgf-2, Fgf2a, Fgfb, bFGF}, Cebpa (CCAAT/enhancer binding protein alpha) [NCBI Gene 12606] {aka C/ebpalpha, CBF-A, Cebp}, Tnni3 (troponin I, cardiac 3) [NCBI Gene 21954] {aka Tn1, cTnI}, Ryr2 (ryanodine receptor 2, cardiac) [NCBI Gene 20191] {aka 9330127I20Rik, RYR-2}, Itpr3 (inositol 1,4,5-triphosphate receptor 3) [NCBI Gene 16440] {aka IP3R 3, IP3R-3, Ip3r3, Itpr-3, tf}, ENPP1 (ectonucleotide pyrophosphatase/phosphodiesterase 1) [NCBI Gene 5167] {aka ARHR2, COLED, M6S1, NPP1, NPPS, PC-1}, Tnni1 (troponin I, skeletal, slow 1) [NCBI Gene 21952] {aka 2700018B22Rik, ssTnI}, Myh6 (myosin, heavy polypeptide 6, cardiac muscle, alpha) [NCBI Gene 17888] {aka A830009F23Rik, Myhc-a, Myhca, alpha-MHC, alphaMHC}, Esrra (estrogen related receptor, alpha) [NCBI Gene 26379] {aka ERRalpha, Err1, Estrra, Nr3b1}, Ppargc1a (peroxisome proliferative activated receptor, gamma, coactivator 1 alpha) [NCBI Gene 19017] {aka A830037N07Rik, Gm11133, PGC-1, PPARGC-1-alpha, Pgc-1alpha, Pgc1}
- **Diseases:** hypoxia (MESH:D000860), cardiac diseases (MESH:D006331), hypoxic (MESH:D002534)
- **Chemicals:** streptomycin (MESH:D013307), fatty acid (MESH:D005227), N2 (MESH:D009584), CTM (MESH:C001598), puromycin (MESH:D011691), penicillin (MESH:D010406), B27 (-), 1-Thioglycerol (MESH:C009465), GlutaMax (MESH:C054122), calcium (MESH:D002118), T3 (MESH:D014284), ascorbic acid (MESH:D001205), TRIzol (MESH:C411644), Vitamin A (MESH:D014801), ATP (MESH:D000255)
- **Species:** Homo sapiens (human, species) [taxon 9606], Mus musculus (house mouse, species) [taxon 10090], Lentivirus (genus) [taxon 11646]
- **Cell lines:** HEK293T — Homo sapiens (Human), Transformed cell line (CVCL_0063), pMD2.G — Homo sapiens (Human), Hybridoma (CVCL_A6KF), SH800 — Homo sapiens (Human), Finite cell line (CVCL_1V10)

## Full text

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## Figures

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## References

33 references — full list in the complete paper: https://tomesphere.com/paper/PMC12957250/full.md

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Source: https://tomesphere.com/paper/PMC12957250