# Best reference genes for unbiased normalized transcript expression in normal and dystrophic human cell models of myogenesis

**Authors:** Raffaella Quarta, Brigida Boccanegra, Enrica Cristiano, Alberto Ladisa, Elena Conte, Jessica Ohana, Vincent Mouly, Annamaria De Luca, John Hildyard, Ornella Cappellari

PMC · DOI: 10.1371/journal.pone.0344973 · PLOS One · 2026-03-13

## TL;DR

This study identifies stable reference genes for accurate gene expression analysis in human muscle cell models, including healthy and dystrophic lines.

## Contribution

The study provides a validated panel of reference genes suitable for RT-qPCR normalization across different myogenic cell lines and differentiation stages.

## Key findings

- RPS18, UBC, and YWHAZ were identified as the most stable reference genes across all tested conditions.
- The selected genes showed consistent expression during proliferation and differentiation in both healthy and dystrophic cell lines.
- Multiple analytical methods confirmed the stability of these genes for RT-qPCR normalization.

## Abstract

Patient-derived cell models of dystrophic myogenesis and differentiation are valuable preclinical tools for early and mutation-based assessment of candidate therapeutic approaches. Quantitative measurement of gene expression within such models plays a key role in these studies, but normalisation of RT-qPCR data requires a panel of validated stably expressed reference genes. This study aims to identify stable reference genes for RT-qPCR assays in three human derived muscle immortalized cell lines: one healthy WT (from a 16-year-old donor), and two dystrophic lines, DMD1 (from a 11-year-old patient carrying a stop codon mutation on exon 59) and DMD2, from a 14-year-old patient carrying an exon 48–50 deletion. We screened a pool of 14 candidate genes (ACTB, HPRT1, RPL13A, RPS18, GAPDH, ALAS1, UBC, YWHAZ, IPO8, PSMC4, HSP90AB1, NONO,
CSNK2A2, AP3D1), investigating stability of expression from proliferation through to 11 days of myogenic differentiation. Data were analysed using four complementary approaches (Bestkeeper, geNorm, Normfinder and DeltaCt) to determine the most appropriate references both within and between cell lines. Our study shows that RPS18, UBC, YWHAZ scored highly across all comparisons, and we therefore suggest that these three genes represent an appropriate reference panel for these human myogenic cell lines, regardless of genotype or differentiation stage.

## Linked entities

- **Genes:** ACTB (actin beta) [NCBI Gene 60], HPRT1 (hypoxanthine phosphoribosyltransferase 1) [NCBI Gene 3251], RPL13A (ribosomal protein L13a) [NCBI Gene 23521], RPS18 (ribosomal protein S18) [NCBI Gene 6222], GAPDH (glyceraldehyde-3-phosphate dehydrogenase) [NCBI Gene 2597], ALAS1 (5'-aminolevulinate synthase 1) [NCBI Gene 211], UBC (ubiquitin C) [NCBI Gene 7316], YWHAZ (tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein zeta) [NCBI Gene 7534], IPO8 (importin 8) [NCBI Gene 10526], PSMC4 (proteasome 26S subunit, ATPase 4) [NCBI Gene 5704], HSP90AB1 (heat shock protein 90 alpha family class B member 1) [NCBI Gene 3326], NONO (non-POU domain containing octamer binding) [NCBI Gene 4841], CSNK2A2 (casein kinase 2 alpha 2) [NCBI Gene 1459], AP3D1 (adaptor related protein complex 3 subunit delta 1) [NCBI Gene 8943]

## Full-text entities

- **Genes:** GAPDH (glyceraldehyde-3-phosphate dehydrogenase) [NCBI Gene 2597] {aka G3PD, GAPD, HEL-S-162eP}, ALAS1 (5'-aminolevulinate synthase 1) [NCBI Gene 211] {aka ALAS, ALAS-H, ALAS3, ALASH, MIG4}, IPO8 (importin 8) [NCBI Gene 10526] {aka RANBP8, VISS}, Hsp86-ps2 (heat shock protein 86, pseudogene 2) [NCBI Gene 111042] {aka 86kDa, Hsp86-3, Hsp90}, RPS18 (ribosomal protein S18) [NCBI Gene 6222] {aka D6S218E, HKE3, KE-3, KE3, S18, uS13}, Ywhaz (tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein, zeta polypeptide) [NCBI Gene 22631] {aka 1110013I11Rik, 14-3-3zeta}, Hprt1 (hypoxanthine phosphoribosyltransferase 1) [NCBI Gene 15452] {aka HPGRT, Hprt}, NONO (non-POU domain containing octamer binding) [NCBI Gene 4841] {aka MRXS34, NMT55, NRB54, P54, P54NRB, PPP1R114}, Gapdh (glyceraldehyde-3-phosphate dehydrogenase) [NCBI Gene 14433] {aka Gapd}, HPRT1 (hypoxanthine phosphoribosyltransferase 1) [NCBI Gene 3251] {aka HGPRT, HPRT}, PSMC4 (proteasome 26S subunit, ATPase 4) [NCBI Gene 5704] {aka MIP224, RPT3, S6, TBP-7, TBP7}, Ipo8 (importin 8) [NCBI Gene 320727] {aka 6230418K12Rik, Abcc10, C130009K11Rik, MRP7, OM-1, Om1}, CSNK2A2 (casein kinase 2 alpha 2) [NCBI Gene 1459] {aka CK2A2, CK2alpha', CSNK2A1}, Ubc (ubiquitin C) [NCBI Gene 22190] {aka 2700054O04Rik, Rps27a, TI-225, Uba52, Ubb}, ACTB (actin beta) [NCBI Gene 60] {aka BKRNS, BNS, BRWS1, CSMH, DDS1, PS1TP5BP1}, HSP90AB1 (heat shock protein 90 alpha family class B member 1) [NCBI Gene 3326] {aka D6S182, HSP84, HSP90B, HSPC2, HSPCB}, DMD (dystrophin) [NCBI Gene 1756] {aka BMD, CMD3B, DXS142, DXS164, DXS206, DXS230}, UBC (ubiquitin C) [NCBI Gene 7316] {aka HMG20}, Rps18 (ribosomal protein S18) [NCBI Gene 20084] {aka H-2Ke3, H2-Ke3, Ke-3, ke3}, RPL13A (ribosomal protein L13a) [NCBI Gene 23521] {aka L13A, TSTA1, uL13}, MYH14 (myosin heavy chain 14) [NCBI Gene 79784] {aka DFNA4, DFNA4A, FP17425, MHC16, MYH17, NMHC II-C}, MYOG (myogenin) [NCBI Gene 4656] {aka MYF4, bHLHc3, myf-4}, AP3D1 (adaptor related protein complex 3 subunit delta 1) [NCBI Gene 8943] {aka ADTD, HPS10, hBLVR}, Actb (actin, beta) [NCBI Gene 11461] {aka Actx, E430023M04Rik, beta-actin}, YWHAZ (tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein zeta) [NCBI Gene 7534] {aka 14-3-3-zeta, HEL-S-3, HEL-S-93, HEL4, KCIP-1, POPCHAS}
- **Diseases:** WT (MESH:D009396), cancers (MESH:D009369), progressive disability (MESH:D018450), dystrophic phenotype (MESH:D009135), neuromuscular diseases (MESH:D009468), Duchenne Muscular Dystrophy (MESH:D020388), liver, melanoma, renal, colorectal, gastric (MESH:D008545), muscle degeneration (MESH:D009410), inflammation (MESH:D007249), premature death (MESH:D003643), MD (MESH:C535955), dystrophic muscle (MESH:D019042)
- **Chemicals:** PBS (MESH:D007854), phosphoserine (MESH:D010768), Triton X-100 (MESH:D017830), SYBR  green (MESH:C098022), Alexa FluorTM 594 (-), paraformaldehyde (MESH:C003043)
- **Species:** Rattus norvegicus (brown rat, species) [taxon 10116], Mycoplasma (genus) [taxon 2093], Canis lupus familiaris (dog, subspecies) [taxon 9615], Sus scrofa (pig, species) [taxon 9823], Mus musculus (house mouse, species) [taxon 10090], Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** DMD2 — Homo sapiens (Human), Duchenne muscular dystrophy, Embryonic stem cell (CVCL_YL29), skeletal — Homo sapiens (Human), Transformed cell line (CVCL_VG48), C2C12 — Mus musculus (Mouse), Spontaneously immortalized cell line (CVCL_0188)

## Full text

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## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12987489/full.md

## References

38 references — full list in the complete paper: https://tomesphere.com/paper/PMC12987489/full.md

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Source: https://tomesphere.com/paper/PMC12987489