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Coupling shRNA screens with single-cell RNA-seq identifies a dual role for mTOR in reprogramming-induced senescence

Marieke Aarts, Athena Georgilis, Meryam Beniazza, Patrizia Beolchi, Ana Banito, Thomas Carroll, Marizela Kulisic, Daniel F. Kaemena, Gopuraja Dharmalingam, Nadine Martin, Wolf Reik, Johannes Zuber, Keisuke Kaji, Tamir Chandra, Jesús Gil

Genes & Development · 2017 · ▲ 67 citations

Abstract

Expression of the transcription factors OCT4, SOX2, KLF4, and cMYC (OSKM) reprograms somatic cells into induced pluripotent stem cells (iPSCs). Reprogramming is a slow and inefficient process, suggesting the presence of safeguarding mechanisms that counteract cell fate conversion. One such mechanism is senescence(definition). To identify modulators of reprogramming-induced senescence, we performed a genome-wide shRNA screen in primary human fibroblasts expressing OSKM. In the screen, we identified novel mediators of OSKM-induced senescence and validated previously implicated genes such as CDKN1A . We developed an innovative approach that integrates single-cell RNA sequencing (scRNA-seq) with the shRNA screen to investigate the mechanism of action of the identified candidates. Our data unveiled regulation of senescence as a novel way by which mechanistic target of mTOR(definition)-inhibiting drug studied for extending healthspan and lifespan." style="text-decoration:underline dotted; text-underline-offset:2px; cursor:help;">rapamycin(definition) (mTOR) influences reprogramming. On one hand, mTOR inhibition blunts the induction of cyclin-dependent kinase (CDK) inhibitors (CDKIs), including p16 INK4a , p21 CIP1 , and p15 INK4b , preventing OSKM-induced senescence. On the other hand, inhibition of mTOR blunts the senescence-associated secretory phenotype (SASP), which itself favors reprogramming. These contrasting actions contribute to explain the complex effect that mTOR has on reprogramming. Overall, our study highlights the advantage of combining functional screens with scRNA-seq to accelerate the discovery of pathways controlling complex phenotypes.

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OpenAlex
DOI
10.1101/gad.297796.117
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2026-06-13 MST

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APA
Aarts, M., Georgilis, A., Beniazza, M., Beolchi, P., Banito, A., Carroll, T., Kulisic, M., Kaemena, D.F., Dharmalingam, G., Martin, N., Reik, W., Zuber, J., Kaji, K., Chandra, T., &amp; Gil, J. (2017). Coupling shRNA screens with single-cell RNA-seq identifies a dual role for mTOR in reprogramming-induced senescence. <em>Genes & Development</em>. https://doi.org/10.1101/gad.297796.117
Vancouver
Aarts M, Georgilis A, Beniazza M, Beolchi P, Banito A, Carroll T, et al. Coupling shRNA screens with single-cell RNA-seq identifies a dual role for mTOR in reprogramming-induced senescence. Genes & Development. 2017. doi:10.1101/gad.297796.117.
BibTeX
@article{marieke2017Coupli, title = {Coupling shRNA screens with single-cell RNA-seq identifies a dual role for mTOR in reprogramming-induced senescence}, author = {Marieke Aarts and Athena Georgilis and Meryam Beniazza and Patrizia Beolchi and Ana Banito and Thomas Carroll and Marizela Kulisic and Daniel F. Kaemena and Gopuraja Dharmalingam and Nadine Martin and Wolf Reik and Johannes Zuber and Keisuke Kaji and Tamir Chandra and Jesús Gil}, journal = {Genes & Development}, year = {2017}, doi = {10.1101/gad.297796.117}, }

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