Direct RNA sequencing reveals multi-layered regulation of the aging transcriptome
Abstract BACKGROUND: Aging involves complex molecular alterations across tissues; however, a comprehensive understanding of epitranscriptomic dynamics remains elusive. RESULTS: Here, leveraging high-quality dRNA-seq, we simultaneously constructed a multi-tissue (lung, skeletal muscle, heart, and hippocampus), cross-species (mouse and human) dynamics atlas of RNA features during aging, namely N 6-methyladenosine (m 6 A), 5-methylcytidine (m 5 C), pseudouridine (Ψ), inosine, alternative polyadenylation (APA), and splicing. Our analysis revealed widespread non-linear, age-dependent shifts across these RNA features, exhibiting both conserved patterns and striking tissue specificity. Strikingly, a pronounced, transient peak in these shift events of RNA features occurred at mid-life (12 months of age in mice, 46 years of age in human), and affected the expression of aging-related, mitochondrial, and metabolic genes. CONCLUSIONS: Collectively, we present a high-resolution atlas of m 6 A, m 5 C, pseudouridine and inosine modifications, alternative splicing and poly(A) site usage across tissues and aging stages, derived from direct RNA sequencing. This resource offers an unprecedented foundation for dissecting the RNA-centric mechanisms that govern mammalian aging.
Authors
- Li Yang (ORCID: https://orcid.org/0000-0001-7412-9841)
- Haisong Qin (ORCID: https://orcid.org/0000-0002-0353-8864)
- Y Chen (ORCID: https://orcid.org/0000-0002-5469-7080)
- Sanqi An (ORCID: https://orcid.org/0000-0002-3177-213X)
- Junhao Mu (ORCID: https://orcid.org/0000-0003-2587-2342)
- Shiou Yih Lee (ORCID: https://orcid.org/0000-0001-9493-1436)
- Ke Ye (ORCID: https://orcid.org/0009-0005-5743-6723)
- Lizi Cheng
- Wenli Yin
- Kaikai Meng (ORCID: https://orcid.org/0000-0003-0831-3709)
- Yawen Qi
- Shujie Zhang (ORCID: https://orcid.org/0000-0003-3764-059X)
- Honglei Li
- Yueqi Li
- Guonian Zhu
- Ziyang Luo
- Zaixue Yang
Institutions
- INTI International University (MY)
- Guangxi Medical University (CN)
- Sichuan University (CN)
- West China Medical Center of Sichuan University (CN)
- West China Hospital of Sichuan University (CN)
- Guangxi Subtropical Crops Research Institute (CN)
- Guangxi Maternal and Child Health Hospital (CN)
- The Affiliated Yongchuan Hospital of Chongqing Medical University (CN)
Publication Details
- Journal
- npj Aging
- Published
- 2026-11-04
- DOI
- https://doi.org/10.1038/s41514-026-00554-8
- Primary Topic
- RNA modifications and cancer
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- National Natural Science Foundation of China
- Chongqing Science and Technology Commission
- Natural Science Foundation of Guangxi Province
- Guangxi Medical University
- Centre Scientifique et Technique du Bâtiment
- National Science and Technology Major Project