Gumińska Natalia, Matylla-Kulińska Katarzyna, Krawczyk Paweł S, Maj Michał, Orzeł Wiktoria, Mackiewicz Zuzanna, Brouze Aleksandra, Mroczek Seweryn, Dziembowski Andrzej
Laboratory of RNA Biology, International Institute of Molecular and Cell Biology, Warsaw, Poland.
Faculty of Biology, University of Warsaw, Warsaw, Poland.
Nat Commun. 2025 Mar 18;16(1):2664. doi: 10.1038/s41467-025-57787-6.
Stability and translation of mRNAs, both endogenous and therapeutic, is determined by poly(A) tail. Direct RNA sequencing enables single-molecule measurements of poly(A) lengths, avoiding amplification bias. It also holds potential for observation of non-adenosines within poly(A), known to influence mRNA fate. However, there is no computational method to detect composite tails in Direct Sequencing data. To address this gap, we introduce the Ninetails, a neural network-based tool that accurately identifies and quantifies non-adenosines in poly(A) tails. Examination of different biological contexts revealed widespread non-adenosine decorations, with frequencies influenced by the origin of poly(A) tails differing by mRNA class, cell type, and species. Notably, substrates of cytoplasmic TENT5-polymerases and mitochondrially encoded mRNAs are enriched in composite tails. For mRNA therapeutics, we show that the composition of poly(A) tails in mRNA vaccines is dynamic during its cellular lifetime and that the manufacturing protocol of synthetic mRNAs affects the purity of poly(A) tails.
内源性和治疗性mRNA的稳定性及翻译均由聚腺苷酸(poly(A))尾决定。直接RNA测序能够对poly(A)长度进行单分子测量,避免了扩增偏差。它还有望观察到poly(A)内已知会影响mRNA命运的非腺苷酸。然而,目前尚无计算方法可在直接测序数据中检测复合尾巴。为填补这一空白,我们引入了Ninetails,这是一种基于神经网络的工具,能够准确识别和量化poly(A)尾中的非腺苷酸。对不同生物学背景的研究揭示了广泛存在的非腺苷酸修饰,其频率受poly(A)尾来源的影响,因mRNA类别、细胞类型和物种而异。值得注意的是,细胞质TENT5聚合酶的底物和线粒体编码的mRNA富含复合尾巴。对于mRNA治疗,我们表明mRNA疫苗中poly(A)尾的组成在其细胞存活期内是动态变化的,并且合成mRNA的生产方案会影响poly(A)尾的纯度。