RESUMO
N6-methyladenosine (m6A) is the most abundant internal RNA modification in eukaryotic mRNAs and influences many aspects of RNA processing. miCLIP (m6A individual-nucleotide resolution UV crosslinking and immunoprecipitation) is an antibody-based approach to map m6A sites with single-nucleotide resolution. However, due to broad antibody reactivity, reliable identification of m6A sites from miCLIP data remains challenging. Here, we present miCLIP2 in combination with machine learning to significantly improve m6A detection. The optimized miCLIP2 results in high-complexity libraries from less input material. Importantly, we established a robust computational pipeline to tackle the inherent issue of false positives in antibody-based m6A detection. The analyses were calibrated with Mettl3 knockout cells to learn the characteristics of m6A deposition, including m6A sites outside of DRACH motifs. To make our results universally applicable, we trained a machine learning model, m6Aboost, based on the experimental and RNA sequence features. Importantly, m6Aboost allows prediction of genuine m6A sites in miCLIP2 data without filtering for DRACH motifs or the need for Mettl3 depletion. Using m6Aboost, we identify thousands of high-confidence m6A sites in different murine and human cell lines, which provide a rich resource for future analysis. Collectively, our combined experimental and computational methodology greatly improves m6A identification.
Assuntos
Adenosina/análogos & derivados , Aprendizado de Máquina , Processamento Pós-Transcricional do RNA , RNA-Seq/métodos , Adenosina/química , Adenosina/metabolismo , Animais , Células HEK293 , Humanos , Metiltransferases/genética , Metiltransferases/metabolismo , Camundongos , Células-Tronco Embrionárias Murinas/metabolismo , Motivos de Nucleotídeos , RNA Mensageiro/química , RNA Mensageiro/metabolismo , RNA-Seq/normas , Sensibilidade e EspecificidadeRESUMO
We describe six persons from three families with three homozygous protein truncating variants in PUS7: c.89_90del (p.Thr30Lysfs∗20), c.1348C>T (p.Arg450∗), and a deletion of the penultimate exon 15. All these individuals have intellectual disability with speech delay, short stature, microcephaly, and aggressive behavior. PUS7 encodes the RNA-independent pseudouridylate synthase 7. Pseudouridylation is the most abundant post-transcriptional modification in RNA, which is primarily thought to stabilize secondary structures of RNA. We show that the disease-related variants lead to abolishment of PUS7 activity on both tRNA and mRNA substrates. Moreover, pus7 knockout in Drosophila melanogaster results in a number of behavioral defects, including increased activity, disorientation, and aggressiveness supporting that neurological defects are caused by PUS7 variants. Our findings demonstrate that RNA pseudouridylation by PUS7 is essential for proper neuronal development and function.
Assuntos
Agressão/fisiologia , Nanismo/genética , Variação Genética/genética , Deficiência Intelectual/genética , Transtornos do Desenvolvimento da Linguagem/genética , Microcefalia/genética , Adolescente , Animais , Criança , Drosophila melanogaster/genética , Éxons/genética , Feminino , Técnicas de Inativação de Genes/métodos , Homozigoto , Humanos , Masculino , Linhagem , Fenótipo , RNA Mensageiro/genética , RNA de Transferência/genéticaRESUMO
Individual-nucleotide resolution UV crosslinking and immunoprecipitation (iCLIP) is a state-of-the-art technology to map the RNA interaction sites of an RNA-binding protein (RBP) across the transcriptome. Here, we present the new iCLIP2 protocol that allows to obtain high-quality iCLIP libraries in a fast and efficient manner. The new protocol comprises separate adapter ligations, two cDNA amplification steps and bead-based size selection. The full procedure can be completed within four days. Our advances significantly increase the complexity of the iCLIP2 libraries, resulting in a more comprehensive representation of RBP binding sites. Overall, the methodological advances in iCLIP2 allow efficient library generation and thereby promote the versatile and flexible application of this important technology.
Assuntos
Sítios de Ligação/genética , Biblioteca Gênica , Imunoprecipitação/métodos , Proteínas de Ligação a RNA/isolamento & purificação , Reagentes de Ligações Cruzadas/química , Reagentes de Ligações Cruzadas/farmacologia , DNA Complementar/química , DNA Complementar/genética , DNA Complementar/isolamento & purificação , Humanos , Proteínas de Ligação a RNA/química , Proteínas de Ligação a RNA/genética , Raios UltravioletaRESUMO
In mammals, X-chromosomal genes are expressed from a single copy since males (XY) possess a single X chromosome, while females (XX) undergo X inactivation. To compensate for this reduction in dosage compared with two active copies of autosomes, it has been proposed that genes from the active X chromosome exhibit dosage compensation. However, the existence and mechanisms of X-to-autosome dosage compensation are still under debate. Here we show that X-chromosomal transcripts have fewer m6A modifications and are more stable than their autosomal counterparts. Acute depletion of m6A selectively stabilizes autosomal transcripts, resulting in perturbed dosage compensation in mouse embryonic stem cells. We propose that higher stability of X-chromosomal transcripts is directed by lower levels of m6A, indicating that mammalian dosage compensation is partly regulated by epitranscriptomic RNA modifications.