0000000000208799

AUTHOR

Christoph Falschlunger

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Machine learning of reverse transcription signatures of variegated polymerases allows mapping and discrimination of methylated purines in limited tra…

2020

AbstractReverse transcription (RT) of RNA templates containing RNA modifications leads to synthesis of cDNA containing information on the modification in the form of misincorporation, arrest, or nucleotide skipping events. A compilation of such events from multiple cDNAs represents an RT-signature that is typical for a given modification, but, as we show here, depends also on the reverse transcriptase enzyme. A comparison of 13 different enzymes revealed a range of RT-signatures, with individual enzymes exhibiting average arrest rates between 20 and 75%, as well as average misincorporation rates between 30 and 75% in the read-through cDNA. Using RT-signatures from individual enzymes to trai…

AdenosineAcademicSubjects/SCI00010Machine learningcomputer.software_genre[SDV.BBM.BM] Life Sciences [q-bio]/Biochemistry Molecular Biology/Molecular biologyMethylationMachine Learning03 medical and health sciences0302 clinical medicineComplementary DNA[SDV.BBM.GTP]Life Sciences [q-bio]/Biochemistry Molecular Biology/Genomics [q-bio.GN]GeneticsMolecular BiologyPolymerase030304 developmental biologychemistry.chemical_classification0303 health sciencesOligoribonucleotidesGuanosinebiologybusiness.industryRNA-Directed DNA PolymeraseRNARNA-Directed DNA Polymerase[SDV.BBM.BM]Life Sciences [q-bio]/Biochemistry Molecular Biology/Molecular biologyReverse TranscriptionMethylationReverse transcriptaseEnzymechemistryTransfer RNAbiology.protein[SDV.BBM.GTP] Life Sciences [q-bio]/Biochemistry Molecular Biology/Genomics [q-bio.GN]Artificial intelligenceTranscriptomebusinesscomputer030217 neurology & neurosurgery
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