DirectRMDB – a database of post-transcriptional RNA modifications unveiled from direct RNA sequencing technology

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With advanced technologies to map RNA modifications, our understanding of them has been revolutionized, and they are seen to be far more widespread and important than previously thought. Current next-generation sequencing (NGS)-based modification profiling methods are blind to RNA modifications and thus require selective chemical treatment or antibody immunoprecipitation methods for particular modification types. They also face the problem of short read length, isoform ambiguities, biases and artifacts. Direct RNA sequencing (DRS) technologies, commercialized by Oxford Nanopore Technologies (ONT), enable the direct interrogation of any given modification present in individual transcripts and promise to address the limitations of previous NGS-based methods.

Researchers from Fujian Medical University have produced the first ONT-based database of quantitative RNA modification profiles, DirectRMDB, which includes 16 types of modification and a total of 904,712 modification sites in 25 species identified from 39 independent studies. In addition to standard functions adopted by existing databases, such as gene annotations and post-transcriptional association analysis, the researchers provide a fresh view of RNA modifications, which enables exploration of the epitranscriptome in an isoform-specific manner.

The overall design of DirectRMDB

The overall design of DirectRMDB. DirectRMDB is the first comprehensive database that integrates quantitative modification profiles determined by direct RNA sequencing. For quality assurance, eight different software tools for mining RNA modifications were rigorously integrated, and additional next-generation sequencing samples were collected for validation. DirectRMDB provides an isoform-specific view of modification sites, including their distribution on individual transcripts and the secondary structure predicted from the RNA primary sequences. The potential involvement of reported sites in pathogenesis and their potential interactions with post-transcriptional machinery can also be queried.

DirectRMDB is the first comprehensive database that integrates quantitative modification profiles determined by direct RNA sequencing. For quality assurance, eight different software tools for mining RNA modifications were rigorously integrated, and additional next-generation sequencing samples were collected for validation. DirectRMDB provides an isoform-specific view of modification sites, including their distribution on individual transcripts and the secondary structure predicted from the RNA primary sequences. The potential involvement of reported sites in pathogenesis and their potential interactions with post-transcriptional machinery can also be queried.

Availability – The DirectRMDB database is freely available at: http://www.rnamd.org/directRMDB/.


Zhang Y, Jiang J, Ma J, Wei Z, Wang Y, Song B, Meng J, Jia G, de Magalhães JP, Rigden DJ, Hang D, Chen K. (2023) DirectRMDB: a database of post-transcriptional RNA modifications unveiled from direct RNA sequencing technology. Nucleic Acids Res 51(D1):D106-D116. [article]
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