Related Experiment Video
Updated: Jun 22, 2026

08:23
De novo Identification of Actively Translated Open Reading Frames with Ribosome Profiling Data
Published on: February 18, 2022
Critical evaluation of the FANTOM3 non-coding RNA transcripts
Karl J V Nordström1, Majd A I Mirza, Markus Sällman Almén
1Department of Neuroscience, Uppsala University, Sweden. karl.nordstrom@neuro.uu.se
Genomics
|June 10, 2009
Summary
Researchers analyzed non-coding RNAs (ncRNAs) from the FANTOM3 dataset, identifying a refined subset of 8535 transcripts. This filtered dataset offers a valuable resource for studying potential non-coding RNA functions without artefactual signs.
Area of Science:
- Genomics
- Bioinformatics
- Molecular Biology
Background:
- The FANTOM3 project identified numerous non-coding RNA (ncRNA) transcripts.
- Understanding the nature and origin of these ncRNAs is crucial for deciphering their biological roles.
- Distinguishing genuine ncRNAs from experimental artefacts is a significant challenge.
Purpose of the Study:
- To analyze the genomic distribution of FANTOM3 ncRNAs relative to protein-coding genes.
- To identify and filter a subset of high-quality ncRNA transcripts suitable for further experimental investigation.
- To characterize potential artefacts such as internal priming and overlap with protein-coding regions.
Main Methods:
- Bioinformatic analysis of 38,129 putative ncRNAs from the RIKEN dataset.
- Classification of transcripts based on their genomic location (sense, antisense, intronic, intergenic).
- Filtering criteria included non-overlap with protein-coding genes, absence of long open reading frames (ORFs), and exclusion of internally primed transcripts.
Main Results:
- The initial dataset comprised 41% sense, 6% antisense, 24% intronic, and 29% intergenic transcripts.
- A significant fraction (47%) of transcripts showed signs of potential internal priming.
- A filtered subset of 8535 transcripts was generated, free from common artefacts and overlapping protein-coding genes.
- This filtered set includes 53% of known ncRNAs from RNAdb and 6523 novel transcripts.
Conclusions:
- Bioinformatic filtering effectively removed potential artefacts from the FANTOM3 non-coding dataset.
- The refined dataset of 8535 transcripts represents a high-confidence set for investigating novel non-coding RNA functions.
- This work provides a valuable resource for experimental studies using hybridization-based techniques.
Related Concept Videos
Nonsense-mediated mRNA Decay
The Upf proteins that carry out nonsense-mediated decay (NMD) are found in all eukaryotic organisms, including humans. Each protein has an individual role, but they need to work in collaboration. Upf1 is an ATP-dependent RNA helicase that unwinds the RNA helix. Because Upf1 can unwind any RNA, Upf2 and Upf3 are required to help Upf1 discriminate between nonsense and normal mRNAs.
Usually, Upf3 binds to an Exon Junction Complex (EJC) at mRNA splice sites. If a ribosome fully translates the mRNA,...
Usually, Upf3 binds to an Exon Junction Complex (EJC) at mRNA splice sites. If a ribosome fully translates the mRNA,...
Nonsense-mediated mRNA Decay
The Upf proteins that carry out nonsense-mediated decay (NMD) are found in all eukaryotic organisms, including humans. Each protein has an individual role, but they need to work in collaboration. Upf1 is an ATP-dependent RNA helicase that unwinds the RNA helix. Because Upf1 can unwind any RNA, Upf2 and Upf3 are required to help Upf1 discriminate between nonsense and normal mRNAs.
Usually, Upf3 binds to an Exon Junction Complex (EJC) at mRNA splice sites. If a ribosome fully translates the mRNA,...
Usually, Upf3 binds to an Exon Junction Complex (EJC) at mRNA splice sites. If a ribosome fully translates the mRNA,...
Leaky Scanning
During most eukaryotic translation processes, the small 40S ribosome subunit scans an mRNA from its 5' end until it encounters the first start AUG codon. The large 60S ribosomal subunit then joins the smaller one to initiate protein synthesis. The location of the translation initiation is largely determined by the nucleotides near the start codon as there may be multiple translation initiation sites present on the mRNA. Marilyn Kozak discovered that the sequence RCCAUGG (where R stands for...
Experimental RNAi
RNA interference (RNAi) is a cellular mechanism that inhibits gene expression by suppressing its transcription or activating the RNA degradation process. The mechanism was discovered by Andrew Fire and Craig Mello in 1998 in plants. Today, it is observed in almost all eukaryotes, including protozoa, flies, nematodes, insects, parasites, and mammals. This precise cellular mechanism of gene silencing has been developed into a technique that provides an efficient way to identify and determine the...
Ribosome Profiling
Ribosome profiling or ribo-sequencing is a deep sequencing technique that produces a snapshot of active translation in a cell. It selectively sequences the mRNAs protected by ribosomes to get an insight into a cell’s translation landscape at any given point in time.
Applications of ribosome profiling
Ribosome profiling has many applications, including in vivo monitoring of translation inside a particular organ or tissue type and quantifying new protein synthesis levels.
The technique helps...
Applications of ribosome profiling
Ribosome profiling has many applications, including in vivo monitoring of translation inside a particular organ or tissue type and quantifying new protein synthesis levels.
The technique helps...
Alternative RNA Splicing
Alternative RNA splicing is the regulated splicing of exons and introns to produce different mature mRNAs from a single pre-mRNA. Unlike in constitutive splicing where a single gene produces a single type of mRNA, alternative splicing allows an organism to produce multiple proteins from a single gene and plays an important role in protein diversity.
There are five types of alternative RNA splicing that vary in the ways the pre-mRNA segments are removed or retained in the mature mRNA. The first...
There are five types of alternative RNA splicing that vary in the ways the pre-mRNA segments are removed or retained in the mature mRNA. The first...

