Lantern
Lantern provides integrative functional annotations for human long non-coding RNAs (lncRNAs) to support analysis of their molecular interactions and regulatory roles.
Key Features:
- Ontology Annotation Extraction: Semi-automatic extraction of ontology annotations from the lncRNA literature using PubMed's abstract retrieval engine and NCBO's recommender annotation system.
- Benchmarking Performance: Performance evaluated against manually curated resources such as lncRNAdb, reporting recall 0.62 and precision 0.8 for annotating 182 lncRNAs.
- Multi-Omics Annotations: Provides annotations including predicted cis-regulatory transcription factors (TFs), interactions with RNA-binding proteins (RBPs), tissue-specific expression profiles, protein co-expression networks, coding potential assessments, sub-cellular localization data, and single nucleotide polymorphisms (SNPs).
- Comprehensive Coverage: Covers approximately 11,000 human lncRNAs with integrated functional annotations.
Scientific Applications:
- Functional exploration: Enables detailed investigation of lncRNA functions and their regulatory roles.
- Interaction discovery: Supports identification of lncRNA interactions with proteins, transcription factors, and other genomic elements.
- Tissue-specific expression analysis: Assists in discovering tissue-specific expression patterns relevant to disease research and therapeutic development.
Methodology:
Uses a semi-automatic ontology annotation engine that combines automated extraction from PubMed abstracts with NCBO recommender annotations, integrates multi-omics data sources, and was benchmarked against lncRNAdb (recall 0.62, precision 0.8 on 182 lncRNAs).
Topics
Details
- Tool Type:
- web application
- Programming Languages:
- Python
- Added:
- 10/4/2021
- Last Updated:
- 10/4/2021
Operations
Publications
Daulatabad SV, Srivastava R, Janga SC. Lantern: an integrative repository of functional annotations for lncRNAs in the human genome. BMC Bioinformatics. 2021;22(1). doi:10.1186/s12859-021-04207-3. PMID:34039271. PMCID:PMC8157669.
PMID: 34039271
PMCID: PMC8157669
Funding: - National Institute of General Medical Sciences: R01GM123314
Documentation
Training material
https://sysbio.lab.iupui.edu/lantern/tutorial.phpLinks
Repository
https://github.com/VidhurDS/LanternIssue tracker
https://github.com/VidhurDS/Lantern/issues