Search engine for discovering works of Art, research articles, and books related to Art and Culture
ShareThis
Javascript must be enabled to continue!

rDNAcaller: a fast and robust pipeline to call ribosomal DNA variants

View through CrossRef
Ribosomal DNA (rDNA) genes are essential components of the ribosome, organized as tandem repeats on the mammalian genomes. Extensive genetic and copy number variation in rDNA has been reported both within and between individuals, contributing to phenotypic diversity. However, previous rDNA variant calling strategies have relied on methods designed for diploid regions and have not been systematically benchmarked. With the recent availability of a telomere-to-telomere (T2T) genome assembly, rDNA regions have been fully assembled for the first time, enabling benchmarking and optimization of rDNA variant calling strategies. We developed a customized simulator that replicates real intra- and inter-individual rDNA variation based on the T2T assembly to benchmark the performance of commonly used variant callers, including GATK, Mutect2, and Lofreq. Additionally, we optimized the preprocessing and mapping steps to remove pseudogenes and significantly improve accuracy. Based on these optimizations, we introduce rDNAcaller, a novel pipeline for accurate rDNA variant detection using short-read whole-genome sequencing. rDNAcaller integrates optimized preprocessing with the top-performing variant caller and achieves 94% precision on experimental data from the T2T cell line. Applying our pipeline to data from the 1000 Genomes Project, we identify 5,607 novel rDNA variant positions across human populations, with African individuals showing the highest number of variants. Overall, rDNAcaller is a robust and versatile tool for analyzing rDNA variation, addressing the limitations of existing methods in handling high ploidies. By enabling accurate detection of rDNA variants, it facilitates deeper exploration of rDNA's role in phenotypic diversity, supporting future genomic studies and broadening our understanding of rDNA biology in health and disease.
Title: rDNAcaller: a fast and robust pipeline to call ribosomal DNA variants
Description:
Ribosomal DNA (rDNA) genes are essential components of the ribosome, organized as tandem repeats on the mammalian genomes.
Extensive genetic and copy number variation in rDNA has been reported both within and between individuals, contributing to phenotypic diversity.
However, previous rDNA variant calling strategies have relied on methods designed for diploid regions and have not been systematically benchmarked.
With the recent availability of a telomere-to-telomere (T2T) genome assembly, rDNA regions have been fully assembled for the first time, enabling benchmarking and optimization of rDNA variant calling strategies.
We developed a customized simulator that replicates real intra- and inter-individual rDNA variation based on the T2T assembly to benchmark the performance of commonly used variant callers, including GATK, Mutect2, and Lofreq.
Additionally, we optimized the preprocessing and mapping steps to remove pseudogenes and significantly improve accuracy.
Based on these optimizations, we introduce rDNAcaller, a novel pipeline for accurate rDNA variant detection using short-read whole-genome sequencing.
rDNAcaller integrates optimized preprocessing with the top-performing variant caller and achieves 94% precision on experimental data from the T2T cell line.
Applying our pipeline to data from the 1000 Genomes Project, we identify 5,607 novel rDNA variant positions across human populations, with African individuals showing the highest number of variants.
Overall, rDNAcaller is a robust and versatile tool for analyzing rDNA variation, addressing the limitations of existing methods in handling high ploidies.
By enabling accurate detection of rDNA variants, it facilitates deeper exploration of rDNA's role in phenotypic diversity, supporting future genomic studies and broadening our understanding of rDNA biology in health and disease.

Related Results

Installation Analysis of Matterhorn Pipeline Replacement
Installation Analysis of Matterhorn Pipeline Replacement
Abstract The paper describes the installation analysis for the Matterhorn field pipeline replacement, located in water depths between 800-ft to 1200-ft in the Gul...
Genome wide hypomethylation and youth-associated DNA gap reduction promoting DNA damage and senescence-associated pathogenesis
Genome wide hypomethylation and youth-associated DNA gap reduction promoting DNA damage and senescence-associated pathogenesis
Abstract Background: Age-associated epigenetic alteration is the underlying cause of DNA damage in aging cells. Two types of youth-associated DNA-protection epigenetic mark...
Genome wide hypomethylation and youth-associated DNA gap reduction promoting DNA damage and senescence-associated pathogenesis
Genome wide hypomethylation and youth-associated DNA gap reduction promoting DNA damage and senescence-associated pathogenesis
Introduction: The United States currently faces two opioid crises, an evolved crisis currently manifesting as widespread abuse of illicit opioids, and a crisis in pain management l...
First Arctic Subsea Pipelines Moving to Reality
First Arctic Subsea Pipelines Moving to Reality
Abstract Two offshore development projects which involve subsea arctic pipelines are being proposed by British Petroleum Exploration (BP). Both projects are locat...
Biophysical studies of RNA:DNA:DNA triplexes and characterization of riboswitches in cell-free transcription-translation systems
Biophysical studies of RNA:DNA:DNA triplexes and characterization of riboswitches in cell-free transcription-translation systems
RNA research is very important since RNA molecules are involved in various gene regulatory mechanisms as well as pathways of cell physiology and disease development.1 RNAs have evo...
Echinococcus granulosus in Environmental Samples: A Cross-Sectional Molecular Study
Echinococcus granulosus in Environmental Samples: A Cross-Sectional Molecular Study
Abstract Introduction Echinococcosis, caused by tapeworms of the Echinococcus genus, remains a significant zoonotic disease globally. The disease is particularly prevalent in areas...
Development and Use of Simulation Trainers for Pipeline Controllers
Development and Use of Simulation Trainers for Pipeline Controllers
Enbridge is in the forefront of development and application of computer simulation based training systems for Pipeline Controllers. Since 1985, the Pipeline Dynamics section of Enb...
7 th International Symposium on Enabling Technologies for Life Sciences (ETP)
7 th International Symposium on Enabling Technologies for Life Sciences (ETP)
The seventh in the series of ETP Symposia (see Rapid Communications in Mass Spectrometry 2012, 26 , ...

Back to Top