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lordFAST: sensitive and Fast Alignment Search Tool for LOng noisy Read sequencing Data.
Ehsan Haghshenas1, S Cenk Sahinalp1,2, Faraz Hach3,4
1School of Computing Science, Simon Fraser University, Burnaby, BC, Canada.
lordFAST is a new tool for aligning long reads from single molecule sequencing (SMS) technologies. It offers higher sensitivity and speed for genomic variant analysis, overcoming limitations of short-read sequencing.
Area of Science:
- Genomics
- Bioinformatics
- Computational Biology
Background:
- High-throughput sequencing (HTS) advances genomics and precision medicine by analyzing human genomes.
- Short read lengths from HTS technologies limit accurate analysis of genomic repeats.
- Single molecule sequencing (SMS) offers longer reads but suffers from high error rates, complicating downstream analysis.
Purpose of the Study:
- To develop a novel long-read mapper designed for single molecule sequencing (SMS) technologies.
- To improve the accuracy and efficiency of aligning long reads to reference genomes.
- To address the challenges posed by high error rates in SMS data for variant detection.
Main Methods:
- Introduction of lordFAST, a C++ implemented, multi-threaded long-read mapper.
- Designed specifically for aligning reads from PacBio and similar SMS technologies.
- Optimized for high sensitivity, speed, and low memory footprint.
Main Results:
- lordFAST demonstrates higher sensitivity compared to existing long-read mappers.
- It is among the fastest available mappers for SMS data.
- The tool exhibits a low memory footprint, enhancing its practicality.
Conclusions:
- lordFAST effectively addresses the challenges of mapping long, error-prone reads from SMS technologies.
- The tool enhances the utility of SMS data for genomic variation studies.
- lordFAST provides a sensitive, fast, and memory-efficient solution for long-read alignment.
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