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LSCplus: a fast solution for improving long read accuracy by short read alignment.

Ruifeng Hu1,2,3,4, Guibo Sun1,2,3,4, Xiaobo Sun5,6,7,8

  • 1Beijing Key Laboratory of Innovative Drug Discovery of Traditional Chinese Medicine (Natural Medicine) and Translational Medicine, Beijing, China.

BMC Bioinformatics
|November 11, 2016
PubMed
Summary
This summary is machine-generated.

A new tool, LSCplus, significantly improves transcriptome analysis by efficiently correcting errors in long-read sequencing data from Pacific Biosciences (SMRT) technology. This advancement makes SMRT sequencing more accessible for researchers by reducing computational demands.

Keywords:
Error correctionRNA-seqSMRT sequencingTime-consumption

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Area of Science:

  • Genomics
  • Bioinformatics
  • Molecular Biology

Background:

  • Single Molecule, Real-Time (SMRT) sequencing offers long reads for comprehensive transcriptome analysis.
  • Raw SMRT sequencing data has a high error rate (~15%), necessitating error correction.
  • Existing error correction tools, like LSC, are computationally intensive, limiting SMRT data application.

Purpose of the Study:

  • To develop an improved, computationally efficient tool for SMRT sequencing data error correction.
  • To enhance the usability of long-read transcriptome sequencing for research.

Main Methods:

  • Developed LSCplus, an enhanced version of the LSC error correction program.
  • Utilized a hybrid sequencing approach combining SMRT and next-generation sequencing (NGS) data.

Main Results:

  • LSCplus significantly reduces processing time compared to LSC (1/3-1/4 the time).
  • Error correction time is drastically decreased with LSCplus (1/20-1/25 the time).
  • The tool demonstrates precision and efficiency in error correction and isoform detection.

Conclusions:

  • LSCplus provides a faster and more resource-efficient solution for SMRT sequencing data error correction.
  • The improved tool facilitates broader application of long-read transcriptome sequencing.
  • LSCplus is freely available for academic and research use.