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RNA sequencing, or RNA-Seq, is a high-throughput sequencing technology used to study the transcriptome of a cell. Transcriptomics helps to interpret the functional elements of a genome and identify the molecular constituents of an organism. Additionally, it also helps in understanding the development of an organism and the occurrence of diseases. 
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Newton’s first law is usually considered to be a statement about reference frames. It provides a method for identifying a special type of reference frame: the inertial reference frame. In principle, we can make the net force on a body zero. If its velocity relative to a given frame is constant, then that frame is said to be inertial. So, by definition, an inertial reference frame is a reference frame where Newton's first law holds valid. Newton's first law applies to objects with...
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iMapSplice: Alleviating reference bias through personalized RNA-seq alignment.

Xinan Liu1, James N MacLeod2, Jinze Liu1

  • 1Department of Computer Science, University of Kentucky, Lexington, KY, United States of America.

Plos One
|August 11, 2018
PubMed
Summary
This summary is machine-generated.

iMapSplice improves RNA-seq analysis by aligning reads to personal genomes, accurately detecting splice variants caused by genomic variations. This novel approach enhances transcriptome profiling and reduces biases in gene expression analysis.

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Area of Science:

  • Genomics
  • Transcriptomics
  • Bioinformatics

Background:

  • Genomic variants impact gene splicing, affecting transcript function.
  • Accurate RNA-sequencing (RNA-seq) read alignment across exon junctions is crucial for transcriptome profiling.
  • Current alignment algorithms struggle with reads containing genomic variants, leading to biases and missed splice variants.

Purpose of the Study:

  • To develop a novel algorithm, iMapSplice, for personalized mRNA transcriptome profiling.
  • To improve RNA-seq read alignment accuracy in the presence of genomic variants.
  • To enable the discovery of splice variants arising from splice site polymorphisms.

Main Methods:

  • Developed iMapSplice, an algorithm utilizing personal genomic information for alignment.
  • Performed unbiased alignment against genome indices containing both reference and alternative bases.
  • Conducted comparative analyses using simulated and real RNA-seq datasets.

Main Results:

  • iMapSplice demonstrated general improvements in read alignment and splice junction discovery.
  • The algorithm significantly reduced allelic ratio biases in RNA-seq data.
  • iMapSplice identified numerous previously uncharacterized splice junctions resulting from splice site polymorphisms.
  • The method achieved these improvements with minimal computational overhead.

Conclusions:

  • iMapSplice offers a robust solution for personalized transcriptome profiling by overcoming limitations of reference-based alignment.
  • The algorithm effectively detects splice variants caused by splice site polymorphisms, enhancing the discovery of transcript diversity.
  • iMapSplice provides a valuable tool for accurate RNA-seq analysis, particularly in personalized medicine and variant-rich samples.