4.7 Article

AltHapAlignR: improved accuracy of RNA-seq analyses through the use of alternative haplotypes

Journal

BIOINFORMATICS
Volume 34, Issue 14, Pages 2401-2408

Publisher

OXFORD UNIV PRESS
DOI: 10.1093/bioinformatics/bty125

Keywords

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Funding

  1. European Research Council under the European Union [281824]
  2. Medical Research Council [98082]
  3. Arthritis Research UK [20773]
  4. Wellcome Trust Investigator Award [204969/Z/16/Z]
  5. Wellcome Trust Grant [090532/Z/09/Z]
  6. NIHR Oxford Biomedical Research Centre
  7. MRC [G1001708] Funding Source: UKRI
  8. European Research Council (ERC) [281824] Funding Source: European Research Council (ERC)

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Motivation: Reliance on mapping to a single reference haplotype currently limits accurate estimation of allele or haplotype-specific expression using RNA-sequencing, notably in highly polymorphic regions such as the major histocompatibility complex. Results: We present AltHapAlignR, a method incorporating alternate reference haplotypes to generate gene-and haplotype-level estimates of transcript abundance for any genomic region where such information is available. We validate using simulated and experimental data to quantify input allelic ratios for major histocompatibility complex haplotypes, demonstrating significantly improved correlation with ground truth estimates of gene counts compared to standard single reference mapping. We apply AltHapAlignR to RNA-seq data from 462 individuals, showing how significant underestimation of expression of the majority of classical human leukocyte antigen genes using conventional mapping can be corrected using AltHapAlignR to allow more accurate quantification of gene expression for individual alleles and haplotypes.

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