Integration of quantitated expression estimates from polyA-selected and rRNA-depleted RNA-seq libraries

BMC Bioinformatics. 2017 Jun 13;18(1):301. doi: 10.1186/s12859-017-1714-9.


Background: The availability of fast alignment-free algorithms has greatly reduced the computational burden of RNA-seq processing, especially for relatively poorly assembled genomes. Using these approaches, previous RNA-seq datasets could potentially be processed and integrated with newly sequenced libraries. Confounding factors in such integration include sequencing depth and methods of RNA extraction and selection. Different selection methods (typically, either polyA-selection or rRNA-depletion) omit different RNAs, resulting in different fractions of the transcriptome being sequenced. In particular, rRNA-depleted libraries sample a broader fraction of the transcriptome than polyA-selected libraries. This study aimed to develop a systematic means of accounting for library type that allows data from these two methods to be compared.

Results: The method was developed by comparing two RNA-seq datasets from ovine macrophages, identical except for RNA selection method. Gene-level expression estimates were obtained using a two-part process centred on the high-speed transcript quantification tool Kallisto. Firstly, a set of reference transcripts was defined that constitute a standardised RNA space, with expression from both datasets quantified against it. Secondly, a simple ratio-based correction was applied to the rRNA-depleted estimates. The outcome is an almost perfect correlation between gene expression estimates, independent of library type and across the full range of levels of expression.

Conclusion: A combination of reference transcriptome filtering and a ratio-based correction can create equivalent expression profiles from both polyA-selected and rRNA-depleted libraries. This approach will allow meta-analysis and integration of existing RNA-seq data into transcriptional atlas projects.

Keywords: Expression atlas; Gene expression; Kallisto; RNA-seq; polyA-selection; rRNA-depletion.

MeSH terms

  • Animals
  • Female
  • Gene Expression Profiling
  • Gene Library
  • Lipopolysaccharides / toxicity
  • Macrophages / cytology
  • Macrophages / drug effects
  • Macrophages / metabolism
  • Male
  • Poly A / genetics*
  • RNA / chemistry
  • RNA / isolation & purification
  • RNA / metabolism*
  • RNA, Ribosomal / genetics*
  • RNA, Ribosomal / metabolism
  • Sequence Analysis, RNA*
  • Sheep
  • Transcriptome*


  • Lipopolysaccharides
  • RNA, Ribosomal
  • Poly A
  • RNA