4.8 Article

Reproducibility of high-throughput mRNA and small RNA sequencing across laboratories

期刊

NATURE BIOTECHNOLOGY
卷 31, 期 11, 页码 1015-+

出版社

NATURE PUBLISHING GROUP
DOI: 10.1038/nbt.2702

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资金

  1. European Commission [261123]
  2. Swiss National Science Foundation [130326, 130342]
  3. Louis Jeantet Foundation
  4. ERC [260927, 294653]
  5. NIH-NIMH [MH090941]
  6. Spanish Plan Nacional [SAF2008-00357, BIO2011-26205]
  7. Generalitat de Catalunya AGAUR [SGR-1502]
  8. Instituto de Salud Carlos III [FIS/FEDER PI11/00733]
  9. ESGI, READNA [Health-F4-2008-201418]
  10. Spanish Ministry of Economy and Competitiveness (MINECO)
  11. Generalitat de Catalunya
  12. Centre for Medical Systems Biology within the framework of The Netherlands Genomics Initiative (NGI)/Netherlands Organisation for Scientific Research (NWO)
  13. Swedish Research Council [C0524801, A028001]
  14. Knut and Alice Wallenberg Foundation [2011.0073]
  15. EMBO long-term fellowship [ALTF 225-2011]
  16. Emil Aaltonen Foundation and Academy of Finland fellowships
  17. SNP&SEQ Technology Platform in Uppsala
  18. [FP7/2007-2013]
  19. [HEALTH-F4-2007-201413]
  20. European Research Council (ERC) [294653, 260927] Funding Source: European Research Council (ERC)

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RNA sequencing is an increasingly popular technology for genome-wide analysis of transcript sequence and abundance. However, understanding of the sources of technical and interlaboratory variation is still limited. To address this, the GEUVADIS consortium sequenced mRNAs and small RNAs of lymphoblastoid cell lines of 465 individuals in seven sequencing centers, with a large number of replicates. The variation between laboratories appeared to be considerably smaller than the already limited biological variation. Laboratory effects were mainly seen in differences in insert size and GC content and could be adequately corrected for. In small-RNA sequencing, the microRNA ( miRNA) content differed widely between samples owing to competitive sequencing of rRNA fragments. This did not affect relative quantification of miRNAs. We conclude that distributing RNA sequencing among different laboratories is feasible, given proper standardization and randomization procedures. We provide a set of quality measures and guidelines for assessing technical biases in RNA-seq data.

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