Integrating transcriptomic and proteomic data for accurate assembly and annotation of genomes

  1. Akhilesh Pandey1,13,18,19,20
  1. 1Institute of Bioinformatics, International Technology Park, Bangalore, Karnataka 560066, India;
  2. 2YU-IOB Center for Systems Biology and Molecular Medicine, Yenepoya University, Mangalore 575018, India;
  3. 3NIMHANS-IOB Proteomics and Bioinformatics Laboratory, Neurobiology Research Centre, National Institute of Mental Health and Neuro Sciences, Bangalore, Karnataka 560029, India;
  4. 4National Institute of Malaria Research, Field Station, Goa 403001, India;
  5. 5Department of Zoology, Goa University, Taleigao Plateau, Goa 403206, India;
  6. 6Manipal University, Madhav Nagar, Manipal, Karnataka 576104, India;
  7. 7Centre for Bioinformatics, Pondicherry University, Puducherry 605014, India;
  8. 8School of Biotechnology, KIIT University, Bhubaneswar, Odisha 751024, India;
  9. 9Department of Biochemistry, Virginia Polytechnic Institute and State University, Blacksburg, Virginia 24061, USA;
  10. 10Department of Entomology, Virginia Polytechnic Institute and State University, Blacksburg, Virginia 24061, USA;
  11. 11Department of Biochemistry and Molecular Biology, Pondicherry University, Puducherry 605014, India;
  12. 12Department of Biotechnology, Siddaganga Institute of Technology, Tumkur, Karnataka 572103, India;
  13. 13McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205, USA;
  14. 14Department of Neurology, Johns Hopkins University, Baltimore, Maryland 21205, USA;
  15. 15Department of Tropical Medicine, Tulane University School of Public Health and Tropical Medicine, New Orleans, Louisiana 70112, USA;
  16. 16Malaria Research Institute, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland 21205, USA;
  17. 17Center for Genomics and Department of Basic Sciences, School of Medicine, Loma Linda University, Loma Linda, California 92350, USA;
  18. 18Department of Biological Chemistry, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205, USA;
  19. 19Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205, USA;
  20. 20Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205, USA
  1. Corresponding authors: keshav{at}ibioinformatics.org, ashwani07{at}gmail.com, pandey{at}jhmi.edu
  1. 21 These authors contributed equally to this work.

Abstract

Complementing genome sequence with deep transcriptome and proteome data could enable more accurate assembly and annotation of newly sequenced genomes. Here, we provide a proof-of-concept of an integrated approach for analysis of the genome and proteome of Anopheles stephensi, which is one of the most important vectors of the malaria parasite. To achieve broad coverage of genes, we carried out transcriptome sequencing and deep proteome profiling of multiple anatomically distinct sites. Based on transcriptomic data alone, we identified and corrected 535 events of incomplete genome assembly involving 1196 scaffolds and 868 protein-coding gene models. This proteogenomic approach enabled us to add 365 genes that were missed during genome annotation and identify 917 gene correction events through discovery of 151 novel exons, 297 protein extensions, 231 exon extensions, 192 novel protein start sites, 19 novel translational frames, 28 events of joining of exons, and 76 events of joining of adjacent genes as a single gene. Incorporation of proteomic evidence allowed us to change the designation of more than 87 predicted “noncoding RNAs” to conventional mRNAs coded by protein-coding genes. Importantly, extension of the newly corrected genome assemblies and gene models to 15 other newly assembled Anopheline genomes led to the discovery of a large number of apparent discrepancies in assembly and annotation of these genomes. Our data provide a framework for how future genome sequencing efforts should incorporate transcriptomic and proteomic analysis in combination with simultaneous manual curation to achieve near complete assembly and accurate annotation of genomes.

Footnotes

  • Received October 28, 2015.
  • Accepted November 10, 2016.

This article is distributed exclusively by Cold Spring Harbor Laboratory Press for the first six months after the full-issue publication date (see http://genome.cshlp.org/site/misc/terms.xhtml). After six months, it is available under a Creative Commons License (Attribution-NonCommercial 4.0 International), as described at http://creativecommons.org/licenses/by-nc/4.0/.

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