Skip to main content

Genomic Approaches to Analyze Alternative Splicing, A Key Regulator of Transcriptome and Proteome Diversity in Brachypodium distachyon

  • Protocol
  • First Online:
Brachypodium Genomics

Part of the book series: Methods in Molecular Biology ((MIMB,volume 1667))

Abstract

Alternative splicing (AS) promotes transcriptome and proteome diversity in plants, which influences growth and development, and host responses to stress. Advancements in next-generation sequencing, bioinformatics, and computational biology tools have allowed biologists to investigate AS landscapes on a genome-wide scale in several plant species. Furthermore, the development of Brachypodium distachyon (Brachypodium) as a model system for grasses has facilitated comparative studies of AS within the Poaceae. These analyses revealed a plethora of genes in several biological processes that are alternatively spliced and identified conserved AS patterns among monocot and dicot plants. In this chapter, using a Brachypodium-virus pathosystem as a research template, we provide an overview of genomic and bioinformatic tools that can be used to investigate constitutive and alternative splicing in plants.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Institutional subscriptions

Similar content being viewed by others

References

  1. Staiger D, Brown JWS (2013) Alternative splicing at the intersection of biological timing, development, and stress responses. Plant Cell 25(10):3640–3656. doi:10.1105/tpc.113.113803

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  2. Reddy ASN, Marquez Y, Kalyna M, Barta A (2013) Complexity of the alternative splicing landscape in plants. Plant Cell 25(10):3657–3683. doi:10.1105/tpc.113.117523

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  3. Dillies M-A, Rau A, Aubert J, Hennequet-Antier C, Jeanmougin M, Servant N, Keime C, Marot G, Castel D, Estelle J, Guernec G, Jagla B, Jouneau L, Laloë D, Le Gall C, Schaëffer B, Le Crom S, Guedj M, Jaffrézic F (2013) A comprehensive evaluation of normalization methods for Illumina high-throughput RNA sequencing data analysis. Brief Bioinform 14(6):671–683. doi:10.1093/bib/bbs046

    Article  CAS  PubMed  Google Scholar 

  4. Katz Y, Wang ET, Airoldi EM, Burge CB (2010) Analysis and design of RNA sequencing experiments for identifying isoform regulation. Nat Methods 7(12):1009–1015. doi:10.1038/nmeth.1528

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  5. Trapnell C, Pachter L, Salzberg SL (2009) TopHat: discovering splice junctions with RNA-Seq. Bioinformatics 25(9):1105–1111. doi:10.1093/bioinformatics/btp120

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  6. Mandadi KK, Scholthof K-BG (2015) Genomic architecture and functional relationships of intronless, constitutively- and alternatively-spliced genes in Brachypodium distachyon. Plant Signal Behav 10(8):e1042640. doi:10.1080/15592324.2015.1042640

    Article  PubMed  PubMed Central  Google Scholar 

  7. Mandadi KK, Scholthof K-BG (2015) Genome-wide analysis of alternative splicing landscapes modulated during plant-virus interactions in Brachypodium distachyon. Plant Cell 27:71–85. doi:10.1105/tpc.114.133991

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  8. Mandadi KK, Pyle JD, Scholthof K-BG (2015) Characterization of SCL33 splicing patterns during diverse virus infections in Brachypodium distachyon. Plant Signal Behav 10(8):e1042641. doi:10.1080/15592324.2015.1042641

    Article  PubMed  PubMed Central  Google Scholar 

  9. Trapnell C, Roberts A, Goff L, Pertea G, Kim D, Kelley DR, Pimentel H, Salzberg SL, Rinn JL, Pachter L (2012) Differential gene and transcript expression analysis of RNA-seq experiments with TopHat and Cufflinks. Nat Protoc 7(3):562–578. doi:10.1038/nprot.2012.016

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  10. Liu R, Loraine AE, Dickerson JA (2014) Comparisons of computational methods for differential alternative splicing detection using RNA-seq in plant systems. BMC Bioinformatics 15(1):364

    Article  PubMed  PubMed Central  Google Scholar 

  11. Thomas J, Palusa SG, Prasad KVSK, Ali GS, Surabhi G-K, Ben-Hur A, Abdel-Ghany SE, Reddy ASN (2012) Identification of an intronic splicing regulatory element involved in auto-regulation of alternative splicing of SCL33 pre-mRNA. Plant J 72(6):935–946. doi:10.1111/tpj.12004

    Article  CAS  PubMed  Google Scholar 

  12. Goff SA, Vaughn M, McKay S, Lyons E, Stapleton AE, Gessler D, Matasci N, Wang L, Hanlon M, Lenards A, Muir A, Merchant N, Lowry S, Mock S, Helmke M, Kubach A, Narro M, Hopkins N, Micklos D, Hilgert U, Gonzales M, Jordan C, Skidmore E, Dooley R, Cazes J, McLay R, Lu Z, Pasternak S, Koesterke L, Piel WH, Grene R, Noutsos C, Gendler K, Feng X, Tang C, Lent M, Kim S-J, Kvilekval K, Manjunath BS, Tannen V, Stamatakis A, Sanderson M, Welch SM, Cranston K, Soltis P, Soltis D, O’Meara B, Ane C, Brutnell T, Kleibenstein DJ, White JW, Leebens-Mack J, Donoghue MJ, Spalding EP, Vision TJ, Myers CR, Lowenthal D, Enquist BJ, Boyle B, Akoglu A, Andrews G, Ram S, Ware D, Stein L, Stanzione D (2011) The iPlant Collaborative: cyberinfrastructure for plant biology. Front Plant Sci 2(34). doi:10.3389/fpls.2011.00034

  13. Goecks J, Nekrutenko A, Taylor J, Team TG (2010) Galaxy: a comprehensive approach for supporting accessible, reproducible, and transparent computational research in the life sciences. Genome Biol 11(8):R86. doi:10.1186/gb-2010-11-8-r86

    Article  PubMed  PubMed Central  Google Scholar 

  14. Loraine AE, McCormick S, Estrada A, Patel K, Qin P (2013) RNA-seq of Arabidopsis pollen uncovers novel transcription and alternative splicing. Plant Physiol 162(2):1092–1109. doi:10.1104/pp.112.211441

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  15. Biswas S, Agrawal YN, Mucyn TS, Dangl JL, Jones CD (2013) Biological averaging in RNA-Seq. arXiv 1309.0670

    Google Scholar 

  16. Sims D, Sudbery I, Ilott NE, Heger A, Ponting CP (2014) Sequencing depth and coverage: key considerations in genomic analyses. Nat Rev Genet 15(2):121–132. doi:10.1038/nrg3642

    Article  CAS  PubMed  Google Scholar 

  17. Patel RK, Jain M (2012) NGS QC Toolkit: a toolkit for quality control of next generation sequencing data. PLoS One 7(2):e30619

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  18. Langmead B, Trapnell C, Pop M, Salzberg SL (2009) Ultrafast and memory-efficient alignment of short DNA sequences to the human genome. Genome Biol 10(3):R25

    Article  PubMed  PubMed Central  Google Scholar 

  19. Kim D, Pertea G, Trapnell C, Pimentel H, Kelley R, Salzberg SL (2013) TopHat2: accurate alignment of transcriptomes in the presence of insertions, deletions and gene fusions. Genome Biol 14(4):R36

    Article  PubMed  PubMed Central  Google Scholar 

  20. Trapnell C, Hendrickson DG, Sauvageau M, Goff L, Rinn JL, Pachter L (2013) Differential analysis of gene regulation at transcript resolution with RNA-seq. Nat Biotechnol 31(1):46–53. doi:10.1038/nbt.2450

    Article  CAS  PubMed  Google Scholar 

  21. Pertea M, Pertea GM, Antonescu CM, Chang T-C, Mendell JT, Salzberg SL (2015) StringTie enables improved reconstruction of a transcriptome from RNA-seq reads. Nat Biotechnol 33(3):290–295

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  22. Trapnell C, Williams BA, Pertea G, Mortazavi A, Kwan G, van Baren MJ, Salzberg SL, Wold BJ, Pachter L (2010) Transcript assembly and quantification by RNA-Seq reveals unannotated transcripts and isoform switching during cell differentiation. Nat Biotechnol 28(5):511–515. doi:10.1038/nbt.1621

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  23. Thorvaldsdóttir H, Robinson JT, Mesirov JP (2013) Integrative Genomics Viewer (IGV): high-performance genomics data visualization and exploration. Brief Bioinform 14(2):178–192. doi:10.1093/bib/bbs017

    Article  PubMed  Google Scholar 

  24. Foissac S, Sammeth M (2015) Analysis of alternative splicing events in custom gene datasets by AStalavista. Methods Mol Biol 1269:379–392. doi:10.1007/978-1-4939-2291-8_24

    Article  CAS  PubMed  Google Scholar 

  25. Foissac S, Sammeth M (2007) ASTALAVISTA: dynamic and flexible analysis of alternative splicing events in custom gene datasets. Nucleic Acids Res 35(suppl 2):W297–W299. doi:10.1093/nar/gkm311

    Article  PubMed  PubMed Central  Google Scholar 

  26. Brooks AN, Yang L, Duff MO, Hansen KD, Park JW, Dudoit S, Brenner SE, Graveley BR (2011) Conservation of an RNA regulatory map between Drosophila and mammals. Genome Res 21(2):193–202

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  27. Katz Y, Wang ET, Stilterra J, Schwartz S, Wong B, Thorvaldsdóttir H, Robinson JT, Mesirov JP, Airoldi EM, Burge CB (2014) Sashimi plots: quantitative visualization of alternative isoform expression from RNA-seq data. arXiv:1306.3466. doi:10.1101/002576

Download references

Acknowledgment

This study was supported by funds from USDA-NIFA-AFRI (2016-67013-24738) to K-B.G.S. and K.K.M., Texas A&M AgriLife Research Bioenergy/Bioproducts Grant (124738-96210) to K.K.M.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Kranthi K. Mandadi .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2018 Springer Science+Business Media LLC

About this protocol

Cite this protocol

Irigoyen, S., Bedre, R.H., Scholthof, KB.G., Mandadi, K.K. (2018). Genomic Approaches to Analyze Alternative Splicing, A Key Regulator of Transcriptome and Proteome Diversity in Brachypodium distachyon . In: Sablok, G., Budak, H., Ralph, P. (eds) Brachypodium Genomics. Methods in Molecular Biology, vol 1667. Humana Press, New York, NY. https://doi.org/10.1007/978-1-4939-7278-4_7

Download citation

  • DOI: https://doi.org/10.1007/978-1-4939-7278-4_7

  • Published:

  • Publisher Name: Humana Press, New York, NY

  • Print ISBN: 978-1-4939-7276-0

  • Online ISBN: 978-1-4939-7278-4

  • eBook Packages: Springer Protocols

Publish with us

Policies and ethics