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Voelckel C, Gruenheit N, Lockhart P. Evolutionary Transcriptomics and Proteomics: Insight into Plant Adaptation. TRENDS IN PLANT SCIENCE 2017; 22:462-471. [PMID: 28365131 DOI: 10.1016/j.tplants.2017.03.001] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/10/2016] [Revised: 02/21/2017] [Accepted: 03/01/2017] [Indexed: 06/07/2023]
Abstract
Comparative transcriptomics and proteomics (T&P) have brought biological insight into development, gene function, and physiological stress responses. However, RNA-seq and high-throughput proteomics remain underutilised in studies of plant adaptation. These methodologies have created discovery tools with the potential to significantly advance our understanding of adaptive diversification. We outline experimental recommendations for their application. We discuss analysis models and approaches that accelerate the identification of adaptive gene sets and integrate transcriptome, proteome, phenotypic, and environmental data. Finally, we encourage widespread uptake and future developments in T&P that will advance our understanding of evolution and adaptation.
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Affiliation(s)
| | - Nicole Gruenheit
- Faculty of Biology, Health, and Medicine, University of Manchester, Manchester, UK
| | - Peter Lockhart
- Institute for Fundamental Sciences, Massey University, Palmerston North, New Zealand
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Hiscott G, Fox C, Parry M, Bryant D. Efficient Recycled Algorithms for Quantitative Trait Models on Phylogenies. Genome Biol Evol 2016; 8:1338-50. [PMID: 27056412 PMCID: PMC4898791 DOI: 10.1093/gbe/evw064] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
We present an efficient and flexible method for computing likelihoods for phenotypic traits on a phylogeny. The method does not resort to Monte Carlo computation but instead blends Felsenstein’s discrete character pruning algorithm with methods for numerical quadrature. It is not limited to Gaussian models and adapts readily to model uncertainty in the observed trait values. We demonstrate the framework by developing efficient algorithms for likelihood calculation and ancestral state reconstruction under Wright’s threshold model, applying our methods to a data set of trait data for extrafloral nectaries across a phylogeny of 839 Fabales species.
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Affiliation(s)
- Gordon Hiscott
- Department of Mathematics and Statistics, University of Otago, Dunedin, New Zealand
| | - Colin Fox
- Department of Physics, University of Otago, Dunedin, New Zealand
| | - Matthew Parry
- Department of Mathematics and Statistics, University of Otago, Dunedin, New Zealand
| | - David Bryant
- Department of Mathematics and Statistics, University of Otago, Dunedin, New Zealand
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Hoffmann A, Griffin P, Dillon S, Catullo R, Rane R, Byrne M, Jordan R, Oakeshott J, Weeks A, Joseph L, Lockhart P, Borevitz J, Sgrò C. A framework for incorporating evolutionary genomics into biodiversity conservation and management. ACTA ACUST UNITED AC 2015. [DOI: 10.1186/s40665-014-0009-x] [Citation(s) in RCA: 126] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
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Joly S, Heenan PB, Lockhart PJ. Species Radiation by Niche Shifts in New Zealand's Rockcresses (Pachycladon, Brassicaceae). Syst Biol 2014; 63:192-202. [DOI: 10.1093/sysbio/syt104] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Affiliation(s)
- Simon Joly
- Institut de Recherche en Biologie Végétale, Montreal Botanical Garden and Université de Montréal, 4101 Sherbrooke East, Montreal H1X 2B2, Canada; 2Institute of Fundamental Sciences, Massey University, Private Bag 11222, Palmerston North, New Zealand; and 3Landcare Research, P.O. Box 40, Lincoln, New Zealand
- Institut de Recherche en Biologie Végétale, Montreal Botanical Garden and Université de Montréal, 4101 Sherbrooke East, Montreal H1X 2B2, Canada; 2Institute of Fundamental Sciences, Massey University, Private Bag 11222, Palmerston North, New Zealand; and 3Landcare Research, P.O. Box 40, Lincoln, New Zealand
| | - Peter B. Heenan
- Institut de Recherche en Biologie Végétale, Montreal Botanical Garden and Université de Montréal, 4101 Sherbrooke East, Montreal H1X 2B2, Canada; 2Institute of Fundamental Sciences, Massey University, Private Bag 11222, Palmerston North, New Zealand; and 3Landcare Research, P.O. Box 40, Lincoln, New Zealand
| | - Peter J. Lockhart
- Institut de Recherche en Biologie Végétale, Montreal Botanical Garden and Université de Montréal, 4101 Sherbrooke East, Montreal H1X 2B2, Canada; 2Institute of Fundamental Sciences, Massey University, Private Bag 11222, Palmerston North, New Zealand; and 3Landcare Research, P.O. Box 40, Lincoln, New Zealand
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