Evaluating Methods for Isolating Total RNA and Predicting the Success of Sequencing Phylogenetically Diverse Plant Transcriptomes

被引:128
作者
Johnson, Marc T. J. [1 ]
Carpenter, Eric J. [2 ]
Tian, Zhijian [3 ]
Bruskiewich, Richard [4 ]
Burris, Jason N. [5 ]
Carrigan, Charlotte T. [6 ]
Chase, Mark W. [7 ]
Clarke, Neil D. [8 ]
Covshoff, Sarah [9 ]
dePamphilis, Claude W. [10 ,11 ]
Edger, Patrick P. [12 ]
Goh, Falicia [8 ]
Graham, Sean [13 ,14 ]
Greiner, Stephan [15 ]
Hibberd, Julian M. [9 ]
Jordon-Thaden, Ingrid [16 ,21 ]
Kutchan, Toni M. [17 ]
Leebens-Mack, James [6 ]
Melkonian, Michael [18 ]
Miles, Nicholas [16 ,21 ]
Myburg, Henrietta [19 ]
Patterson, Jordan [2 ]
Pires, J. Chris [12 ]
Ralph, Paula [10 ,11 ]
Rolf, Megan [17 ]
Sage, Rowan F. [20 ]
Soltis, Douglas [16 ]
Soltis, Pamela [21 ]
Stevenson, Dennis [22 ]
Stewart, C. Neal, Jr. [5 ]
Surek, Barbara [18 ]
Thomsen, Christina J. M. [1 ]
Villarreal, Juan Carlos [23 ]
Wu, Xiaolei [3 ]
Zhang, Yong [3 ]
Deyholos, Michael K. [2 ]
Wong, Gane Ka-Shu [2 ,3 ,24 ]
机构
[1] Univ Toronto, Dept Biol, Mississauga, ON L5L 1C6, Canada
[2] Univ Alberta, Dept Biol Sci, Edmonton, AB, Canada
[3] BGI Shenzhen, Shenzhen, Peoples R China
[4] Int Rice Res Inst, Manila, Philippines
[5] Univ Tennessee, Dept Plant Sci, Knoxville, TN USA
[6] Univ Georgia, Dept Plant Biol, Athens, GA 30602 USA
[7] Royal Bot Gardens, Jodrell Lab, Richmond, Surrey, England
[8] Genome Inst Singapore, Singapore, Singapore
[9] Univ Cambridge, Dept Plant Sci, Cambridge, England
[10] Penn State Univ, Dept Biol, University Pk, PA 16802 USA
[11] Penn State Univ, Huck Inst Life Sci, Intercoll Grad Program Plant Biol, University Pk, PA 16802 USA
[12] Univ Missouri, Div Biol Sci, Columbia, MO 65211 USA
[13] Univ British Columbia, Dept Bot, Vancouver, BC, Canada
[14] Univ British Columbia, UBC Bot Garden, Vancouver, BC V5Z 1M9, Canada
[15] Max Planck Inst Mol Plant Physiol, Potsdam, Germany
[16] Univ Florida, Dept Biol, Gainesville, FL USA
[17] Donald Danforth Plant Sci Ctr, St Louis, MO USA
[18] Univ Cologne, Cologne Bioctr, Dept Bot, D-50931 Cologne, Germany
[19] N Carolina State Univ, Dept Plant Pathol, Raleigh, NC 27695 USA
[20] Univ Toronto, Dept Ecol & Evolutionary Biol, Toronto, ON, Canada
[21] Univ Florida, Florida Museum Nat Hist, Gainesville, FL 32611 USA
[22] New York Bot Garden, Bronx, NY 10458 USA
[23] Univ Connecticut, Dept Ecol & Evolutionary Biol, Storrs, CT USA
[24] Univ Alberta, Dept Med, Edmonton, AB, Canada
基金
美国国家科学基金会; 比尔及梅琳达.盖茨基金会; 加拿大自然科学与工程研究理事会; 美国国家卫生研究院; 美国食品与农业研究所;
关键词
REVEALS; ECOLOGY; SEQ; MAP;
D O I
10.1371/journal.pone.0050226
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Next-generation sequencing plays a central role in the characterization and quantification of transcriptomes. Although numerous metrics are purported to quantify the quality of RNA, there have been no large-scale empirical evaluations of the major determinants of sequencing success. We used a combination of existing and newly developed methods to isolate total RNA from 1115 samples from 695 plant species in 324 families, which represents >900 million years of phylogenetic diversity from green algae through flowering plants, including many plants of economic importance. We then sequenced 629 of these samples on Illumina GAIIx and HiSeq platforms and performed a large comparative analysis to identify predictors of RNA quality and the diversity of putative genes (scaffolds) expressed within samples. Tissue types (e. g., leaf vs. flower) varied in RNA quality, sequencing depth and the number of scaffolds. Tissue age also influenced RNA quality but not the number of scaffolds >= 1000 bp. Overall, 36% of the variation in the number of scaffolds was explained by metrics of RNA integrity (RIN score), RNA purity (OD 260/230), sequencing platform (GAIIx vs HiSeq) and the amount of total RNA used for sequencing. However, our results show that the most commonly used measures of RNA quality (e. g., RIN) are weak predictors of the number of scaffolds because Illumina sequencing is robust to variation in RNA quality. These results provide novel insight into the methods that are most important in isolating high quality RNA for sequencing and assembling plant transcriptomes. The methods and recommendations provided here could increase the efficiency and decrease the cost of RNA sequencing for individual labs and genome centers.
引用
收藏
页数:12
相关论文
共 41 条
[1]   Current trends in the evolutionary ecology of plant defence [J].
Agrawal, Anurag A. .
FUNCTIONAL ECOLOGY, 2011, 25 (02) :420-432
[2]   Nine exceptional radiations plus high turnover explain species diversity in jawed vertebrates [J].
Alfaro, Michael E. ;
Santini, Francesco ;
Brock, Chad ;
Alamillo, Hugo ;
Dornburg, Alex ;
Rabosky, Daniel L. ;
Carnevale, Giorgio ;
Harmon, Luke J. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2009, 106 (32) :13410-13414
[3]  
[Anonymous], 2012, Molecular Cloning: A Laboratory Manual
[4]  
Babu S., 2011, ASSESSING INTEGRITY
[5]   Comparison of the transcriptomes of American chestnut (Castanea dentata) and Chinese chestnut (Castanea mollissima) in response to the chestnut blight infection [J].
Barakat, Abdelali ;
DiLoreto, Denis S. ;
Zhang, Yi ;
Smith, Chris ;
Baier, Kathleen ;
Powell, William A. ;
Wheeler, Nicholas ;
Sederoff, Ron ;
Carlson, John E. .
BMC PLANT BIOLOGY, 2009, 9
[6]   Facing the future of plant-insect interaction research: Le Retour a la "Raison d'Etre'' [J].
Berenbaum, May R. ;
Zangerl, Arthur R. .
PLANT PHYSIOLOGY, 2008, 146 (03) :804-811
[7]   A robust plant RNA isolation method suitable for Affymetrix GeneChip analysis and quantitative real-time RT-PCR [J].
Bilgin, Damla D. ;
DeLucia, Evan H. ;
Clough, Steven J. .
NATURE PROTOCOLS, 2009, 4 (03) :333-340
[8]   Protocol: A simple phenol-based method for 96-well extraction of high quality RNA from Arabidopsis [J].
Box, Mathew S. ;
Coustham, Vincent ;
Dean, Caroline ;
Mylne, Joshua S. .
PLANT METHODS, 2011, 7
[9]   A high-resolution root spatiotemporal map reveals dominant expression patterns [J].
Brady, Siobhan M. ;
Orlando, David A. ;
Lee, Ji-Young ;
Wang, Jean Y. ;
Koch, Jeremy ;
Dinneny, Jose R. ;
Mace, Daniel ;
Ohler, Uwe ;
Benfey, Philip N. .
SCIENCE, 2007, 318 (5851) :801-806
[10]   Genome-wide genetic marker discovery and genotyping using next-generation sequencing [J].
Davey, John W. ;
Hohenlohe, Paul A. ;
Etter, Paul D. ;
Boone, Jason Q. ;
Catchen, Julian M. ;
Blaxter, Mark L. .
NATURE REVIEWS GENETICS, 2011, 12 (07) :499-510