The challenges of delivering bioinformatics training in the analysis of high-throughput data

被引:11
作者
Carvalho, Benilton S. [1 ]
Rustici, Gabriella [2 ]
机构
[1] Univ Cambridge, Dept Oncol, Cambridge CB2 1TN, England
[2] European Bioinformat Inst EMBL EBI, Funct Genom Grp, Cambridge, England
关键词
bioinformatics training; high-throughput sequencing analysis; statistical methodologies; practical courses; open-source software; DIFFERENTIAL EXPRESSION ANALYSIS; RNA-SEQ; CHIP-SEQ; BIOCONDUCTOR PACKAGE; NORMALIZATION; ALIGNMENT; BINDING; TOOL;
D O I
10.1093/bib/bbt018
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
High-throughput technologies are widely used in the field of functional genomics and used in an increasing number of applications. For many 'wet lab' scientists, the analysis of the large amount of data generated by such technologies is a major bottleneck that can only be overcome through very specialized training in advanced data analysis methodologies and the use of dedicated bioinformatics software tools. In this article, we wish to discuss the challenges related to delivering training in the analysis of high-throughput sequencing data and how we addressed these challenges in the hands-on training courses that we have developed at the European Bioinformatics Institute.
引用
收藏
页码:538 / 547
页数:10
相关论文
共 42 条
[1]   An integrated map of genetic variation from 1,092 human genomes [J].
Altshuler, David M. ;
Durbin, Richard M. ;
Abecasis, Goncalo R. ;
Bentley, David R. ;
Chakravarti, Aravinda ;
Clark, Andrew G. ;
Donnelly, Peter ;
Eichler, Evan E. ;
Flicek, Paul ;
Gabriel, Stacey B. ;
Gibbs, Richard A. ;
Green, Eric D. ;
Hurles, Matthew E. ;
Knoppers, Bartha M. ;
Korbel, Jan O. ;
Lander, Eric S. ;
Lee, Charles ;
Lehrach, Hans ;
Mardis, Elaine R. ;
Marth, Gabor T. ;
McVean, Gil A. ;
Nickerson, Deborah A. ;
Schmidt, Jeanette P. ;
Sherry, Stephen T. ;
Wang, Jun ;
Wilson, Richard K. ;
Gibbs, Richard A. ;
Dinh, Huyen ;
Kovar, Christie ;
Lee, Sandra ;
Lewis, Lora ;
Muzny, Donna ;
Reid, Jeff ;
Wang, Min ;
Wang, Jun ;
Fang, Xiaodong ;
Guo, Xiaosen ;
Jian, Min ;
Jiang, Hui ;
Jin, Xin ;
Li, Guoqing ;
Li, Jingxiang ;
Li, Yingrui ;
Li, Zhuo ;
Liu, Xiao ;
Lu, Yao ;
Ma, Xuedi ;
Su, Zhe ;
Tai, Shuaishuai ;
Tang, Meifang .
NATURE, 2012, 491 (7422) :56-65
[2]   Major submissions tool developments at the European nucleotide archive [J].
Amid, Clara ;
Birney, Ewan ;
Bower, Lawrence ;
Cerdeno-Tarraga, Ana ;
Cheng, Ying ;
Cleland, Iain ;
Faruque, Nadeem ;
Gibson, Richard ;
Goodgame, Neil ;
Hunter, Christopher ;
Jang, Mikyung ;
Leinonen, Rasko ;
Liu, Xin ;
Oisel, Arnaud ;
Pakseresht, Nima ;
Plaister, Sheila ;
Radhakrishnan, Rajesh ;
Reddy, Kethi ;
Riviere, Stephane ;
Rossello, Marc ;
Senf, Alexander ;
Smirnov, Dimitriy ;
Ten Hoopen, Petra ;
Vaughan, Daniel ;
Vaughan, Robert ;
Zalunin, Vadim ;
Cochrane, Guy .
NUCLEIC ACIDS RESEARCH, 2012, 40 (D1) :D43-D47
[3]   Differential expression analysis for sequence count data [J].
Anders, Simon ;
Huber, Wolfgang .
GENOME BIOLOGY, 2010, 11 (10)
[4]   Detecting differential usage of exons from RNA-seq data [J].
Anders, Simon ;
Reyes, Alejandro ;
Huber, Wolfgang .
GENOME RESEARCH, 2012, 22 (10) :2008-2017
[5]   MEME SUITE: tools for motif discovery and searching [J].
Bailey, Timothy L. ;
Boden, Mikael ;
Buske, Fabian A. ;
Frith, Martin ;
Grant, Charles E. ;
Clementi, Luca ;
Ren, Jingyuan ;
Li, Wilfred W. ;
Noble, William S. .
NUCLEIC ACIDS RESEARCH, 2009, 37 :W202-W208
[6]   Independent filtering increases detection power for high-throughput experiments [J].
Bourgon, Richard ;
Gentleman, Robert ;
Huber, Wolfgang .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2010, 107 (21) :9546-9551
[7]   Conservation of an RNA regulatory map between Drosophila and mammals [J].
Brooks, Angela N. ;
Yang, Li ;
Duff, Michael O. ;
Hansen, Kasper D. ;
Park, Jung W. ;
Dudoit, Sandrine ;
Brenner, Steven E. ;
Graveley, Brenton R. .
GENOME RESEARCH, 2011, 21 (02) :193-202
[8]   Evaluation of statistical methods for normalization and differential expression in mRNA-Seq experiments [J].
Bullard, James H. ;
Purdom, Elizabeth ;
Hansen, Kasper D. ;
Dudoit, Sandrine .
BMC BIOINFORMATICS, 2010, 11
[9]  
Flicek P, 2009, NAT METHODS, V6, pS6, DOI [10.1038/NMETH.1376, 10.1038/nmeth.1376]
[10]   Tools for mapping high-throughput sequencing data [J].
Fonseca, Nuno A. ;
Rung, Johan ;
Brazma, Alvis ;
Marioni, John C. .
BIOINFORMATICS, 2012, 28 (24) :3169-3177