PRADA: pipeline for RNA sequencing data analysis

被引:111
作者
Torres-Garcia, Wandaliz [1 ]
Zheng, Siyuan [1 ]
Sivachenko, Andrey [2 ,3 ]
Vegesna, Rahulsimham [1 ]
Wang, Qianghu [1 ]
Yao, Rong [1 ]
Berger, Michael F. [4 ]
Weinstein, John N. [1 ]
Getz, Gad [2 ,3 ]
Verhaak, Roel G. W. [1 ]
机构
[1] Univ Texas MD Anderson Canc Ctr, Dept Bioinformat & Computat Biol, Houston, TX 77030 USA
[2] Harvard Univ, Eli & Edythe L Broad Inst, Cambridge, MA 02142 USA
[3] MIT, Cambridge, MA 02142 USA
[4] Mem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10015 USA
关键词
D O I
10.1093/bioinformatics/btu169
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Technological advances in high-throughput sequencing necessitate improved computational tools for processing and analyzing large-scale datasets in a systematic automated manner. For that purpose, we have developed PRADA (Pipeline for RNA-Sequencing Data Analysis), a flexible, modular and highly scalable software platform that provides many different types of information available by multifaceted analysis starting from raw paired-end RNA-seq data: gene expression levels, quality metrics, detection of unsupervised and supervised fusion transcripts, detection of intragenic fusion variants, homology scores and fusion frame classification. PRADA uses a dual-mapping strategy that increases sensitivity and refines the analytical endpoints. PRADA has been used extensively and successfully in the glioblastoma and renal clear cell projects of The Cancer Genome Atlas program.
引用
收藏
页码:2224 / 2226
页数:3
相关论文
共 11 条
[1]   Integrative analysis of the melanoma transcriptome [J].
Berger, Michael F. ;
Levin, Joshua Z. ;
Vijayendran, Krishna ;
Sivachenko, Andrey ;
Adiconis, Xian ;
Maguire, Jared ;
Johnson, Laura A. ;
Robinson, James ;
Verhaak, Roel G. ;
Sougnez, Carrie ;
Onofrio, Robert C. ;
Ziaugra, Liuda ;
Cibulskis, Kristian ;
Laine, Elisabeth ;
Barretina, Jordi ;
Winckler, Wendy ;
Fisher, David E. ;
Getz, Gad ;
Meyerson, Matthew ;
Jaffe, David B. ;
Gabriel, Stacey B. ;
Lander, Eric S. ;
Dummer, Reinhard ;
Gnirke, Andreas ;
Nusbaum, Chad ;
Garraway, Levi A. .
GENOME RESEARCH, 2010, 20 (04) :413-427
[2]   Comprehensivemolecular characterization of clear cell renal cell carcinoma [J].
Creighton, Chad J. ;
Morgan, Margaret ;
Gunaratne, Preethi H. ;
Wheeler, David A. ;
Gibbs, Richard A. ;
Robertson, A. Gordon ;
Chu, Andy ;
Beroukhim, Rameen ;
Cibulskis, Kristian ;
Signoretti, Sabina ;
Vandin, Fabio ;
Wu, Hsin-Ta ;
Raphael, Benjamin J. ;
Verhaak, Roel G. W. ;
Tamboli, Pheroze ;
Torres-Garcia, Wandaliz ;
Akbani, Rehan ;
Weinstein, John N. ;
Reuter, Victor ;
Hsieh, James J. ;
Brannon, A. Rose ;
Hakimi, A. Ari ;
Jacobsen, Anders ;
Ciriello, Giovanni ;
Reva, Boris ;
Ricketts, Christopher J. ;
Linehan, W. Marston ;
Stuart, Joshua M. ;
Rathmell, W. Kimryn ;
Shen, Hui ;
Laird, Peter W. ;
Muzny, Donna ;
Davis, Caleb ;
Morgan, Margaret ;
Xi, Liu ;
Chang, Kyle ;
Kakkar, Nipun ;
Trevino, Lisa R. ;
Benton, Susan ;
Reid, Jeffrey G. ;
Morton, Donna ;
Doddapaneni, Harsha ;
Han, Yi ;
Lewis, Lora ;
Dinh, Huyen ;
Kovar, Christie ;
Zhu, Yiming ;
Santibanez, Jireh ;
Wang, Min ;
Hale, Walker .
NATURE, 2013, 499 (7456) :43-+
[3]   RNA-SeQC: RNA-seq metrics for quality control and process optimization [J].
DeLuca, David S. ;
Levin, Joshua Z. ;
Sivachenko, Andrey ;
Fennell, Timothy ;
Nazaire, Marc-Danie ;
Williams, Chris ;
Reich, Michael ;
Winckler, Wendy ;
Getz, Gad .
BIOINFORMATICS, 2012, 28 (11) :1530-1532
[4]   Genotype, haplotype and copy-number variation in worldwide human populations [J].
Jakobsson, Mattias ;
Scholz, Sonja W. ;
Scheet, Paul ;
Gibbs, J. Raphael ;
VanLiere, Jenna M. ;
Fung, Hon-Chung ;
Szpiech, Zachary A. ;
Degnan, James H. ;
Wang, Kai ;
Guerreiro, Rita ;
Bras, Jose M. ;
Schymick, Jennifer C. ;
Hernandez, Dena G. ;
Traynor, Bryan J. ;
Simon-Sanchez, Javier ;
Matarin, Mar ;
Britton, Angela ;
van de Leemput, Joyce ;
Rafferty, Ian ;
Bucan, Maja ;
Cann, Howard M. ;
Hardy, John A. ;
Rosenberg, Noah A. ;
Singleton, Andrew B. .
NATURE, 2008, 451 (7181) :998-1003
[5]  
Kim D., 2012, GENOME BIOL, V12, pR72
[6]   Fast and accurate short read alignment with Burrows-Wheeler transform [J].
Li, Heng ;
Durbin, Richard .
BIOINFORMATICS, 2009, 25 (14) :1754-1760
[7]   The Genome Analysis Toolkit: A MapReduce framework for analyzing next-generation DNA sequencing data [J].
McKenna, Aaron ;
Hanna, Matthew ;
Banks, Eric ;
Sivachenko, Andrey ;
Cibulskis, Kristian ;
Kernytsky, Andrew ;
Garimella, Kiran ;
Altshuler, David ;
Gabriel, Stacey ;
Daly, Mark ;
DePristo, Mark A. .
GENOME RESEARCH, 2010, 20 (09) :1297-1303
[8]   deFuse: An Algorithm for Gene Fusion Discovery in Tumor RNA-Seq Data [J].
McPherson, Andrew ;
Hormozdiari, Fereydoun ;
Zayed, Abdalnasser ;
Giuliany, Ryan ;
Ha, Gavin ;
Sun, Mark G. F. ;
Griffith, Malachi ;
Moussavi, Alireza Heravi ;
Senz, Janine ;
Melnyk, Nataliya ;
Pacheco, Marina ;
Marra, Marco A. ;
Hirst, Martin ;
Nielsen, Torsten O. ;
Sahinalp, S. Cenk ;
Huntsman, David ;
Shah, Sohrab P. .
PLOS COMPUTATIONAL BIOLOGY, 2011, 7 (05)
[9]   Transforming Fusions of FGFR and TACC Genes in Human Glioblastoma [J].
Singh, Devendra ;
Chan, Joseph Minhow ;
Zoppoli, Pietro ;
Niola, Francesco ;
Sullivan, Ryan ;
Castano, Angelica ;
Liu, Eric Minwei ;
Reichel, Jonathan ;
Porrati, Paola ;
Pellegatta, Serena ;
Qiu, Kunlong ;
Gao, Zhibo ;
Ceccarelli, Michele ;
Riccardi, Riccardo ;
Brat, Daniel J. ;
Guha, Abhijit ;
Aldape, Ken ;
Golfinos, John G. ;
Zagzag, David ;
Mikkelsen, Tom ;
Finocchiaro, Gaetano ;
Lasorella, Anna ;
Rabadan, Raul ;
Iavarone, Antonio .
SCIENCE, 2012, 337 (6099) :1231-1235
[10]   Integrated Genomic Analysis Identifies Clinically Relevant Subtypes of Glioblastoma Characterized by Abnormalities in PDGFRA, IDH1, EGFR, and NF1 [J].
Verhaak, Roel G. W. ;
Hoadley, Katherine A. ;
Purdom, Elizabeth ;
Wang, Victoria ;
Qi, Yuan ;
Wilkerson, Matthew D. ;
Miller, C. Ryan ;
Ding, Li ;
Golub, Todd ;
Mesirov, Jill P. ;
Alexe, Gabriele ;
Lawrence, Michael ;
O'Kelly, Michael ;
Tamayo, Pablo ;
Weir, Barbara A. ;
Gabriel, Stacey ;
Winckler, Wendy ;
Gupta, Supriya ;
Jakkula, Lakshmi ;
Feiler, Heidi S. ;
Hodgson, J. Graeme ;
James, C. David ;
Sarkaria, Jann N. ;
Brennan, Cameron ;
Kahn, Ari ;
Spellman, Paul T. ;
Wilson, Richard K. ;
Speed, Terence P. ;
Gray, Joe W. ;
Meyerson, Matthew ;
Getz, Gad ;
Perou, Charles M. ;
Hayes, D. Neil .
CANCER CELL, 2010, 17 (01) :98-110