MMAPPR: Mutation Mapping Analysis Pipeline for Pooled RNA-seq

被引:352
作者
Hill, Jonathon T. [1 ]
Demarest, Bradley L. [1 ]
Bisgrove, Brent W. [1 ]
Gorsi, Bushra [1 ]
Su, Yi-Chu [1 ]
Yost, H. Joseph [1 ]
机构
[1] Univ Utah, Dept Neurobiol & Anat, Program Mol Med, Salt Lake City, UT 84112 USA
关键词
GENETIC SCREEN; ZEBRAFISH; IDENTIFICATION; TRANSCRIPTOME; ARABIDOPSIS; ARCHITECTURE; REGRESSION; MUTANTS; MAP;
D O I
10.1101/gr.146936.112
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Forward genetic screens in model organisms are vital for identifying novel genes essential for developmental or disease processes. One drawback of these screens is the labor-intensive and sometimes inconclusive process of mapping the causative mutation. To leverage high-throughput techniques to improve this mapping process, we have developed a Mutation Mapping Analysis Pipeline for Pooled RNA-seq (MMAPPR) that works without parental strain information or requiring a preexisting SNP map of the organism, and adapts to differential recombination frequencies across the genome. MMAPPR accommodates the considerable amount of noise in RNA-seq data sets, calculates allelic frequency by Euclidean distance followed by Loess regression analysis, identifies the region where the mutation lies, and generates a list of putative coding region mutations in the linked genomic segment. MMAPPR can exploit RNA-seq data sets from isolated tissues or whole organisms that are used for gene expression and transcriptome analysis in novel mutants. We tested MMAPPR on two known mutant lines in zebrafish, nkx2.5 and tbx1, and used it to map two novel ENU-induced cardiovascular mutants, with mutations found in the ctr9 and cds2 genes. MMAPPR can be directly applied to other model organisms, such as Drosophila and Caenorhabditis elegans, that are amenable to both forward genetic screens and pooled RNA-seq experiments. Thus, MMAPPR is a rapid, cost-efficient, and highly automated pipeline, available to perform mutant mapping in any organism with a well-assembled genome.
引用
收藏
页码:687 / 697
页数:11
相关论文
共 45 条
[31]   Sequence-specific error profile of Illumina sequencers [J].
Nakamura, Kensuke ;
Oshima, Taku ;
Morimoto, Takuya ;
Ikeda, Shun ;
Yoshikawa, Hirofumi ;
Shiwa, Yuh ;
Ishikawa, Shu ;
Linak, Margaret C. ;
Hirai, Aki ;
Takahashi, Hiroki ;
Altaf-Ul-Amin, Md. ;
Ogasawara, Naotake ;
Kanaya, Shigehiko .
NUCLEIC ACIDS RESEARCH, 2011, 39 (13) :e90
[32]   Empirical methods for controlling false positives and estimating confidence in ChIP-Seq peaks [J].
Nix, David A. ;
Courdy, Samir J. ;
Boucher, Kenneth M. .
BMC BIOINFORMATICS, 2008, 9 (1)
[33]   MUTATIONS AFFECTING SEGMENT NUMBER AND POLARITY IN DROSOPHILA [J].
NUSSLEINVOLHARD, C ;
WIESCHAUS, E .
NATURE, 1980, 287 (5785) :795-801
[34]   CDP-diacylglycerol synthetase-controlled phosphoinositide availability limits VEGFA signaling and vascular morphogenesis [J].
Pan, Weijun ;
Pham, Van N. ;
Stratman, Amber N. ;
Castranova, Daniel ;
Kamei, Makoto ;
Kidd, Kameha R. ;
Lo, Brigid D. ;
Shaw, Kenna M. ;
Torres-Vazquez, Jesus ;
Mikelis, Constantinos M. ;
Gutkind, J. Silvio ;
Davis, George E. ;
Weinstein, Brant M. .
BLOOD, 2012, 120 (02) :489-498
[35]   The zebrafish van gogh mutation disrupts tbx1, which is involved in the DiGeorge deletion syndrome in humans [J].
Piotrowski, T ;
Ahn, DG ;
Schilling, TF ;
Nair, S ;
Ruvinsky, I ;
Geisler, R ;
Rauch, GJ ;
Haffter, P ;
Zon, LI ;
Zhou, Y ;
Foott, H ;
Dawid, IB ;
Ho, RK .
DEVELOPMENT, 2003, 130 (20) :5043-5052
[36]   RNA-Seq analysis in mutant zebrafish reveals role of U1C protein in alternative splicing regulation [J].
Roesel, Tanja Dorothe ;
Hung, Lee-Hsueh ;
Medenbach, Jan ;
Donde, Katrin ;
Starke, Stefan ;
Benes, Vladimir ;
Raetsch, Gunnar ;
Bindereif, Albrecht .
EMBO JOURNAL, 2011, 30 (10) :1965-1976
[37]   SHOREmap: simultaneous mapping and mutation identification by deep sequencing [J].
Schneeberger, Korbinian ;
Ossowski, Stephan ;
Lanz, Christa ;
Juul, Trine ;
Petersen, Annabeth Hogh ;
Nielsen, Kare Lehmann ;
Jorgensen, Jan-Elo ;
Weigel, Detlef ;
Andersen, Stig Uggerhoj .
NATURE METHODS, 2009, 6 (08) :550-551
[38]   Zebrafish genetic map with 2000 microsatellite markers [J].
Shimoda, N ;
Knapik, EW ;
Ziniti, J ;
Sim, C ;
Yamada, E ;
Kaplan, S ;
Jackson, D ;
de Sauvage, F ;
Jacob, H ;
Fishman, MC .
GENOMICS, 1999, 58 (03) :219-232
[39]   Identification of EMS-Induced Causal Mutations in a Non-Reference Arabidopsis thaliana Accession by Whole Genome Sequencing [J].
Uchida, Naoyuki ;
Sakamoto, Tomoaki ;
Kurata, Tetsuya ;
Tasaka, Masao .
PLANT AND CELL PHYSIOLOGY, 2011, 52 (04) :716-722
[40]   The zebrafish transcriptome during early development [J].
Vesterlund, Liselotte ;
Jiao, Hong ;
Unneberg, Per ;
Hovatta, Outi ;
Kere, Juha .
BMC DEVELOPMENTAL BIOLOGY, 2011, 11