De novo annotation and characterization of the translatome with ribosome profiling data

被引:96
作者
Xiao, Zhengtao [1 ,2 ,3 ]
Huang, Rongyao [1 ,2 ,3 ]
Xing, Xudong [1 ,2 ,3 ,4 ]
Chen, Yuling [1 ,2 ,3 ]
Deng, Haiteng [1 ,2 ,3 ]
Yang, Xuerui [1 ,2 ,3 ]
机构
[1] Tsinghua Univ, IMOE Key Lab Bioinformat, Beijing 100084, Peoples R China
[2] Tsinghua Univ, Ctr Synthet & Syst Biol, Beijing 100084, Peoples R China
[3] Tsinghua Univ, Sch Life Sci, Beijing 100084, Peoples R China
[4] Tsinghua Univ, Peking Tsinghua Natl Inst Biol Sci, Joint Grad Program, Beijing 100084, Peoples R China
基金
中国国家自然科学基金;
关键词
MESSENGER-RNA TRANSLATION; OPEN READING FRAMES; NUCLEOTIDE RESOLUTION; PROVIDES EVIDENCE; NONCODING RNAS; SMALL ORFS; IN-VIVO; INITIATION; REVEALS; LANDSCAPE;
D O I
10.1093/nar/gky179
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
By capturing and sequencing the RNA fragments protected by translating ribosomes, ribosome profiling provides snapshots of translation at subcodon resolution. The growing needs for comprehensive annotation and characterization of the context-dependent translatomes are calling for an efficient and unbiased method to accurately recover the signal of active translation from the ribosome profiling data. Here we present our new method, RiboCode, for such purpose. Being tested with simulated and real ribosome profiling data, and validated with cell type-specific QTI-seq and mass spectrometry data, RiboCode exhibits superior efficiency, sensitivity, and accuracy for de novo annotation of the translatome, which covers various types of ORFs in the previously annotated coding and non-coding regions. As an example, RiboCode was applied to assemble the context-specific translatomes of yeast under normal and stress conditions. Comparisons among these translatomes revealed stress-activated novel upstream and downstream ORFs, some of which are associated with translational dysregulations of the annotated main ORFs under the stress conditions.
引用
收藏
页数:15
相关论文
共 42 条
[1]   HTSeq-a Python']Python framework to work with high-throughput sequencing data [J].
Anders, Simon ;
Pyl, Paul Theodor ;
Huber, Wolfgang .
BIOINFORMATICS, 2015, 31 (02) :166-169
[2]   Detecting differential usage of exons from RNA-seq data [J].
Anders, Simon ;
Reyes, Alejandro ;
Huber, Wolfgang .
GENOME RESEARCH, 2012, 22 (10) :2008-2017
[3]   Long noncoding RNAs are rarely translated in two human cell lines [J].
Banfai, Balazs ;
Jia, Hui ;
Khatun, Jainab ;
Wood, Emily ;
Risk, Brian ;
Gundling, William E., Jr. ;
Kundaje, Anshul ;
Gunawardena, Harsha P. ;
Yu, Yanbao ;
Xie, Ling ;
Krajewski, Krzysztof ;
Strahl, Brian D. ;
Chen, Xian ;
Bickel, Peter ;
Giddings, Morgan C. ;
Brown, James B. ;
Lipovich, Leonard .
GENOME RESEARCH, 2012, 22 (09) :1646-1657
[4]   Illuminating translation with ribosome profiling spectra [J].
Baranov, Pavel V. ;
Michel, Audrey M. .
NATURE METHODS, 2016, 13 (02) :123-124
[5]   Identification of small ORFs in vertebrates using ribosome footprinting and evolutionary conservation [J].
Bazzini, Ariel A. ;
Johnstone, Timothy G. ;
Christiano, Romain ;
Mackowiak, Sebastian D. ;
Obermayer, Benedikt ;
Fleming, Elizabeth S. ;
Vejnar, Charles E. ;
Lee, Miler T. ;
Rajewsky, Nikolaus ;
Walther, Tobias C. ;
Giraldez, Antonio J. .
EMBO JOURNAL, 2014, 33 (09) :981-993
[6]   High-Resolution View of the Yeast Meiotic Program Revealed by Ribosome Profiling [J].
Brar, Gloria A. ;
Yassour, Moran ;
Friedman, Nir ;
Regev, Aviv ;
Ingolia, Nicholas T. ;
Weissman, Jonathan S. .
SCIENCE, 2012, 335 (6068) :552-557
[7]   Beyond Read-Counts: Ribo-seq Data Analysis to Understand the Functions of the Transcriptome [J].
Calviello, Lorenzo ;
Ohler, Uwe .
TRENDS IN GENETICS, 2017, 33 (10) :728-744
[8]  
Calviello L, 2016, NAT METHODS, V13, P165, DOI [10.1038/NMETH.3688, 10.1038/nmeth.3688]
[9]   SPECtre: a spectral coherence-based classifier of actively translated transcripts from ribosome profiling sequence data [J].
Chun, Sang Y. ;
Rodriguez, Caitlin M. ;
Todd, Peter K. ;
Mills, Ryan E. .
BMC BIOINFORMATICS, 2016, 17
[10]   The translational landscape of fission-yeast meiosis and sporulation [J].
Duncan, Cala D. S. ;
Mata, Juan .
NATURE STRUCTURAL & MOLECULAR BIOLOGY, 2014, 21 (07) :641-647