MPBind: a Meta-motif-based statistical framework and pipeline to Predict Binding potential of SELEX-derived aptamers

被引:46
作者
Jiang, Peng [1 ]
Meyer, Susanne [2 ]
Hou, Zhonggang [1 ]
Propson, Nicholas E. [1 ]
Soh, H. Tom [3 ]
Thomson, James A. [1 ,4 ]
Stewart, Ron [1 ]
机构
[1] Morgridge Inst Res, Madison, WI 53707 USA
[2] Univ Calif Santa Barbara, Dept Mol Cellular & Dev Biol, Santa Barbara, CA 93106 USA
[3] Univ Calif Santa Barbara, Dept Mech & Mat Engn, Santa Barbara, CA 93106 USA
[4] Univ Wisconsin, Dept Cell & Regenerat Biol, Madison, WI 53706 USA
关键词
D O I
10.1093/bioinformatics/btu348
中图分类号
Q5 [生物化学];
学科分类号
070307 [化学生物学];
摘要
A Summary: Aptamers are 'synthetic antibodies' that can bind to target molecules with high affinity and specificity. Aptamers are chemically synthesized and their discovery can be performed completely in vitro, rather than relying on in vivo biological processes, making them well-suited for high-throughput discovery. However, a large fraction of the most enriched aptamers in Systematic Evolution of Ligands by EXponential enrichment (SELEX) rounds display poor binding activity. Here, we present MPBind, a Meta-motif-based statistical framework and pipeline to Predict the Binding potential of SELEX-derived aptamers. Using human embryonic stem cell SELEX-Seq data, MPBind achieved high prediction accuracy for binding potential. Further analysis showed that MPBind is robust to both polymerase chain reaction amplification bias and incomplete sequencing of aptamer pools. These two biases usually confound aptamer analysis.
引用
收藏
页码:2665 / 2667
页数:3
相关论文
共 9 条
[1]
Quantitative selection of DNA aptamers through microfluidic selection and high-throughput sequencing [J].
Cho, Minseon ;
Xiao, Yi ;
Nie, Jeff ;
Stewart, Ron ;
Csordas, Andrew T. ;
Oh, Seung Soo ;
Thomson, James A. ;
Soh, H. Tom .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2010, 107 (35) :15373-15378
[2]
A tenascin-C aptamer identified by tumor cell SELEX: Systematic evolution of ligands by exponential enrichment [J].
Daniels, DA ;
Chen, H ;
Hicke, BJ ;
Swiderek, KM ;
Gold, L .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2003, 100 (26) :15416-15421
[3]
Genome-Wide Determination of a Broad ESRP-Regulated Posttranscriptional Network by High-Throughput Sequencing [J].
Dittmar, Kimberly A. ;
Jiang, Peng ;
Park, Juw Won ;
Amirikian, Karine ;
Wan, Ji ;
Shen, Shihao ;
Xing, Yi ;
Carstens, Russell P. .
MOLECULAR AND CELLULAR BIOLOGY, 2012, 32 (08) :1468-1482
[4]
Pegaptanib, a targeted anti-VEGF aptamer for ocular vascular disease [J].
Ng, EWM ;
Shima, DT ;
Calias, P ;
Cunningham, ET ;
Guyer, DR ;
Adamis, AP .
NATURE REVIEWS DRUG DISCOVERY, 2006, 5 (02) :123-132
[5]
AN RNA MOTIF THAT BINDS ATP [J].
SASSANFAR, M ;
SZOSTAK, JW .
NATURE, 1993, 364 (6437) :550-553
[6]
Stouffer A A., 1949, The American soldier: Adjustment during Army life, V1
[7]
Rapid Identification of Cell-Specific, Internalizing RNA Aptamers with Bioinformatics Analyses of a Cell-Based Aptamer Selection [J].
Thiel, William H. ;
Bair, Thomas ;
Peek, Andrew S. ;
Liu, Xiuying ;
Dassie, Justin ;
Stockdale, Katie R. ;
Behlke, Mark A. ;
Miller, Francis J., Jr. ;
Giangrande, Paloma H. .
PLOS ONE, 2012, 7 (09)
[8]
Nucleotide Bias Observed with a Short SELEX RNA Aptamer Library [J].
Thiel, William H. ;
Bair, Thomas ;
Thiel, Kristina Wyatt ;
Dassie, Justin P. ;
Rockey, William M. ;
Howell, Craig A. ;
Liu, Xiuying Y. ;
Dupuy, Adam J. ;
Huang, Lingyan ;
Owczarzy, Richard ;
Behlke, Mark A. ;
McNamara, James O., II ;
Giangrande, Paloma H. .
NUCLEIC ACID THERAPEUTICS, 2011, 21 (04) :253-263
[9]
Embryonic stem cell lines derived from human blastocysts [J].
Thomson, JA ;
Itskovitz-Eldor, J ;
Shapiro, SS ;
Waknitz, MA ;
Swiergiel, JJ ;
Marshall, VS ;
Jones, JM .
SCIENCE, 1998, 282 (5391) :1145-1147