An intuitive graphical visualization technique for the interrogation of transcriptome data

被引:38
作者
Bushati, Natascha [1 ]
Smith, James [2 ]
Briscoe, James [1 ]
Watkins, Christopher [2 ]
机构
[1] Natl Inst Med Res, MRC, London NW7 1AA, England
[2] Univ London, Dept Comp Sci, Egham TW20 0EX, Surrey, England
基金
英国医学研究理事会;
关键词
EXPRESSION; TM4;
D O I
10.1093/nar/gkr462
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
070307 [化学生物学]; 071010 [生物化学与分子生物学];
摘要
The complexity of gene expression data generated from microarrays and high-throughput sequencing make their analysis challenging. One goal of these analyses is to define sets of co-regulated genes and identify patterns of gene expression. To date, however, there is a lack of easily implemented methods that allow an investigator to visualize and interact with the data in an intuitive and flexible manner. Here, we show that combining a nonlinear dimensionality reduction method, t-statistic Stochastic Neighbor Embedding (t-SNE), with a novel visualization technique provides a graphical mapping that allows the intuitive investigation of transcriptome data. This approach performs better than commonly used methods, offering insight into underlying patterns of gene expression at both global and local scales and identifying clusters of similarly expressed genes. A freely available MATLAB-implemented graphical user interface to perform t-SNE and nearest neighbour plots on genomic data sets is available at www.nimr.mrc.ac.uk/research/james-briscoe/visgenex.
引用
收藏
页码:7380 / 7389
页数:10
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