Global Prediction of Tissue-Specific Gene Expression and Context-Dependent Gene Networks in Caenorhabditis elegans

被引:68
作者
Chikina, Maria D. [1 ,2 ]
Huttenhower, Curtis [2 ,3 ]
Murphy, Coleen T. [1 ,2 ]
Troyanskaya, Olga G. [2 ,3 ]
机构
[1] Princeton Univ, Dept Mol Biol, Princeton, NJ 08544 USA
[2] Princeton Univ, Lewis Sigler Inst Integrat Gen, Princeton, NJ 08544 USA
[3] Princeton Univ, Dept Comp Sci, Princeton, NJ 08544 USA
关键词
UNFOLDED PROTEIN RESPONSE; C-ELEGANS; PROMOTER ACTIVITY; MICRORNA TARGETS; GATA-FACTOR; DIFFERENTIATION; MUSCLE; TRANSCRIPTION; INSULIN; EMBRYO;
D O I
10.1371/journal.pcbi.1000417
中图分类号
Q5 [生物化学];
学科分类号
070307 [化学生物学];
摘要
Tissue-specific gene expression plays a fundamental role in metazoan biology and is an important aspect of many complex diseases. Nevertheless, an organism-wide map of tissue-specific expression remains elusive due to difficulty in obtaining these data experimentally. Here, we leveraged existing whole-animal Caenorhabditis elegans microarray data representing diverse conditions and developmental stages to generate accurate predictions of tissue-specific gene expression and experimentally validated these predictions. These patterns of tissue-specific expression are more accurate than existing high-throughput experimental studies for nearly all tissues; they also complement existing experiments by addressing tissue-specific expression present at particular developmental stages and in small tissues. We used these predictions to address several experimentally challenging questions, including the identification of tissue-specific transcriptional motifs and the discovery of potential miRNA regulation specific to particular tissues. We also investigate the role of tissue context in gene function through tissue-specific functional interaction networks. To our knowledge, this is the first study producing high-accuracy predictions of tissue-specific expression and interactions for a metazoan organism based on whole-animal data.
引用
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页数:13
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