Cis-regulatory code of stress-responsive transcription in Arabidopsis thaliana

被引:168
|
作者
Zou, Cheng [1 ]
Sun, Kelian [1 ]
Mackaluso, Joshua D. [1 ,2 ,3 ]
Seddon, Alexander E. [1 ]
Jin, Rong [2 ]
Thomashow, Michael F. [4 ,5 ]
Shiu, Shin-Han [1 ]
机构
[1] Michigan State Univ, Dept Plant Biol, E Lansing, MI 48824 USA
[2] Michigan State Univ, Dept Comp Sci & Engn, E Lansing, MI 48824 USA
[3] Michigan State Univ, Dept Biochem & Mol Biol, E Lansing, MI 48824 USA
[4] Michigan State Univ, Dept Crop & Soil Sci, E Lansing, MI 48824 USA
[5] Michigan State Univ, Dept Energy Plant Res Lab, E Lansing, MI 48824 USA
基金
美国国家科学基金会;
关键词
machine learning; motif discovery; transcription factor binding site; DNA-BINDING PROTEINS; FUNCTIONAL-ANALYSIS; ACTING ELEMENTS; GENE; EXPRESSION; PROMOTER; NETWORKS; DROUGHT; DEHYDRATION; TOLERANCE;
D O I
10.1073/pnas.1103202108
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Environmental stress leads to dramatic transcriptional reprogramming, which is central to plant survival. Although substantial knowledge has accumulated on how a few plant cis-regulatory elements (CREs) function in stress regulation, many more CREs remain to be discovered. In addition, the plant stress cis-regulatory code, i.e., how CREs work independently and/or in concert to specify stress-responsive transcription, is mostly unknown. On the basis of gene expression patterns under multiple stresses, we identified a large number of putative CREs (pCREs) in Arabidopsis thaliana with characteristics of authentic cis-elements. Surprisingly, biotic and abiotic responses are mostly mediated by two distinct pCRE superfamilies. In addition, we uncovered cis-regulatory codes specifying how pCRE presence and absence, combinatorial relationships, location, and copy number can be used to predict stress-responsive expression. Expression prediction models based on pCRE combinations perform significantly better than those based on simply pCRE presence and absence, location, and copy number. Furthermore, instead of a few master combinatorial rules for each stress condition, many rules were discovered, and each appears to control only a small subset of stress-responsive genes. Given there are very few documented interactions between plant CREs, the combinatorial rules we have uncovered significantly contribute to a better understanding of the cis-regulatory logic underlying plant stress response and provide prioritized targets for experimentation.
引用
收藏
页码:14992 / 14997
页数:6
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