Abstract
Original language | English |
---|---|
Pages (from-to) | E2477-E2486 |
Journal | Proceedings of the National Academy of Sciences of the United States of America |
Volume | 112 |
Issue number | 19 |
DOIs | |
Publication status | Published - 2015 |
Externally published | Yes |
Keywords
- Cis binding site
- Coexpressed genes
- Maize transcriptomes
- transcription factor
- transcriptome
- Arabidopsis
- Article
- binding site
- controlled study
- down regulation
- gene expression
- gene ontology
- gene sequence
- genetic conservation
- genetic transcription
- germination
- in vitro study
- leaf development
- maize
- molecular dynamics
- multigene family
- nonhuman
- plant gene
- plant leaf
- plant seed
- prediction
- priority journal
- rice
- upregulation
- Zea mays
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In: Proceedings of the National Academy of Sciences of the United States of America, Vol. 112, No. 19, 2015, p. E2477-E2486.
Research output: Contribution to journal › Article › peer-review
}
TY - JOUR
T1 - Transcriptome dynamics of developing maize leaves and genomewide prediction of cis elements and their cognate transcription factors
AU - Yu, Chun-Ping
AU - Chen, Chun-Chang
AU - Chang, Yao-Ming
AU - Liu, Wen-Yu
AU - Lin, Hsin-Hung
AU - Lin, Jinn-Jy
AU - Chen, Hsiang-June
AU - Lu, Yu-Ju
AU - Wu, Yi-Hsuan
AU - Lu, Mei-Yeh-Jade
AU - Lu, Chen-Hua
AU - Shih, Arthur-Chun-Chieh
AU - Ku, Maurice-Sun-Ben
AU - Shiu, Shin-Han
AU - Wu, Shu-Hsing
AU - Li, Wen-Hsiung
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PY - 2015
Y1 - 2015
N2 - Maize is a major crop and a model plant for studying C4 photosynthesis and leaf development. However, a genomewide regulatory network of leaf development is not yet available. This knowledge is useful for developing C3 crops to perform C4 photosynthesis for enhanced yields. Here, using 22 transcriptomes of developing maize leaves from dry seeds to 192 h post imbibition, we studied gene up- and down-regulation and functional transition during leaf development and inferred sets of strongly coexpressed genes. More significantly, we developed a method to predict transcription factor binding sites (TFBSs) and their cognate transcription factors (TFs) using genomic sequence and transcriptomic data. The method requires not only evolutionary conservation of candidate TFBSs and sets of strongly coexpressed genes but also that the genes in a gene set share the same Gene Ontology term so that they are involved in the same biological function. In addition, we developed another method to predict maize TF-TFBS pairs using known TF-TFBS pairs in Arabidopsis or rice. From these efforts, we predicted 1,340 novel TFBSs and 253 new TF-TFBS pairs in the maize genome, far exceeding the 30 TF-TFBS pairs currently known in maize. In most cases studied by both methods, the two methods gave similar predictions. In vitro tests of 12 predicted TF-TFBS interactions showed that our methods perform well. Our study has significantly expanded our knowledge on the regulatory network involved in maize leaf development.
AB - Maize is a major crop and a model plant for studying C4 photosynthesis and leaf development. However, a genomewide regulatory network of leaf development is not yet available. This knowledge is useful for developing C3 crops to perform C4 photosynthesis for enhanced yields. Here, using 22 transcriptomes of developing maize leaves from dry seeds to 192 h post imbibition, we studied gene up- and down-regulation and functional transition during leaf development and inferred sets of strongly coexpressed genes. More significantly, we developed a method to predict transcription factor binding sites (TFBSs) and their cognate transcription factors (TFs) using genomic sequence and transcriptomic data. The method requires not only evolutionary conservation of candidate TFBSs and sets of strongly coexpressed genes but also that the genes in a gene set share the same Gene Ontology term so that they are involved in the same biological function. In addition, we developed another method to predict maize TF-TFBS pairs using known TF-TFBS pairs in Arabidopsis or rice. From these efforts, we predicted 1,340 novel TFBSs and 253 new TF-TFBS pairs in the maize genome, far exceeding the 30 TF-TFBS pairs currently known in maize. In most cases studied by both methods, the two methods gave similar predictions. In vitro tests of 12 predicted TF-TFBS interactions showed that our methods perform well. Our study has significantly expanded our knowledge on the regulatory network involved in maize leaf development.
KW - Cis binding site
KW - Coexpressed genes
KW - Maize transcriptomes
KW - transcription factor
KW - transcriptome
KW - Arabidopsis
KW - Article
KW - binding site
KW - controlled study
KW - down regulation
KW - gene expression
KW - gene ontology
KW - gene sequence
KW - genetic conservation
KW - genetic transcription
KW - germination
KW - in vitro study
KW - leaf development
KW - maize
KW - molecular dynamics
KW - multigene family
KW - nonhuman
KW - plant gene
KW - plant leaf
KW - plant seed
KW - prediction
KW - priority journal
KW - rice
KW - upregulation
KW - Zea mays
U2 - 10.1073/pnas.1500605112
DO - 10.1073/pnas.1500605112
M3 - Article
SN - 0027-8424
VL - 112
SP - E2477-E2486
JO - Proceedings of the National Academy of Sciences of the United States of America
JF - Proceedings of the National Academy of Sciences of the United States of America
IS - 19
ER -