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Advances in Life Science and Technology                                                        www.iiste.org
ISSN 2224-7181 (Paper) ISSN 2225-062X (Online)
Vol 3, 2012


        Evaluation of the coexpressed gene network of DREB2A
                                                Santosh Kumar Mehar*
     Department of Botany, College of Sciences, Sri Venkateswara University, Tirupati, Andhra Pradesh, India
     *Corresponding author email: santoshkumar.1@rediffmail.com


Abstract
Different proteins in the cell perform their function in a unified way, interacting with the other proteins involved
in completion of the particular metabolic pathway. The information about a single protein estimated from an
organism subjected to a particular treatment will reveal only part of the process. To understand the process
completely it is very essential to have an assessment of the different proteins linked together in different
pathways and also the level of expression of different genes under different conditions. The coexpressed genes
reveal the part of the genome which is intricately involved in carrying the process being studied.
The network of coexpressed genes with DREB2A was analyzed. DREB2A is involved in different processes
related to drought and salt stress. Out of the genes coexpressed with it, At1g16030 is Hsp70b/ Heat Shock
Protein 70B, and is reported to be involved in virus attack and in protective processes under heat stress.
Similarly At2g26150 was also observed to be closely networked with DREB2A, and is a member of heat stress
transcription factor. The information from the coexpressed network of DREB2A shows that the interacting
proteins play important role in protection of plants from pathogen attack and also in protecting the protein
repertoire of the plant from denaturation when it is subjected to salt and heat stress.
Keywords: DREB2A, Heat shock protein, transcription factor, coexpressed genes


1. Introduction
DNA microarray analysis produces information on relative expression levels for thousands of genes
simultaneously. Microarray data contain information about concerted changes in transcript levels in these
datasets beyond the original purpose of each dataset. Such microarray data have been collected in several
general repositories like ArrayExpress (Parkinson et al., 2005), Gene Expression Omnibus (GEO) (Barrett et al.,
2005) and the Center for Information Biology Gene Expression Database (CIBEX) (Ikeo et al., 2003). The
Arabidopsis Information Resource (TAIR) (Rhee et al., 2003) and the Nottingham Arabidopsis Stock Centre
Arrays (NASC Arrays) (Craigon et al., 2004) are species-specific repositories for microarray data. From these
information resources it is possible to collect information about individual genes or samples. However,
knowledge about the expression of genes at the individual scale tells only part of the story, finding interaction
partners for the particular gene can reveal its function in greater detail. The importance of such information can
be best judged by the report (Venkatesan et al., 2009), suggesting that at any time a human cell may contain
about 130,000 binary interactions between proteins. So far, a mere 33,943 unique human protein–protein
interactions have been listed (http://thebiogrid.org).
Realizing the importance of such information, several databases have been created as secondary database for
microarray data. The comprehensive systems-biology database (CSB.DB) (Steinhauser et al., 2004), Botany
Array Resource (BAR) (Toufighi et al., 2005), Arabidopsis Co-expression Tool (ACT) (Manfield et al., 2006)
and Genevestigator (Zimmermann et al., 2005), provide co-expressed gene relationships calculated from the
array data stored in TAIR and/or the NASC Arrays. Such gene relationship information is valuable for predicting
gene function, because co-expressed genes are often involved in the same or related pathways. ATTED-II is a
valuable addition to this list. It stands for A.thaliana trans-factor and cis-element prediction database (ATTED-II)
for retrieving gene-to-gene relationships like other databases for co-expressed genes. Besides the valuable
attributes of the earlier listed databases, ATTED-II has some advancements like visualization of network of co-
expressed gene relationships, facilitating understanding of the structural basis of gene co-expression, pre
calculated results for cis- element prediction linked to every gene and functional category and graphical
representation of the gene expression patterns.
Present study utilizes the resources available at ATTED-II, to understand the molecular interaction and
coexpressed genes with DREB2A (Dehydration-Responsive Element Binding Protein2A) coded by At5g05410.
Transcription factor DREB2A interacts with a cis-acting dehydration-responsive element (DRE) sequence to


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Advances in Life Science and Technology                                                       www.iiste.org
ISSN 2224-7181 (Paper) ISSN 2225-062X (Online)
Vol 3, 2012
activate the expression of downstream genes that are involved in drought- and salt-stress response in
Arabidopsis thaliana. In its intact form DREB2A expression does not activate downstream genes under normal
growth conditions. However, a negative regulatory domain that exists in the central region of DREB2A, when
deleted transforms DREB2A to a constitutive active form (DREB2A CA). Overexpression of DREB2A CA
induces not only drought- and salt-responsive genes but also heat-shock (HS)-related genes. Besides the
transient induction of the DREB2A occurs rapidly by HS stress, and the sGFP-DREB2A protein accumulates in
nuclei of HS-stressed cells (Sakuma et al., 2006).


2. Methodology
ATTED-II database (Obayashi et al., 2009) was used to retrieve the significant inforamation about the gene
interactions and coregulated gene network of DREB2A. The detailed information and graphical details were
obtained from ATTED-II and the other online databases such as TAIR (The Arabidopsis Information Resource,
Lamesch et al., 2011) and KEGG (Kyoto Encyclopedia of Genes and Genomes, Kanehisa et al., 2011).


3. Results and discussion
DREB2A has extensive gene interaction network (Fig.1). The list of top 50 coexpressed gees is given in table1.
Some of them like At5g10695, At3g27880, At5g03210 (Table 1), do not have estabished proven annotations.
However, the other genes coexpressed with it have diverse and important roles during the development of the
plant and/or response to certain kind of stresses. The important functions of some of them are given below;
At1g01720 belongs to a large family of putative transcriptional activators with NAC domain. Their transcript
levels increases in response to wounding and abscisic acid. ATAF1 attentuates ABA signaling and sythesis
(Collinge and Boller, 2001), and is one of the directly connected gene on the network.
At1g71000 is involved in protein folding and its identified locations are cytoplasm and nucleus. It is expressed
in different plant organs like carpel, flower, pedicel, plant sperm cell, pollen, root and stamen (Schmid et al.,
2005, Inzé et al., 2011).
At4g15420 is Ubiquitin fusion degradation UFD1 family protein. It has peptidase activity and also involved in
proteolysis, ubiquitin-dependent protein catabolic process and zinc ion binding (Schmid et al., 2005, and
InterPro to GO annotation (AnalysisReference:501739686).
At4g12410 is involved in response to auxin stimulus and is expressed in carpel, collective leaf structure, flower,
pedicel, petal, plant embryo, pollen, sepal, stamen (Schmid et al., 2005).
At1g16030 is Hsp70b/ HEAT SHOCK PROTEIN 70B. It is involved in processes related to response to virus
attack and heat stress (Sung et al., 2001, Aparicio et al., 2005).
At2g26150 is also directly connected on the network with DREB2A. It is member of Heat Stress Transcription
Factor (Hsf) family. It is involved in response to misfolded protein accumulation in the cytosol. It is regulated
by alternative splicing and non-sense-mediated decay. It is involved in regulatoin of transcription and its
annotated location is endomembrane system and nucleus (Riechmann et al., 2000, Sugio et al., 2009, Banti et al.,
2010).
Predicted cis elements for At5g05410 and the sequence information are given in fig. 2 and table 2 respectively.
The correlation of expression between At5g05410 and the four directly connected genes on the coexpression
network during different development stages is diplayed in fig. 3 and detailed in table 3, As it is clear from the
figure that the epression profiles of these grouped genes fluctuates with the stage of development and under
specific conditions to which the plant is subjected. They can have all variations in correlations ranging from
strong negative to strong positive.
The study of the interaction between the different genes in an organism is an evolving science and its utility is
undisputed. The knowledge about the groups of genes which are always expressed together give an indication of
the response of the organism to the specific conditions. As it has been seen in case of DREB2A, it is strongly
coexpressed with genes involved in responses to various kinds of stresses and has protective roles to play such
as the expression of HSPs which assist the denaturing proteins during heat stress in folding and also play the
role. Since each of the coexpressed genes has its own coexpressed gene network, this network involves from
hundreds to thousands of genes together. Any disturbance in the expression of genes forming the network shifts
the balance in favour to the network portion which will be most useful under the new condition emerging from
the disturbance from the previous condition to help the plant (or any other organism) in maintaining the
equilibrium.

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Advances in Life Science and Technology                                                       www.iiste.org
ISSN 2224-7181 (Paper) ISSN 2225-062X (Online)
Vol 3, 2012

References
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Advances in Life Science and Technology                                                     www.iiste.org
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Fig.1. Coexpressed gene network around At5g05410




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Advances in Life Science and Technology                                               www.iiste.org
ISSN 2224-7181 (Paper) ISSN 2225-062X (Online)
Vol 3, 2012




Fig. 2. Predicted cis elements for At5g05410 (those with high CEG are filled black)




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Advances in Life Science and Technology                                                                    www.iiste.org
ISSN 2224-7181 (Paper) ISSN 2225-062X (Online)
Vol 3, 2012




Fig. 3. Correlation of expression between At5g05410 and other genes directly connected with it on the
network during development, (a) At5g10695, (b) At1g01720, (c) At2g26150 and (d) At3g27880.

   Table 1. List of coexpressed genes with At5g05410.
    S.No.      Locus                Alias             Mutual   S.No.      Locus                    Alias             Mutual
                                                       Rank                                                           Rank
       1    At5g10695     -                              1.4     26    At5g12030     HSP17.6A                              28.3
       2    At1g01720     ATAF1                          4.5     27    255155_at     -                                     28.4
       3    At2g26150     HSFA2                          8.5     28    At4g11660     HSFB2B                                32.9
       4    At3g11020     DREB2B                         9.4     29    At3g09350     armadillo/beta-catenin repeat         32.9
       5    At3g27880     -                              9.6     30    At5g37670     HSP15.7-CI                             34
       6    At2g46240     BAG6                          10.7     31    At3g23170     -                                     34.1
       7    At5g62020     HSFB2A                         11      32    At4g12410     auxin-responsive                      34.7
       8    At1g14200     zinc finger                    13      33    At2g29500     HSP17.6B-CI                           35.3
       9    At3g62260     PP2C                          13.4     34    At3g10020     -                                     36.7
      10    At2g20560     DNAJ                          14.3     35    256356_s_at   -                                     37.1
      11    At5g59820     RHL41                         15.2     36    At1g53540     HSP17.6C-CI                           40.4
      12    At5g03210     -                             16.3     37    At1g55530     zinc finger                           41.1
      13    At1g74310     HSP101                        16.8     38    At3g08970     ERDJ3A                                42.5
      14    At4g15420     PRLI-interacting factor K      19      39    At4g27657     -                                     43.4
      15    At4g25380     SAP10                         20.9     40    At1g16030     Hsp70b                                44.2
      16    262911_s_at   -                             21.2     41    At3g63350     HSFA7B                                44.3
      17    At3g14200     N-terminal                    22.1     42    At2g32120     HSP70T-2                              45.5
      18    At1g26800     zinc finger                   22.4     43    At4g26080     ABI1                                   46
      19    At3g46230     HSP17.4                       22.8     44    At3g48070     protein binding                       46.5
      20    At5g04340     ZAT6                          23.8     45    At1g60190     U-box                                 46.7
      21    263823_s_at   -                             24.4     46    At5g12020     HSP17.6II                             47.3
      22    At1g71000     heat shock binding            25.4     47    At1g52560     HSP26.5-P                             48.7
      23    At3g24500     MBF1C                         26.5     48    At5g11680     -                                     49.5
      24    At5g35320     -                             27.9     49    At3g17611     RBL14                                 50.7
      25    At3g17110     -                              28      50    At3g12580     HSP70                                 51.4




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Advances in Life Science and Technology                                              www.iiste.org
ISSN 2224-7181 (Paper) ISSN 2225-062X (Online)
Vol 3, 2012
  Table 2. Cis element with high CEG (correlation between expression and a defined group
  of genes) value
   Position                     Cis element                 CEG
   25                           ATAAATA                     0.08
   26                           TATAAAT                     0.10
   27                           CTATAAA                     0.09
   87                           GACACGT                     0.08



 Table 3. Genes directly connected with At5g05410 on the network

   Mutual Rank     Correlation   Locus            Function
   1.4                    0.69   At5g10695        unknown protein
   4.5                    0.67   At1g01720        ATAF1; transcription activator/ transcription factor
   8.5                    0.69   At2g26150        ATHSFA2; DNA binding / transcription factor
   9.6                    0.49   At3g27880        unknown protein




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Evaluation of the coexpressed gene network of dreb2 a

  • 1. Advances in Life Science and Technology www.iiste.org ISSN 2224-7181 (Paper) ISSN 2225-062X (Online) Vol 3, 2012 Evaluation of the coexpressed gene network of DREB2A Santosh Kumar Mehar* Department of Botany, College of Sciences, Sri Venkateswara University, Tirupati, Andhra Pradesh, India *Corresponding author email: santoshkumar.1@rediffmail.com Abstract Different proteins in the cell perform their function in a unified way, interacting with the other proteins involved in completion of the particular metabolic pathway. The information about a single protein estimated from an organism subjected to a particular treatment will reveal only part of the process. To understand the process completely it is very essential to have an assessment of the different proteins linked together in different pathways and also the level of expression of different genes under different conditions. The coexpressed genes reveal the part of the genome which is intricately involved in carrying the process being studied. The network of coexpressed genes with DREB2A was analyzed. DREB2A is involved in different processes related to drought and salt stress. Out of the genes coexpressed with it, At1g16030 is Hsp70b/ Heat Shock Protein 70B, and is reported to be involved in virus attack and in protective processes under heat stress. Similarly At2g26150 was also observed to be closely networked with DREB2A, and is a member of heat stress transcription factor. The information from the coexpressed network of DREB2A shows that the interacting proteins play important role in protection of plants from pathogen attack and also in protecting the protein repertoire of the plant from denaturation when it is subjected to salt and heat stress. Keywords: DREB2A, Heat shock protein, transcription factor, coexpressed genes 1. Introduction DNA microarray analysis produces information on relative expression levels for thousands of genes simultaneously. Microarray data contain information about concerted changes in transcript levels in these datasets beyond the original purpose of each dataset. Such microarray data have been collected in several general repositories like ArrayExpress (Parkinson et al., 2005), Gene Expression Omnibus (GEO) (Barrett et al., 2005) and the Center for Information Biology Gene Expression Database (CIBEX) (Ikeo et al., 2003). The Arabidopsis Information Resource (TAIR) (Rhee et al., 2003) and the Nottingham Arabidopsis Stock Centre Arrays (NASC Arrays) (Craigon et al., 2004) are species-specific repositories for microarray data. From these information resources it is possible to collect information about individual genes or samples. However, knowledge about the expression of genes at the individual scale tells only part of the story, finding interaction partners for the particular gene can reveal its function in greater detail. The importance of such information can be best judged by the report (Venkatesan et al., 2009), suggesting that at any time a human cell may contain about 130,000 binary interactions between proteins. So far, a mere 33,943 unique human protein–protein interactions have been listed (http://thebiogrid.org). Realizing the importance of such information, several databases have been created as secondary database for microarray data. The comprehensive systems-biology database (CSB.DB) (Steinhauser et al., 2004), Botany Array Resource (BAR) (Toufighi et al., 2005), Arabidopsis Co-expression Tool (ACT) (Manfield et al., 2006) and Genevestigator (Zimmermann et al., 2005), provide co-expressed gene relationships calculated from the array data stored in TAIR and/or the NASC Arrays. Such gene relationship information is valuable for predicting gene function, because co-expressed genes are often involved in the same or related pathways. ATTED-II is a valuable addition to this list. It stands for A.thaliana trans-factor and cis-element prediction database (ATTED-II) for retrieving gene-to-gene relationships like other databases for co-expressed genes. Besides the valuable attributes of the earlier listed databases, ATTED-II has some advancements like visualization of network of co- expressed gene relationships, facilitating understanding of the structural basis of gene co-expression, pre calculated results for cis- element prediction linked to every gene and functional category and graphical representation of the gene expression patterns. Present study utilizes the resources available at ATTED-II, to understand the molecular interaction and coexpressed genes with DREB2A (Dehydration-Responsive Element Binding Protein2A) coded by At5g05410. Transcription factor DREB2A interacts with a cis-acting dehydration-responsive element (DRE) sequence to 19
  • 2. Advances in Life Science and Technology www.iiste.org ISSN 2224-7181 (Paper) ISSN 2225-062X (Online) Vol 3, 2012 activate the expression of downstream genes that are involved in drought- and salt-stress response in Arabidopsis thaliana. In its intact form DREB2A expression does not activate downstream genes under normal growth conditions. However, a negative regulatory domain that exists in the central region of DREB2A, when deleted transforms DREB2A to a constitutive active form (DREB2A CA). Overexpression of DREB2A CA induces not only drought- and salt-responsive genes but also heat-shock (HS)-related genes. Besides the transient induction of the DREB2A occurs rapidly by HS stress, and the sGFP-DREB2A protein accumulates in nuclei of HS-stressed cells (Sakuma et al., 2006). 2. Methodology ATTED-II database (Obayashi et al., 2009) was used to retrieve the significant inforamation about the gene interactions and coregulated gene network of DREB2A. The detailed information and graphical details were obtained from ATTED-II and the other online databases such as TAIR (The Arabidopsis Information Resource, Lamesch et al., 2011) and KEGG (Kyoto Encyclopedia of Genes and Genomes, Kanehisa et al., 2011). 3. Results and discussion DREB2A has extensive gene interaction network (Fig.1). The list of top 50 coexpressed gees is given in table1. Some of them like At5g10695, At3g27880, At5g03210 (Table 1), do not have estabished proven annotations. However, the other genes coexpressed with it have diverse and important roles during the development of the plant and/or response to certain kind of stresses. The important functions of some of them are given below; At1g01720 belongs to a large family of putative transcriptional activators with NAC domain. Their transcript levels increases in response to wounding and abscisic acid. ATAF1 attentuates ABA signaling and sythesis (Collinge and Boller, 2001), and is one of the directly connected gene on the network. At1g71000 is involved in protein folding and its identified locations are cytoplasm and nucleus. It is expressed in different plant organs like carpel, flower, pedicel, plant sperm cell, pollen, root and stamen (Schmid et al., 2005, Inzé et al., 2011). At4g15420 is Ubiquitin fusion degradation UFD1 family protein. It has peptidase activity and also involved in proteolysis, ubiquitin-dependent protein catabolic process and zinc ion binding (Schmid et al., 2005, and InterPro to GO annotation (AnalysisReference:501739686). At4g12410 is involved in response to auxin stimulus and is expressed in carpel, collective leaf structure, flower, pedicel, petal, plant embryo, pollen, sepal, stamen (Schmid et al., 2005). At1g16030 is Hsp70b/ HEAT SHOCK PROTEIN 70B. It is involved in processes related to response to virus attack and heat stress (Sung et al., 2001, Aparicio et al., 2005). At2g26150 is also directly connected on the network with DREB2A. It is member of Heat Stress Transcription Factor (Hsf) family. It is involved in response to misfolded protein accumulation in the cytosol. It is regulated by alternative splicing and non-sense-mediated decay. It is involved in regulatoin of transcription and its annotated location is endomembrane system and nucleus (Riechmann et al., 2000, Sugio et al., 2009, Banti et al., 2010). Predicted cis elements for At5g05410 and the sequence information are given in fig. 2 and table 2 respectively. The correlation of expression between At5g05410 and the four directly connected genes on the coexpression network during different development stages is diplayed in fig. 3 and detailed in table 3, As it is clear from the figure that the epression profiles of these grouped genes fluctuates with the stage of development and under specific conditions to which the plant is subjected. They can have all variations in correlations ranging from strong negative to strong positive. The study of the interaction between the different genes in an organism is an evolving science and its utility is undisputed. The knowledge about the groups of genes which are always expressed together give an indication of the response of the organism to the specific conditions. As it has been seen in case of DREB2A, it is strongly coexpressed with genes involved in responses to various kinds of stresses and has protective roles to play such as the expression of HSPs which assist the denaturing proteins during heat stress in folding and also play the role. Since each of the coexpressed genes has its own coexpressed gene network, this network involves from hundreds to thousands of genes together. Any disturbance in the expression of genes forming the network shifts the balance in favour to the network portion which will be most useful under the new condition emerging from the disturbance from the previous condition to help the plant (or any other organism) in maintaining the equilibrium. 20
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  • 4. Advances in Life Science and Technology www.iiste.org ISSN 2224-7181 (Paper) ISSN 2225-062X (Online) Vol 3, 2012 Sung, D.Y. Vierling, E. & Guy, C.L. (2001). Comprehensive expression profile analysis of the Arabidopsis Hsp70 gene family. Plant Physiology, 126, 789-800. Toufighi, K., Brady, S.M., Austin, R., Ly, E. & Provart, N.J. (2005). The Botany Array Resource: e-Northerns, Expression Angling, and promoter analyses. The Plant Journal: For Cell and Molecular Biology, 43, 153-163. Venkatesan, K., Rual, J.F., Vazquez, A., Stelzl, U., Lemmens, I., Hirozane-Kishikawa, T., Hao, T., Zenkner, M., Xin, X., Goh, K.I., Yildirim, M.A., Simonis, N., Heinzmann, K., Gebreab, F., Sahalie, J.M., Cevik, S., Simon, C., de Smet, A.S., Dann, E., Smolyar, A., Vinayagam, A., Yu, H., Szeto, D., Borick, H., Dricot, A., Klitgord, N., Murray, R.R., Lin, C., Lalowski, M., Timm, J., Rau, K., Boone, C., Braun, P., Cusick, M.E., Roth, F.P., Hill, D.E., Tavernier, J., Wanker, E.E., Barabási, A.L. & Vidal, M. (2009). An empirical framework for binary interactome mapping. Nature Methods, 6, 83-90 Zimmermann, P., Hennig, L., & Gruissem, W. (2005). Gene-expression analysis and network discovery using Genevestigator. Trends in Plant Science, 10, 407-409. Fig.1. Coexpressed gene network around At5g05410 22
  • 5. Advances in Life Science and Technology www.iiste.org ISSN 2224-7181 (Paper) ISSN 2225-062X (Online) Vol 3, 2012 Fig. 2. Predicted cis elements for At5g05410 (those with high CEG are filled black) 23
  • 6. Advances in Life Science and Technology www.iiste.org ISSN 2224-7181 (Paper) ISSN 2225-062X (Online) Vol 3, 2012 Fig. 3. Correlation of expression between At5g05410 and other genes directly connected with it on the network during development, (a) At5g10695, (b) At1g01720, (c) At2g26150 and (d) At3g27880. Table 1. List of coexpressed genes with At5g05410. S.No. Locus Alias Mutual S.No. Locus Alias Mutual Rank Rank 1 At5g10695 - 1.4 26 At5g12030 HSP17.6A 28.3 2 At1g01720 ATAF1 4.5 27 255155_at - 28.4 3 At2g26150 HSFA2 8.5 28 At4g11660 HSFB2B 32.9 4 At3g11020 DREB2B 9.4 29 At3g09350 armadillo/beta-catenin repeat 32.9 5 At3g27880 - 9.6 30 At5g37670 HSP15.7-CI 34 6 At2g46240 BAG6 10.7 31 At3g23170 - 34.1 7 At5g62020 HSFB2A 11 32 At4g12410 auxin-responsive 34.7 8 At1g14200 zinc finger 13 33 At2g29500 HSP17.6B-CI 35.3 9 At3g62260 PP2C 13.4 34 At3g10020 - 36.7 10 At2g20560 DNAJ 14.3 35 256356_s_at - 37.1 11 At5g59820 RHL41 15.2 36 At1g53540 HSP17.6C-CI 40.4 12 At5g03210 - 16.3 37 At1g55530 zinc finger 41.1 13 At1g74310 HSP101 16.8 38 At3g08970 ERDJ3A 42.5 14 At4g15420 PRLI-interacting factor K 19 39 At4g27657 - 43.4 15 At4g25380 SAP10 20.9 40 At1g16030 Hsp70b 44.2 16 262911_s_at - 21.2 41 At3g63350 HSFA7B 44.3 17 At3g14200 N-terminal 22.1 42 At2g32120 HSP70T-2 45.5 18 At1g26800 zinc finger 22.4 43 At4g26080 ABI1 46 19 At3g46230 HSP17.4 22.8 44 At3g48070 protein binding 46.5 20 At5g04340 ZAT6 23.8 45 At1g60190 U-box 46.7 21 263823_s_at - 24.4 46 At5g12020 HSP17.6II 47.3 22 At1g71000 heat shock binding 25.4 47 At1g52560 HSP26.5-P 48.7 23 At3g24500 MBF1C 26.5 48 At5g11680 - 49.5 24 At5g35320 - 27.9 49 At3g17611 RBL14 50.7 25 At3g17110 - 28 50 At3g12580 HSP70 51.4 24
  • 7. Advances in Life Science and Technology www.iiste.org ISSN 2224-7181 (Paper) ISSN 2225-062X (Online) Vol 3, 2012 Table 2. Cis element with high CEG (correlation between expression and a defined group of genes) value Position Cis element CEG 25 ATAAATA 0.08 26 TATAAAT 0.10 27 CTATAAA 0.09 87 GACACGT 0.08 Table 3. Genes directly connected with At5g05410 on the network Mutual Rank Correlation Locus Function 1.4 0.69 At5g10695 unknown protein 4.5 0.67 At1g01720 ATAF1; transcription activator/ transcription factor 8.5 0.69 At2g26150 ATHSFA2; DNA binding / transcription factor 9.6 0.49 At3g27880 unknown protein 25