Connectivity in gene coexpression networks negatively correlates with rates of molecular evolution in flowering plants

Gene coexpression networks are a useful tool for summarizing transcriptomic data and providing insight into patterns of gene regulation in a variety of species. Though there has been considerable interest in studying the evolution of network topology across species, less attention has been paid to t...

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Published inPloS one Vol. 12; no. 7; p. e0182289
Main Authors Masalia, Rishi R, Bewick, Adam J, Burke, John M
Format Journal Article
LanguageEnglish
Published United States Public Library of Science 31.07.2017
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Abstract Gene coexpression networks are a useful tool for summarizing transcriptomic data and providing insight into patterns of gene regulation in a variety of species. Though there has been considerable interest in studying the evolution of network topology across species, less attention has been paid to the relationship between network position and patterns of molecular evolution. Here, we generated coexpression networks from publicly available expression data for seven flowering plant taxa (Arabidopsis thaliana, Glycine max, Oryza sativa, Populus spp., Solanum lycopersicum, Vitis spp., and Zea mays) to investigate the relationship between network position and rates of molecular evolution. We found a significant negative correlation between network connectivity and rates of molecular evolution, with more highly connected (i.e., "hub") genes having significantly lower nonsynonymous substitution rates and dN/dS ratios compared to less highly connected (i.e., "peripheral") genes across the taxa surveyed. These findings suggest that more centrally located hub genes are, on average, subject to higher levels of evolutionary constraint than are genes located on the periphery of gene coexpression networks. The consistency of this result across disparate taxa suggests that it holds for flowering plants in general, as opposed to being a species-specific phenomenon.
AbstractList Gene coexpression networks are a useful tool for summarizing transcriptomic data and providing insight into patterns of gene regulation in a variety of species. Though there has been considerable interest in studying the evolution of network topology across species, less attention has been paid to the relationship between network position and patterns of molecular evolution. Here, we generated coexpression networks from publicly available expression data for seven flowering plant taxa (Arabidopsis thaliana, Glycine max, Oryza sativa, Populus spp., Solanum lycopersicum, Vitis spp., and Zea mays) to investigate the relationship between network position and rates of molecular evolution. We found a significant negative correlation between network connectivity and rates of molecular evolution, with more highly connected (i.e., “hub”) genes having significantly lower nonsynonymous substitution rates and dN/dS ratios compared to less highly connected (i.e., “peripheral”) genes across the taxa surveyed. These findings suggest that more centrally located hub genes are, on average, subject to higher levels of evolutionary constraint than are genes located on the periphery of gene coexpression networks. The consistency of this result across disparate taxa suggests that it holds for flowering plants in general, as opposed to being a species-specific phenomenon.
Gene coexpression networks are a useful tool for summarizing transcriptomic data and providing insight into patterns of gene regulation in a variety of species. Though there has been considerable interest in studying the evolution of network topology across species, less attention has been paid to the relationship between network position and patterns of molecular evolution. Here, we generated coexpression networks from publicly available expression data for seven flowering plant taxa ( Arabidopsis thaliana , Glycine max , Oryza sativa , Populus spp., Solanum lycopersicum , Vitis spp., and Zea mays ) to investigate the relationship between network position and rates of molecular evolution. We found a significant negative correlation between network connectivity and rates of molecular evolution, with more highly connected (i.e., “hub”) genes having significantly lower nonsynonymous substitution rates and dN / dS ratios compared to less highly connected (i.e., “peripheral”) genes across the taxa surveyed. These findings suggest that more centrally located hub genes are, on average, subject to higher levels of evolutionary constraint than are genes located on the periphery of gene coexpression networks. The consistency of this result across disparate taxa suggests that it holds for flowering plants in general, as opposed to being a species-specific phenomenon.
Audience Academic
Author Bewick, Adam J
Burke, John M
Masalia, Rishi R
AuthorAffiliation 1 Department of Plant Biology, University of Georgia, Athens, Georgia, United States of America
2 Department of Genetics, University of Georgia, Athens, Georgia, United States of America
University of Toronto, CANADA
AuthorAffiliation_xml – name: 2 Department of Genetics, University of Georgia, Athens, Georgia, United States of America
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  orcidid: 0000-0003-3661-690X
  surname: Masalia
  fullname: Masalia, Rishi R
  organization: Department of Plant Biology, University of Georgia, Athens, Georgia, United States of America
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  givenname: Adam J
  surname: Bewick
  fullname: Bewick, Adam J
  organization: Department of Genetics, University of Georgia, Athens, Georgia, United States of America
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  givenname: John M
  surname: Burke
  fullname: Burke, John M
  organization: Department of Plant Biology, University of Georgia, Athens, Georgia, United States of America
BackLink https://www.ncbi.nlm.nih.gov/pubmed/28759647$$D View this record in MEDLINE/PubMed
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Cites_doi 10.1038/srep23805
10.1186/1471-2164-14-882
10.1007/s00239-008-9105-5
10.1126/science.1087447
10.1104/pp.111.173047
10.1186/gb-2006-7-5-r39
10.1016/j.tplants.2007.10.006
10.1093/jhered/esp026
10.1016/j.ymgme.2009.05.004
10.2202/1544-6115.1128
10.1111/j.1749-6632.2009.04578.x
10.1016/j.pbi.2016.02.010
10.1186/1471-2105-10-346
10.1101/gr.1910904
10.1093/gbe/evs101
10.1093/molbev/msp021
10.1111/j.1365-3040.2009.02040.x
10.1073/pnas.0710183104
10.1186/1471-2105-6-227
10.1073/pnas.0503392102
10.1093/molbev/msg197
10.1038/nbt.1603
10.1186/1752-0509-3-86
10.1093/gbe/evq084
10.1104/pp.110.159459
10.1093/oxfordjournals.molbev.a026108
10.1002/bies.20026
10.1093/pcp/pcm013
10.1038/nrg2484
10.1038/35075138
10.1038/nprot.2012.016
10.1104/pp.111.177865
10.1111/tpj.13502
10.1016/j.cell.2012.10.012
10.1098/rspb.2004.2732
10.1007/s00239-003-2544-0
10.1038/nrg1272
10.1093/molbev/msi072
10.3390/ijms10010116
10.1093/bioinformatics/btg405
10.1104/pp.109.139030
10.1016/j.sbi.2004.05.004
10.1186/1471-2105-9-559
10.1186/1471-2148-3-11
10.1093/gbe/evv055
10.1126/science.1068696
10.1093/nar/gkh340
10.1038/35087138
10.1104/pp.109.145318
10.1038/35001165
10.1016/j.tree.2005.04.004
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2017 Masalia et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
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– notice: 2017 Masalia et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
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References 20118918 - Nat Biotechnol. 2010 Feb;28(2):149-56
10688178 - Nature. 2000 Feb 10;403(6770):601-3
15034147 - Nucleic Acids Res. 2004 Mar 19;32(5):1792-7
19520763 - J Hered. 2009 Nov-Dec;100(6):754-61
19728874 - BMC Syst Biol. 2009 Sep 03;3:86
15042341 - J Mol Evol. 2004 Feb;58(2):203-11
22383036 - Nat Protoc. 2012 Mar 01;7(3):562-78
19015660 - Nat Rev Genet. 2009 Jan;10(1):57-63
11483980 - Nat Cell Biol. 2001 Aug;3(8):E190-5
19566710 - Ann N Y Acad Sci. 2009 Jun;1168:218-28
25840415 - Genome Biol Evol. 2015 Apr 02;7(4):1141-54
27145323 - Plant J. 2016 Sep;87(5):423-41
27033636 - Sci Rep. 2016 Apr 01;6:23805
28568501 - Evolution. 1989 Jan;43(1):223-225
21571672 - Plant Physiol. 2011 Jul;156(3):1316-30
26990519 - Curr Opin Plant Biol. 2016 Apr;30:143-50
15193307 - Curr Opin Struct Biol. 2004 Jun;14(3):283-91
12934013 - Science. 2003 Oct 10;302(5643):249-55
15306346 - Proc Biol Sci. 2004 Jun 22;271(1545):1225-34
12885963 - Mol Biol Evol. 2003 Nov;20(11):1844-53
14735121 - Nat Rev Genet. 2004 Feb;5(2):101-13
15932943 - Proc Natl Acad Sci U S A. 2005 Jun 14;102(24):8633-8
11333967 - Nature. 2001 May 3;411(6833):41-2
16162296 - BMC Bioinformatics. 2005 Sep 14;6:227
21149867 - Genome Biol Evol. 2011;3:87-101
15616139 - Mol Biol Evol. 2005 Apr;22(4):803-6
15173114 - Genome Res. 2004 Jun;14(6):1085-94
19333437 - Int J Mol Sci. 2009 Jan;10(1):116-32
24341535 - BMC Genomics. 2013 Dec 16;14:882
9367129 - Comput Appl Biosci. 1997 Oct;13(5):555-6
11976460 - Science. 2002 Apr 26;296(5568):750-2
19114008 - BMC Bioinformatics. 2008 Dec 29;9:559
10028292 - Mol Biol Evol. 1999 Feb;16(2):266-74
19188263 - Mol Biol Evol. 2009 May;26(5):1045-53
19889879 - Plant Physiol. 2010 Jan;152(1):29-43
28161902 - Plant J. 2017 May;90(3):447-465
15112228 - Bioessays. 2004 May;26(5):479-84
16684370 - Genome Biol. 2006;7(5):R39
23160177 - Genome Biol Evol. 2012;4(12):1263-74
21606319 - Plant Physiol. 2011 Jul;156(3):1244-56
19845953 - BMC Bioinformatics. 2009 Oct 21;10:346
18077332 - Proc Natl Acad Sci U S A. 2007 Dec 18;104(51):20274-9
18160330 - Trends Plant Sci. 2008 Jan;13(1):36-43
12769820 - BMC Evol Biol. 2003 May 23;3:11
18654810 - J Mol Evol. 2008 Aug;67(2):137-44
19712066 - Plant Cell Environ. 2009 Dec;32(12):1633-51
19546021 - Mol Genet Metab. 2009 Sep-Oct;98(1-2):203-14
20668062 - Plant Physiol. 2010 Sep;154(1):13-24
19605550 - Plant Physiol. 2009 Sep;151(1):16-33
28402527 - Genome Biol Evol. 2017 Apr 8;:null
16646834 - Stat Appl Genet Mol Biol. 2005;4:Article17
23101621 - Cell. 2012 Oct 26;151(3):476-82
28406900 - PLoS Genet. 2017 Apr 13;13(4):e1006402
17251202 - Plant Cell Physiol. 2007 Mar;48(3):381-90
16701391 - Trends Ecol Evol. 2005 Jun;20(6):345-53
14960456 - Bioinformatics. 2004 Feb 12;20(3):307-15
S Oliver (ref12) 2000; 403
EB Josephs (ref49) 2017
L Gautier (ref51) 2004; 20
M Pigliucci (ref8) 2009; 1168
O Atias (ref20) 2009; 3
B Zhang (ref53) 2005; 4
H Jeong (ref33) 2001; 411
MD Rausher (ref43) 1999; 16
S Holm (ref56) 1979; 6
Y Wang (ref22) 2009; 10
T-H Lee (ref26) 2009; 151
A Barabási (ref5) 2004; 5
P Luisi (ref40) 2015; 7
MW Hahn (ref36) 2005; 22
M Mutwil (ref23) 2010; 152
DCJ Wong (ref18) 2013; 14
ref50
B Usadel (ref17) 2009; 32
C Guerin (ref10) 2016
PM Kim (ref38) 2007; 104
D Vitkup (ref37) 2006; 7
Z Yang (ref54) 1997; 13
K Saito (ref13) 2008; 13
HB Fraser (ref34) 2002; 296
Z Wang (ref2) 2009; 10
MD Rausher (ref45) 2008; 67
CJ Wolfe (ref15) 2005; 6
S Proost (ref31) 2016; 30
Y Lu (ref44) 2003; 20
MW Hahn (ref42) 2004; 58
J Zhang (ref11) 2016; 6
a Schulze (ref1) 2001; 3
MM Babu (ref29) 2004; 14
SP Ficklin (ref9) 2010; 154
D Alvarez-Ponce (ref39) 2012; 4
P Langfelder (ref52) 2008; 9
K Livingstone (ref46) 2009; 100
L Mao (ref21) 2009; 10
S Persson (ref19) 2005; 102
JM Cork (ref6) 2004; 26
WR Rice (ref57) 1989; 43
C Trapnell (ref3) 2012; 7
SR Proulx (ref7) 2005; 20
HK Lee (ref24) 2004; 14
J Lovén (ref4) 2012; 151
H Ramsay (ref47) 2009; 26
D Alvarez-Ponce (ref48) 2011; 3
NK MacLennan (ref25) 2009; 98
K Aoki (ref16) 2007; 48
HB Fraser (ref35) 2003; 3
(ref58) 2015; 55
I Lee (ref14) 2010; 28
SP Ficklin (ref27) 2011; 156
RC Edgar (ref55) 2004; 32
S Movahedi (ref30) 2011; 156
JM Stuart (ref28) 2003; 302
C Ruprecht (ref32) 2017; 90
DEL Promislow (ref41) 2004; 271
References_xml – volume: 6
  start-page: 23805
  year: 2016
  ident: ref11
  article-title: Coexpression network analysis of the genes regulated by two types of resistance responses to powdery mildew in wheat
  publication-title: Sci Rep
  doi: 10.1038/srep23805
  contributor:
    fullname: J Zhang
– volume: 14
  start-page: 882
  issue: 1
  year: 2013
  ident: ref18
  article-title: VTCdb: a gene co-expression database for the crop species Vitis vinifera (grapevine)
  publication-title: BMC Genomics
  doi: 10.1186/1471-2164-14-882
  contributor:
    fullname: DCJ Wong
– volume: 67
  start-page: 137
  issue: 2
  year: 2008
  ident: ref45
  article-title: Variation in constraint versus positive selection as an explanation for evolutionary rate variation among anthocyanin genes
  publication-title: J Mol Evol
  doi: 10.1007/s00239-008-9105-5
  contributor:
    fullname: MD Rausher
– volume: 302
  start-page: 249
  issue: 5643
  year: 2003
  ident: ref28
  article-title: A Gene-Coexpression Network for Global Discovery of Conserved Genetic Modules
  publication-title: Science
  doi: 10.1126/science.1087447
  contributor:
    fullname: JM Stuart
– volume: 156
  start-page: 1244
  issue: 3
  year: 2011
  ident: ref27
  article-title: Gene coexpression network alignment and conservation of gene modules between two grass species: maize and rice
  publication-title: Plant Physiol
  doi: 10.1104/pp.111.173047
  contributor:
    fullname: SP Ficklin
– volume: 7
  start-page: R39
  issue: 5
  year: 2006
  ident: ref37
  article-title: Influence of metabolic network structure and function on enzyme evolution
  publication-title: Genome Biol
  doi: 10.1186/gb-2006-7-5-r39
  contributor:
    fullname: D Vitkup
– volume: 13
  start-page: 36
  year: 2008
  ident: ref13
  article-title: Decoding genes with coexpression networks and metabolomics—“majority report by precogs.”
  publication-title: Trends in Plant Science
  doi: 10.1016/j.tplants.2007.10.006
  contributor:
    fullname: K Saito
– volume: 100
  start-page: 754
  issue: 6
  year: 2009
  ident: ref46
  article-title: Patterns of variation in the evolution of carotenoid biosynthetic pathway enzymes of higher plants
  publication-title: J Hered
  doi: 10.1093/jhered/esp026
  contributor:
    fullname: K Livingstone
– volume: 98
  start-page: 203
  issue: 1–2
  year: 2009
  ident: ref25
  article-title: Weighted gene co-expression network analysis identifies biomarkers in glycerol kinase deficient mice
  publication-title: Mol Genet Metab
  doi: 10.1016/j.ymgme.2009.05.004
  contributor:
    fullname: NK MacLennan
– volume: 4
  year: 2005
  ident: ref53
  article-title: A general framework for weighted gene co-expression network analysis
  publication-title: Stat Appl Genet Mol Biol
  doi: 10.2202/1544-6115.1128
  contributor:
    fullname: B Zhang
– volume: 1168
  start-page: 218
  year: 2009
  ident: ref8
  article-title: An extended synthesis for evolutionary biology
  publication-title: Annals of the New York Academy of Sciences
  doi: 10.1111/j.1749-6632.2009.04578.x
  contributor:
    fullname: M Pigliucci
– volume: 30
  start-page: 130
  year: 2016
  ident: ref31
  article-title: Tools of the trade: Studying molecular networks in plants
  publication-title: Current Opinion in Plant Biology
  doi: 10.1016/j.pbi.2016.02.010
  contributor:
    fullname: S Proost
– volume: 10
  start-page: 346
  year: 2009
  ident: ref21
  article-title: Arabidopsis gene co-expression network and its functional modules
  publication-title: BMC Bioinformatics
  doi: 10.1186/1471-2105-10-346
  contributor:
    fullname: L Mao
– volume: 14
  start-page: 1085
  issue: 6
  year: 2004
  ident: ref24
  article-title: Coexpression analysis of human genes across many microarray data sets
  publication-title: Genome Res
  doi: 10.1101/gr.1910904
  contributor:
    fullname: HK Lee
– volume: 4
  start-page: 1263
  issue: 12
  year: 2012
  ident: ref39
  article-title: Evolutionary rate and duplicability in the Arabidopsis thaliana protein-protein interaction network
  publication-title: Genome Biol Evol
  doi: 10.1093/gbe/evs101
  contributor:
    fullname: D Alvarez-Ponce
– volume: 26
  start-page: 1045
  issue: 5
  year: 2009
  ident: ref47
  article-title: The correlation of evolutionary rate with pathway position in plant terpenoid biosynthesis
  publication-title: Mol Biol Evol
  doi: 10.1093/molbev/msp021
  contributor:
    fullname: H Ramsay
– volume: 32
  start-page: 1633
  issue: 12
  year: 2009
  ident: ref17
  article-title: Co-expression tools for plant biology: Opportunities for hypothesis generation and caveats
  publication-title: Plant, Cell Environ
  doi: 10.1111/j.1365-3040.2009.02040.x
  contributor:
    fullname: B Usadel
– volume: 104
  start-page: 20274
  issue: 51
  year: 2007
  ident: ref38
  article-title: Positive selection at the protein network periphery: evaluation in terms of structural constraints and cellular context
  publication-title: Proc Natl Acad Sci U S A
  doi: 10.1073/pnas.0710183104
  contributor:
    fullname: PM Kim
– volume: 6
  start-page: 227
  issue: 1
  year: 2005
  ident: ref15
  article-title: Systematic survey reveals general applicability of “guilt-by-association” within gene coexpression networks
  publication-title: BMC Bioinformatics
  doi: 10.1186/1471-2105-6-227
  contributor:
    fullname: CJ Wolfe
– volume: 102
  start-page: 8633
  issue: 24
  year: 2005
  ident: ref19
  article-title: Identification of genes required for cellulose synthesis by regression analysis of public microarray data sets
  publication-title: Proc Natl Acad Sci U S A
  doi: 10.1073/pnas.0503392102
  contributor:
    fullname: S Persson
– volume: 20
  start-page: 1844
  issue: 11
  year: 2003
  ident: ref44
  article-title: Evolutionary Rate Variation in Anthocyanin Pathway Genes
  publication-title: Mol Biol Evol
  doi: 10.1093/molbev/msg197
  contributor:
    fullname: Y Lu
– volume: 28
  start-page: 149
  issue: 2
  year: 2010
  ident: ref14
  article-title: Rational association of genes with traits using a genome-scale gene network for Arabidopsis thaliana
  publication-title: Nat Biotechnol
  doi: 10.1038/nbt.1603
  contributor:
    fullname: I Lee
– volume: 3
  start-page: 86
  year: 2009
  ident: ref20
  article-title: Large-scale analysis of Arabidopsis transcription reveals a basal co-regulation network
  publication-title: BMC Syst Biol
  doi: 10.1186/1752-0509-3-86
  contributor:
    fullname: O Atias
– volume: 3
  start-page: 87
  issue: 1
  year: 2011
  ident: ref48
  article-title: Comparative genomics of the vertebrate insulin/TOR signal transduction pathway: A network-level analysis of selective pressures
  publication-title: Genome Biol Evol
  doi: 10.1093/gbe/evq084
  contributor:
    fullname: D Alvarez-Ponce
– volume: 154
  start-page: 13
  issue: 1
  year: 2010
  ident: ref9
  article-title: The association of multiple interacting genes with specific phenotypes in rice using gene coexpression networks
  publication-title: Plant Physiol
  doi: 10.1104/pp.110.159459
  contributor:
    fullname: SP Ficklin
– volume: 16
  start-page: 266
  issue: 2
  year: 1999
  ident: ref43
  article-title: Patterns of evolutionary rate variation among genes of the anthocyanin biosynthetic pathway
  publication-title: Mol Biol Evol
  doi: 10.1093/oxfordjournals.molbev.a026108
  contributor:
    fullname: MD Rausher
– volume: 26
  start-page: 479
  year: 2004
  ident: ref6
  article-title: The evolution of molecular genetic pathways and networks
  publication-title: BioEssays
  doi: 10.1002/bies.20026
  contributor:
    fullname: JM Cork
– ident: ref50
– volume: 13
  start-page: 555
  issue: 5
  year: 1997
  ident: ref54
  article-title: PAML: a program package for phylogenetic analysis by maximum likelihood
  publication-title: Comput Appl Biosci
  contributor:
    fullname: Z Yang
– volume: 48
  start-page: 381
  issue: 3
  year: 2007
  ident: ref16
  article-title: Approaches for extracting practical information from gene co-expression networks in plant biology
  publication-title: Plant Cell Physiol
  doi: 10.1093/pcp/pcm013
  contributor:
    fullname: K Aoki
– volume: 10
  start-page: 57
  issue: 1
  year: 2009
  ident: ref2
  article-title: RNA-Seq: a revolutionary tool for transcriptomics
  publication-title: Nat Rev Genet
  doi: 10.1038/nrg2484
  contributor:
    fullname: Z Wang
– volume: 411
  start-page: 41
  issue: 6833
  year: 2001
  ident: ref33
  article-title: Lethality and centrality in protein networks
  publication-title: Nature
  doi: 10.1038/35075138
  contributor:
    fullname: H Jeong
– volume: 7
  start-page: 562
  issue: 3
  year: 2012
  ident: ref3
  article-title: Differential gene and transcript expression analysis of RNA-seq experiments with TopHat and Cufflinks
  publication-title: Nat Protoc
  doi: 10.1038/nprot.2012.016
  contributor:
    fullname: C Trapnell
– volume: 43
  start-page: 223
  issue: 1
  year: 1989
  ident: ref57
  article-title: Analyzing Tables of Statistical Tests
  publication-title: Evolution (N Y)
  contributor:
    fullname: WR Rice
– volume: 156
  start-page: 1316
  issue: 3
  year: 2011
  ident: ref30
  article-title: Comparative Network Analysis Reveals That Tissue Specificity and Gene Function Are Important Factors Influencing the Mode of Expression Evolution in Arabidopsis and Rice
  publication-title: Plant Physiol
  doi: 10.1104/pp.111.177865
  contributor:
    fullname: S Movahedi
– start-page: 1
  year: 2016
  ident: ref10
  article-title: Gene coexpression network analysis of oil biosynthesis in an interspecific backcross of oil palm
  publication-title: Plant J
  contributor:
    fullname: C Guerin
– volume: 90
  start-page: 447
  issue: 3
  year: 2017
  ident: ref32
  article-title: Phylogenomic analysis of gene co-expression networks reveals the evolution of functional modules
  publication-title: Plant J
  doi: 10.1111/tpj.13502
  contributor:
    fullname: C Ruprecht
– volume: 151
  start-page: 476
  issue: 3
  year: 2012
  ident: ref4
  article-title: Revisiting global gene expression analysis
  publication-title: Cell
  doi: 10.1016/j.cell.2012.10.012
  contributor:
    fullname: J Lovén
– year: 2017
  ident: ref49
  article-title: The relationship between selection, network connectivity, and regulatory variation within a population of Capsella grandiora
  publication-title: Genome Biol Evol
  contributor:
    fullname: EB Josephs
– volume: 271
  start-page: 1225
  issue: 1545
  year: 2004
  ident: ref41
  article-title: Protein networks, pleiotropy and the evolution of senescence
  publication-title: Proc Biol Sci
  doi: 10.1098/rspb.2004.2732
  contributor:
    fullname: DEL Promislow
– volume: 58
  start-page: 203
  issue: 2
  year: 2004
  ident: ref42
  article-title: Molecular Evolution in Large Genetic Networks: Does Connectivity Equal Constraint?
  publication-title: J Mol Evol
  doi: 10.1007/s00239-003-2544-0
  contributor:
    fullname: MW Hahn
– volume: 5
  start-page: 101
  issue: 2
  year: 2004
  ident: ref5
  article-title: Network biology: understanding the cell’s functional organization
  publication-title: Nat Rev Genet
  doi: 10.1038/nrg1272
  contributor:
    fullname: A Barabási
– volume: 22
  start-page: 803
  issue: 4
  year: 2005
  ident: ref36
  article-title: Comparative genomics of centrality and essentiality in three eukaryotic protein-interaction networks
  publication-title: Mol Biol Evol
  doi: 10.1093/molbev/msi072
  contributor:
    fullname: MW Hahn
– volume: 10
  start-page: 116
  issue: 1
  year: 2009
  ident: ref22
  article-title: Function annotation of an SBP-box gene in arabidopsis based on analysis of co-expression networks and promoters
  publication-title: Int J Mol Sci
  doi: 10.3390/ijms10010116
  contributor:
    fullname: Y Wang
– volume: 20
  start-page: 307
  issue: 3
  year: 2004
  ident: ref51
  article-title: Affy—Analysis of Affymetrix GeneChip data at the probe level
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/btg405
  contributor:
    fullname: L Gautier
– volume: 151
  start-page: 16
  issue: 1
  year: 2009
  ident: ref26
  article-title: RiceArrayNet: a database for correlating gene expression from transcriptome profiling, and its application to the analysis of coexpressed genes in rice
  publication-title: Plant Physiol
  doi: 10.1104/pp.109.139030
  contributor:
    fullname: T-H Lee
– volume: 14
  start-page: 283
  issue: 3
  year: 2004
  ident: ref29
  article-title: Teichmann S a. Structure and evolution of transcriptional regulatory networks
  publication-title: Curr Opin Struct Biol
  doi: 10.1016/j.sbi.2004.05.004
  contributor:
    fullname: MM Babu
– volume: 9
  start-page: 559
  year: 2008
  ident: ref52
  article-title: WGCNA: an R package for weighted correlation network analysis
  publication-title: BMC Bioinformatics
  doi: 10.1186/1471-2105-9-559
  contributor:
    fullname: P Langfelder
– volume: 3
  start-page: 11
  issue: 1
  year: 2003
  ident: ref35
  article-title: A simple dependence between protein evolution rate and the number of protein-protein interactions
  publication-title: BMC Evol Biol
  doi: 10.1186/1471-2148-3-11
  contributor:
    fullname: HB Fraser
– volume: 7
  start-page: 1141
  issue: 4
  year: 2015
  ident: ref40
  article-title: Recent positive selection has acted on genes encoding proteins with more interactions within the whole human interactome
  publication-title: Genome Biol Evol
  doi: 10.1093/gbe/evv055
  contributor:
    fullname: P Luisi
– volume: 296
  start-page: 750
  issue: April
  year: 2002
  ident: ref34
  article-title: Evolutionary rate in the protein interaction network
  publication-title: Science
  doi: 10.1126/science.1068696
  contributor:
    fullname: HB Fraser
– volume: 32
  start-page: 1792
  issue: 5
  year: 2004
  ident: ref55
  article-title: MUSCLE: Multiple sequence alignment with high accuracy and high throughput
  publication-title: Nucleic Acids Res
  doi: 10.1093/nar/gkh340
  contributor:
    fullname: RC Edgar
– volume: 3
  start-page: E190
  issue: 8
  year: 2001
  ident: ref1
  article-title: Navigating gene expression using microarrays—a technology review
  publication-title: Nat Cell Biol
  doi: 10.1038/35087138
  contributor:
    fullname: a Schulze
– volume: 152
  start-page: 29
  issue: 1
  year: 2010
  ident: ref23
  article-title: Assembly of an interactive correlation network for the Arabidopsis genome using a novel heuristic clustering algorithm
  publication-title: Plant Physiol
  doi: 10.1104/pp.109.145318
  contributor:
    fullname: M Mutwil
– volume: 403
  start-page: 601
  issue: 6770
  year: 2000
  ident: ref12
  article-title: Guilt-by-association goes global
  publication-title: Nature
  doi: 10.1038/35001165
  contributor:
    fullname: S Oliver
– volume: 55
  start-page: 275
  year: 2015
  ident: ref58
  article-title: R: A Language and Environment for Statistical Computing
– volume: 20
  start-page: 345
  year: 2005
  ident: ref7
  article-title: Network thinking in ecology and evolution
  publication-title: Trends in Ecology and Evolution
  doi: 10.1016/j.tree.2005.04.004
  contributor:
    fullname: SR Proulx
– volume: 6
  start-page: 65
  issue: 2
  year: 1979
  ident: ref56
  article-title: A Simple Sequentially Rejective Multiple Test Procedure
  publication-title: Scand J Stat
  contributor:
    fullname: S Holm
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Snippet Gene coexpression networks are a useful tool for summarizing transcriptomic data and providing insight into patterns of gene regulation in a variety of...
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SubjectTerms Angiosperms
Arabidopsis thaliana
Arrays
Bioinformatics
Biological evolution
Biology and Life Sciences
Computer and Information Sciences
Connectivity
Evolution
Evolution, Molecular
Evolutionary genetics
Experiments
Flowering
Flowering plants
Gene expression
Gene regulation
Gene Regulatory Networks
Genes
Genes, Plant
Genetic aspects
Genomes
Genomics
Glycine
Glycine max
Internet
Magnoliopsida - genetics
Molecular evolution
Network topologies
Networks
Oryza sativa
Plant biology
Proteins
Research and Analysis Methods
Signal transduction
Solanum lycopersicum
Species
Taxa
Topology
Zea mays
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Title Connectivity in gene coexpression networks negatively correlates with rates of molecular evolution in flowering plants
URI https://www.ncbi.nlm.nih.gov/pubmed/28759647
https://www.proquest.com/docview/1924844978
https://search.proquest.com/docview/1925280956
https://pubmed.ncbi.nlm.nih.gov/PMC5536297
https://doaj.org/article/b3f0fe6ed7364ec99cde23af369c0459
http://dx.doi.org/10.1371/journal.pone.0182289
Volume 12
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