Co-expression networks in Chlamydomonas reveal significant rhythmicity in batch cultures and empower gene function discovery.
Arabidopsis
/ genetics
Batch Cell Culture Techniques
Cell Nucleus
/ genetics
Chlamydomonas reinhardtii
/ cytology
Cilia
/ genetics
Circadian Rhythm
/ genetics
Gene Expression Regulation, Plant
Gene Regulatory Networks
Genes, Plant
Histones
/ genetics
Photosynthesis
/ genetics
Ribosomal Proteins
/ genetics
Volvox
/ genetics
Journal
The Plant cell
ISSN: 1532-298X
Titre abrégé: Plant Cell
Pays: England
ID NLM: 9208688
Informations de publication
Date de publication:
31 05 2021
31 05 2021
Historique:
received:
05
10
2020
accepted:
25
01
2021
pubmed:
2
4
2021
medline:
21
8
2021
entrez:
1
4
2021
Statut:
ppublish
Résumé
The unicellular green alga Chlamydomonas reinhardtii is a choice reference system for the study of photosynthesis and chloroplast metabolism, cilium assembly and function, lipid and starch metabolism, and metal homeostasis. Despite decades of research, the functions of thousands of genes remain largely unknown, and new approaches are needed to categorically assign genes to cellular pathways. Growing collections of transcriptome and proteome data now allow a systematic approach based on integrative co-expression analysis. We used a dataset comprising 518 deep transcriptome samples derived from 58 independent experiments to identify potential co-expression relationships between genes. We visualized co-expression potential with the R package corrplot, to easily assess co-expression and anti-correlation between genes. We extracted several hundred high-confidence genes at the intersection of multiple curated lists involved in cilia, cell division, and photosynthesis, illustrating the power of our method. Surprisingly, Chlamydomonas experiments retained a significant rhythmic component across the transcriptome, suggesting an underappreciated variable during sample collection, even in samples collected in constant light. Our results therefore document substantial residual synchronization in batch cultures, contrary to assumptions of asynchrony. We provide step-by-step protocols for the analysis of co-expression across transcriptome data sets from Chlamydomonas and other species to help foster gene function discovery.
Identifiants
pubmed: 33793846
pii: 6126482
doi: 10.1093/plcell/koab042
pmc: PMC8226298
doi:
Substances chimiques
Histones
0
Ribosomal Proteins
0
Types de publication
Journal Article
Research Support, U.S. Gov't, Non-P.H.S.
Langues
eng
Sous-ensembles de citation
IM
Pagination
1058-1082Informations de copyright
� The Author(s) 2021. Published by Oxford University Press on behalf of American Society of Plant Biologists.
Références
Nat Genet. 2008 Jul;40(7):854-61
pubmed: 18552845
Nat Biotechnol. 2014 Apr;32(4):381-386
pubmed: 24658644
Nature. 1960 Oct 22;188:339-40
pubmed: 13761501
Nat Genet. 2019 Apr;51(4):627-635
pubmed: 30886426
Plant Cell. 2012 Jun;24(6):2649-65
pubmed: 22685165
G3 (Bethesda). 2012 Jan;2(1):15-22
pubmed: 22384377
Annu Rev Genet. 1970;4:397-408
pubmed: 4268904
Curr Genet. 1980 Dec;2(3):215-21
pubmed: 24189913
Mol Syst Biol. 2007;3:110
pubmed: 17453049
Plant Mol Biol. 1994 Feb;24(3):533-7
pubmed: 8123795
Plant Cell. 2011 Apr;23(4):1273-92
pubmed: 21498682
Plant Cell. 2012 May;24(5):1860-75
pubmed: 22634764
Proc Natl Acad Sci U S A. 2019 Feb 5;116(6):2374-2383
pubmed: 30659148
Proc Natl Acad Sci U S A. 1990 Aug;87(15):5739-43
pubmed: 2377611
Science. 2003 Mar 7;299(5612):1572-5
pubmed: 12624266
J Cell Biol. 1969 May;41(2):600-19
pubmed: 5783876
Proc Natl Acad Sci U S A. 2004 Aug 3;101(31):11227-32
pubmed: 15273285
PLoS One. 2014 Jul 17;9(7):e101717
pubmed: 25032825
BMC Genomics. 2008 Oct 16;9:488
pubmed: 18925949
PLoS One. 2012;7(2):e30729
pubmed: 22328921
Plant J. 2015 May;82(3):370-392
pubmed: 25690512
Metallomics. 2016 Jul 13;8(7):679-91
pubmed: 27172123
Proc Natl Acad Sci U S A. 2019 Aug 27;116(35):17556-17562
pubmed: 31405963
J Biol Chem. 2010 Feb 5;285(6):4006-4014
pubmed: 19965869
DNA Res. 2009 Oct;16(5):249-60
pubmed: 19767600
Proc Natl Acad Sci U S A. 2001 Apr 24;98(9):5341-6
pubmed: 11309511
PLoS One. 2011;6(12):e28070
pubmed: 22164228
Nat Plants. 2015 Jul 27;1:15107
pubmed: 27250540
Plant Cell. 2012 May;24(5):1876-93
pubmed: 22634760
Biochim Biophys Acta. 2006 Jul;1763(7):578-94
pubmed: 16766055
J Biol Chem. 1999 Oct 22;274(43):30987-94
pubmed: 10521495
J Gen Microbiol. 1954 Dec;11(3):358-63
pubmed: 13221756
Plant Physiol. 2004 Jan;134(1):137-46
pubmed: 14671013
Plant Cell. 2012 Oct;24(10):3921-48
pubmed: 23043051
G3 (Bethesda). 2018 Feb 2;8(2):531-550
pubmed: 29208647
J Exp Bot. 2012 Feb;63(3):1251-70
pubmed: 22090436
J Mol Biol. 1971 May 28;58(1):167-85
pubmed: 5088925
Plant Cell. 2013 Nov;25(11):4305-23
pubmed: 24280389
J Biol Chem. 2019 Nov 15;294(46):17626-17641
pubmed: 31527081
J Biol Chem. 2012 Apr 20;287(17):14234-45
pubmed: 22393048
BMC Genomics. 2019 Dec 30;20(Suppl 12):1003
pubmed: 31888454
J Biol Chem. 1975 May 25;250(10):3655-9
pubmed: 1126932
Methods Mol Biol. 2008;432:289-300
pubmed: 18370026
Nat Methods. 2012 Mar 18;9(5):471-2
pubmed: 22426491
Genetics. 1962 May;47:531-43
pubmed: 13889019
Plant Cell Physiol. 2016 Jan;57(1):e3
pubmed: 26644461
Science. 2007 Oct 12;318(5848):245-50
pubmed: 17932292
Plant Physiol. 2013 Mar;161(3):1409-20
pubmed: 23307650
Proc Natl Acad Sci U S A. 1990 Feb;87(3):1228-32
pubmed: 2105499
J Biol Chem. 2013 Apr 12;288(15):10672-83
pubmed: 23439652
Plant Cell. 2015 Oct;27(10):2743-69
pubmed: 26432862
Plant Cell Environ. 2009 Dec;32(12):1633-51
pubmed: 19712066
PLoS One. 2012;7(11):e49853
pubmed: 23185460
Plant Cell. 2014 Oct;26(10):4019-38
pubmed: 25336509
Plant Cell. 2016 Feb;28(2):367-87
pubmed: 26764374
FEMS Microbiol Rev. 2017 Jan;41(1):92-107
pubmed: 27677972
Plant Cell. 2017 Nov;29(11):2711-2726
pubmed: 29084873
J Cell Biol. 2005 Jul 4;170(1):103-13
pubmed: 15998802
Plant Physiol. 2010 Dec;154(4):1737-52
pubmed: 20935180
EMBO J. 2013 Feb 20;32(4):511-23
pubmed: 23241948
Cell. 1988 Mar 25;52(6):903-13
pubmed: 3280139
Nat Genet. 2022 May;54(5):705-714
pubmed: 35513725
Science. 1967 Aug 11;157(3789):709-11
pubmed: 6028047
EMBO J. 1986 Aug;5(8):1745-54
pubmed: 16453694
BMC Genomics. 2016 Mar 12;17:227
pubmed: 26968660
Plant Cell. 2018 Jun;30(6):1178-1198
pubmed: 29743196
Plant Cell. 2014 Apr 18;26(4):1410-1435
pubmed: 24748044
Proc Natl Acad Sci U S A. 2001 Apr 24;98(9):5347-52
pubmed: 11287669
Nat Chem Biol. 2014 Dec;10(12):1034-42
pubmed: 25344811
Nat Genet. 2001 Dec;29(4):482-6
pubmed: 11694880
Plant Physiol. 2005 Feb;137(2):557-66
pubmed: 15665247
Trends Plant Sci. 2015 May;20(5):273-282
pubmed: 25697753
Plant Physiol. 2015 Jun;168(2):752-64
pubmed: 25922058
Genome Biol. 2004;5(5):R33
pubmed: 15128447
Bioinformatics. 2013 Jan 1;29(1):15-21
pubmed: 23104886
Curr Opin Plant Biol. 2020 Apr;54:57-60
pubmed: 32106014
G3 (Bethesda). 2014 Oct 28;4(12):2461-71
pubmed: 25354782
Plant Cell. 2017 May;29(5):944-959
pubmed: 28408660
Plant J. 2015 Dec;84(5):974-988
pubmed: 26473430
Plant Physiol. 2013 Feb;161(2):893-903
pubmed: 23250624
J Cell Biol. 1996 Feb;132(3):359-70
pubmed: 8636214
Curr Biol. 2005 Jun 21;15(12):1090-8
pubmed: 15964273
Plant Mol Biol. 1994 Feb;24(4):663-72
pubmed: 8155885
Eukaryot Cell. 2003 Apr;2(2):362-79
pubmed: 12684385
Plant Cell. 2021 May 31;33(4):1042-1057
pubmed: 33585940
Dev Biol. 1976 Jul 15;51(2):190-201
pubmed: 955255
Plant Cell. 2019 Mar;31(3):579-601
pubmed: 30787178
Plant Cell. 2010 Jun;22(6):2058-84
pubmed: 20587772
Elife. 2014 May 23;3:e02286
pubmed: 24859755
Plant J. 2015 Apr;82(2):337-51
pubmed: 25711437
Cell. 2004 May 14;117(4):541-52
pubmed: 15137946