A multidimensional systems biology analysis of cellular senescence in aging and disease.


Journal

Genome biology
ISSN: 1474-760X
Titre abrégé: Genome Biol
Pays: England
ID NLM: 100960660

Informations de publication

Date de publication:
07 04 2020
Historique:
received: 17 10 2019
accepted: 08 03 2020
entrez: 9 4 2020
pubmed: 9 4 2020
medline: 24 2 2021
Statut: epublish

Résumé

Cellular senescence, a permanent state of replicative arrest in otherwise proliferating cells, is a hallmark of aging and has been linked to aging-related diseases. Many genes play a role in cellular senescence, yet a comprehensive understanding of its pathways is still lacking. We develop CellAge (http://genomics.senescence.info/cells), a manually curated database of 279 human genes driving cellular senescence, and perform various integrative analyses. Genes inducing cellular senescence tend to be overexpressed with age in human tissues and are significantly overrepresented in anti-longevity and tumor-suppressor genes, while genes inhibiting cellular senescence overlap with pro-longevity and oncogenes. Furthermore, cellular senescence genes are strongly conserved in mammals but not in invertebrates. We also build cellular senescence protein-protein interaction and co-expression networks. Clusters in the networks are enriched for cell cycle and immunological processes. Network topological parameters also reveal novel potential cellular senescence regulators. Using siRNAs, we observe that all 26 candidates tested induce at least one marker of senescence with 13 genes (C9orf40, CDC25A, CDCA4, CKAP2, GTF3C4, HAUS4, IMMT, MCM7, MTHFD2, MYBL2, NEK2, NIPA2, and TCEB3) decreasing cell number, activating p16/p21, and undergoing morphological changes that resemble cellular senescence. Overall, our work provides a benchmark resource for researchers to study cellular senescence, and our systems biology analyses reveal new insights and gene regulators of cellular senescence.

Sections du résumé

BACKGROUND
Cellular senescence, a permanent state of replicative arrest in otherwise proliferating cells, is a hallmark of aging and has been linked to aging-related diseases. Many genes play a role in cellular senescence, yet a comprehensive understanding of its pathways is still lacking.
RESULTS
We develop CellAge (http://genomics.senescence.info/cells), a manually curated database of 279 human genes driving cellular senescence, and perform various integrative analyses. Genes inducing cellular senescence tend to be overexpressed with age in human tissues and are significantly overrepresented in anti-longevity and tumor-suppressor genes, while genes inhibiting cellular senescence overlap with pro-longevity and oncogenes. Furthermore, cellular senescence genes are strongly conserved in mammals but not in invertebrates. We also build cellular senescence protein-protein interaction and co-expression networks. Clusters in the networks are enriched for cell cycle and immunological processes. Network topological parameters also reveal novel potential cellular senescence regulators. Using siRNAs, we observe that all 26 candidates tested induce at least one marker of senescence with 13 genes (C9orf40, CDC25A, CDCA4, CKAP2, GTF3C4, HAUS4, IMMT, MCM7, MTHFD2, MYBL2, NEK2, NIPA2, and TCEB3) decreasing cell number, activating p16/p21, and undergoing morphological changes that resemble cellular senescence.
CONCLUSIONS
Overall, our work provides a benchmark resource for researchers to study cellular senescence, and our systems biology analyses reveal new insights and gene regulators of cellular senescence.

Identifiants

pubmed: 32264951
doi: 10.1186/s13059-020-01990-9
pii: 10.1186/s13059-020-01990-9
pmc: PMC7333371
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

91

Subventions

Organisme : Wellcome Trust
ID : 104978/Z/14/Z
Pays : United Kingdom
Organisme : Wellcome Trust
ID : 208375/Z/17/Z
Pays : United Kingdom
Organisme : Biotechnology and Biological Sciences Research Council
ID : BB/R014949/1
Pays : United Kingdom
Organisme : Biotechnology and Biological Sciences Research Council
ID : BB/P002579/1
Pays : United Kingdom

Références

Cell. 2013 Jun 6;153(6):1194-217
pubmed: 23746838
Cell. 2011 Mar 4;144(5):646-74
pubmed: 21376230
Mech Ageing Dev. 2018 Mar;170:2-9
pubmed: 28688962
Plant Cell Physiol. 2007 Mar;48(3):381-90
pubmed: 17251202
Nature. 2014 May 22;509(7501):439-46
pubmed: 24848057
Nat Genet. 2004 May;36(5):431-2
pubmed: 15118671
Oncol Rep. 2016 Jul;36(1):173-80
pubmed: 27176716
Nucleic Acids Res. 2009 Jan;37(1):1-13
pubmed: 19033363
Annu Rev Physiol. 2013;75:685-705
pubmed: 23140366
Aging Cell. 2016 Oct;15(5):978-80
pubmed: 27378378
PLoS Comput Biol. 2017 Oct 12;13(10):e1005598
pubmed: 29023449
PLoS Genet. 2015 Jun 18;11(6):e1005274
pubmed: 26086077
Bioinformatics. 2012 Dec 1;28(23):3150-2
pubmed: 23060610
Curr Opin Cell Biol. 2013 Dec;25(6):765-71
pubmed: 23916530
J Gerontol A Biol Sci Med Sci. 2007 Jun;62(6):583-4
pubmed: 17595413
Cell Cycle. 2015;14(13):2160-70
pubmed: 26017022
Mol Cell. 2004 May 21;14(4):501-13
pubmed: 15149599
Nat Rev Cancer. 2015 Jul;15(7):397-408
pubmed: 26105537
PLoS Comput Biol. 2009 Jan;5(1):e1000262
pubmed: 19148271
Nat Rev Cancer. 2008 Jul;8(7):512-22
pubmed: 18574463
Nature. 2011 Nov 02;479(7372):232-6
pubmed: 22048312
Trends Cell Biol. 2018 Jun;28(6):436-453
pubmed: 29477613
Mech Ageing Dev. 2007 Jan;128(1):117-24
pubmed: 17116322
Mol Biol Evol. 2013 Apr;30(4):772-80
pubmed: 23329690
Cell. 2017 Mar 23;169(1):132-147.e16
pubmed: 28340339
Nature. 2011 Nov 09;479(7374):547-51
pubmed: 22080947
Nat Protoc. 2009;4(1):44-57
pubmed: 19131956
Nat Rev Genet. 2011 Jan;12(1):56-68
pubmed: 21164525
Nucleic Acids Res. 2015 Jan;43(Database issue):D240-9
pubmed: 25399418
Cell. 2014 Nov 6;159(4):709-13
pubmed: 25417146
Nucleic Acids Res. 2019 Jul 2;47(W1):W199-W205
pubmed: 31114916
Bioinformatics. 2010 Jun 1;26(11):1463-4
pubmed: 20395285
Curr Biol. 2017 Sep 11;27(17):2652-2660.e4
pubmed: 28844647
Curr Biol. 1998 Feb 26;8(5):279-82
pubmed: 9501072
Int J Mol Sci. 2017 Aug 31;18(9):
pubmed: 28858211
Nature. 2000 Jul 27;406(6794):378-82
pubmed: 10935628
PLoS One. 2013 Apr 17;8(4):e61505
pubmed: 23613865
Bioinformatics. 2017 Jun 15;33(12):1886-1888
pubmed: 28174903
Histol Histopathol. 2007 Sep;22(9):971-6
pubmed: 17523074
Nucleic Acids Res. 2015 Apr 20;43(7):e47
pubmed: 25605792
BMC Genomics. 2010 Oct 01;11:532
pubmed: 20920304
Mech Ageing Dev. 2009 Jan-Feb;130(1-2):33-9
pubmed: 18486187
Nat Cell Biol. 2004 Jan;6(1):67-72
pubmed: 14647293
Nat Rev Genet. 2014 Aug;15(8):531-40
pubmed: 24981598
Nucleic Acids Res. 2017 Jan 4;45(D1):D369-D379
pubmed: 27980099
Nucleic Acids Res. 2013 Jan;41(Database issue):D970-6
pubmed: 23066107
Front Genet. 2019 Jan 22;9:636
pubmed: 30723492
Curr Opin Cell Biol. 2010 Apr;22(2):234-40
pubmed: 20045302
Sci Rep. 2016 Sep 30;6:34508
pubmed: 27687868
Aging Cell. 2017 Jun;16(3):594-597
pubmed: 28299908
PLoS One. 2011;6(7):e21800
pubmed: 21789182
Cell. 2011 Mar 18;144(6):986-98
pubmed: 21414488
Genome Res. 2003 Nov;13(11):2498-504
pubmed: 14597658
Nat Rev Genet. 2012 Mar 13;13(4):227-32
pubmed: 22411467
Nat Genet. 2013 Jun;45(6):580-5
pubmed: 23715323
Gene. 2016 Oct 10;591(1):245-254
pubmed: 27432065
PeerJ. 2016 Jan 28;4:e1660
pubmed: 26835189
Cold Spring Harb Perspect Biol. 2010 Jun;2(6):a001198
pubmed: 20516129
Nat Rev Genet. 2009 Jan;10(1):57-63
pubmed: 19015660
J Genet Genomics. 2017 Feb 20;44(2):119-121
pubmed: 28162959
Int J Biochem Cell Biol. 2009 Mar;41(3):516-20
pubmed: 18793745
Clin Transl Oncol. 2012 Jan;14(1):3-14
pubmed: 22262713
Nucleic Acids Res. 2018 Jan 4;46(D1):D1083-D1090
pubmed: 29121237
Aging (Albany NY). 2011 Dec;3(12):1178-91
pubmed: 22184282
Bioinformatics. 2009 Apr 1;25(7):875-81
pubmed: 19189975
Proc Natl Acad Sci U S A. 2010 Jan 26;107 Suppl 1:1691-5
pubmed: 20133821
Proc Natl Acad Sci U S A. 1995 Sep 26;92(20):9363-7
pubmed: 7568133
Proc Natl Acad Sci U S A. 1981 Oct;78(10):6251-5
pubmed: 6273860
Mol Biol Evol. 2015 Jan;32(1):268-74
pubmed: 25371430
Cell. 2013 Nov 21;155(5):1119-30
pubmed: 24238961
Radiat Oncol. 2015 Jul 28;10:152
pubmed: 26215037
Ageing Res Rev. 2018 May;43:17-25
pubmed: 29427795
Oncogene. 2016 Oct 6;35(40):5304-5316
pubmed: 27041563
Cell Cycle. 2011 Aug 1;10(15):2497-503
pubmed: 21775818
Nucleic Acids Res. 2015 Jul 1;43(W1):W589-98
pubmed: 25897122
Nat Rev Cancer. 2013 May;13(5):357-65
pubmed: 23612461
J Biol. 2006;5(4):11
pubmed: 16762047
Dev Cell. 2014 Dec 22;31(6):722-33
pubmed: 25499914
Indian J Orthop. 2014 Sep;48(5):443-4
pubmed: 25298548
Nucleic Acids Res. 2015 Jan;43(Database issue):D1124-32
pubmed: 25361971
Nucleic Acids Res. 2015 Jan;43(Database issue):D82-6
pubmed: 25392420
Trends Biotechnol. 2017 Nov;35(11):1062-1073
pubmed: 28778607
Carcinogenesis. 2012 Jun;33(6):1123-6
pubmed: 22470164
J Proteomics. 2014 Apr 4;100:44-54
pubmed: 24480284
J Biol Chem. 2006 Oct 6;281(40):29568-74
pubmed: 16880208
Cell. 2013 Nov 21;155(5):1104-18
pubmed: 24238962
Curr Biol. 2012 Sep 11;22(17):R741-52
pubmed: 22975005
PeerJ. 2016 Dec 22;4:e2775
pubmed: 28028462
Aging Cell. 2019 Dec;18(6):e13041
pubmed: 31560156
Hum Mol Genet. 2016 Nov 1;25(21):4804-4818
pubmed: 28175300
Aging Cell. 2017 Dec;16(6):1267-1275
pubmed: 28836369
Genes Dev. 2010 Nov 15;24(22):2463-79
pubmed: 21078816
J Cell Physiol. 1982 Sep;112(3):385-90
pubmed: 6813341
Exp Cell Res. 1961 Dec;25:585-621
pubmed: 13905658
Nature. 2016 Feb 11;530(7589):184-9
pubmed: 26840489
Mol Cell Biol. 1999 Mar;19(3):2109-17
pubmed: 10022898
Cancer Cell. 2018 Feb 12;33(2):322-336.e8
pubmed: 29438700
Nat Commun. 2016 Apr 06;7:11190
pubmed: 27048913
Nat Cell Biol. 2013 Aug;15(8):978-90
pubmed: 23770676
Nature. 2003 Nov 13;426(6963):194-8
pubmed: 14608368
Database (Oxford). 2011 Jul 23;2011:bar030
pubmed: 21785142
Trends Genet. 2009 Feb;25(2):74-81
pubmed: 19108930

Auteurs

Roberto A Avelar (RA)

Integrative Genomics of Ageing Group, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, L7 8TX, UK.

Javier Gómez Ortega (JG)

Integrative Genomics of Ageing Group, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, L7 8TX, UK.
School of Biological Sciences, Monash University, Melbourne, VIC, 3800, Australia.

Robi Tacutu (R)

Integrative Genomics of Ageing Group, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, L7 8TX, UK.
Computational Biology of Aging Group, Institute of Biochemistry, Romanian Academy, 060031, Bucharest, Romania.
Chronos Biosystems SRL, 060117, Bucharest, Romania.

Eleanor J Tyler (EJ)

Centre for Cell Biology and Cutaneous Research, Blizard Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, E1 2AT, UK.

Dominic Bennett (D)

Integrative Genomics of Ageing Group, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, L7 8TX, UK.

Paolo Binetti (P)

Integrative Genomics of Ageing Group, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, L7 8TX, UK.

Arie Budovsky (A)

Research and Development Authority, Barzilai Medical Center, Ashkelon, Israel.

Kasit Chatsirisupachai (K)

Integrative Genomics of Ageing Group, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, L7 8TX, UK.

Emily Johnson (E)

Integrative Genomics of Ageing Group, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, L7 8TX, UK.

Alex Murray (A)

Integrative Genomics of Ageing Group, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, L7 8TX, UK.

Samuel Shields (S)

Integrative Genomics of Ageing Group, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, L7 8TX, UK.

Daniela Tejada-Martinez (D)

Integrative Genomics of Ageing Group, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, L7 8TX, UK.
Doctorado en Ciencias mención Ecología y Evolución, Instituto de Ciencias Ambientales y Evolutivas, Facultad de Ciencias, Universidad Austral de Chile, Independencia 631, Valdivia, Chile.

Daniel Thornton (D)

Integrative Genomics of Ageing Group, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, L7 8TX, UK.

Vadim E Fraifeld (VE)

The Shraga Segal Department of Microbiology, Immunology and Genetics, Faculty of Health Sciences, Center for Multidisciplinary Research on Aging, Ben-Gurion University of the Negev, 8410501, Beer Sheva, Israel.

Cleo L Bishop (CL)

Centre for Cell Biology and Cutaneous Research, Blizard Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, E1 2AT, UK. c.l.bishop@qmul.ac.uk.

João Pedro de Magalhães (JP)

Integrative Genomics of Ageing Group, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, L7 8TX, UK. jp@senescence.info.

Articles similaires

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male

Classifications MeSH