Age-related loss of gene-to-gene transcriptional coordination among single cells

被引:33
作者
Levy, Orr [1 ]
Amit, Guy [1 ]
Vaknin, Dana [1 ]
Snir, Tom [2 ]
Efroni, Sol [2 ]
Castaldi, Peter [3 ,4 ,5 ]
Liu, Yang-Yu [3 ,4 ]
Cohen, Haim Y. [2 ]
Bashan, Amir [1 ]
机构
[1] Bar Ilan Univ, Dept Phys, Ramat Gan, Israel
[2] Bar Ilan Univ, Mina & Everard Goodman Fac Life Sci, Ramat Gan, Israel
[3] Brigham & Womens Hosp, Charming Div Network Med, 75 Francis St, Boston, MA 02115 USA
[4] Harvard Med Sch, Boston, MA 02115 USA
[5] Brigham & Womens Hosp, Div Primary Care & Gen Med, 75 Francis St, Boston, MA 02115 USA
基金
美国国家卫生研究院;
关键词
HEMATOPOIETIC STEM-CELLS; DNA-DAMAGE; SOMATIC MUTATION; INSTABILITY; MECHANISMS; EXPRESSION; NETWORK; REPAIR; MODEL; CYCLE;
D O I
10.1038/s42255-020-00304-4
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
A long-standing model holds that stochastic aberrations of transcriptional regulation play a key role in the process of ageing. While transcriptional dysregulation is observed in many cell types in the form of increased cell-to-cell variability, its generality to all cell types remains doubted. Here, we propose a new approach for analysing transcriptional regulation in single-cell RNA sequencing data by focusing on the global coordination between the genes rather than the variability of individual genes or correlations between pairs of genes. Consistently, across very different organisms and cell types, we find a decrease in the gene-to-gene transcriptional coordination in ageing cells. In addition, we find that loss of gene-to-gene transcriptional coordination is associated with high mutational load of a specific, age-related signature and with radiation-induced DNA damage. These observations suggest a general, potentially universal, stochastic attribute of transcriptional dysregulation in ageing. Levy et al. report a method to measure transcriptional coordination between cells in single-cell RNA sequencing data and demonstrate that transcriptional dysregulation between cells is a general phenomenon in ageing and is associated with genetic damage.
引用
收藏
页码:1305 / 1315
页数:23
相关论文
共 46 条
[1]   QUANTITATIVE MODEL FOR GENE-REGULATION BY LAMBDA-PHAGE REPRESSOR [J].
ACKERS, GK ;
JOHNSON, AD ;
SHEA, MA .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA-BIOLOGICAL SCIENCES, 1982, 79 (04) :1129-1133
[2]  
Alon U., 2006, INTRO SYSTEMS BIOL D
[3]   Telomeres and aging [J].
Aubert, Geraldine ;
Lansdorp, Peter M. .
PHYSIOLOGICAL REVIEWS, 2008, 88 (02) :557-579
[4]   Increased cell-to-cell variation in gene expression in ageing mouse heart [J].
Bahar, Rumana ;
Hartmann, Claudia H. ;
Rodriguez, Karl A. ;
Denny, Ashley D. ;
Busuttil, Rita A. ;
Dolle, Martijn E. T. ;
Calder, R. Brent ;
Chisholm, Gary B. ;
Pollock, Brad H. ;
Klein, Christoph A. ;
Vijg, Jan .
NATURE, 2006, 441 (7096) :1011-1014
[5]   Epigenetic regulation of ageing: linking environmental inputs to genomic stability [J].
Benayoun, Berenice A. ;
Pollina, Elizabeth A. ;
Brunet, Anne .
NATURE REVIEWS MOLECULAR CELL BIOLOGY, 2015, 16 (10) :593-610
[6]   The Aging Epigenome [J].
Booth, Lauren N. ;
Brunet, Anne .
MOLECULAR CELL, 2016, 62 (05) :728-744
[7]   On schemes of combinatorial transcription logic [J].
Buchler, NE ;
Gerland, U ;
Hwa, T .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2003, 100 (09) :5136-5141
[8]   Genome dynamics and transcriptional deregulation in aging [J].
Busuttil, R. ;
Bahar, R. ;
Vijg, J. .
NEUROSCIENCE, 2007, 145 (04) :1341-1347
[9]   A genomic regulatory network for development [J].
Davidson, EH ;
Rast, JP ;
Oliveri, P ;
Ransick, A ;
Calestani, C ;
Yuh, CH ;
Minokawa, T ;
Amore, G ;
Hinman, V ;
Arenas-Mena, C ;
Otim, O ;
Brown, CT ;
Livi, CB ;
Lee, PY ;
Revilla, R ;
Rust, AG ;
Pan, ZJ ;
Schilstra, MJ ;
Clarke, PJC ;
Arnone, MI ;
Rowen, L ;
Cameron, RA ;
McClay, DR ;
Hood, L ;
Bolouri, H .
SCIENCE, 2002, 295 (5560) :1669-1678
[10]   A Single-Cell Transcriptome Atlas of the Aging Drosophila Brain [J].
Davie, Kristofer ;
Janssens, Jasper ;
Koldere, Duygu ;
De Waegeneer, Maxime ;
Pech, Uli ;
Kreft, Lukasz ;
Aibar, Sara ;
Makhzami, Samira ;
Christiaens, Valerie ;
Gonzalez-Blas, Carmen Bravo ;
Poovathingal, Suresh ;
Hulselmans, Gert ;
Spanier, Katina I. ;
Moerman, Thomas ;
Vanspauwen, Bram ;
Geurs, Sarah ;
Voet, Thierry ;
Lammertyn, Jeroen ;
Thienpont, Bernard ;
Liu, Sha ;
Konstantinides, Nikos ;
Fiers, Mark ;
Verstreken, Patrik ;
Aerts, Stein .
CELL, 2018, 174 (04) :982-+