TY - JOUR
T1 - Age-related loss of gene-to-gene transcriptional coordination among single cells
AU - Levy, Orr
AU - Amit, Guy
AU - Vaknin, Dana
AU - Snir, Tom
AU - Efroni, Sol
AU - Castaldi, Peter
AU - Liu, Yang Yu
AU - Cohen, Haim Y.
AU - Bashan, Amir
N1 - Publisher Copyright:
© 2020, The Author(s), under exclusive licence to Springer Nature Limited.
PY - 2020/11
Y1 - 2020/11
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=85094915491&partnerID=8YFLogxK
U2 - 10.1038/s42255-020-00304-4
DO - 10.1038/s42255-020-00304-4
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C2 - 33139959
AN - SCOPUS:85094915491
SN - 2522-5812
VL - 2
SP - 1305
EP - 1315
JO - Nature Metabolism
JF - Nature Metabolism
IS - 11
ER -