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

ORAL

Abstract

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.

Presenters

  • Guy Amit

    Bar Ilan Univ, Physics, Bar-Ilan University, Physics department, Bar-Ilan University

Authors

  • Orr Levy

    Physics, Bar-Ilan University

  • Guy Amit

    Bar Ilan Univ, Physics, Bar-Ilan University, Physics department, Bar-Ilan University

  • Dana Vaknin

    Physics, Bar-Ilan University

  • Tom Snir

    The Mina and Everard Goodman Faculty of Life Science, Bar-Ilan University

  • Sol Efroni

    The Mina and Everard Goodman Faculty of Life Science, Bar-Ilan University

  • Peter Castaldi

    Channing Division of Network Medicine, Brigham and Women’s Hospital and Harvard Medical School

  • Yang-Yu Liu

    Channing Division of Network Medicine, Brigham and Women’s Hospital and Harvard Medical School

  • Haim Cohen

    The Mina and Everard Goodman Faculty of Life Science, Bar-Ilan University

  • Amir Bashan

    Bar Ilan Univ, Physics, Bar-Ilan University, Physics department, Bar-Ilan University