Circulating small non-coding RNAs associated with age, sex, smoking, body mass and physical activity

Sci Rep. 2018 Dec 5;8(1):17650. doi: 10.1038/s41598-018-35974-4.


Small non-coding RNAs (sncRNA) are regulators of cell functions and circulating sncRNAs from the majority of RNA classes are potential non-invasive biomarkers. Understanding how common traits influence ncRNA expression is essential for assessing their biomarker potential. In this study, we identify associations between sncRNA expression and common traits (sex, age, self-reported smoking, body mass, self-reported physical activity). We used RNAseq data from 526 serum samples from the Janus Serum Bank and traits from health examination surveys. Ageing showed the strongest association with sncRNA expression, both in terms of statistical significance and number of RNAs, regardless of RNA class. piRNAs were abundant in the serum samples and they were associated to sex. Interestingly, smoking cessation generally restored RNA expression to non-smoking levels, although for some sncRNAs smoking-related expression levels persisted. Pathway analysis suggests that smoking-related sncRNAs target the cholinergic synapses and may therefore potentially play a role in smoking addiction. Our results show that common traits influence circulating sncRNA expression. It is clear that sncRNA biomarker analyses should be adjusted for age and sex. In addition, for specific sncRNAs, analyses should also be adjusted for body mass, smoking, physical activity and technical factors.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adult
  • Aged
  • Aging / blood*
  • Aging / genetics
  • Body Mass Index
  • Exercise*
  • Female
  • Humans
  • Male
  • Middle Aged
  • RNA, Small Interfering / blood
  • RNA, Small Interfering / genetics
  • RNA, Small Untranslated / blood*
  • RNA, Small Untranslated / genetics
  • Smoking / blood*
  • Smoking / genetics
  • Transcriptome


  • RNA, Small Interfering
  • RNA, Small Untranslated