Arrhythmias & electrophysiologyCohort study

The role of circulating polyunsaturated fatty acids in atrial fibrillation and atrial cardiomyopathy a machine learning-informed structural modelling approach

Eur J Heart FailPublished

  • Cohort study
  • machine learning-informed
  • generalised structural equation modelling

Authors' conclusion

Circulating PUFAs were lower in AF, AtCM and HFpEF. Lipid profiles indicated favourable associations for circulating ω-3 and ω-6, with a modest adverse signal for DHA. After adjustment for established risk factors, PUFA supplementation was associated with lower AF prevalence, including in patients with CLM and those with HFpEF.

Study context

Population
UK Biobank participants with nuclear magnetic resonance (NMR) metabolomics8,503 prevalent atrial fibrillation (AF)
Participants
483,372 participants
Exposure
Circulating PUFA profiles and PUFA supplementation vs AF prevalence and incidence
Outcome
AF prevalence and incidence

Main finding

As reported in the abstract

Higher ω-6 concentrations · AF incidence
β −0.083 (95% CI −0.097 to −0.069); P < 0.001
Higher ω-3 · AF incidence
β −0.093 (95% CI −0.122 to −0.065); P < 0.001
Higher DHA · AF incidence; not evident in women
β 0.058 (95% CI 0.031–0.085); P < 0.001
PUFA supplementation · AF prevalence; strongest among cholesterol-lowering medication (CLM) users and women
β −0.096 (95% CI −0.145 to −0.047); P < 0.001

Observational data: associations, not effects.

Further findings

Plasma PUFA concentrations in AF, Atrial Cardiomyopathy (AtCM) and Heart Failure with Preserved Ejection Fraction (HFpEF)

Lower plasma PUFA in AF, AtCM and HFpEF, most pronounced with CLM use, partially attenuated with PUFA supplementation

HFpEF (subgroup)

Subgroup findings in HFpEF directionally similar

Original publication

The role of circulating polyunsaturated fatty acids in atrial fibrillation and atrial cardiomyopathy a machine learning-informed structural modelling approach. Eur J Heart Fail. Published 28 July 2026. doi:10.1093/ejhf/xuag238

Summarised from the published abstract; every number is checked against it