Non-randomized studies aim to reveal whether or not interventions are effective in real-life clinical practice  and there is a growing interest in including such evidence in the decision-making process We evaluate existing methodologies and present new approaches to using non-randomized evidence in a network meta-analysis of randomized controlled trials (RCTs) when the aim is to assess relative treatment effects