Objectives: Oscillometric blood pressure (BP) measurement in atrial fibrillation patients is controversial due to stroke volume variation. Here, we performed a cross-sectional study to investigate the impact of atrial fibrillation on the accuracy of oscillometric BP in the ICU setting.Methods: Adult patients with atrial fibrillation or sinus rhythm records were enrolled from Medical Information Mart for Intensive Care-III database. Concurrently recorded noninvasive oscillometric BPs (NIBPs) and intra-arterial BPs (IBPs) were classified as atrial fibrillation or sinus rhythm group according to heart rhythm. Bland-Altmann plots assessed bias and limits of agreement of NIBP to IBP. Pairwise comparison was performed on NIBP/IBP bias between atrial fibrillation and sinus rhythm. Linear mixedeffect model was used to assess the impact of heart rhythm on NIBP/IBP bias after adjusting confounders.Results: Two thousand, three hundred and thirty-five patients (71.95 AE 11.23 years old, 60.90% were men) were included. Systolic, diastolic, and mean NIBP/IBP biases were not clinically different between atrial fibrillation and sinus rhythm circumstances (SBP bias: 0.66 vs. 1.21 mmHg, P ¼ 0.002; DBP: À5.29 vs. À5.17, P ¼ 0.1; mean BP: À4.45 vs. À4.19, P ¼ 0.01). After adjusting for age, sex, heart rate, arterial BP, and vasopressor usage, the effect of heart rhythm on NIBP/IBP bias was within AE5 mmHg for SBP and DBP [effect on SBP bias: 3.32 mmHg (95% confidence interval (CI) 2.89-3.74), P < 0.001; DBP: À0.89 (À1.17 to À0.60), P < 0.001], while the effect on mean BP bias was not significant [0.18 mmHg (À0.10 to 0.46), P ¼ 0.2].Conclusion: Atrial fibrillation would not influence the agreement of oscillometric BP to IBP in ICU patients compared with sinus rhythm.