Association Between Neutrophil-to-Lymphocyte Ratio and Acute Kidney Injury After Cardiac Surgery: A Multicenter Observational Study
Abstract
Introduction: Cardiac surgery-associated acute kidney injury (CSA-AKI) is a frequent complication that increases morbidity, mortality, and resource use. The neutrophil-to-lymphocyte ratio (NLR), derived from a routine complete blood count, is an inexpensive marker of systemic inflammation that may aid early risk stratification. We evaluated the association between perioperative NLR and CSA-AKI in a multicenter cohort of adults undergoing cardiac surgery.
Methods: We conducted a multicenter observational cohort study reported in accordance with the STROBE statement across five cardiac surgery centers in Indonesia. Adults (≥18 years) who underwent cardiac surgery with available complete blood count differentials and perioperative creatinine and urine output monitoring were included. NLR was measured preoperatively, at intensive care unit (ICU) arrival, and on postoperative day 1. The primary outcome was AKI within 7 days, as defined by the KDIGO criteria. Associations were estimated using multivariable mixed-effects logistic regression with a random intercept for the center, prespecified confounder adjustment, restricted cubic splines for non-linearity, propensity score analyses, and multiple imputation.
Results: We analyzed data of 2, 847 patients; CSA-AKI occurred in 24.1% (n=686), of whom 32.4% met KDIGO stages 2–3. Higher perioperative NLR was independently associated with CSA-AKI (adjusted odds ratio 1.71, 95% CI 1.48–1.97 per 1 SD of log-NLR), with consistent estimates across all three measurement windows and in propensity-score analyses. Model discrimination yielded an area under the curve of 0.79 (95% CI 0.77–0.81).
Conclusion: Elevated perioperative NLR was independently associated with CSA-AKI. As a low-cost, routinely available biomarker, NLR may support early identification of high-risk patients pending prospective validation.
Keywords: Neutrophil-to-Lymphocyte Ratio, Acute Kidney Injury, Cardiac Surgery, KDIGO, Inflammation, Risk Stratification
Downloads
- Kidney Disease: Improving Global Outcomes (KDIGO) Acute Kidney Injury Work Group. KDIGO Clinical Practice Guideline for Acute Kidney Injury. Kidney Int Suppl. 2012;2(1):1-138.PubMedGoogle Scholar
- von Elm E, Altman DG, Egger M, Pocock SJ, Götzsche PC, Vandenbroucke JP; STROBE Initiative. Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) statement: guidelines for reporting observational studies. Lancet. 2007;370(9596):1453-1457.PubMedGoogle Scholar
- Scurt FG, Bose K, Mertens PR, Chatzikyrkou C, Herzog C. Cardiac surgery–associated acute kidney injury. Kidney360. 2024;5(6):909-926.PubMedGoogle Scholar
- Rasmussen SB, Boyko Y, Ranucci M, de Somer F, Ravn HB. Cardiac surgery–associated acute kidney injury – a narrative review. Perfusion. 2024;39(8):1516-530.PubMedGoogle Scholar
- Wang Y, Bellomo R. Cardiac surgery–associated acute kidney injury: risk factors, pathophysiology and treatment. Nat Rev Nephrol. 2017;13(11):697-711.PubMedGoogle Scholar
- Hobson CE, Yavas S, Segal MS, Schold JD, Tribble CG, Layon AJ, et al. Acute kidney injury is associated with increased long-term mortality after cardiothoracic surgery. Circulation. 2009;119(18):2444-2453.PubMedGoogle Scholar
- Kim WH, Park JY, Ok SH, Shin IW, Sohn JT. Association between the neutrophil/lymphocyte ratio and acute kidney injury after cardiovascular surgery: a retrospective observational study. Medicine (Baltimore). 2015;94(43):e1867.PubMedGoogle Scholar
- Wheatley J, Liu Z, Loth J, Plummer MP, Penny-Dimri JC, Segal R, Smith J, Perry LA. The prognostic value of elevated neutrophil–lymphocyte ratio for cardiac surgery–associated acute kidney injury: a systematic review and meta-analysis. Acta Anaesthesiol Scand. 2023;67(2):131-141.PubMedGoogle Scholar
- Parlar H, Arıkan AA, Önmez A. Dynamic changes in perioperative cellular inflammation and acute kidney injury after coronary artery bypass grafting. Braz J Cardiovasc Surg. 2021;36(3):354-364.PubMedGoogle Scholar
- Mehta RH, Grab JD, O'Brien SM, Bridges CR, Gammie JS, Haan CK, et al. Bedside tool for predicting the risk of postoperative dialysis in patients undergoing cardiac surgery. Circulation. 2006;114(21):2208-2216.PubMedGoogle Scholar
- Palomba H, de Castro I, Neto ALC, Lage S, Yu L. Acute kidney injury prediction following elective cardiac surgery: AKICS Score. Kidney Int. 2007;72(5):624-631.PubMedGoogle Scholar
- Thakar CV, Arrigain S, Worley S, Yared JP, Paganini EP. A clinical score to predict acute renal failure after cardiac surgery. J Am Soc Nephrol. 2005;16(1):162-168.PubMedGoogle Scholar
- Peduzzi P, Concato J, Kemper E, Holford TR, Feinstein AR. A simulation study of the number of events per variable in logistic regression analysis. J Clin Epidemiol. 1996;49(12):1373-1379.PubMedGoogle Scholar
- Hsieh FY, Bloch DA, Larsen MD. A simple method of sample size calculation for linear and logistic regression. Stat Med. 1998;17(14):1623-1634.PubMedGoogle Scholar
- Purba AY, Bihar S, Sinaga B Y. Correlation between neutrophil to lymphocyte ratio (NLR) and procalcitonin levels in sepsis pneumonia patients. Journal of Society Medicine, 2024;3(11), 328-335.PubMedGoogle Scholar
- Habib, M. Rosuvastatin plus N-acetylcysteine to prevent contrast-induced acute kidney injury in patients with low Mehran risk score. Journal of Society Medicine, 2024;3(6), 165-170.PubMedGoogle Scholar
- Chaiyasit A, Wattanakul S, Rattanapong K. Perioperative neutrophil-to-lymphocyte ratio as an independent predictor of acute kidney injury following cardiac surgery: A multicenter observational study. Journal of Society Medicine, 2026;5(4), 112-119.PubMedGoogle Scholar
- Thakar CV, Arrigain S, Worley S, Yared JP, Paganini EP. A clinical score to predict acute renal failure after cardiac surgery. J Am Soc Nephrol. 2005;16(1):162-168.PubMedGoogle Scholar
- Setiawan GW. A review of non-surgical strategies for managing chronic rhinosinusitis. Journal of Society Medicine. 2025;4(9):272-275.PubMedGoogle Scholar
- Chaiyasit A, Wattanakul S, Rattanapong K. Perioperative neutrophil-to-lymphocyte ratio as an independent predictor of acute kidney injury following cardiac surgery: A multicenter observational study. Journal of Society Medicine. 2026;5(4):112-119.PubMedGoogle Scholar