A new model to predict acute kidney injury after cardiac surgery in patients with renal insufficiency

References

• Balkan B, Magin H. What are the factors affecting the progression of kidney failure, mortality and morbidity after cardiac surgery in patients with chronic kidney disease? J Card Surg. 2021;36(6):2021–2028.
   PubMed Web of Science ®Google Scholar
• Nicolini F, Agostinelli A, Vezzani A, et al. The evolution of cardiovascular surgery in elderly patient: a review of current options and outcomes. Biomed Res Int. 2014;2014:736298.
   PubMed Web of Science ®Google Scholar
• Parikh DS, Swaminathan M, Archer LE, et al. Perioperative outcomes among patients with end-stage renal disease following coronary artery bypass surgery in the USA. Nephrol Dial Transplant. 2010;25(7):2275–2283.
   PubMed Web of Science ®Google Scholar
• Wiedemann D, Bernhard D, Laufer G, et al. The elderly patient and cardiac surgery – a mini-review. Gerontology. 2010;56(3):241–249.
   PubMed Web of Science ®Google Scholar
• Kurth MJ, McBride WT, McLean G, et al. Acute kidney injury risk in orthopaedic trauma patients pre and post surgery using a biomarker algorithm and clinical risk score. Sci Rep. 2020;10(1):20005.
   PubMed Web of Science ®Google Scholar
• McBride WT, Prasad PS, Armstrong M, et al. Cytokine phenotype, genotype, and renal outcomes at cardiac surgery. Cytokine. 2013;61(1):275–284.
   PubMed Web of Science ®Google Scholar
• Ortega-Loubon C, Fernández-Molina M, Carrascal-Hinojal Y, et al. Cardiac surgery-associated acute kidney injury. Ann Card Anaesth. 2016;19(4):687–698.
   PubMed Web of Science ®Google Scholar
• Leacche M, Rawn JD, Mihaljevic T, et al. Outcomes in patients with normal serum creatinine and with artificial renal support for acute renal failure developing after coronary artery bypass grafting. Am J Cardiol. 2004;93(3):353–356.
   PubMed Web of Science ®Google Scholar
• Thakar CV, Arrigain S, Worley S, et al. A clinical score to predict acute renal failure after cardiac surgery. J Am Soc Nephrol. 2005;16(1):162–168.
   PubMed Web of Science ®Google Scholar
• Wijeysundera DN, Karkouti K, Dupuis JY, et al. Derivation and validation of a simplified predictive index for renal replacement therapy after cardiac surgery. JAMA. 2007;297(16):1801–1809.
   PubMed Web of Science ®Google Scholar
• Husain-Syed F, Quattrone MG, Ferrari F, et al. Clinical and operative determinants of acute kidney injury after cardiac surgery. Cardiorenal Med. 2020;10(5):340–352.
   PubMed Web of Science ®Google Scholar
• Levey AS, Stevens LA, Schmid CH, et al. A new equation to estimate glomerular filtration rate. Ann Intern Med. 2009;150(9):604–612.
   PubMed Web of Science ®Google Scholar
• Tibshirani R. The lasso method for variable selection in the cox model. Statist. Med. 1997;16(4):385–395.
   PubMed Web of Science ®Google Scholar
• Xie HY, Zhu Y, Yao XD, et al. Development of a nomogram to predict non-organ-confined bladder urothelial cancer before radical cystectomy. Int Urol Nephrol. 2012;44(6):1711–1719.
   PubMed Web of Science ®Google Scholar
• DeLong ER, DeLong DM, Clarke-Pearson DL. Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach. Biometrics. 1988;44(3):837–845.
   PubMed Web of Science ®Google Scholar
• Vickers AJ, Cronin AM, Elkin EB, et al. Extensions to decision curve analysis, a novel method for evaluating diagnostic tests, prediction models and molecular markers. BMC Med Inf Decis Making. 2008;8:53.
   PubMed Web of Science ®Google Scholar
• Kellum JA, Prowle JR. Paradigms of acute kidney injury in the intensive care setting. Nat Rev Nephrol. 2018;14(4):217–230.
   PubMed Web of Science ®Google Scholar
• Bruetto RG, Rodrigues FB, Torres US, et al. Renal function at hospital admission and mortality due to acute kidney injury after myocardial infarction. PLOS One. 2012;7(4):e35496.
   PubMed Web of Science ®Google Scholar
• Howell NJ, Keogh BE, Bonser RS, et al. Mild renal dysfunction predicts in-hospital mortality and post-discharge survival following cardiac surgery. Eur J Cardiothorac Surg. 2008;34(2):390–395; discussion 5.
   PubMed Web of Science ®Google Scholar
• Ibáñez J, Riera M, Saez de Ibarra JI, et al. Effect of preoperative mild renal dysfunction on mortality and morbidity following valve cardiac surgery. Interact Cardiovasc Thorac Surg. 2007;6(6):748–752.
   PubMedGoogle Scholar
• Lysak N, Bihorac A, Hobson C. Mortality and cost of acute and chronic kidney disease after cardiac surgery. Curr Opin Anaesthesiol. 2017;30(1):113–117.
   PubMed Web of Science ®Google Scholar
• Koyner JL, Garg AX, Coca SG, et al. Biomarkers predict progression of acute kidney injury after cardiac surgery. JASN. 2012;23(5):905–914.
   Web of Science ®Google Scholar
• Hu P, Chen Y, Wu Y, et al. Development and validation of a model for predicting acute kidney injury after cardiac surgery in patients of advanced age. J Card Surg. 2021;36(3):806–814.
   PubMed Web of Science ®Google Scholar
• Lin H, Hou J, Tang H, et al. A novel nomogram to predict perioperative acute kidney injury following isolated coronary artery bypass grafting surgery with impaired left ventricular ejection fraction. BMC Cardiovasc Disord. 2020;20(1):517.
   PubMed Web of Science ®Google Scholar
• Hu P, Mo Z, Chen Y, et al. Derivation and validation of a model to predict acute kidney injury following cardiac surgery in patients with normal renal function. Ren Fail. 2021;43(1):1205–1213.
   PubMed Web of Science ®Google Scholar
• Djavan B, Remzi M, Zlotta A, et al. Novel artificial neural network for early detection of prostate cancer. J Clin Oncol. 2002;20(4):921–929.
   PubMed Web of Science ®Google Scholar
• Eastham JA, May R, Robertson JL, et al. Development of a nomogram that predicts the probability of a positive prostate biopsy in men with an abnormal digital rectal examination and a prostate-specific antigen between 0 and 4 ng/mL 1. Urology. 1999;54(4):709–713.
   PubMed Web of Science ®Google Scholar
• Garzotto M, Hudson RG, Peters L, et al. Predictive modeling for the presence of prostate carcinoma using clinical, laboratory, and ultrasound parameters in patients with prostate specific antigen levels < or = 10 ng/mL. Cancer. 2003;98(7):1417–1422.
   PubMed Web of Science ®Google Scholar
• Lopez-Corona E, Ohori M, Scardino PT, et al. A nomogram for predicting a positive repeat prostate biopsy in patients with a previous negative biopsy session. J Urol. 2003;170(4 Part 1):1184–1188. discussion 8.
   PubMed Web of Science ®Google Scholar
• Tangri N, Stevens LA, Schmid CH, et al. Changes in dietary protein intake has no effect on serum cystatin C levels independent of the glomerular filtration rate. Kidney Int. 2011;79(4):471–477.
   PubMed Web of Science ®Google Scholar
• Grubb A, Björk J, Lindström V, et al. A cystatin C-based formula without anthropometric variables estimates glomerular filtration rate better than creatinine clearance using the Cockcroft-Gault formula. Scand J Clin Lab Invest. 2005;65(2):153–162.
   PubMed Web of Science ®Google Scholar
• Larsson A, Malm J, Grubb A, et al. Calculation of glomerular filtration rate expressed in mL/min from plasma cystatin C values in mg/L. Scand J Clin Lab Invest. 2004;64(1):25–30.
   PubMed Web of Science ®Google Scholar
• Sjöström P, Tidman M, Jones I. Determination of the production rate and non-renal clearance of cystatin C and estimation of the glomerular filtration rate from the serum concentration of cystatin C in humans. Scand J Clin Lab Invest. 2005;65(2):111–124.
   PubMed Web of Science ®Google Scholar
• Saydam O, Türkmen E, Portakal O, et al. Emerging biomarker for predicting acute kidney injury after cardiac surgery: cystatin C. Turk J Med Sci. 2018;48(6):1096–1103.
   PubMed Web of Science ®Google Scholar
• Yuan SM. Acute kidney injury after pediatric cardiac surgery. Pediatr Neonatol. 2019;60(1):3–11.
   PubMed Web of Science ®Google Scholar
• Wang RR, He M, Gui X, et al. A nomogram based on serum cystatin C for predicting acute kidney injury in patients with traumatic brain injury. Ren Fail. 2021;43(1):206–215.
   PubMed Web of Science ®Google Scholar
• Lassnigg A, Schmid ER, Hiesmayr M, et al. Impact of minimal increases in serum creatinine on outcome in patients after cardiothoracic surgery: do we have to revise current definitions of acute renal failure?. Crit Care Med. 2008;36(4):1129–1137.
   PubMed Web of Science ®Google Scholar
• Chertow GM, Burdick E, Honour M, et al. Acute kidney injury, mortality, length of stay, and costs in hospitalized patients. J Am Soc Nephrol. 2005;16(11):3365–3370.
   PubMed Web of Science ®Google Scholar
• Day JR, Taylor KM. The systemic inflammatory response syndrome and cardiopulmonary bypass. Int J Surg. 2005;3(2):129–140.
   PubMedGoogle Scholar
• O'Neal JB, Shaw AD, Billings FT. Acute kidney injury following cardiac surgery: current understanding and future directions. Crit Care. 2016;20(1):187.
   PubMedGoogle Scholar
• Granata A, Insalaco M, Di Pietro F, et al. Atheroembolism renal disease: diagnosis and etiologic factors. Clin Ter. 2012;163(4):313–322.
   PubMed Web of Science ®Google Scholar
• Swinkels BM, Ten Berg JM, Kelder JC, et al. Effect of aortic cross-clamp time on late survival after isolated aortic valve replacement. Interact Cardiovasc Thorac Surg. 2021;32(2):222–228.
   PubMed Web of Science ®Google Scholar
• Iasonos A, Schrag D, Raj GV, et al. How to build and interpret a nomogram for cancer prognosis. J Clin Oncol. 2008;26(8):1364–1370.
   PubMed Web of Science ®Google Scholar
• McBride WT, Kurth MJ, McLean G, et al. Stratifying risk of acute kidney injury in pre and post cardiac surgery patients using a novel biomarker-based algorithm and clinical risk score. Sci Rep. 2019;9(1):16963.
   PubMedGoogle Scholar