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ORIGINAL RESEARCH

Nomogram Prediction Model of Serum Chloride and Sodium Ions on the Risk of Acute Kidney Injury in Critically Ill Patients

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Pages 4785-4798 | Published online: 24 Aug 2022

References

  • Thalji SZ, Kothari AN, Kuo PC, Mosier MJ. Acute kidney injury in burn patients: clinically significant over the initial hospitalization and 1 year after injury: an original retrospective cohort study. Ann Surg. 2017;266(2):376–382. doi:10.1097/SLA.0000000000001979
  • Calderon-Margalit R, Golan E, Twig G, et al. History of childhood kidney disease and risk of adult end-stage renal disease. N Engl J Med. 2018;378(5):428–438. doi:10.1056/NEJMoa1700993
  • Lameire NH, Bagga A, Cruz D, et al. Acute kidney injury: an increasing global concern. Lancet. 2013;382(9887):170–179. doi:10.1016/S0140-6736(13)60647-9
  • Lewington AJ, Cerdá J, Mehta RL. Raising awareness of acute kidney injury: a global perspective of a silent killer. Kidney Int. 2013;84(3):457–467. doi:10.1038/ki.2013.153
  • Abd ElHafeez S, Tripepi G, Quinn R, et al. Risk, predictors, and outcomes of acute kidney injury in patients admitted to intensive care units in Egypt. Sci Rep. 2017;7(1):17163. doi:10.1038/s41598-017-17264-7
  • Peerapornratana S, Manrique-Caballero CL, Gómez H, Kellum JA. Acute kidney injury from sepsis: current concepts, epidemiology, pathophysiology, prevention and treatment. Kidney Int. 2019;96(5):1083–1099. doi:10.1016/j.kint.2019.05.026
  • Farrar A. Acute Kidney Injury. Nurs Clin North Am. 2018;53(4):499–510. doi:10.1016/j.cnur.2018.07.001
  • Funk GC, Lindner G, Druml W, et al. Incidence and prognosis of dysnatremias present on ICU admission. Intensive Care Med. 2010;36(2):304–311. doi:10.1007/s00134-009-1692-0
  • Yessayan LT, Szamosfalvi B, Rosner MH. Management of dysnatremias with continuous renal replacement therapy. Semin Dial. 2021;34(6):472–479. doi:10.1111/sdi.12983
  • Spasovski G, Vanholder R, Allolio B, et al. Clinical practice guideline on diagnosis and treatment of hyponatraemia. Eur J Endocrinol. 2014;170(3):G1–47. doi:10.1530/EJE-13-1020
  • Upadhyay A, Jaber BL, Madias NE. Incidence and prevalence of hyponatremia. Am J Med. 2006;119(7 Suppl 1):S30–35. doi:10.1016/j.amjmed.2006.05.005
  • Collins NM, Carrick JB, Russell CM, Axon JE. Hypernatraemia in 39 hospitalised foals: clinical findings, primary diagnosis and outcome. Aust Vet J. 2018;96(10):385–389. doi:10.1111/avj.12749
  • Hoorn EJ, Betjes MG, Weigel J, Zietse R. Hypernatraemia in critically ill patients: too little water and too much salt. Nephrol Dial Transplant. 2008;23(5):1562–1568. doi:10.1093/ndt/gfm831
  • Sam R, Hart P, Haghighat R, Ing TS. Hypervolemic hypernatremia in patients recovering from acute kidney injury in the intensive care unit. Clin Exp Nephrol. 2012;16(1):136–146. doi:10.1007/s10157-011-0537-7
  • Pourfridoni M, Abbasnia SM, Shafaei F, Razaviyan J, Heidari-Soureshjani R. Fluid and electrolyte disturbances in COVID-19 and their complications. Biomed Res Int. 2021;2021:1–5. doi:10.1155/2021/6667047
  • Zimmer MA, Zink AK, Weißer CW, et al. Hypernatremia - a manifestation of COVID-19: a case series. A a Pract. 2020;14:e01295. doi:10.1213/XAA.0000000000001295
  • Lindner G, Funk GC. Hypernatremia in critically ill patients. J Crit Care. 2013;28:216.e211–220. doi:10.1016/j.jcrc.2012.05.001
  • Aronson D, Darawsha W, Promyslovsky M, et al. Hyponatraemia predicts the acute (type 1) cardio-renal syndrome. Eur J Heart Fail. 2014;16:49–55. doi:10.1093/eurjhf/hft123
  • Lameire N, Van Biesen W, Vanholder R. Electrolyte disturbances and acute kidney injury in patients with cancer. Semin Nephrol. 2010;30:534–547. doi:10.1016/j.semnephrol.2010.09.002
  • Hackworth WA, Heuman DM, Sanyal AJ, et al. Effect of hyponatraemia on outcomes following orthotopic liver transplantation. Liver Int. 2009;29:1071–1077. doi:10.1111/j.1478-3231.2009.01982.x
  • Adams D, de Jonge R, van der Cammen T, Zietse R, Hoorn EJ. Acute kidney injury in patients presenting with hyponatremia. J Nephrol. 2011;24:749–755. doi:10.5301/JN.2011.6410
  • Lee SW, Baek SH, Ahn SY, et al. The effects of pre-existing hyponatremia and subsequent-developing acute kidney injury on in-hospital mortality: a retrospective cohort study. PLoS One. 2016;11:e0162990. doi:10.1371/journal.pone.0162990
  • Bateman RM, Sharpe MD, Jagger JE, et al. 36th international symposium on intensive care and emergency medicine: Brussels, Belgium. 15–18 March 2016. Crit Care. 2016;20:94.
  • Berend K, van Hulsteijn LH, Gans RO. Chloride: the queen of electrolytes? Eur J Intern Med. 2012;23:203–211. doi:10.1016/j.ejim.2011.11.013
  • Barrett KE, Keely SJ. Chloride secretion by the intestinal epithelium: molecular basis and regulatory aspects. Annu Rev Physiol. 2000;62:535–572. doi:10.1146/annurev.physiol.62.1.535
  • Mojumdar EH, Sparr E. The effect of pH and salt on the molecular structure and dynamics of the skin. Colloids Surf B Biointerfaces. 2021;198. doi:10.1016/j.colsurfb.2020.111476
  • George AK, Shih A, Regan TJ. Effect of acute ketoacidosis on the myocardium in diabetes. Am J Med Sci. 1996;311:61–64. doi:10.1097/00000441-199602000-00001
  • Gunnerson KJ, Saul M, He S, Kellum JA. Lactate versus non-lactate metabolic acidosis: a retrospective outcome evaluation of critically ill patients. Crit Care. 2006;10:R22. doi:10.1186/cc3987
  • Suetrong B, Pisitsak C, Boyd JH, Russell JA, Walley KR. Hyperchloremia and moderate increase in serum chloride are associated with acute kidney injury in severe sepsis and septic shock patients. Crit Care. 2016;20:315. doi:10.1186/s13054-016-1499-7
  • Burdett E, Dushianthan A, Bennett-Guerrero E, et al. Perioperative buffered versus non-buffered fluid administration for surgery in adults. Cochrane Database Syst Rev. 2012;12:1.
  • Horton R, Berman P. Eliminating acute kidney injury by 2025: an achievable goal. Lancet. 2015;385:2551–2552. doi:10.1016/S0140-6736(15)60269-0
  • Kashani K, Al-Khafaji A, Ardiles T, et al. Discovery and validation of cell cycle arrest biomarkers in human acute kidney injury. Crit Care. 2013;17:R25. doi:10.1186/cc12503
  • Thakar CV, Arrigain S, Worley S, Yared JP, Paganini EP. A clinical score to predict acute renal failure after cardiac surgery. JASN. 2005;16:162–168. doi:10.1681/ASN.2004040331
  • Tziakas D, Chalikias G, Stakos D, et al. Development of an easily applicable risk score model for contrast-induced nephropathy prediction after percutaneous coronary intervention: a novel approach tailored to current practice. Int J Cardiol. 2013;163:46–55. doi:10.1016/j.ijcard.2011.05.079
  • Labarère J, Renaud B, Fine MJ. How to derive and validate clinical prediction models for use in intensive care medicine. Intensive Care Med. 2014;40:513–527. doi:10.1007/s00134-014-3227-6
  • Demirjian S, Bashour CA, Shaw A, et al. Predictive accuracy of a perioperative laboratory test-based prediction model for moderate to severe acute kidney injury after cardiac surgery. JAMA. 2022;327:956–964.
  • Nishimoto M, Murashima M, Kokubu M, et al. External validation of a prediction model for acute kidney injury following noncardiac surgery. JAMA Netw Open. 2021;4:e2127362. doi:10.1001/jamanetworkopen.2021.27362
  • Bao B, Wang W, Wang Y, Chen Q. A prediction score model and survival analysis of acute kidney injury following orthotopic liver transplantation in adults. Ann Palliat Med. 2021;10:6168–6179. doi:10.21037/apm-21-842
  • Martin-Cleary C, Molinero-Casares LM, Ortiz A, Arce-Obieta JM. Development and internal validation of a prediction model for hospital-acquired acute kidney injury. Clin Kidney J. 2021;14(1):309–316. doi:10.1093/ckj/sfz139
  • Liu L, Liu J, Lei L, et al. A prediction model of contrast-associated acute kidney injury in patients with hypoalbuminemia undergoing coronary angiography. BMC Cardiovasc Disord. 2020;20:399. doi:10.1186/s12872-020-01689-6
  • Liu J, Wu J, Liu S, et al. Predicting mortality of patients with acute kidney injury in the ICU using XGBoost model. PLoS One. 2021;16:e0246306. doi:10.1371/journal.pone.0246306
  • Zhu K, Song H, Zhang Z, et al. Acute kidney injury in solitary kidney patients after partial nephrectomy: incidence, risk factors and prediction. Transl Androl Urol. 2020;9:1232–1243. doi:10.21037/tau.2020.03.45
  • Patidar KR, Xu C, Shamseddeen H, et al. Development and validation of a model to predict acute kidney injury in hospitalized patients with cirrhosis. Clin Transl Gastroenterol. 2019;10:e00075. doi:10.14309/ctg.0000000000000075
  • Luo XQ, Yan P, Zhang NY, et al. Machine learning for early discrimination between transient and persistent acute kidney injury in critically ill patients with sepsis. Sci Rep. 2021;11:20269. doi:10.1038/s41598-021-99840-6
  • Luo M, Yang Y, Xu J, et al. A new scoring model for the prediction of mortality in patients with acute kidney injury. Sci Rep. 2017;7:7862. doi:10.1038/s41598-017-08440-w
  • Matuszkiewicz-Rowińska J, Małyszko J. Acute kidney injury, its definition, and treatment in adults: guidelines and reality. Pol Arch Intern Med. 2020;130:1074–1080. doi:10.20452/pamw.15373
  • Stevens PE, Levin A. Evaluation and management of chronic kidney disease: synopsis of the kidney disease: improving global outcomes 2012 clinical practice guideline. Ann Intern Med. 2013;158:825–830. doi:10.7326/0003-4819-158-11-201306040-00007
  • Singer M, Deutschman CS, Seymour CW, et al. The third international consensus definitions for sepsis and septic shock (Sepsis-3). JAMA. 2016;315:801–810. doi:10.1001/jama.2016.0287
  • Rouzier R, Pusztai L, Delaloge S, et al. Nomograms to predict pathologic complete response and metastasis-free survival after preoperative chemotherapy for breast cancer. J Clin Oncol. 2005;23:8331–8339. doi:10.1200/JCO.2005.01.2898
  • Harrell FE Jr., Lee KL, Mark DB. Multivariable prognostic models: issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors. Stat Med. 1996;15:361–387. doi:10.1002/(SICI)1097-0258(19960229)15:4<361::AID-SIM168>3.0.CO;2-4
  • Levey AS, James MT. Acute kidney injury. Ann Intern Med. 2017;167:Itc66–itc80. doi:10.7326/AITC201711070
  • Medve L, Antek C, Paloczi B, et al. Epidemiology of acute kidney injury in Hungarian intensive care units: a multicenter, prospective, observational study. BMC Nephrol. 2011;12. doi:10.1186/1471-2369-12-43
  • Hoste EA, Clermont G, Kersten A, et al. RIFLE criteria for acute kidney injury are associated with hospital mortality in critically ill patients: a cohort analysis. Crit Care. 2006;10:R73. doi:10.1186/cc4915
  • Goldberg A, Hammerman H, Petcherski S, et al. Inhospital and 1-year mortality of patients who develop worsening renal function following acute ST-elevation myocardial infarction. Am Heart J. 2005;150:330–337. doi:10.1016/j.ahj.2004.09.055
  • Chew ST, Ng RR, Liu W, Chow KY, Ti LK. Acute kidney injury increases the risk of end-stage renal disease after cardiac surgery in an Asian population: a prospective cohort study. BMC Nephrol. 2017;18:60. doi:10.1186/s12882-017-0476-y
  • Lo LJ, Go AS, Chertow GM, et al. Dialysis-requiring acute renal failure increases the risk of progressive chronic kidney disease. Kidney Int. 2009;76:893–899. doi:10.1038/ki.2009.289
  • Adrogué HJ, Madias NE. Hypernatremia. N Engl J Med. 2000;342:1493–1499. doi:10.1056/NEJM200005183422006
  • Kalikkot Thekkeveedu R, Ramarao S, Dankhara N, Alur P. Hypochloremia secondary to diuretics in preterm infants: should clinicians pay close attention? Glob Pediatr Health. 2021;8. doi:10.1177/2333794X21991014
  • Libório AB, Silva GB Jr., Silva CG, et al. Hyponatremia, acute kidney injury, and mortality in HIV-related toxoplasmic encephalitis. Braz J Infect Dis. 2012;16:558–563. doi:10.1016/j.bjid.2012.08.015
  • Aiyagari V, Deibert E, Diringer MN. Hypernatremia in the neurologic intensive care unit: how high is too high? J Crit Care. 2006;21:163–172. doi:10.1016/j.jcrc.2005.10.002
  • Li M, Hu YH, Chen G. Hypernatremia severity and the risk of death after traumatic brain injury. Injury. 2013;44:1213–1218. doi:10.1016/j.injury.2012.05.021
  • Gerber JG, Branch RA, Nies AS, Hollifield JW, Gerkens JF. Influence of hypertonic saline on canine renal blood flow and renin release. Am J Physiol. 1979;237:F441–446. doi:10.1152/ajprenal.1979.237.6.F441
  • Wilcox CS. Regulation of renal blood flow by plasma chloride. J Clin Invest. 1983;71:726–735. doi:10.1172/JCI110820
  • Lee JW. Fluid and electrolyte disturbances in critically ill patients. Electrolyte Blood Press. 2010;8:72–81. doi:10.5049/EBP.2010.8.2.72
  • Darmon M, Timsit JF, Francais A, et al. Association between hypernatraemia acquired in the ICU and mortality: a cohort study. Nephrol Dial Transplant. 2010;25:2510–2515. doi:10.1093/ndt/gfq067
  • Lindner G, Funk GC, Schwarz C, et al. Hypernatremia in the critically ill is an independent risk factor for mortality. Am J Kidney Dis. 2007;50:952–957. doi:10.1053/j.ajkd.2007.08.016
  • O’Donoghue SD, Dulhunty JM, Bandeshe HK, Senthuran S, Gowardman JR. Acquired hypernatraemia is an independent predictor of mortality in critically ill patients. Anaesthesia. 2009;64:514–520. doi:10.1111/j.1365-2044.2008.05857.x
  • Qureshi AI, Suri MF, Sung GY, et al. Prognostic significance of hypernatremia and hyponatremia among patients with aneurysmal subarachnoid hemorrhage. Neurosurgery. 2002;50(4):749–755. doi:10.1097/00006123-200204000-00012
  • Zhi D, Lin J, Dong L, et al. Risk predictive role of hypernatremia for occurrence of sepsis-induced acute kidney injury. Ann Palliat Med. 2021;10:4705–4715. doi:10.21037/apm-21-792
  • Zou Z, Chen S, Li Y, et al. Risk factors for renal failure and short-term prognosis in patients with spontaneous intracerebral haemorrhage complicated by acute kidney injury. BMC Nephrol. 2020;21:311. doi:10.1186/s12882-020-01949-9
  • Milionis HJ, Liamis G, Elisaf MS. Hypernatremia in hospitalized patients: a sequel of inadvertent fluid administration. Arch Intern Med. 2000;160:1541–1542. doi:10.1001/archinte.160.10.1541
  • Froelich M, Ni Q, Wess C, Ougorets I, Härtl R. Continuous hypertonic saline therapy and the occurrence of complications in neurocritically ill patients. Crit Care Med. 2009;37:1433–1441. doi:10.1097/CCM.0b013e31819c1933
  • Darmon M, Diconne E, Souweine B, et al. Prognostic consequences of borderline dysnatremia: pay attention to minimal serum sodium change. Crit Care. 2013;17:R12. doi:10.1186/cc11937
  • Lombardi G, Ferraro PM, Naticchia A, Gambaro G. Serum sodium variability and acute kidney injury: a retrospective observational cohort study on a hospitalized population. Intern Emerg Med. 2021;16:617–624. doi:10.1007/s11739-020-02462-5
  • McCluskey SA, Karkouti K, Wijeysundera D, et al. Hyperchloremia after noncardiac surgery is independently associated with increased morbidity and mortality: a propensity-matched cohort study. Anesth Analg. 2013;117:412–421. doi:10.1213/ANE.0b013e318293d81e
  • de Vasconcellos K, Skinner DL. Hyperchloraemia is associated with acute kidney injury and mortality in the critically ill: a retrospective observational study in a multidisciplinary intensive care unit. J Crit Care. 2018;45:45–51. doi:10.1016/j.jcrc.2018.01.019
  • Marttinen M, Wilkman E, Petäjä L, et al. Association of plasma chloride values with acute kidney injury in the critically ill - a prospective observational study. Acta Anaesthesiol Scand. 2016;60:790–799. doi:10.1111/aas.12694
  • Patel N, Baker SM, Walters RW, et al. Serum hyperchloremia as a risk factor for acute kidney injury in patients with ST-segment elevation myocardial infarction undergoing percutaneous coronary intervention. Proc. 2016;29:7–11.
  • Young P, Bailey M, Beasley R, et al. Effect of a buffered crystalloid solution vs saline on acute kidney injury among patients in the intensive care unit: the SPLIT randomized clinical trial. JAMA. 2015;314:1701–1710. doi:10.1001/jama.2015.12334
  • Yessayan L, Neyra JA, Canepa-Escaro F, et al. Effect of hyperchloremia on acute kidney injury in critically ill septic patients: a retrospective cohort study. BMC Nephrol. 2017;18:346. doi:10.1186/s12882-017-0750-z
  • Sadan O, Singbartl K, Kandiah PA, Martin KS, Samuels OB. Hyperchloremia is associated with acute kidney injury in patients with subarachnoid hemorrhage. Crit Care Med. 2017;45:1382–1388. doi:10.1097/CCM.0000000000002497
  • Toyonaga Y, Kikura M. Hyperchloremic acidosis is associated with acute kidney injury after abdominal surgery. Nephrology. 2017;22:720–727. doi:10.1111/nep.12840
  • Malhotra R, Kashani KB, Macedo E, et al. A risk prediction score for acute kidney injury in the intensive care unit. Nephrol Dial Transplant. 2017;32:814–822. doi:10.1093/ndt/gfx026
  • Flechet M, Güiza F, Schetz M, et al. AKIpredictor, an online prognostic calculator for acute kidney injury in adult critically ill patients: development, validation and comparison to serum neutrophil gelatinase-associated lipocalin. Intensive Care Med. 2017;43:764–773. doi:10.1007/s00134-017-4678-3
  • Biggins SW, Kim WR, Terrault NA, et al. Evidence-based incorporation of serum sodium concentration into MELD. Gastroenterology. 2006;130:1652–1660. doi:10.1053/j.gastro.2006.02.010