Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

Acute kidney injury—epidemiology, outcomes and economics

Key Points

  • Acute kidney injury (AKI) occurs in an estimated one in five adults and one in three children hospitalized with acute illness; the incidence of AKI is increasing

  • Subclinical AKI, defined as elevation in levels of kidney damage biomarkers not fulfilling the conventional criteria for AKI, has characterized a subgroup of patients with increased risk of poor outcome

  • Bedside clinical information systems can enable real-time automated electronic alerting for patients at risk of AKI or who develop early AKI; these systems can be integrated with evidence-based decision support tools

  • The mortality associated with AKI remains unacceptably high, and increasing severity correlates with increasing mortality, the highest of which is among patients with overt kidney failure requiring renal replacement therapy

  • Reduced health-related quality of life and incident disability are increasingly recognized as important patient-centred outcomes following acute illness complicated by AKI

  • AKI is now recognized as an important risk factor for nonrecovery of kidney function, incident chronic kidney disease, and accelerated progression to end-stage renal disease

Abstract

Acute kidney injury (AKI) is a widespread problem of epidemic status. Compelling evidence indicates that the incidence of AKI is rapidly increasing, particularly among hospitalized patients with acute illness and those undergoing major surgery. This increase might be partially attributable to greater recognition of AKI, improved ascertainment in administrative data and greater sensitivity of consensus diagnostic and classification schemes. Other causes could be an ageing population, increasing incidences of cardiovascular disease, diabetes mellitus and chronic kidney disease (CKD), and an expanding characterization of modifiable risk factors, such as sepsis, administration of contrast media and exposure to nephrotoxins. The sequelae of AKI are severe and characterized by increased risk of short-term and long-term mortality, incident CKD and accelerated progression to end-stage renal disease. AKI-associated mortality is decreasing, but remains unacceptably high. Moreover, the absolute number of patients dying as a result of AKI is increasing as the incidence of the disorder increases, and few proven effective preventative or therapeutic interventions exist. Survivors of AKI, particularly those who remain on renal replacement therapy, often have reduced quality of life and consume substantially greater health-care resources than the general population as a result of longer hospitalizations, unplanned intensive care unit admissions and rehospitalizations.

Introduction

Acute kidney injury (AKI, previously termed acute renal failure) is a common, increasingly encountered complication among patients hospitalized for acute illness.1,2,3 The disorder is generally characterized by an abrupt deterioration in kidney function that disrupts metabolic, electrolyte and fluid homeostasis over a period of hours to days. The spectrum of AKI is broad, ranging from small changes in the levels of biochemical markers of kidney function to overt kidney failure requiring initiation of renal replacement therapy (RRT).

The clinical importance of AKI is exemplified by data showing a consistent association with increased long-term risk of poor outcomes, including death, incident chronic kidney disease (CKD), and greater utilization of health resources.4 Compelling evidence from observational studies indicates that the incidence of AKI is increasing, and although mortality is concomitantly decreasing, more patients are ultimately suffering the long-term sequelae of AKI.5,6 The reality is even more alarming considering the paucity of effective interventions to prevent AKI in at-risk patients or to mitigate established kidney damage, other than supportive measures, such as initiation of RRT.7

These observations strongly reinforce the global importance of increasing awareness of the poor outcomes and profound economic impact that AKI might have on patients, communities and health systems. In 2013, the World Kidney Day Steering Committee focused on AKI, directing awareness to its impact and calling for campaigns to promote the prevention and prompt identification of AKI in patients at risk as well as the implementation of evidence-informed protocols and policies to mitigate its impact.8 In this Review we provide an overview of the evolving epidemiology, outcomes and economic implications of AKI.

Definitions of AKI

A wide array of operational definitions of AKI exists. For example, a systematic review of clinical studies focusing on cardiac surgery reported that >35 different definitions were used for AKI diagnosis.9 This lack of standardization has created huge challenges for the optimal estimation of the burden of illness and outcomes attributable to the disorder (Figure 1). The RIFLE and AKIN consensus criteria were developed in response to the growing need for consistency and standardization in the diagnostic classification of AKI.10,11,12 These classification schemes have since been combined in the KDIGO Clinical Practice Guideline for AKI.13 The KDIGO AKI criteria use the conventional surrogates of kidney function, serum creatinine level and urine output, to define the presence and severity of kidney injury.13 Numerous studies that evaluated these classification schemes (or their previous iterations) have shown gradient-response relationships between severity of AKI and risk of poor outcomes.14

Figure 1: Association between the incidence and mortality for acute kidney injury when assessed by a | absolute changes in serum creatinine levels and b | changes in serum creatinine levels relative to baseline.
figure 1

Data obtained from Chertow et al.52

PowerPoint slide

Despite this new consensus on the definition of AKI, residual challenges relating to the classification schemes remain. For example, serum creatinine level as a surrogate biomarker of AKI has several well-recognized limitations. The RIFLE, AKIN and KDIGO classification schemes rely on a reference (baseline) serum creatinine measurement to calculate a relative change in serum creatinine level and stage the severity of AKI.15,16 However, baseline serum creatinine levels are often unknown and their estimation (assuming an estimated glomerular filtration rate [eGFR] of 75 ml/min/1.73 m2) might be inaccurate and associated with misclassification of AKI.17,18,19,20 Moreover, serum creatinine level has a non-linear relationship with GFR and requires time to accumulate, contributing to delays in detection of important changes in kidney function.21 Early detection of AKI is also dependent on how often serum creatinine is measured.21 The generation of serum creatinine might be affected by baseline factors, pre-morbid illness (such as malnutrition and cirrhosis), drug interactions and acute illness (such as sepsis, major trauma or AKI).22 Creatinine kinetics might be further modified by haemodilution as a result of fluid resuscitation and accumulation in acute illness.23,24,25 Adjustment for fluid balance in critically ill patients at risk of AKI improves the diagnostic classification and identifies a previously 'unrecognized' subgroup of patients at higher risk of mortality compared to those without AKI.23

Numerous studies, in particular analyses of large observational datasets from administrative or registry databases, have omitted the urine output contribution in the definition of AKI. However, in the past few years, an association between episodes of oliguria and greater risks of worsening AKI, need for RRT and death has been confirmed.26,27,28,29 Further data suggest that the current urine output threshold for the diagnosis of AKI (0.5 ml/kg/h for 6 h) is too sensitive and is not prognostically aligned with the serum creatinine criteria.30 These findings have led to a call to lower the urine output threshold for AKI diagnosis to 0.3 ml/kg/h for 6 h to better correlate with worsening kidney function, need for RRT and death.30

The current classification schemes (RIFLE, AKIN and KDIGO) do not integrate novel kidney damage biomarkers (for example, neutrophil gelatinase associated lipocalin [NGAL], kidney injury molecule-1 [KIM-1], and interleukin-18 [IL-18]) for early diagnosis, severity staging and predicting prognosis of AKI.31,32 Although these novel biomarkers have been reported to correlate with and predict worse outcomes of AKI, study findings are not consistent.33,34,35,36,37 The concept of subclinical AKI has emerged from studies that characterized the association between kidney damage biomarkers and outcomes.38,39 A subgroup of patients have been identified with elevated levels of these biomarkers (for example, NGAL) who do not fulfil the conventional consensus criteria for AKI but have increased risks of RRT initiation and death compared to those without elevation of these biomarkers.35,40 However, the reported diagnostic performance of many of these biomarkers varies as a result of issues such as limitations in study design and methodology, differing patient populations, aetiology of AKI, timing of measurement relative to injury, specific factors related to individual biomarkers, and the selected thresholds for discriminating kidney damage and diagnosis of AKI.31,32 This variability has generated challenges for their routine translation into clinical practice.

The development of consensus definitions for AKI was a monumental step towards improving the scientific understanding of the disorder. The role of these consensus definitions at the bedside to guide the clinical care of patients is still being evaluated and is not precisely defined.41 Future refinement of the classification schemes is likely and is expected to involve investigation of modifications to the urine output criteria and the role of kidney damage biomarkers, integration of metrics of fluid balance and evaluation of time-averaged changes in serum creatinine levels.42

Hospitalized patients are increasingly monitored using electronic medical records and bedside clinical information systems. These systems can be automated to provide real-time electronic alerts to clinicians for patients considered to be at risk of AKI or who develop the diagnostic criteria for AKI. They can also be integrated with evidence-based decision support tools.43 Use of such systems might provide a greater opportunity for clinicians to avoid or modify reversible risk factors (such as nephrotoxin exposure) compared with conventional recognition of AKI (that is, review of clinical data by a clinician during rounds).41,43,44

Epidemiology of AKI

Developed countries

A systematic review of 312 cohort studies, which included 49 million patients (mostly from high-income countries), found that AKI occurred in one in five adults and one in three children hospitalized with acute illness.2 In a large US population (n = 3,787,410), the community-based incidence of nonRRT-requiring AKI (defined using relative changes in serum creatinine levels) and RRT-requiring AKI (defined using integrated administrative data) was estimated at 384.1 and 24.4 per 100,000 persons-years, respectively.45 Between 1996 and 2003, the incidences of nonRRT-requiring and RRT-requiring AKI in this population increased significantly from 322.7 to 522.4 per 100,000 person-years (38%) and from 19.5 to 29.5 per 100,000 person-years (33%), respectively. The occurrence of AKI was most common among elderly, male and black patients. The observed incidence of nonRRT-requiring AKI in this study was much higher than prior estimates from studies that primarily used administrative claims data to ascertain AKI status; however, all of these studies reported significant increases in the incidence of AKI over time.5,6,46,47 In a large retrospective cohort study (n = 49,518), approximately 1% of hospitalized patients had evidence of 'subacute' kidney injury, defined as relative changes in serum creatinine fulfilling the RIFLE classification for AKI but occurring over the duration of hospitalization rather than within 7 days.48 Subacute kidney injury was independently associated with increased hospital mortality.

The use of administrative claims data for identifying AKI has shown poor sensitivity and might substantially underestimate the true incidence of AKI.46,49,50 In a large Scottish cohort (n = 523,390), the population-based incidence of AKI, defined using the RIFLE criteria, was 1,811 per million population—considerably higher than previously thought.51 Several plausible explanations for the growing secular trends in AKI incidence exist, including increased sensitivity of diagnostic coding in administrative data,50 confounding by 'coding creep'6 (that is, increased use of administrative codes for AKI) and increased sensitivity of consensus diagnostic criteria.51 However, the available evidence strongly suggest that the true incidence of AKI is growing. These observations are reinforced by data showing that sensitive definitions of AKI incorporating small relative changes in serum creatinine levels correspond to marked increased risks of poor outcomes.52,53

In the USA, the incidence of hospital-acquired AKI increased from 4.9% in 1979 to 7.2% in 1996.54,55 In a large Australian single-centre, hospital-based cohort study (n = 20,126), the incidence of AKI (defined using RIFLE criteria) was 18% and worsening RIFLE category correlated with near-linear increases in mortality.56 Similar secular trends have also been noted for severe AKI requiring RRT. For example, a US study that used data from the Nationwide Inpatient Sample dataset reported a 10% annual increase in the incidence of AKI requiring RRT from 222 cases per million-person years in 2000 to 533 cases per million-person years in 2009.57 In a population-based study in Ontario, Canada, which included 552,672 patients, the incidence of RRT utilization after elective surgery increased significantly from 0.2% in 1995 to 0.6% in 2009.58 This increase was the result of increased utilization of RRT after cardiac and major vascular surgeries.

Several large cohort studies have focused on describing the incidence of AKI in intensive care settings.16,59,60,61,62,63,64,65,66,67,68,69,70 In a large multinational study, the incidence of AKI among patients admitted to intensive care units (ICUs) was only 5.7%.68 However, this study used a definition of AKI (that is, urine output <200 ml in 12 h; serum urea >30 mmol/l or initiation of RRT) that was intended to identify only those patients who were most severely affected (of whom approximately 70% required RRT). Subsequent cohort studies that integrated consensus definitions of AKI and used administrative databases reported AKI incidences in the ICU setting of 16–39%;61,67 however, these studies often omitted or modified urine output criteria, used estimated reference serum creatinine levels or ascertained AKI status within 24 h of ICU admission. Two large cohort studies of critically ill patients described incidence rates of AKI of 65–67%.64,69 The marked increased incidence in these studies is likely attributable to application of consensus AKI criteria as intended, with inclusion of the urine output criteria.10,11,13 The population-based incidence of RRT utilization among critically ill patients with AKI is 11–19 cases per 100,000, which represents 4–8% of all critically ill patients.15,68,70,71 Similar to population and hospital-based studies, secular trends of growing AKI incidence in ICU settings have been described. In a cohort that included more than 90,000 patients admitted to ICUs in 20 centres across Australia and New Zealand over a 10-year period, the incidence of AKI increased by 2.8% per year, whereas associated mortality decreased by 3.4% per year.60

Developing countries

Although a substantial majority of data on the epidemiology of AKI are from developed countries,2 AKI is increasingly recognized as an important contributor to morbidity, mortality and economic loss worldwide, particularly in developing countries.8 One of the challenges associated with estimating the epidemiology of AKI in developing regions is that the available data are often from small, single-centre studies with low methodological quality and limited generalizability. However, these contributions still provide important indications of the broader burden of AKI and serve to focus attention on the disorder.

In general, AKI might be more likely to occur in children and healthy adults in developing countries than in developed countries because of a host of socioeconomic and environmental influences.72 Factors contributing to AKI such as infectious diseases (that is, tropical febrile illnesses such as diarrhoea, leptospirosis, malaria and dengue fever), envenoming (as a result of snake, spider or insect bites and/or stings), and obstetrical complications are described far more commonly in studies from developing countries than in those from developed countries.73,74,75,76,77,78,79 Importantly, in large metropolitan regions in developing countries, the clinical profile of patients at risk of AKI, or in whom AKI occurs, might be very similar to that encountered in developed countries.75,80 Failure to measure kidney function among patients at increased risk of AKI is associated with a missed opportunity to intervene and mitigate worsening kidney function and also contributes to gross underestimation of the scope of the problem in developing countries.81 These observations further reinforce the importance of initiatives to raise awareness of AKI, such as those promoted by World Kidney Day in 2013.8

Factors associated with AKI

Extremes of age

A wide array of patient-specific and context-specific factors can modify the risk of AKI. Elderly and very young patients are particularly susceptible to the disorder. Although older age has consistently been shown to increase the risk of AKI,15,16,45,82,83 elderly patients with AKI are far less likely to receive RRT than are younger patients.45,84,85 Hospitalized children are also at increased risk; up to 50% of acutely ill children develop AKI, most commonly in association with major surgery and/or sepsis.86

Proteinuria

Pre-existing proteinuria is a risk factor for development of AKI among hospitalized patients.87 In patients with proteinuria and eGFR >60 ml/min/1.73 m2, the adjusted risk of AKI was 4.4-fold higher than in those with no proteinura.87 A similar increased risk of AKI associated with elevated urine albumin-to-creatinine ratio was further increased by declining eGFR.88 In a large cohort of patients undergoing cardiac surgery, increased urine albumin-to-creatinine ratio independently predicted post-operative AKI (as defined by the AKIN classification) and improved clinical risk prediction. Abnormally elevated urine albumin-to-creatinine ratio was also associated with increased dialysis risk, mortality and prolonged ICU and hospital stays.89

Comorbid diseases

Overt CKD is a recognized risk factor for death, cardiovascular events and hospitalizations90 and is also an independent risk factor for development of AKI, non-recovery of renal function and progression to end-stage renal disease (ESRD).91,92 CKD is one of the strongest predictors of AKI, as evidenced by its integration into numerous clinical practice guidelines and risk prediction scores for development of post-procedural AKI and need for RRT.93,94,95,96,97 Nonrenal comorbid diseases also modify the risk of AKI.15,16 Diabetes mellitus, hypertension, cardiovascular disease (that is, coronary artery disease and heart failure), peripheral vascular disease, chronic liver disease (that is, cirrhosis and portal hypertension), and chronic obstructive pulmonary disease have been implicated as important risk factors for development of AKI (Box 1).93,94,95,96,97

Exposure to nephrotoxins

Population-based studies have shown an increased risk of hospitalization-requiring AKI following initiation of or exposure to commonly prescribed medications, including high potency statins, proton pump inhibitors, non-steroidal anti-inflammatory drugs, fluoroquinolones, fibrates and highly active anti-retroviral therapy (Table 1).98,99,100,101,102,103,104 Similarly, AKI is increasingly associated with adverse drug interactions, toxicity, inappropriate prescriptions, failure of clinicians to adjust for kidney function when calculating dosages in at-risk patients, and continued exposure to nephrotoxins during AKI.105,106 Worsening AKI and hypotension are the most common, potentially avoidable, adverse drug reactions, with angiotensin-converting-enzyme inhibitors and antithrombotics commonly implicated.105 Hospitalized patients, particularly those in ICUs, are often exposed to multiple concurrent nephrotoxins.102,103,107,108,109 Antimicrobials are common sources of avoidable nephrotoxicity55,68,99,102,106,108,109 and exposure to contrast media is also frequently associated with AKI in hospitalized patients.55 In a single-centre study of critically ill patients admitted to ICU who underwent contrast-enhanced radiography examination, contrast-induced AKI developed in 16.3% of the 787 participants and was associated with higher use of RRT and significantly increased 28-day mortality (adjusted OR 2.7, 95% CI 1.4–5.5).110

Table 1 Studies evaluating the association between selected medications and risk of AKI

Major surgery

AKI after major non-cardiac surgery is uncommon; however, its incidence is modified by the burden of baseline susceptibilities and perioperative factors.111 In a prospective, single-centre cohort of patients undergoing major non-cardiac surgery (n = 15,102), AKI (defined as creatinine clearance <50 ml/min in the first 7 days after surgery) occurred in 0.8% of participants and was associated with increased mortality at 30 days, 60 days and 1 year.111 Perioperative risk factors included older age, higher BMI, comorbid disease, and high-risk or emergency surgeries. In addition, perioperative modifiers included total vasopressor dose, use of vasopressor infusion and diuretic infusion. Among those patients who required temporary support in ICU after surgery, AKI occurred in 9.6% and resulted in prolonged ICU and hospital stays and higher mortality. In a study that used a US database of 152,244 operative procedures to derive and validate a clinical risk score for AKI (defined as a serum creatinine level >177 μmol/l or need for RRT within 30 days of surgery), AKI occurred in 1% of patients and increasing clinical risk score correlated with greater risk of AKI. Patients who had more than five risk factors had a 9% incidence of AKI and a significantly increased risk of 30-day mortality.93

The estimated incidence of AKI (defined using RIFLE or KDIGO criteria or as a 50% increase in serum creatinine levels from baseline) in patients undergoing cardiac surgery is 11–30%.112,113,114,115 Severe AKI requiring RRT occurs in an estimated 1–2% of these patients.116 Numerous studies have derived clinical risk scores of predictors of AKI after cardiac surgery (Box 1).94 The strongest predictors of post-operative AKI among clinical risk scores are baseline kidney function and CKD status.95,96 Patients with decreases in serum creatinine levels from baseline immediately after surgery were less likely to develop AKI compared to those whose serum creatinine levels increased after surgery.112

Sepsis

In ICUs, AKI occurs most commonly in association with sepsis and is associated with a marked increase in risk of adverse outcomes.62,64,68,117,118 A multicentre cohort study found that 64.4% of critically ill patients with septic shock (n = 4,532) developed AKI within 24 h of ICU admission.119 Delay in administration of appropriate antimicrobial therapy after the onset of hypotension was associated with increased risk of AKI. In a multicentre cohort of 33,375 patients admitted to ICUs with a sepsis-related diagnosis, 42.1% had early AKI as defined by the RIFLE criteria.117 Sepsis is a known precipitating factor for AKI and the development of AKI further predisposes to episodes of sepsis.120 Higher RRT use and risk of death has been reported in patients with sepsis occurring after AKI compared with patients without sepsis.120

Fluid resuscitation and overload

Randomized trials of fluid resuscitation using the synthetic colloid hydroxyethyl starch compared with crystalloids have shown higher risk of AKI and RRT use, in particular in patients with sepsis.121,122,123 Administration of chloride-rich solutions (that is, 0.9% saline) compared with balanced crystalloid solutions are also associated with increased risk of AKI and greater use of RRT in surgical and critically ill patients.124,125,126 Chloride loading might result in deleterious changes in renal haemodynamics and contribute to excess fluid retention.127

Fluid overload is increasingly associated with AKI.23,128,129 Numerous mechanisms might contribute to the adverse renal consequences of fluid overload, including increased systemic venous pressure, renal-specific parenchymal oedema, intra-abdominal hypertension, and the physiological impact of interventions to treat fluid overload (that is, mechanical ventilation and diuretic therapy). Fluid overload in critically ill patients with AKI has consistently been associated with increased mortality in observational studies.129,130,131

Outcomes of AKI

Mortality

The risk of mortality associated with AKI is unequivocal and consistent across numerous clinical contexts, including acute myocardial infarction,132,133,134 acute decompensated heart failure,135 major non-cardiac93,136 and cardiac surgeries,53 and critical illness.61,67,68,69,71 Despite secular trends in demographic transition characterized by an ageing population, greater prevalence of comorbid illness, higher illness severity and higher intensity of support, AKI-associated mortality is decreasing.2,5,6,60 However, this mortality remains unacceptably high. The estimated unadjusted mortality associated with an episode of AKI was recently estimated at 23.9% in adults and 13.8% in children.2

Increasing severity of AKI correlates with increasing mortality, which is highest in patients with overt kidney failure requiring RRT (Figure 2).15,56,61,68,69,71 The adjusted risk of in-hospital mortality shows near linear increases with worsening severity of AKI56 and this relationship is universally evident across specific settings, such as contrast-induced nephropathy, cardiac surgery, major trauma, sepsis and critical illness.67,69,70,115,137 A multicentre, population-based cohort study of 2,901 patients with nonRRT-requiring AKI (defined according to RIFLE criteria) in Finnish ICUs reported in-hospital and 90-day mortality of 25.6% and 33.7%, respectively.63 Patients who survive an acute hospitalization associated with AKI remain at excess increased risk of mortality long after the inciting event compared with those without AKI.138,139,140 Among US patients who survived for at least 90 days after discharge from an acute-care hospitalization (n = 864,933), long-term mortality was 29.8% in those with AKI compared with only 16.1% in those who did not have AKI (adjusted relative risk 1.41, 95% CI 1.39–1.43).138 Similarly, in a Canadian population-based cohort of critically ill patients with AKI who did not require dialysis (n = 41,327), the risk of long-term mortality was increased compared with a matched cohort of critically ill patients without AKI (adjusted hazard ratio 1.10; 95% CI 1.07-1.13).139

Figure 2: Kaplan–Meier graph for hospital survival, stratified by KDIGO stages of acute kidney injury.
figure 2

Reproduced with permission from Oxford University Press © Wang, H. E. et al. Comparison of absolute serum creatinine changes versus Kidney Disease: Improving Global Outcomes consensus definitions for characterizing stages of acute kidney injury. Nephrol. Dial. Transplant. 28, 1447–1454 (2013).

PowerPoint slide

AKI-associated mortality is highest among patients with severe AKI requiring RRT, particularly in the setting of critical illness, with estimated in-hospital mortality approaching 60%.15,68,141 Emerging data, however, suggest that the mortality of patients with AKI is decreasing.6,71,142 In hospital, 90-day and 6-month mortality among patients with AKI treated with RRT have been reported as 35%, 45% and 49%, respectively.63,142

The factors that contribute to AKI-associated mortality vary with time and differ in the immediate and long-term. Factors that modify the risk of early mortality occurring in-hospital or less than 90 days after AKI include the primary diagnosis (such as sepsis), severity of acute illness and the burden of acute nonrenal organ dysfunction.70 Among early survivors, factors contributing to intermediate and long-term mortality include older age, pre-existing comorbid disease (CKD, cardiovascular disease or malignancy) and incomplete organ recovery with ongoing residual disease.140 Although large epidemiological surveys have described the mortality associated with AKI, relatively little insight has been available on the proximate causes of death among patients with AKI. In a cohort study of 3,930 hospitalized patients prospectively identified as having AKI (according to the AKIN criteria), in-hospital mortality was 21.9% and data on the primary cause of death was available for 93.4% of the deceased patients.143 Death was primarily attributed to sepsis (41.1%), cardiovascular events (19.2%) and malignancies (12.9%), whereas AKI was listed as the primary cause of death in only 3.1% of patients.

Recovery of kidney function

Nonrecovery of kidney function following an episode of AKI is a major morbid event with long-term implications for patients and health resources. No consensus on a definition of renal recovery after AKI exists; however, the majority of studies have defined renal nonrecovery as dialysis dependence. In large observational cohort studies of critically ill patients with severe AKI requiring RRT, the rate of dialysis dependence at hospital discharge was 13–29%.15,68,144,145,146 Among survivors of AKI, the rate of dialysis dependence seems to decrease at 6 months and 12 months after AKI onset; however, this result is often confounded by deaths that occur predominantly among those patients who remain on dialysis.15,141

Several patient-level susceptibilities modify the likelihood of nonrecovery from AKI and rapid progression to ESRD, in particular older age147 and severity of CKD at baseline (Figure 3).140,148 Both the severity of AKI and the number of AKI episodes are associated with the development of incident CKD and ESRD.149,150 Hospitalized patients might be exposed to multiple, potentially avoidable inciting events during their illness that might worsen AKI and reduce the probability of recovery.102,103,105,107,108 Although no validated scoring systems that reliably predict recovery of kidney function after AKI are currently available, data from studies that integrated novel biomarkers of kidney damage (that is, NGAL) into models for clinical risk prediction are promising.151

Figure 3: Long-term survival stratified by CKD and AKI.
figure 3

Cox proportional hazard model for long-term survival of patients alive at hospital discharge, stratified by severity of AKI for patients without CKD (no AKI and RIFLE risk, injury, and failure groups) and by occurrence of AKI for patients with CKD (no AKI and acute-on-chronic kidney disease groups). Abbreviations: AKI, acute kidney injury; CKD, chronic kidney disease; ESRD, end-stage renal disease; RIFLE, risk, injury, failure, loss, end-stage renal disease. Reproduced with permission from Nature Publishing Group © Wu, V. C. et al. Kidney Int. 80, 1222–1230 (2011).

PowerPoint slide

Fluid accumulation is associated with misclassification and delayed diagnosis of AKI23,24 and several studies have shown that fluid accumulation and overload independently predict mortality in patients with AKI.129,130,131,152 Moreover, fluid overload at the time of initiation of RRT has been associated with nonrecovery of kidney function.153 These data suggest that a metric of fluid overload should be considered an important trigger for initiation of RRT, and might be more relevant for clinical decision support than serum creatinine levels alone. In addition, a systematic review suggested that delayed initiation of RRT in critically ill patients with AKI is associated with a non-significant increase in kidney nonrecovery.153 Further high-quality randomized trials to investigate this issue are expected.154,155 The impact of the initial RRT modality in critically ill patients with AKI on recovery of kidney function is an area of renewed interest.141,142 Initial renal support with continuous RRT (CRRT), compared with intermittent RRT is associated with a higher likelihood of recovery to dialysis independence (Table 2).141,144,156,157,158,159,160,161,162

Table 2 Selected studies evaluating the impact of initial RRT modality on renal recovery after AKI

Few data are available on the long-term risk of incident CKD and progression to ESRD in patients with less-severe forms of AKI. The risk of incident ESRD is reported to be 2.7-fold higher among critically ill patients with AKI who do not require RRT than among patients without AKI.139 These patients are also at increased risk of major cardiovascular events, rehospitalization and mortality.139,163 However, following an episode of AKI, early as opposed to late recovery to baseline kidney function is associated with a lower risk of adverse events and long-term mortality.114,164

Health-related quality of life and disability

Health-related quality of life (HRQL) and residual disability are increasingly recognized as important patient-centred outcomes following acute illness complicated by AKI.165 A number of studies have described HRQL for patients with AKI associated with critical illness (Table 3).71,136,166,167,168,169,170,171 The majority of these studies are fairly small, single-centre and primarily focused on functional disability and HRQL among survivors of severe AKI requiring RRT. In general, HRQL is lower at hospital discharge and at 6 months after AKI onset in survivors of AKI compared with the age and sex-matched general population. Older age, greater comorbid disease, higher illness severity, longer durations of ICU and hospital stays, and dialysis dependence are associated with significantly lower HRQL.169,171 At 6 months after initiation of RRT, the physical components of HRQL in patients with AKI were generally more affected than the mental components,167 but better cognitive function was reported in the dialysis-independent survivors.169 Poor HRQL has been shown to predict mortality in survivors of AKI at 1 year.170 However, despite lower perceived HRQL compared with an age and sex-matched general population, many survivors of AKI requiring RRT report that their HRQL is acceptable and they would choose to receive the same treatment course again.167

Table 3 Studies evaluating HRQL among survivors of AKI

Few studies have evaluated HRQL following AKI not requiring RRT.136,168 Despite lower baseline HRQL and greater disability compared with a matched general population, survivors of AKI not requiring RRT showed improvements in HRQL at 6 months to levels commensurate with survivors of critical illness without AKI.168

Economics of AKI

Resource implications of AKI

The development of AKI in hospitalized patients increases direct and indirect health-care costs and resource utilization across a broad range of conditions.52 AKI is associated with greater investigations and monitoring, unplanned or longer ICU stays, prolonged hospitalization and an increased risk of early rehospitalization. In a US study,52 hospitalized patients who developed KDIGO stage 2 AKI had a reported 6.5-fold increased adjusted odds ratio for death, a prolonged hospital stay (>3.5 days), and an additional USD$9,000 in hospital costs compared with hospitalized patients who did not develop AKI.52

Uncomplicated AKI, defined as AKI not in association with critical illness, contributes an excess $2,600 in attributable costs and a median of five additional days of hospitalization.172 These direct hospital costs exceed those of several more-prevalent conditions including hospitalizations for heart failure ($2,200), pneumonia ($2,100) and gastrointestinal bleeding ($2,100).52

The development of AKI in critically ill patients contributes to prolonged mechanical ventilation, failed weaning from mechanical ventilation, greater use of tracheostomy and longer ICU stays.173,174 In patients who develop AKI after cardiac surgery, the attributable cost and utilization of RRT increases with the severity of injury.175 Patients with KDIGO stage 1 AKI after cardiac surgery had a 1.6-fold longer duration of ICU stay and a 1.6-fold increase in total post-operative costs compared with those who did not develop AKI.175 Moreover, hospitalized patients with AKI who did not require RRT had higher rates of rehospitalization (adjusted hazard ratio 1.21, 95% CI, 1.18-1.24) compared to those without AKI.139

Resource implications of acute RRT

The initiation of RRT in patients with severe AKI represents a measurable increase in the complexity of care and associated costs. The application of RRT across different centres is variable and is associated with differences in adjusted mortality.176 However, adjusted mortality might be lower in larger centres that perform a higher annual volume of treatments than in smaller centres.177

Haemodialysis

The daily cost of CRRT is more than that of intermittent haemodialysis.178,179,180,181,182 In an analysis of data from 53 centres in 23 countries, the median cost of CRRT per treatment day was $290 more expensive than that of intermittent haemodialysis; however, the median cost differences were highly variable across centres (the median daily cost of CRRT compared with intermittent haemodialysis ranged from $3,630 excess to $379 less).181 The greatest costs attributable to CRRT are for replacement and dialysate fluids and the extracorporeal circuit. In a Canadian retrospective cohort study that evaluated the immediate and long-term costs of RRT modalities, the weekly cost of daily CRRT ranged from $3,283 to $4,819 (depending on the specific therapy and anticoagulant used) compared with only $1,263 for three times weekly intermittent haemodialysis.179 The direct costs of any RRT are predominantly attributable to human resources (such as dialysis nurses), extracorporeal circuits and filters, replacement and dialysate fluids and anticoagulants.

The costs associated with replacement and dialysis fluids for CRRT might be modestly reduced by ensuring a dose-delivery of 25 ml/kg/h or timely transition to intermittent haemodialysis when physiologically appropriate for the patient.181 In-hospital and 1-year direct health-care costs are lower among AKI survivors with renal recovery ($44,921 and $10,541, respectively) than among those who remain on dialysis ($52,778 and $69,011, respectively).179 Higher rates of renal recovery and dialysis independence have been reported among survivors of AKI whose initial therapy was CRRT compared with those who initially received intermittent haemodialysis, suggesting that the continuous therapy might prove to be cost-effective in the long-term.144,160,161,162 The role of hybrid RRTs, such as slow low-efficiency dialysis, is still being defined.183

Peritoneal dialysis

In many regions of the world, peritoneal dialysis is a more commonly used renal replacement modality in patients with severe AKI than is CRRT or intermittent haemodialysis.184,185 A randomized trial that included 70 critically ill adults with septic AKI, reported that CRRT compared with peritoneal dialysis was associated with faster resolution of azotemic and metabolic complications, higher survival, and lower relative costs per life saved (that is, greater cost effectiveness).185 However, a number of potential methodological concerns regarding this trial have cast doubt on these findings.186,187 A systematic review of 24 studies, which included 1,556 patients with AKI, compared outcomes of peritoneal dialysis with those of other forms of extracorporeal blood purification and found no statistically significant difference in mortality despite the overall low methodological quality of the included studies.184 Subsequent studies have suggested that high volume continuous peritoneal dialysis using an automated cycler in patients with AKI can achieve reasonable azotemic, metabolic and fluid balance control with a low rate of complications.188,189,190 Indeed, peritoneal dialysis is an important RRT modality in developing regions where it might not only be cost-effective relative to CRRT, but might be the only option available.191 Additional high quality studies are needed to increase our understanding of the role of peritoneal dialysis in AKI.

Long-term cost-effectiveness of RRT

Few studies have evaluated the cost-effectiveness of RRT in critically ill patients with AKI beyond the immediate direct costs.145 In the SUPPORT study, the estimated cost per quality-adjusted life-year (QALY) saved for critically ill patients with AKI started on RRT (compared with withholding support and allowing death to occur) was $128,200.165 In this study, which had a follow-up duration of 4.4 years, median patient survival was 32 days and only 27% of patients were alive at 5 months. Even among those patients deemed most likely to survive, the cost per QALY saved was high at $61,900. In a Finnish cohort of 410 critically ill patients with AKI treated with RRT, the overall cost per QALY saved during 5-year follow up was poor (>$339,729) and was excessive in older patients (>$1,358,904).192 However, from a societal perspective, the costs were more acceptable in those patients who survived for >1 year (<$67,945 per QALY saved). In both of these studies the outcomes among survivors of AKI were reasonably good as defined by the patients; however, the cost of RRT far exceeded the commonly cited $50,000 per QALY saved threshold for cost-effective care.

Incident CKD and progression to ESRD

AKI is an independent risk for incident CKD and progression to ESRD,139,149,163,193 with predictable implications for health-care costs at the patient and societal level. The attributable annual costs of CKD to the Medicare programme have been estimated as minimal for stage 1 CKD, $1,700 for stage 2 CKD, $2,500 for stage 3 CKD and $12,700 for stage 4 CKD,194 whereas the annual attributable costs of ESRD, although variable by RRT modality, average approximately $52,236.195 ESRD is responsible for approximately 1.2% of total health care expenditure in Canada195 and 1–2% of the total National Health Service budget in the UK.196 In the USA, costs are more difficult to estimate but data from the US Renal Data System suggest that ESRD accounts for approximately 6.7% of all Medicare expenditure.197 Incident CKD and progression to ESRD among children and adults carries a considerable individual and societal burden. CKD is associated with higher risk of hospitalizations, cardiovascular events and mortality90 along with reduced HRQL and impaired physical function.198,199

The long-term economic implications for children surviving an episode of AKI are particularly relevant.86,200 In a small cohort study of critically ill children with AKI (n = 226) in New Zealand, the majority of patients survived but 40% had persistent abnormalities (for example, hypertension, abnormal urinalysis) at hospital discharge, suggesting ongoing kidney injury.86 In a Canadian 3-year follow-up study of critically ill children with AKI (n = 126), 10% of survivors had evidence of CKD with a higher incidence in those with more-severe AKI.200 A relative paucity of longer-term epidemiological evaluations of kidney health among children surviving an episode of AKI exists. Among children and adolescents, the long-term sequelae and the economic impact of AKI progression to CKD are potentially devastating and might include reduced HRQL, depression, social isolation and education and employment constraints.201,202 Further studies are needed to quantify the full economic and social implications of CKD and ESRD among children and adults following an episode of AKI, including the number of productive years lost and the effects on life expectancy, ability to enter the workforce and use of social assistance.

Conclusions

AKI is a problem of epidemic proportions and likely deserves similar attention as other common medical problems encountered in acute care medicine, such as acute myocardial infarction and stroke, which are associated with similar risks of adverse outcomes. Abundant data confirm that the incidence of AKI, particularly in hospitalized patients, is rising. This increasing incidence is largely attributable to a higher prevalence of susceptibilities and heightened exposure to potentially modifiable risks during hospitalization. AKI is associated with an increased risk of adverse outcomes, including short-term and long-term mortality, incident CKD, accelerated progression to ESRD and reduced HRQL, and also contributes to excess consumption of healthcare resources. The downstream economic impact of AKI might be profound, particularly among survivors who fail to recover kidney function and remain dialysis dependent.

Future research will be directed at improving these poor outcomes associated with AKI by focusing on: improved calibration in the diagnostic criteria for AKI to enable early and reliable identification of those patients who are most at-risk of AKI (for example, understanding the role of novel kidney damage biomarkers and fluid balance); evaluation of the impact of adherence to current KDIGO clinical practice guidelines for better identification and management of patients with AKI; evaluation of novel therapeutics aimed at reducing the incidence of AKI and/or mitigating the development of maladaptive repair during recovery from AKI to reduce the incidence of incident or worsening CKD; and better understanding the optimal application of acute RRT in those developing worsening or severe AKI (that is, when to ideally start and discontinue and the ideal RRT modality to use for selected circumstances).

Review criteria

A search for original articles published between 1980 and 2013 and focusing on acute kidney injury was performed in MEDLINE and PubMed. The search terms used were “acute kidney injury OR acute renal failure”, “renal replacement therapy OR continuous OR intermittent OR peritoneal”, “epidemiology OR incidence”, “mortality”, “renal recovery AND chronic kidney disease OR end stage renal disease”, “quality of life”, “economic OR cost effectiveness OR quality-adjusted life year”, alone and in combination. All articles identified were English-language, full-text papers. We also searched the reference lists of identified articles for further relevant papers.

References

  1. Bellomo, R. The epidemiology of acute renal failure: 1975 versus 2005. Curr. Opin. Crit. Care 12, 557–560 (2006).

    PubMed  Google Scholar 

  2. Susantitaphong, P. et al. World incidence of AKI: a meta-analysis. Clin. J. Am. Soc. Nephrol. 8, 1482–1493 (2013).

    PubMed  PubMed Central  Google Scholar 

  3. Uchino, S. The epidemiology of acute renal failure in the world. Curr. Opin. Crit. Care 12, 538–543 (2006).

    PubMed  Google Scholar 

  4. Lameire, N. H. et al. Acute kidney injury: an increasing global concern. Lancet 382, 170–179 (2013).

    PubMed  Google Scholar 

  5. Xue, J. L. et al. Incidence and mortality of acute renal failure in Medicare beneficiaries, 1992 to 2001. J. Am. Soc. Nephrol. 17, 1135–1142 (2006).

    PubMed  Google Scholar 

  6. Waikar, S. S., Curhan, G. C., Wald, R., McCarthy, E. P. & Chertow, G. M. Declining mortality in patients with acute renal failure, 1988 to 2002. J. Am. Soc. Nephrol. 17, 1143–1150 (2006).

    PubMed  Google Scholar 

  7. Kellum, J. A., Bellomo, R. & Ronco, C. Kidney attack. JAMA 307, 2265–2266 (2012).

    CAS  PubMed  Google Scholar 

  8. Li, P. K. et al. Acute kidney injury: global health alert. Kidney Int. 83, 372–376 (2013).

    PubMed  Google Scholar 

  9. Hoste, E. A. et al. The epidemiology of cardiac surgery-associated acute kidney injury. Int. J. Artif. Organs 31, 158–165 (2008).

    CAS  PubMed  Google Scholar 

  10. Bellomo, R. et al. Acute renal failure–definition, outcome measures, animal models, fluid therapy and information technology needs: the second international consensus conference of the Acute Dialysis Quality Initiative (ADQI) Group. Crit. Care 8, R204–R212 (2004).

    PubMed  PubMed Central  Google Scholar 

  11. Mehta, R. L. et al. Acute Kidney Injury Network: report of an initiative to improve outcomes in acute kidney injury. Crit. Care 11, R31 (2007).

    PubMed  PubMed Central  Google Scholar 

  12. Kellum, J. A., Levin, N., Bouman, C. & Lameire, N. Developing a consensus classification system for acute renal failure. Curr. Opin. Crit. Care 8, 509–514 (2002).

    PubMed  Google Scholar 

  13. Kidney Disease Improving Global Outcomes. KDIGO clinical practice guidelines on acute kidney injury. Kidney Int. Suppl. 2, 8–12 (2012).

  14. Ricci, Z., Cruz, D. & Ronco, C. The RIFLE criteria and mortality in acute kidney injury: a systematic review. Kidney Int. 73, 538–546 (2008).

    CAS  PubMed  Google Scholar 

  15. Bagshaw, S. M. et al. Prognosis for long-term survival and renal recovery in critically ill patients with severe acute renal failure: a population-based study. Crit. Care 9, R700–R709 (2005).

    PubMed  PubMed Central  Google Scholar 

  16. de Mendonca, A. et al. Acute renal failure in the ICU: risk factors and outcome evaluated by the SOFA score. Intensive Care Med. 26, 915–921 (2000).

    CAS  PubMed  Google Scholar 

  17. Bagshaw, S. M. et al. A comparison of observed versus estimated baseline creatinine for determination of RIFLE class in patients with acute kidney injury. Nephrol. Dial. Transplant. 24, 2739–2744 (2009).

    CAS  PubMed  Google Scholar 

  18. Zavada, J. et al. A comparison of three methods to estimate baseline creatinine for RIFLE classification. Nephrol. Dial. Transplant. 25, 3911–3918 (2010).

    CAS  PubMed  Google Scholar 

  19. Siew, E. D. et al. Use of multiple imputation method to improve estimation of missing baseline serum creatinine in acute kidney injury research. Clin. J. Am. Soc. Nephrol. 8, 10–18 (2013).

    CAS  PubMed  Google Scholar 

  20. Pickering, J. W. & Endre, Z. H. Back-calculating baseline creatinine with MDRD misclassifies acute kidney injury in the intensive care unit. Clin. J. Am. Soc. Nephrol. 5, 1165–1173 (2010).

    CAS  PubMed  PubMed Central  Google Scholar 

  21. Pickering, J. W. & Endre, Z. H. GFR shot by RIFLE: errors in staging acute kidney injury. Lancet 373, 1318–1319 (2009).

    PubMed  Google Scholar 

  22. Doi, K. et al. Reduced production of creatinine limits its use as marker of kidney injury in sepsis. J. Am. Soc. Nephrol. 20, 1217–1221 (2009).

    CAS  PubMed  PubMed Central  Google Scholar 

  23. Liu, K. D. et al. Acute kidney injury in patients with acute lung injury: impact of fluid accumulation on classification of acute kidney injury and associated outcomes. Crit. Care Med. 39, 2665–2671 (2011).

    PubMed  PubMed Central  Google Scholar 

  24. Macedo, E. et al. Fluid accumulation, recognition and staging of acute kidney injury in critically-ill patients. Crit. Care 14, R82 (2010).

    PubMed  PubMed Central  Google Scholar 

  25. Pickering, J. W., Ralib, A. M. & Endre, Z. H. Combining creatinine and volume kinetics identifies missed cases of acute kidney injury following cardiac arrest. Crit. Care 17, R7 (2013).

    PubMed  PubMed Central  Google Scholar 

  26. Macedo, E., Malhotra, R., Bouchard, J., Wynn, S. K. & Mehta, R. L. Oliguria is an early predictor of higher mortality in critically ill patients. Kidney Int. 80, 760–767 (2011).

    CAS  PubMed  Google Scholar 

  27. Mandelbaum, T. et al. Empirical relationships among oliguria, creatinine, mortality, and renal replacement therapy in the critically ill. Intensive Care Med. 39, 414–419 (2013).

    CAS  PubMed  Google Scholar 

  28. Prowle, J. R. et al. Oliguria as predictive biomarker of acute kidney injury in critically ill patients. Crit. Care 15, R172 (2011).

    PubMed  PubMed Central  Google Scholar 

  29. Macedo, E., Malhotra, R., Claure- Del Granado, R., Fedullo, P. & Mehta, R. L. Defining urine output criterion for acute kidney injury in critically ill patients. Nephrol. Dial. Transplant. 26, 509–515 (2011).

    PubMed  Google Scholar 

  30. Ralib, A. M., Pickering, J. W., Shaw, G. M. & Endre, Z. H. The urine output definition of acute kidney injury is too liberal. Crit. Care 17, R112 (2013).

    Google Scholar 

  31. McCullough, P. A. et al. Implementation of novel biomarkers in the diagnosis, prognosis, and management of acute kidney injury: executive summary from the tenth consensus conference of the Acute Dialysis Quality Initiative (ADQI). Contrib. Nephrol. 182, 5–12 (2013).

    PubMed  Google Scholar 

  32. Bagshaw, S. M., Zappitelli, M. & Chawla, L. S. Novel biomarkers of AKI: the challenges of progress 'amid the noise and the haste'. Nephrol. Dial. Transplant. 28, 235–238 (2013).

    CAS  PubMed  Google Scholar 

  33. Parikh, C. R. et al. Postoperative biomarkers predict acute kidney injury and poor outcomes after pediatric cardiac surgery. J. Am. Soc. Nephrol. 22, 1737–1747 (2011).

    CAS  PubMed  PubMed Central  Google Scholar 

  34. Siew, E. D. et al. Distinct injury markers for the early detection and prognosis of incident acute kidney injury in critically ill adults with preserved kidney function. Kidney Int. 84, 786–794 (2013).

    CAS  PubMed  PubMed Central  Google Scholar 

  35. Nickolas, T. L. et al. Diagnostic and prognostic stratification in the emergency department using urinary biomarkers of nephron damage: a multicenter prospective cohort study. J. Am. Coll. Cardiol. 59, 246–255 (2012).

    CAS  PubMed  PubMed Central  Google Scholar 

  36. Nickolas, T. L. et al. Sensitivity and specificity of a single emergency department measurement of urinary neutrophil gelatinase-associated lipocalin for diagnosing acute kidney injury. Ann. Intern. Med. 148, 810–819 (2008).

    PubMed  PubMed Central  Google Scholar 

  37. Kashani, K. et al. Discovery and validation of cell cycle arrest biomarkers in human acute kidney injury. Crit. Care 17, R25 (2013).

    PubMed  PubMed Central  Google Scholar 

  38. Bagshaw, S. M. Subclinical acute kidney injury: a novel biomarker-defined syndrome. Crit. Care Resusc. 13, 201–203 (2011).

    PubMed  Google Scholar 

  39. Haase, M., Kellum, J. A. & Ronco, C. Subclinical AKI—an emerging syndrome with important consequences. Nat. Rev. Nephrol. 8, 735–739 (2012).

    CAS  PubMed  Google Scholar 

  40. Haase, M. et al. The outcome of neutrophil gelatinase-associated lipocalin-positive subclinical acute kidney injury: a multicenter pooled analysis of prospective studies. J. Am. Coll. Cardiol. 57, 1752–1761 (2011).

    CAS  PubMed  PubMed Central  Google Scholar 

  41. Colpaert, K. et al. Impact of real-time electronic alerting of acute kidney injury on therapeutic intervention and progression of RIFLE class. Crit. Care Med. 40, 1164–1170 (2012).

    PubMed  Google Scholar 

  42. Brown, J. R., Kramer, R. S., Coca, S. G. & Parikh, C. R. The prognostic value of using the duration of acute kidney injury in cardiac surgery: an example using two antifibrinolytics. J. Extra Corpor. Technol. 43, 227–231 (2011).

    PubMed  PubMed Central  Google Scholar 

  43. Goldstein, S. L. et al. Electronic health record identification of nephrotoxin exposure and associated acute kidney injury. Pediatrics 132, e756–e767 (2013).

    PubMed  Google Scholar 

  44. Selby, N. M. et al. Use of electronic results reporting to diagnose and monitor AKI in hospitalized patients. Clin. J. Am. Soc. Nephrol. 7, 533–540 (2012).

    PubMed  Google Scholar 

  45. Hsu, C. Y. et al. Community-based incidence of acute renal failure. Kidney Int. 72, 208–212 (2007).

    PubMed  PubMed Central  Google Scholar 

  46. Liangos, O. et al. Epidemiology and outcomes of acute renal failure in hospitalized patients: a national survey. Clin. J. Am. Soc. Nephrol. 1, 43–51 (2006).

    PubMed  Google Scholar 

  47. Swaminathan, M. et al. Trends in acute renal failure associated with coronary artery bypass graft surgery in the United States. Crit. Care Med. 35, 2286–2291 (2007).

    PubMed  Google Scholar 

  48. Fujii, T., Uchino, S., Takinami, M. & Bellomo, R. Subacute kidney injury in hospitalized patients. Clin. J. Am. Soc. Nephrol. http://dx.doi.org/10.2215/CJN.04120413.

  49. Waikar, S. S. et al. Validity of international classification of diseases, ninth revision, clinical modification codes for acute renal failure. J. Am. Soc. Nephrol. 17, 1688–1694 (2006).

    PubMed  Google Scholar 

  50. Hwang, Y. J. et al. Validity of the international classification of diseases, tenth revision code for acute kidney injury in elderly patients at presentation to the emergency department and at hospital admission. BMJ Open 2, e001821 (2012).

    PubMed  PubMed Central  Google Scholar 

  51. Ali, T. et al. Incidence and outcomes in acute kidney injury: a comprehensive population-based study. J. Am. Soc. Nephrol. 18, 1292–1298 (2007).

    CAS  PubMed  Google Scholar 

  52. Chertow, G. M., Burdick, E., Honour, M., Bonventre, J. V. & Bates, D. W. Acute kidney injury, mortality, length of stay, and costs in hospitalized patients. J. Am. Soc. Nephrol. 16, 3365–3370 (2005).

    PubMed  Google Scholar 

  53. Lassnigg, A. et al. Minimal changes of serum creatinine predict prognosis in patients after cardiothoracic surgery: a prospective cohort study. J. Am. Soc. Nephrol. 15, 1597–1605 (2004).

    CAS  PubMed  Google Scholar 

  54. Hou, S. H., Bushinsky, D. A., Wish, J. B., Cohen, J. J. & Harrington, J. T. Hospital-acquired renal insufficiency: a prospective study. Am. J. Med. 74, 243–248 (1983).

    CAS  PubMed  Google Scholar 

  55. Nash, K., Hafeez, A. & Hou, S. Hospital-acquired renal insufficiency. Am. J. Kidney Dis. 39, 930–936 (2002).

    PubMed  Google Scholar 

  56. Uchino, S., Bellomo, R., Goldsmith, D., Bates, S. & Ronco, C. An assessment of the RIFLE criteria for acute renal failure in hospitalized patients. Crit. Care Med. 34, 1913–1917 (2006).

    PubMed  Google Scholar 

  57. Hsu, R. K., McCulloch, C. E., Dudley, R. A., Lo, L. J. & Hsu, C. Y. Temporal changes in incidence of dialysis-requiring AKI. J. Am. Soc. Nephrol. 24, 37–42 (2013).

    PubMed  Google Scholar 

  58. Siddiqui, N. F. et al. Secular trends in acute dialysis after elective major surgery—1995 to 2009. CMAJ 184, 1237–1245 (2012).

    PubMed  PubMed Central  Google Scholar 

  59. Andrikos, E. et al. Epidemiology of acute renal failure in ICUs: a multi-center prospective study. Blood Purif. 28, 239–244 (2009).

    PubMed  Google Scholar 

  60. Bagshaw, S. M. et al. Changes in the incidence and outcome for early acute kidney injury in a cohort of Australian intensive care units. Crit. Care 11, R68 (2007).

    PubMed  PubMed Central  Google Scholar 

  61. Bagshaw, S. M., George, C., Dinu, I. & Bellomo, R. A multi-centre evaluation of the RIFLE criteria for early acute kidney injury in critically ill patients. Nephrol. Dial. Transplant. 23, 1203–1210 (2008).

    PubMed  Google Scholar 

  62. Medve, L. et al. Epidemiology of acute kidney injury in Hungarian intensive care units: a multicenter, prospective, observational study. BMC Nephrol. 12, 43 (2011).

    PubMed  PubMed Central  Google Scholar 

  63. Nisula, S. et al. Incidence, risk factors and 90-day mortality of patients with acute kidney injury in Finnish intensive care units: the FINNAKI study. Intensive Care Med. 39, 420–428 (2013).

    PubMed  Google Scholar 

  64. Piccinni, P. et al. Prospective multicenter study on epidemiology of acute kidney injury in the ICU: a critical care nephrology Italian collaborative effort (NEFROINT). Minerva Anestesiol. 77, 1072–1083 (2011).

    CAS  PubMed  Google Scholar 

  65. Poukkanen, M. et al. Acute kidney injury in patients with severe sepsis in Finnish intensive care units. Acta Anaesthesiol. Scand. 57, 863–872 (2013).

    CAS  PubMed  Google Scholar 

  66. Thakar, C. V., Christianson, A., Freyberg, R., Almenoff, P. & Render, M. L. Incidence and outcomes of acute kidney injury in intensive care units: a Veterans Administration study. Crit. Care Med. 37, 2552–2558 (2009).

    PubMed  Google Scholar 

  67. Ostermann, M. & Chang, R. W. Acute kidney injury in the intensive care unit according to RIFLE. Crit. Care Med. 35, 1837–1843 (2007).

    PubMed  Google Scholar 

  68. Uchino, S. et al. Acute renal failure in critically ill patients: a multinational, multicenter study. JAMA 294, 813–818 (2005).

    CAS  PubMed  Google Scholar 

  69. Hoste, E. A. et al. RIFLE criteria for acute kidney injury are associated with hospital mortality in critically ill patients: a cohort analysis. Crit. Care 10, R73 (2006).

    PubMed  PubMed Central  Google Scholar 

  70. Clec'h, C. et al. Multiple-center evaluation of mortality associated with acute kidney injury in critically ill patients: a competing risks analysis. Crit. Care 15, R128 (2011).

    PubMed  PubMed Central  Google Scholar 

  71. Vaara, S. et al. Population-based incidence, mortality and quality of life in critically ill patients treated with renal replacement therapy—a nationwide retrospective cohort study in Finnish ICUs. Crit. Care 16, R13 (2012).

    PubMed  PubMed Central  Google Scholar 

  72. Riley, S. et al. Renal impairment among acute hospital admissions in a rural Ethiopian hospital. Nephrology (Carlton) 18, 92–96 (2013).

    Google Scholar 

  73. Xuan, B. H. et al. Swarming hornet attacks: shock and acute kidney injury—a large case series from Vietnam. Nephrol. Dial. Transplant. 25, 1146–1150 (2010).

    PubMed  Google Scholar 

  74. Khakurel, S., Satyal, P. R., Agrawal, R. K., Chhetri, P. K. & Hada, R. Acute renal failure in a tertiary care center in Nepal. J. Nepal Med. Assoc. 44, 32–35 (2005).

    CAS  Google Scholar 

  75. Soliman, A. R. Spectrum of acute kidney injury in a tertiary care hospital in Cairo. Arab J. Nephrol. Transplant. 4, 83–86 (2011).

    PubMed  Google Scholar 

  76. Daher, E. F. et al. Leptospirosis-associated acute kidney injury: penicillin at the late stage is still controversial. J. Clin. Pharm. Ther. 37, 420–425 (2012).

    CAS  PubMed  Google Scholar 

  77. Liborio, A. B. et al. Acute kidney injury in children with visceral leishmaniasis. Pediatr. Infect. Dis. J. 31, 451–454 (2012).

    PubMed  Google Scholar 

  78. Krishnamurthy, S. et al. Incidence and etiology of acute kidney injury in southern India. Indian J. Pediatr. 80, 183–189 (2013).

    PubMed  Google Scholar 

  79. Shukla, V. S., Singh, R. G., Rathore, S. S. & Usha . Outcome of malaria-associated acute kidney injury: a prospective study from a single center. Ren. Fail. 35, 801–805 (2013).

    PubMed  Google Scholar 

  80. Lombardi, R., Yu, L., Younes-Ibrahim, M., Schor, N. & Burdmann, E. A. Epidemiology of acute kidney injury in Latin America. Semin. Nephrol. 28, 320–329 (2008).

    PubMed  Google Scholar 

  81. Phillips, L. A. et al. Acute kidney injury risk factor recognition in three teaching hospitals in Ethiopia. S. Afr. Med. J. 103, 413–418 (2013).

    PubMed  Google Scholar 

  82. Coca, S. G., Cho, K. C. & Hsu, C. Y. Acute kidney injury in the elderly: predisposition to chronic kidney disease and vice versa. Nephron Clin. Pract. 119 (Suppl. 1), c19–c24 (2011).

    PubMed  PubMed Central  Google Scholar 

  83. Ishani, A. et al. Acute kidney injury increases risk of ESRD among elderly. J. Am. Soc. Nephrol. 20, 223–228 (2009).

    PubMed  PubMed Central  Google Scholar 

  84. Boumendil, A. et al. Treatment intensity and outcome of patients aged 80 and older in intensive care units: a multicenter matched-cohort study. J. Am. Geriatr. Soc. 53, 88–93 (2005).

    PubMed  Google Scholar 

  85. Bagshaw, S. M. et al. Association between renal replacement therapy in critically ill patients with severe acute kidney injury and mortality. J. Crit. Care 28, 1011–1018 (2013).

    PubMed  Google Scholar 

  86. Ball, E. F. & Kara, T. Epidemiology and outcome of acute kidney injury in New Zealand children. J. Paediatr. Child Health 44, 642–646 (2008).

    PubMed  Google Scholar 

  87. James, M. T. et al. Glomerular filtration rate, proteinuria, and the incidence and consequences of acute kidney injury: a cohort study. Lancet 376, 2096–2103 (2010).

    PubMed  Google Scholar 

  88. Grams, M. E. et al. Albuminuria and estimated glomerular filtration rate independently associate with acute kidney injury. J. Am. Soc. Nephrol. 21, 1757–1764 (2010).

    CAS  PubMed  PubMed Central  Google Scholar 

  89. Coca, S. G. et al. Preoperative proteinuria predicts acute kidney injury in patients undergoing cardiac surgery. J. Thorac. Cardiovasc. Surg. 143, 495–502 (2012).

    CAS  PubMed  Google Scholar 

  90. Go, A. S., Chertow, G. M., Fan, D., McCulloch, C. E. & Hsu, C. Y. Chronic kidney disease and the risks of death, cardiovascular events, and hospitalization. N. Engl. J. Med. 351, 1296–1305 (2004).

    CAS  PubMed  Google Scholar 

  91. Cho, K. & Hsu, C. Y. Quantifying severity of chronic kidney disease as a risk factor for acute kidney injury. J. Am. Soc. Nephrol. 21, 1602–1604 (2010).

    PubMed  Google Scholar 

  92. Lafrance, J. P., Djurdjev, O. & Levin, A. Incidence and outcomes of acute kidney injury in a referred chronic kidney disease cohort. Nephrol. Dial. Transplant. 25, 2203–2209 (2010).

    PubMed  Google Scholar 

  93. Kheterpal, S. et al. Development and validation of an acute kidney injury risk index for patients undergoing general surgery: results from a national data set. Anesthesiology 110, 505–515 (2009).

    PubMed  Google Scholar 

  94. Huen, S. C. & Parikh, C. R. Predicting acute kidney injury after cardiac surgery: a systematic review. Ann. Thorac. Surg. 93, 337–347 (2012).

    PubMed  PubMed Central  Google Scholar 

  95. Mehta, R. H. et al. Bedside tool for predicting the risk of postoperative dialysis in patients undergoing cardiac surgery. Circulation 114, 2208–2216 (2006).

    PubMed  Google Scholar 

  96. Thakar, C. V., Arrigain, S., Worley, S., Yared, J. P. & Paganini, E. P. A clinical score to predict acute renal failure after cardiac surgery. J. Am. Soc. Nephrol. 16, 162–168 (2005).

    PubMed  Google Scholar 

  97. Benko, A. et al. Canadian association of radiologists: consensus guidelines for the prevention of contrast-induced nephropathy. Can. Assoc. Radiol. J. 58, 79–87 (2007).

    PubMed  Google Scholar 

  98. Schneider, V., Levesque, L. E., Zhang, B., Hutchinson, T. & Brophy, J. M. Association of selective and conventional nonsteroidal antiinflammatory drugs with acute renal failure: a population-based, nested case-control analysis. Am. J. Epidemiol. 164, 881–889 (2006).

    PubMed  Google Scholar 

  99. Bird, S. T., Etminan, M., Brophy, J. M., Hartzema, A. G. & Delaney, J. A. Risk of acute kidney injury associated with the use of fluoroquinolones. CMAJ 185, E475–E482 (2013).

    PubMed  PubMed Central  Google Scholar 

  100. Dormuth, C. R. et al. Use of high potency statins and rates of admission for acute kidney injury: multicenter, retrospective observational analysis of administrative databases. BMJ 346, f880 (2013).

    PubMed  Google Scholar 

  101. Leonard, C. E. et al. Proton pump inhibitors and traditional nonsteroidal anti-inflammatory drugs and the risk of acute interstitial nephritis and acute kidney injury. Pharmacoepidemiol. Drug Saf. 21, 1155–1172 (2012).

    CAS  PubMed  Google Scholar 

  102. Sorli, L. et al. Trough colistin plasma level is an independent risk factor for nephrotoxicity: a prospective observational cohort study. BMC Infect. Dis. 13, 380 (2013).

    PubMed  PubMed Central  Google Scholar 

  103. Wikman, P. et al. The significance of antiretroviral-associated acute kidney injury in a cohort of ambulatory human immunodeficiency virus-infected patients. Nephrol. Dial. Transplant. 28, 2073–2081 (2013).

    CAS  PubMed  Google Scholar 

  104. Zhao, Y. Y. et al. New fibrate use and acute renal outcomes in elderly adults: a population-based study. Ann. Intern. Med. 156, 560–569 (2012).

    PubMed  Google Scholar 

  105. Cox, Z. L. et al. Adverse drug events during AKI and its recovery. Clin. J. Am. Soc. Nephrol. 8, 1070–1078 (2013).

    CAS  PubMed  PubMed Central  Google Scholar 

  106. Zappitelli, M., Moffett, B. S., Hyder, A. & Goldstein, S. L. Acute kidney injury in non-critically ill children treated with aminoglycoside antibiotics in a tertiary healthcare centre. Nephrol. Dial. Transplant. 26, 144–150 (2011).

    PubMed  Google Scholar 

  107. Herrera-Gutierrez, M. E., Seller-Perez, G., Sanchez- Izquierdo-Riera, J. A. & Maynar-Moliner, J. Prevalence of acute kidney injury in intensive care units: the “COrte de prevalencia de disFuncion RenAl y DEpuracion en criticos” point-prevalence multicenter study. J. Crit. Care 28, 687–694 (2013).

    PubMed  Google Scholar 

  108. Ramirez, E. et al. Vancomycin-induced acute kidney injury detected by a prospective pharmacovigilance program from laboratory signals. Ther. Drug Monit. 35, 360–366 (2013).

    CAS  PubMed  Google Scholar 

  109. Wunderink, R. G. et al. Linezolid in methicillin-resistant Staphylococcus aureus nosocomial pneumonia: a randomized, controlled study. Clin. Infect. Dis. 54, 621–629 (2012).

    CAS  PubMed  Google Scholar 

  110. Hoste, E. A. et al. Epidemiology of contrast-associated acute kidney injury in ICU patients: a retrospective cohort analysis. Intensive Care Med. 37, 1921–1931 (2011).

    PubMed  Google Scholar 

  111. Kheterpal, S. et al. Predictors of postoperative acute renal failure after noncardiac surgery in patients with previously normal renal function. Anesthesiology 107, 892–902 (2007).

    PubMed  Google Scholar 

  112. Ho, J. et al. Serum creatinine measurement immediately after cardiac surgery and prediction of acute kidney injury. Am. J. Kidney Dis. 59, 196–201 (2012).

    CAS  PubMed  Google Scholar 

  113. Bastin, A. J. et al. Acute kidney injury after cardiac surgery according to risk/injury/failure/loss/end-stage, acute kidney injury network, and kidney disease: improving global outcomes classifications. J. Crit. Care 28, 389–396 (2013).

    PubMed  Google Scholar 

  114. Swaminathan, M. et al. Impact of early renal recovery on survival after cardiac surgery-associated acute kidney injury. Ann. Thorac. Surg. 89, 1098–1104 (2010).

    PubMed  Google Scholar 

  115. Kuitunen, A., Vento, A., Suojaranta-Ylinen, R. & Pettila, V. Acute renal failure after cardiac surgery: evaluation of the RIFLE classification. Ann. Thorac. Surg. 81, 542–546 (2006).

    PubMed  Google Scholar 

  116. Chertow, G. M., Levy, E. M., Hammermeister, K. E., Grover, F. & Daley, J. Independent association between acute renal failure and mortality following cardiac surgery. Am. J. Med. 104, 343–348 (1998).

    CAS  PubMed  Google Scholar 

  117. Bagshaw, S. M. et al. Early acute kidney injury and sepsis: a multicentre evaluation. Crit. Care 12, R47 (2008).

    PubMed  PubMed Central  Google Scholar 

  118. Murugan, R. et al. Acute kidney injury in non-severe pneumonia is associated with an increased immune response and lower survival. Kidney Int. 77, 527–535 (2010).

    CAS  PubMed  Google Scholar 

  119. Bagshaw, S. M. et al. Acute kidney injury in septic shock: clinical outcomes and impact of duration of hypotension prior to initiation of antimicrobial therapy. Intensive Care Med. 35, 871–881 (2009).

    PubMed  Google Scholar 

  120. Mehta, R. L. et al. Sepsis as a cause and consequence of acute kidney injury: program to improve care in acute renal disease. Intensive Care Med. 37, 241–248 (2011).

    PubMed  Google Scholar 

  121. Brunkhorst, F. M. et al. Intensive insulin therapy and pentastarch resuscitation in severe sepsis. N. Engl. J. Med. 358, 125–139 (2008).

    CAS  PubMed  Google Scholar 

  122. Myburgh, J. A. et al. Hydroxyethyl starch or saline for fluid resuscitation in intensive care. N. Engl. J. Med. 367, 1901–1911 (2012).

    CAS  PubMed  Google Scholar 

  123. Perner, A. et al. Hydroxyethyl starch 130/0.42 versus Ringer's acetate in severe sepsis. N. Engl. J. Med. 367, 124–134 (2012).

    CAS  PubMed  Google Scholar 

  124. Shaw, A. D. et al. Major complications, mortality, and resource utilization after open abdominal surgery: 0.9% saline compared to Plasma-Lyte. Ann. Surgery 255, 821–829 (2012).

    Google Scholar 

  125. Yunos, N. M. et al. Association between a chloride-liberal vs chloride-restrictive intravenous fluid administration strategy and kidney injury in critically ill adults. JAMA 308, 1566–1572 (2012).

    CAS  Google Scholar 

  126. Yunos, N. M. et al. The biochemical effects of restricting chloride-rich fluids in intensive care. Crit. Care Med. 39, 2419–2424 (2011).

    CAS  PubMed  Google Scholar 

  127. Chowdhury, A. H., Cox, E. F., Francis, S. T. & Lobo, D. N. A randomized, controlled, double-blind crossover study on the effects of 2-L infusions of 0.9% saline and Plasma-Lyte® 148 on renal blood flow velocity and renal cortical tissue perfusion in healthy volunteers. Ann. Surg. 256, 18–24 (2012).

    PubMed  Google Scholar 

  128. Grams, M. E. et al. Fluid balance, diuretic use, and mortality in acute kidney injury. Clin. J. Am. Soc. Nephrol. 6, 966–973 (2011).

    PubMed  PubMed Central  Google Scholar 

  129. Payen, D. et al. A positive fluid balance is associated with a worse outcome in patients with acute renal failure. Crit. Care 12, R74 (2008).

    PubMed  PubMed Central  Google Scholar 

  130. Bouchard, J. et al. Fluid accumulation, survival and recovery of kidney function in critically ill patients with acute kidney injury. Kidney Int. 76, 422–427 (2009).

    PubMed  Google Scholar 

  131. Vaara, S. T. et al. Fluid overload is associated with an increased risk for 90-day mortality in critically ill patients with renal replacement therapy: data from the prospective FINNAKI study. Crit. Care 16, R197 (2012).

    PubMed  PubMed Central  Google Scholar 

  132. Goldberg, A. & Hammerman, H. In hospital and 1-year mortality of patients who develop worsening renal function following acute ST-elevation myocardial infarction. Am. Heart J. 150, 330–337 (2005).

    PubMed  Google Scholar 

  133. Anzai, A. et al. Prognostic significance of acute kidney injury after reperfused ST-elevation myocardial infarction: synergistic acceleration of renal dysfunction and left ventricular remodeling. J. Card. Fail. 16, 381–389 (2010).

    PubMed  Google Scholar 

  134. Marenzi, G. et al. Acute kidney injury in ST-segment elevation acute myocardial infarction complicated by cardiogenic shock at admission. Crit. Care Med. 38, 438–444 (2010).

    PubMed  Google Scholar 

  135. Fonarow, G. C. et al. Risk stratification for in-hospital mortality in acutely decompensated heart failure: classification and regression tree analysis. JAMA 293, 572–580 (2005).

    CAS  PubMed  Google Scholar 

  136. Abelha, F. J., Botelho, M., Fernandes, V. & Barros, H. Outcome and quality of life of patients with acute kidney injury after major surgery. Nefrologia 29, 404–414 (2009).

    CAS  PubMed  Google Scholar 

  137. Bagshaw, S. M., George, C., Gibney, R. T. & Bellomo, R. A multi-center evaluation of early acute kidney injury in critically ill trauma patients. Ren. Fail. 30, 581–589 (2008).

    PubMed  Google Scholar 

  138. Lafrance, J. P. & Miller, D. R. Acute kidney injury associates with increased long-term mortality. J. Am. Soc. Nephrol. 21, 345–352 (2010).

    PubMed  PubMed Central  Google Scholar 

  139. Wald, R. et al. Risk of chronic dialysis and death following acute kidney injury. Am. J. Med. 125, 585–593 (2012).

    PubMed  Google Scholar 

  140. Wu, V. C. et al. Acute-on-chronic kidney injury at hospital discharge is associated with long-term dialysis and mortality. Kidney Int. 80, 1222–1230 (2011).

    PubMed  Google Scholar 

  141. Palevsky, P. M. et al. Intensity of renal support in critically ill patients with acute kidney injury. N. Engl. J. Med. 359, 7–20 (2008).

    CAS  PubMed  Google Scholar 

  142. The RENAL Replacement Therapy Study Investigators. Intensity of continuous renal-replacement therapy in critically ill patients. N. Engl. J. Med. 361, 1627–1638 (2009).

  143. Selby, N. M. et al. Defining the cause of death in hospitalised patients with acute kidney injury. PLoS ONE 7, e48580 (2012).

    CAS  PubMed  PubMed Central  Google Scholar 

  144. Bell, M. et al. Continuous renal replacement therapy is associated with less chronic renal failure than intermittent haemodialysis after acute renal failure. Intensive Care Med. 33, 773–780 (2007).

    PubMed  Google Scholar 

  145. Korkeila, M., Ruokonen, E. & Takala, J. Costs of care, long-term prognosis and quality of life in patients requiring renal replacement therapy during intensive care. Intensive Care Med. 26, 1824–1831 (2000).

    CAS  PubMed  Google Scholar 

  146. Silvester, W., Bellomo, R. & Cole, L. Epidemiology, management, and outcome of severe acute renal failure of critical illness in Australia. Crit. Care Med. 29, 1910–1915 (2001).

    CAS  PubMed  Google Scholar 

  147. Schmitt, R. et al. Recovery of kidney function after acute kidney injury in the elderly: a systematic review and meta-analysis. Am. J. Kidney Dis. 52, 262–271 (2008).

    PubMed  Google Scholar 

  148. Hsu, C. Y. et al. Nonrecovery of kidney function and death after acute on chronic renal failure. Clin. J. Am. Soc. Nephrol. 4, 891–898 (2009).

    PubMed  PubMed Central  Google Scholar 

  149. Chawla, L. S., Amdur, R. L., Amodeo, S., Kimmel, P. L. & Palant, C. E. The severity of acute kidney injury predicts progression to chronic kidney disease. Kidney Int. 79, 1361–1369 (2011).

    PubMed  PubMed Central  Google Scholar 

  150. Thakar, C. V., Christianson, A., Himmelfarb, J. & Leonard, A. C. Acute kidney injury episodes and chronic kidney disease risk in diabetes mellitus. Clin. J. Am. Soc. Nephrol. 6, 2567–2572 (2011).

    CAS  PubMed  PubMed Central  Google Scholar 

  151. Srisawat, N. et al. Plasma neutrophil gelatinase-associated lipocalin predicts recovery from acute kidney injury following community-acquired pneumonia. Kidney Int. 80, 545–552 (2011).

    CAS  PubMed  PubMed Central  Google Scholar 

  152. Sutherland, S. M. et al. Fluid overload and mortality in children receiving continuous renal replacement therapy: the prospective pediatric continuous renal replacement therapy registry. Am. J. Kidney Dis. 55, 316–325 (2009).

    PubMed  Google Scholar 

  153. Heung, M. et al. Fluid overload at initiation of renal replacement therapy is associated with lack of renal recovery in patients with acute kidney injury. Nephrol. Dial. Transplant. 27, 956–961 (2012).

    CAS  PubMed  Google Scholar 

  154. Karvellas, C. J. et al. A comparison of early versus late initiation of renal replacement therapy in critically ill patients with acute kidney injury: a systematic review and meta-analysis. Crit. Care 15, R72 (2011).

    PubMed  PubMed Central  Google Scholar 

  155. Smith, O. M. et al. Standard versus accelerated initiation of renal replacement therapy in acute kidney injury (STARRT-AKI): study protocol for a randomized controlled trial. Trials 14, 320 (2013).

    PubMed  PubMed Central  Google Scholar 

  156. Cartin-Ceba, R. et al. Evaluation of “loss” and “end stage renal disease” after acute kidney injury defined by the risk, injury, failure, loss and ESRD classification in critically ill patients. Intensive Care Med. 35, 2087–2095 (2009).

    PubMed  Google Scholar 

  157. Jacka, M. J., Ivancinova, X. & Gibney, R. T. Continuous renal replacement therapy improves renal recovery from acute renal failure. Can. J. Anaesth. 52, 327–332 (2005).

    PubMed  Google Scholar 

  158. Lin, Y. F. et al. The 90-day mortality and the subsequent renal recovery in critically ill surgical patients requiring acute renal replacement therapy. Am. J. Surg. 198, 325–332 (2009).

    PubMed  Google Scholar 

  159. Mehta, R. L. et al. A randomized clinical trial of continuous versus intermittent dialysis for acute renal failure. Kidney Int. 60, 1154–1163 (2001).

    CAS  PubMed  Google Scholar 

  160. Schneider, A. G. et al. Choice of renal replacement therapy modality and dialysis dependence after acute kidney injury: a systematic review and meta-analysis. Intensive Care Med. 39, 987–997 (2013).

    CAS  PubMed  Google Scholar 

  161. Uchino, S. et al. Patient and kidney survival by dialysis modality in critically ill patients with acute kidney injury. Int. J. Artif. Organs 30, 281–292 (2007).

    CAS  PubMed  Google Scholar 

  162. Wald, R. et al. The association between renal replacement therapy modality and long-term outcomes among critically ill adults with acute kidney injury: a retrospective cohort study. Crit. Care Med. http://dx.doi.org/10.1097/CCM.0000000000000042.

  163. Coca, S. G., Singanamala, S. & Parikh, C. R. Chronic kidney disease after acute kidney injury: a systematic review and meta-analysis. Kidney Int. 81, 442–448 (2012).

    PubMed  Google Scholar 

  164. Pannu, N. et al. Association between AKI, recovery of renal function, and long-term outcomes after hospital discharge. Clin. J. Am. Soc. Nephrol. 8, 194–202 (2013).

    PubMed  Google Scholar 

  165. Hamel, M. B. et al. Outcomes and cost-effectiveness of initiating dialysis and continuing aggressive care in seriously ill hospitalized adults. SUPPORT Investigators. Study to understand prognoses and preferences for outcomes and risks of treatments. Ann. Intern. Med. 127, 195–202 (1997).

    CAS  PubMed  Google Scholar 

  166. Ahlstrom, A., Tallgren, M., Peltonen, S., Rasanen, P. & Pettila, V. Survival and quality of life of patients requiring acute renal replacement therapy. Intensive Care Med. 31, 1222–1228 (2005).

    PubMed  Google Scholar 

  167. Delannoy, B. et al. Six-month outcome in acute kidney injury requiring renal replacement therapy in the ICU: a multicentre prospective study. Intensive Care Med. 35, 1907–1915 (2009).

    CAS  PubMed  Google Scholar 

  168. Hofhuis, J. G., van Stel, H. F., Schrijvers, A. J., Rommes, J. H. & Spronk, P. E. The effect of acute kidney injury on long-term health-related quality of life: a prospective follow-up study. Crit. Care 17, R17 (2013).

    PubMed  PubMed Central  Google Scholar 

  169. Johansen, K. L. et al. Predictors of health utility among 60-day survivors of acute kidney injury in the Veterans Affairs/National Institutes of Health acute renal failure trial network study. Clin. J. Am. Soc. Nephrol. 5, 1366–1372 (2010).

    PubMed  PubMed Central  Google Scholar 

  170. Joyce, V. R. et al. Health-related quality of life as a predictor of mortality among survivors of AKI. Clin. J. Am. Soc. Nephrol. 7, 1063–1070 (2012).

    PubMed  PubMed Central  Google Scholar 

  171. Morsch, C., Thome, F. S., Balbinotto, A., Guimaraes, J. F. & Barros, E. G. Health-related quality of life and dialysis dependence in critically ill patient survivors of acute kidney injury. Ren. Fail. 33, 949–956 (2011).

    PubMed  Google Scholar 

  172. Fischer, M. J., Brimhall, B. B., Lezotte, D. C., Glazner, J. E. & Parikh, C. R. Uncomplicated acute renal failure and hospital resource utilization: a retrospective multicenter analysis. Am. J. Kidney Dis. 46, 1049–1057 (2005).

    PubMed  Google Scholar 

  173. Pan, S. W. et al. Acute kidney injury on ventilator initiation day independently predicts prolonged mechanical ventilation in intensive care unit patients. J. Crit. Care 26, 586–592 (2011).

    PubMed  Google Scholar 

  174. Vieira, J. M. Jr et al. Effect of acute kidney injury on weaning from mechanical ventilation in critically ill patients. Crit. Care Med. 35, 184–191 (2007).

    PubMed  Google Scholar 

  175. Dasta, J. F., Kane-Gill, S. L., Durtschi, A. J., Pathak, D. S. & Kellum, J. A. Costs and outcomes of acute kidney injury (AKI) following cardiac surgery. Nephrol. Dial. Transplant. 23, 1970–1974 (2008).

    PubMed  Google Scholar 

  176. Elseviers, M. M. et al. Renal replacement therapy is an independent risk factor for mortality in critically ill patients with acute kidney injury. Crit. Care 14, R221 (2010).

    PubMed  PubMed Central  Google Scholar 

  177. Vaara, S. T. et al. Association of ICU size and annual case volume of renal replacement therapy patients with mortality. Acta Anaesthesiol. Scand. 56, 1175–1182 (2012).

    CAS  PubMed  Google Scholar 

  178. Farese, S., Jakob, S. M., Kalicki, R., Frey, F. J. & Uehlinger, D. E. Treatment of acute renal failure in the intensive care unit: lower costs by intermittent dialysis than continuous venovenous hemodiafiltration. Artif. Organs 33, 634–640 (2009).

    PubMed  Google Scholar 

  179. Manns, B. et al. Cost of acute renal failure requiring dialysis in the intensive care unit: clinical and resource implications of renal recovery. Crit. Care Med. 31, 449–455 (2003).

    PubMed  Google Scholar 

  180. Rauf, A. A. et al. Intermittent hemodialysis versus continuous renal replacement therapy for acute renal failure in the intensive care unit: an observational outcomes analysis. J. Intensive Care Med. 23, 195–203 (2008).

    PubMed  Google Scholar 

  181. Srisawat, N. et al. Cost of acute renal replacement therapy in the intensive care unit: results from the beginning and ending supportive therapy for the kidney (BEST Kidney) study. Crit. Care 14, R46 (2010).

    PubMed  PubMed Central  Google Scholar 

  182. Berbece, A. N. & Richardson, R. M. Sustained low-efficiency dialysis in the ICU: cost, anticoagulation, and solute removal. Kidney Int. 70, 963–968 (2006).

    CAS  PubMed  Google Scholar 

  183. Fieghen, H. E. et al. The hemodynamic tolerability and feasibility of sustained low efficiency dialysis in the management of critically ill patients with acute kidney injury. BMC Nephrol. 11, 32 (2010).

    PubMed  PubMed Central  Google Scholar 

  184. Chionh, C. Y., Soni, S. S., Finkelstein, F. O., Ronco, C. & Cruz, D. N. Use of peritoneal dialysis in AKI: a systematic review. Clin. J. Am. Soc. Nephrol. 8, 1649–1660 (2013).

    PubMed  PubMed Central  Google Scholar 

  185. Phu, N. H. et al. Hemofiltration and peritoneal dialysis in infection-associated acute renal failure in Vietnam. N. Engl. J. Med. 347, 895–902 (2002).

    PubMed  Google Scholar 

  186. Bazari, H. Hemofiltration and peritoneal dialysis in infection-associated acute renal failure. N. Engl. J. Med. 348, 858–860 (2003).

    PubMed  Google Scholar 

  187. Daugirdas, J. T. Peritoneal dialysis in acute renal failure--why the bad outcome? N. Engl. J. Med. 347, 933–935 (2002).

    PubMed  Google Scholar 

  188. Gabriel, D. P. et al. High volume peritoneal dialysis for acute renal failure. Perit. Dial. Int. 27, 277–282 (2007).

    CAS  PubMed  Google Scholar 

  189. Ponce, D., Berbel, M. N., Abrao, J. M., Goes, C. R. & Balbi, A. L. A randomized clinical trial of high volume peritoneal dialysis versus extended daily hemodialysis for acute kidney injury patients. Int. Urol. Nephrol. 45, 869–878 (2013).

    CAS  PubMed  Google Scholar 

  190. Ponce, D., Berbel, M. N., Regina de Goes, C., Almeida, C. T. & Balbi, A. L. High-volume peritoneal dialysis in acute kidney injury: indications and limitations. Clin. J. Am. Soc. Nephrol. 7, 887–894 (2012).

    PubMed  Google Scholar 

  191. Callegari, J. G. et al. Peritoneal dialysis for acute kidney injury in sub-Saharan Africa: challenges faced and lessons learned at Kilimanjaro Christian Medical Centre. Kidney Int. 81, 331–333 (2012).

    PubMed  Google Scholar 

  192. Laukkanen, A., Emaus, L., Pettila, V. & Kaukonen, K. M. Five-year cost-utility analysis of acute renal replacement therapy: a societal perspective. Intensive Care Med. 39, 406–413 (2013).

    PubMed  Google Scholar 

  193. Wald, R. et al. Chronic dialysis and death among survivors of acute kidney injury requiring dialysis. JAMA 302, 1179–1185 (2009).

    CAS  PubMed  Google Scholar 

  194. Honeycutt, A. A. et al. Medical costs of CKD in the medicare population. J. Am. Soc. Nephrol. 24, 1478–1483 (2013).

    PubMed  PubMed Central  Google Scholar 

  195. Manns, B. J., Mendelssohn, D. C. & Taub, K. J. The economics of end-stage renal disease care in Canada: incentives and impact on delivery of care. Int. J. Health Care Finance Econ. 7, 149–169 (2007).

    PubMed  Google Scholar 

  196. Baboolal, K. et al. The cost of renal dialysis in a UK setting—a multicentre study. Nephrol. Dial. Transplant. 23, 1982–1989 (2008).

    PubMed  Google Scholar 

  197. Foley, R. N. & Collins, A. J. End-stage renal disease in the United States: an update from the United States Renal Data System. J. Am. Soc. Nephrol. 18, 2644–2648 (2007).

    PubMed  Google Scholar 

  198. Blake, C., Codd, M. B., Cassidy, A. & O'Meara, Y. M. Physical function, employment and quality of life in end-stage renal disease. J. Nephrol. 13, 142–149 (2000).

    CAS  PubMed  Google Scholar 

  199. Blake, C. & O'Meara, Y. M. Subjective and objective physical limitations in high-functioning renal dialysis patients. Nephrol. Dial. Transplant. 19, 3124–3129 (2004).

    PubMed  Google Scholar 

  200. Mammen, C. et al. Long-term risk of CKD in children surviving episodes of acute kidney injury in the intensive care unit: a prospective cohort study. Am. J. Kidney Dis. 59, 523–530 (2012).

    PubMed  Google Scholar 

  201. Tjaden, L., Tong, A., Henning, P., Groothoff, J. & Craig, J. C. Children's experiences of dialysis: a systematic review of qualitative studies. Arch. Dis. Child. 97, 395–402 (2012).

    PubMed  Google Scholar 

  202. Tong, A. et al. Quality of life of young adults and adolescents with chronic kidney disease. J. Pediatr. 163, 1179–1185 e5 (2013).

    PubMed  Google Scholar 

  203. Forman, D. E. et al. Incidence, predictors at admission, and impact of worsening renal function among patients hospitalized with heart failure. J. Am. Coll. Cardiol. 43, 61–67 (2004).

    PubMed  Google Scholar 

  204. Newsome, B. B. et al. Long-term risk of mortality and end-stage renal disease among the elderly after small increases in serum creatinine level during hospitalization for acute myocardial infarction. Arch. Intern. Med. 168, 609–616 (2008).

    CAS  PubMed  Google Scholar 

  205. Yegenaga, I. et al. Clinical characteristics of patients developing ARF due to sepsis/systemic inflammatory response syndrome: results of a prospective study. Am. J. Kidney Dis. 43, 817–824 (2004).

    PubMed  Google Scholar 

  206. Oppert, M. et al. Acute renal failure in patients with severe sepsis and septic shock—a significant independent risk factor for mortality: results from the German prevalence study. Nephrol. Dial. Transplant. 23, 904–909 (2007).

    PubMed  Google Scholar 

  207. Gettings, L. G., Reynolds, H. N. & Scalea, T. Outcome in post-traumatic acute renal failure when continuous renal replacement therapy is applied early vs. late. Intensive Care Med. 25, 805–813 (1999).

    CAS  PubMed  Google Scholar 

  208. Van Biesen, W. et al. Relationship between fluid status and its management on acute renal failure (ARF) in intensive care unit (ICU) patients with sepsis: a prospective analysis. J. Nephrol. 18, 54–60 (2005).

    PubMed  Google Scholar 

  209. Maitland, K. et al. Mortality after fluid bolus in African children with severe infection. N. Engl. J. Med. 364, 2483–2495 (2011).

    CAS  PubMed  Google Scholar 

  210. Gattas, D. J. et al. Fluid resuscitation with 6% hydroxyethyl starch (130/0.4) in acutely ill patients: an updated systematic review and meta-analysis. Anesth. Analg. 114, 159–169 (2012).

    PubMed  Google Scholar 

  211. Zarychanski, R. et al. Association of hydroxyethyl starch administration with mortality and acute kidney injury in critically ill patients requiring volume resuscitation: a systematic review and meta-analysis. JAMA 309, 678–688 (2013).

    CAS  PubMed  Google Scholar 

  212. O'Malley, C. M. et al. A randomized, double-blind comparison of lactated Ringer's solution and 0.9% NaCl during renal transplantation. Anesth. Analg. 100, 1518–1524 (2005).

    CAS  PubMed  Google Scholar 

  213. Radaelli, G. et al. The use of inhibitors of angiotensin-converting enzyme and its relation to events in the postoperative period of CABG. Rev. Bras. Cir. Cardiovasc. 26, 373–379 (2011).

    PubMed  Google Scholar 

  214. Centers for Disease Control and Prevention. Acute kidney injury associated with synthetic cannabinoid use—multiple states, 2012. MMWR Morb. Mortal. Wkly Rep. 62, 93–98 (2013).

  215. Martinelli, S. M. et al. Trends in cardiac surgery-associated acute renal failure in the United States: a disproportionate increase after heart transplantation. Ren. Fail. 31, 633–640 (2009).

    PubMed  Google Scholar 

Download references

Acknowledgements

S. M. Bagshaw holds a Canada Research Chair in Critical Care Nephrology and his research is supported by a Clinical Investigator Award from Alberta Innovates–Health Solutions.

Author information

Authors and Affiliations

Authors

Contributions

Both authors researched the data for the article, contributed to discussions of the content, wrote the article and reviewed and edited the manuscript before submission.

Corresponding author

Correspondence to Sean M. Bagshaw.

Ethics declarations

Competing interests

S. M. Bagshaw has consulted for Alere Inc, Baxter Inc and Gambro Inc. O. Rewa declares no competing interests.

PowerPoint slides

Rights and permissions

Reprints and Permissions

About this article

Cite this article

Rewa, O., Bagshaw, S. Acute kidney injury—epidemiology, outcomes and economics. Nat Rev Nephrol 10, 193–207 (2014). https://doi.org/10.1038/nrneph.2013.282

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1038/nrneph.2013.282

Further reading

Search

Quick links

Nature Briefing

Sign up for the Nature Briefing newsletter — what matters in science, free to your inbox daily.

Get the most important science stories of the day, free in your inbox. Sign up for Nature Briefing