Survival by Dialysis Modality in Critically Ill Patients with Acute Kidney Injury
Kerry C. Cho*,
Jonathan Himmelfarb,
Emil Paganini,
T. Alp Ikizler,
Sharon H. Soroko||,
Ravindra L. Mehta|| and
Glenn M. Chertow*
* Division of Nephrology, Department of Medicine, University of California San Francisco, San Francisco, California; Division of Nephrology, Department of Medicine, Maine Medical Center, Portland, Maine; Division of Nephrology, Department of Medicine, Cleveland Clinic Foundation, Cleveland, Ohio; Division of Nephrology, Department of Medicine, Vanderbilt University, Nashville, Tennessee; and || Division of Nephrology, Department of Medicine, University of California San Diego, San Diego, California
Address correspondence to: Dr. Glenn M. Chertow, University of California San Francisco, Department of Medicine Research, UCSF Laurel Heights Suite 430, 3333 California Street, San Francisco, CA 94118. Phone: 415-476-2173; Fax: 415-476-1700; chertowg{at}medicine.ucsf.edu
Received for publication March 24, 2006.
Accepted for publication August 21, 2006.
Among critically ill patients, acute kidney injury (AKI) requiringdialysis is associated with mortality rates generally in excessof 50%. Continuous renal replacement therapies (CRRT) oftenare recommended and widely used, although data to support itssuperiority over intermittent hemodialysis (IHD) are lacking.Data from the Program to Improve Care in Acute Renal Disease(PICARD), a multicenter observational study of AKI, were analyzed.Among 398 patients who required dialysis, the risk for deathwithin 60 d was examined by assigned initial dialysis modality(CRRT [n = 206] versus IHD [n = 192]) using standard Kaplan-Meierproduct limit estimates, proportional hazards ("Cox") regressionmethods, and a propensity score approach to account for selectioneffects. Crude survival rates were lower for patients who weretreated with CRRT than IHD (survival at 30 d 45 versus 58%;P = 0.006). Adjusted for age, hepatic failure, sepsis, thrombocytopenia,blood urea nitrogen, and serum creatinine and stratified bysite, the relative risk for death associated with CRRT was 1.82(95% confidence interval 1.26 to 2.62). Further adjustment forthe propensity score did not materially alter the association(relative risk 1.92; 95% confidence interval 1.28 to 2.89).Among critically ill patients with AKI, CRRT was associatedwith increased mortality. Although the results could reflectresidual confounding by severity of illness, these data provideno evidence for a survival benefit afforded by CRRT. Larger,prospective, randomized clinical trials to compare CRRT andIHD in severe AKI are needed.
Acute kidney injury (AKI) frequently complicates critical illnessand is associated with considerable mortality and morbidity.When severe enough to require dialysis, mortality rates in excessof 50% have been reported in most studies (14). Sinceits introduction in the late 1970s (5), continuous renal replacementtherapy (CRRT), including hemofiltration and hemodiafiltration,has gained widespread acceptance in the treatment of dialysis-requiringAKI (610). Several clinical trials have demonstratedbeneficial effects of CRRT over intermittent hemodialysis (IHD)on hemodynamic stability, solute clearance, and ultrafiltrationcapacity (1116). Direct comparisons of CRRT and IHD usingobservational data are problematic, because patients who arehemodynamically unstable are more likely to be treated withCRRT. Attempts to account for underlying severity of illnessand comorbidity have yielded disparate conclusions (17,18).Results from underpowered randomized clinical trials of CRRTand IHD have been limited and equivocal (1921).
In this study, we analyzed the subcohort of patients from theProgram to Improve Care in Acute Kidney Disease (PICARD) whorequired dialysis (n = 398), evaluating clinical characteristicsand outcomes that were associated with the initial assigneddialysis modality (CRRT versus IHD). We hypothesized that unadjustedresults would show a survival advantage to IHD and that resultsadjusted for confounding and selection effects would show nosignificant difference between assigned modality groups.
Study Participants
The PICARD network is composed of five academic medical centersin the United States: University of California San Diego (CoordinatingCenter), Cleveland Clinic Foundation (CCF), Maine Medical Center,Vanderbilt University, and University of California San Francisco.During a 31-mo period (February 1999 to August 2001), all patientswho were consulted for AKI in the intensive care unit (ICU)were evaluated by PICARD study personnel for potential studyparticipation. Given the large number of ICU beds at CCF, onein six patients with AKI were randomly assigned for possiblestudy inclusion to avoid single-center overrepresentation. Forthe PICARD study, AKI was defined as an increase in serum creatinine0.5 mg/dl with baseline serum creatinine <1.5 mg/dl or anincrease in serum creatinine 1.0 mg/dl with baseline serum creatinine1.5 mg/dl and <5.0 mg/dl. Patients with a baseline serumcreatinine 5.0 mg/dl were not considered for study inclusion.Baseline chronic kidney disease was defined as an estimatedGFR <30 ml/min per 1.73 m2 (corresponding to National KidneyFoundation Kidney Disease Outcomes Quality Initiative [K/DOQI]stage IV chronic kidney disease).
A detailed description of PICARD inclusion and exclusion criteria,data elements, and data collection and management strategiesare described elsewhere (22). Patients who were contacted bystudy personnel and who signed (or whose proxy signed) informedconsents were enrolled in the study cohort. The reason for nonenrollmentwas determined for patients who did not sign informed consent,although no additional data were collected for privacy considerations(23). The Committees on Human Research at each participatingclinical site approved the study protocol and informed consent.The timing of initiation, modality, frequency, and dose of dialysiswere determined by the treating physician with no influencefrom study personnel.
Statistical Analyses
Continuous variables were expressed as means ± SD ormedian and compared (by assigned modality) using t test or theWilcoxon rank sum test, where appropriate. Categorical variableswere expressed as proportions and compared with the Cochran-Mantel-Haenszel2 test or Fisher Exact test. We examined the time to death within60 d using the Kaplan-Meier product limit estimate, and comparedsurvival curves with the log rank test.
We created a propensity score using assigned modality as thedependent variable (24). Using multiple logistic regression,we considered as candidate variables all demographic, clinical,and laboratory factors that were associated with assigned modalityon univariate analysis. We retained all variables with P <0.20 in the propensity score. We then ranked patients by theirestimated propensity score and grouped patients into tertiles.By considering outcomes within propensity categories, comparisonsare closer to what might be expected if assignment were randomized(25). Discrimination of the propensity score model was assessedusing the area under the receiver operating characteristic curve(26), with higher values indicating better discrimination. Calibrationwas assessed using the Hosmer-Lemeshow goodness-of-fit test(27). The Hosmer-Lemeshow test compares model performance (observedversus expected) across deciles of risk to test whether themodel is biased (i.e., performs differentially at the extremesof risk). A nonsignificant value for the Hosmer-Lemeshow 2 suggestsan absence of such bias.
Proportional hazards ("Cox") regression was used to determinethe associations of modality assignment and other covariatesmeasured at the time of dialysis initiation, stratified by site(28). We included as covariates factors that were associatedwith mortality on the day of dialysis initiation (29). Hazardratios (relative risks [RR]) and 95% confidence intervals (CI)were calculated from model parameter coefficients and SE, respectively.Plots of log (log [survival rate]) against log (survivaltime) were performed to establish the validity of the proportionalityassumption (30). We fitted models adjusted for covariates only,the propensity score only, and a combination of covariates plusthe propensity score. We also fitted models within tertilesof propensity score to evaluate the consistency of the resultsacross the range of likelihood of modality assignment.
Two-tailed P < 0.05 was considered significant. Statisticalanalyses were conducted using SAS 9.1 (SAS Institute, Cary,NC).
Of the 398 patients who required dialysis for severe AKI, 206started on CRRT and 192 started on IHD. Table 1 shows demographic,historical, clinical, and selected laboratory values by initialdialysis modality. Modality assignment differed significantlyby site: Initial assignment to CRRT ranged from 27% at VanderbiltUniversity to 61% at CCF and University of California San Diego.In general, patients who were assigned to CRRT had more organsystem failure and more significant physiologic disturbances,including hypotension and tachycardia. Fewer than half of allpatients had a pulmonary artery (PA) catheter in place on theday of dialysis initiation, although PA catheter use was morecommon, as expected, among patients who were started on CRRT(96 [47%] of 206 versus 43 [22%] of 192; P < 0.0001). Amongpatients with a PA catheter, there were no significant differencesin mean PA systolic (P = 0.17) or diastolic (P = 0.89) pressureor pulmonary capillary wedge pressure (P = 0.54) by initialdialysis modality.
Table 1. Patient characteristics at dialysis initiation by modalitya
Independent Predictors of Modality Assignment
Older patients (odds ratio [OR] 0.81; 95% CI 0.68 to 0.97 perdecade) and nonwhite patients (OR 0.50; 95% CI 0.26 to 0.98)were less likely to be treated with CRRT as initial dialysismodality, as were patients with higher blood urea nitrogen (OR0.94; 95% CI 0.88 to 1.00 per 10 mg/dl), higher serum creatinine(OR 0.85; 95% CI 0.74 to 0.98 per mg/dl), higher systolic BP(OR 0.70; 95% CI 0.61 to 0.81 per 10 mmHg), and no PA catheteruse (OR 0.38; 95% CI 0.20 to 0.73). Independent predictors ofinitial assignment to CRRT included respiratory organ systemfailure (OR 2.22; 95% CI 1.21 to 4.06) and a positive fluidbalance determined by intake and output measurements (OR 1.26;95% CI 1.11 to 1.42 per 1 L positive balance). Cardiovascular(OR 1.62; 95% CI 0.89 to 2.95; P = 0.11) and hematologic (OR1.65; 95% CI 0.86 to 3.18; P = 0.13) organ system failure wereincluded in the propensity score equation on the basis of themore liberal P-value criterion (P < 0.2) but were not significantly(P < 0.05) associated with modality assignment after adjustmentfor the variables noted above. The area under the modelsreceiver operating characteristic curve was 0.87, indicatingvery good discrimination in determining modality assignment.The model was well calibrated (Hosmer-Lemeshow 2, P = 0.64).Table 2 shows variables that were included in the propensityscore, along with parameter coefficients, SE, and levels ofstatistical significance.
Table 2. Propensity score model for assignment to CRRTa
Initial Dialysis Modality and Mortality
Crude survival rates were lower for patients who were treatedwith CRRT than with IHD (survival at 30 d 45 versus 58%; logrank P = 0.006). Adjusted for age, hepatic failure, sepsis,thrombocytopenia, blood urea nitrogen, and serum creatinineand stratified by site, the RR of death associated with CRRTwas 1.82 (95% CI 1.26 to 2.62). Further adjustment for the propensityscore did not materially alter the association (RR 1.92; 95%CI 1.28 to 2.89). In other words, using the wide array of observedcovariates that were collected in PICARD, the increase in riskamong patients who were assigned to CRRT could not be explainedby confounding or selection effects.
Within tertile 1 (patients whose clinical characteristics predicteda low likelihood of assignment to CRRT), 22 (17%) patients startedCRRT and 110 (83%) started IHD. Within tertile 2, 71 (53%) patientsstarted CRRT and 62 (47%) started IHD. Within tertile 3 (patientswhose clinical characteristics predicted a high likelihood ofassignment to CRRT), 113 (85%) patients started CRRT and 20(15%) started IHD. Within all three tertiles, the risks fordeath were nominally higher with assignment to CRRT, althoughthere was no significant difference in tertile 2, the groupin which patients characteristics did not clearly predictone modality or another. The risks that were associated withinitial assignment to CRRT within the three tertiles were asfollows: Tertile 1 RR 2.88, 95% CI 1.47 to 5.66; tertile 2 RR1.39, 95% CI 0.75 to 2.58; and tertile 3 RR 2.90, 95% CI 1.06to 7.94).
A relatively large fraction of critically ill patients withsevere AKI require dialysis during an ICU stay. The traditionalapproach to management is IHD, usually delivered three timesper week for several hours per session, not unlike maintenancehemodialysis that is used in patients with ESRD. In the acutesetting, peritoneal dialysis has fallen out of favor as a resultof infectious and other (e.g., respiratory and metabolic) complications.In the past two decades, CRRT, including continuous venovenoushemodialysis (CVVHD), continuous venovenous hemofiltration,and continuous venovenous hemodiafiltration, have gained inpopularity and usage, particularly for the treatment of hemodynamicallyunstable patients. Although several small studies have suggestedimproved physiologic parameters in response to CRRT relativeto IHD (1116), these data are not definitive. Evaluationof outcomes that are associated with modality choice are hamperedby residual confounding and selection bias, because most programstend to use CRRT for more severely, acutely ill patients (18,22,30).For example, Swartz et al. (18) compared mortality rates bymodality assignment in 349 patients with dialysis-requiringAKI during 1995 through 1996 at the University of Michigan.The odds for death with assignment to CRRT was roughly twicethat of IHD; however, after exclusion of patients with hypotension(systolic BP <90 mmHg), severe hyperbilirubinemia (>15mg/dl), and a very short period of renal replacement (<48h), the risk for death that was associated with CRRT no longerwas significantly higher (RR 1.09; 95% CI 0.67 to 1.80). Ina re-analysis of this cohort, Martin et al. (31) found thatthe CRRT-treated patients had an unexpected higher mortality,particularly in patients who were categorized as low risk bythe Cleveland Clinic score. In a follow-up study during 2000through 2001 (n = 383), Swartz et al. (32) found an increasein the risk for death with CRRT on unadjusted analysis and nosignificant difference after adjustment for comorbidity andseverity of illness. Subgroup analyses were conducted, someof which suggested favorable trends with CRRT, although nonewas statistically significant and there was no considerationof multiple comparisons. Chang et al. (33) described 148 SouthKorean ICU patients with dialysis-requiring AKI. As expected,patients who were treated with continuous venovenous hemodiafiltrationwere more severely ill and had significantly lower survivalrates (21 versus 46%; P = 0.002). On subgroup analysis, patientswith APACHE III scores >103 and more than three organ failureshad nominally higher survival with CRRT. Other observationalstudies have demonstrated conflicting findings, examining mortalityand renal recovery after dialysis-requiring AKI.
Several randomized clinical trials have compared CRRT and IHDin severe AKI, although none has been adequately powered. Inthe largest randomized clinical trial, Mehta et al. (19) comparedCRRT and IHD in 166 critically ill patients with severe AKIand found a significantly higher ICU mortality rate in patientswho were randomly assigned to CRRT (60 versus 42%; P = 0.02).However, despite randomization, patients who were assigned toCRRT were significantly more likely to have liver failure andhad a higher overall severity of illness, as determined by APACHEIII score. Adjustment for these factors attenuated the increasedrisk that was attributed to CRRT (OR 1.6; 95% CI 0.7 to 3.3).More recently, two (underpowered) randomized clinical trialsthat compared CRRT and IHD failed to show a significant differencein survival by dialysis modality (21,34). Meta-analyses alsohave been conducted and have concluded that there is no significantdifference in survival by modality, although study quality andheterogeneity were not optimal (17,20).
This study extends previous work in this area using observationaldata by incorporating multiple sites, a larger sample size,multivariable regression analysis, and the propensity scoreapproach to address residual confounding and selection effects.Although data collection in PICARD generally was comprehensive,all data elements were not collected in all patients (e.g.,data from PA catheters), largely as a result of differencesin clinical practice among and within sites. In addition, wecould not control for other aspects of dialysis care (e.g.,urea or other solute clearance) and other co-interventions thatwere not randomly assigned.
Although propensity scores cannot fully adjust for residualconfounding and selection bias, the method has been widely usedin observational studies that have examined the effectivenessof various interventions in nephrology and critical care. Aswith other conditions for which there is uncertainty as to theoptimal therapeutic approach, there tends to be wide variationin practice by institution and individual physician in the choiceof modality for dialysis-requiring AKI. A propensity score canhelp account for this variation, which may be unrelated to severityof illness or other biologic factors that influence outcomes.We previously used propensity scores to estimate the effectsof the timing of consultation (35) and the use of diuretics(36) and dopamine (37) in AKI. Propensity scores also were usedin studies that evaluated the effectiveness of albumin administration(38), blood transfusion (39), and right heart catheterization(40) in the critically ill.
It should be emphasized that the multivariable analyses (withor without the propensity score) support the crude (unadjusted)results that demonstrate an increased risk for death among patientswho are assigned to CRRT. In the "naïve" multivariableanalyses (not adjusted for the propensity score), we adjustedfor significant predictors of death at dialysis initiation.Inclusion of other covariates (e.g., mechanical ventilation,clinical criteria for acute lung injury or adult respiratorydistress syndrome, systolic BP) in addition to or in place ofthe core model covariates did not extinguish the associationbetween assignment to CRRT and mortality. Moreover, when consideringfactors that were associated with assignment to CRRT but werenot significant predictors of death (e.g., use of PA catheter,intake-output balance), we observed risk ratios in the samedirection and of the same magnitude as in the unadjusted analysis.
There are several important limitations to this study. First,propensity scores can adjust only for the associations amongobserved covariates and the chosen treatment or strategy. Otherunobserved covariates could influence the likelihood of treatment,and there is no guarantee that the correlation among observedand unobserved covariates is sufficiently high to account adequatelyfor this deficiency. Second, the study was conducted at fiveacademic tertiary care medical centers. Therefore, results maynot be fully generalizable to other medical centers, particularlythose where CRRT is applied less frequently. Third, we collectedno information on long-term survival, functional status, ordialysis dependence for patients who survived hospitalization.Future observational studies and clinical trials in AKI shouldattempt to understand the long-term effects of dialysis-requiringAKI episodes. Finally, although an extensive number of variableswere collected and were done so serially during patientsICU stays, we could not capture every aspect of intensive care,so residual confounding by severity of illness is likely.
Although the major results described here could reflect residualconfounding, the possibility that CRRT might cause harm stillshould be considered. CRRT requires continuous anticoagulation;may remove water-soluble vitamins, drugs (including antibiotics),and amino acids; and may result in clearance and/or adsorptionof a variety of known and unknown modulators of the inflammatoryand counterinflammatory response. Moreover, despite technologicaladvances, it remains a complex intensive therapy that requiresconsiderable nursing and physician expertise. Given the highincidence of AKI in the ICU and the morbidity, associated mortality,and costs that are associated with dialysis-requiring AKI, betterevidence is needed to guide AKI treatment strategies.
There are numerous examples in which drugs, devices, and technologieshave been introduced into medical practice on the basis of asound rationale, yet subsequent clinical practice and researchdemonstrate that the use of these technologies is associatedwith no benefit or even harm. Recent examples include the useof PA catheters in the ICU (41,42), the use of certain antiarrhythmicagents in an attempt to prevent sudden cardiac death (43), andthe use of selected inotropes and vasodilators in the treatmentof congestive heart failure (44). When the results of the currentobservational study on dialysis-requiring AKI in the ICU areintegrated with other observational studies and clinical trials,there is no evidence of the superiority of CRRT over IHD andsome evidence to support possible inferiority.
At this time, the data that are presented here should be consideredhypothesis generating and not definitive and should not be usedto change clinical practice. However, in the context of increasingCRRT use, it now is imperative that a randomized clinical trialof adequate power be conducted to determine whether mortalityrates that are associated with severe dialysis-requiring AKIcan be reduced with the use of CRRT, IHD, or a hybrid technique,such as slow low-efficiency dialysis. Such a study will needto include patients who could be treated successfully with eithermodality (comparing "apples and apples"), potentially excludingpatients with severe hypotension and hemodynamic instability,who may be poor candidates for traditional IHD, and should standardizekey elements of therapy, including the timing of initiation,dosage of dialysis, and the expertise of personnel deliveringthe therapy.
Figure 1. Mortality within 60 d after acute kidney injury requiring dialysis: Continuous renal replacement therapies versus intermittent hemodialysis.
Acknowledgments
This study was supported by the following research grants fromthe National Institutes of Health, National Institute of Diabetesand Digestive and Kidney Diseases: RO1-DK53412, RO1-DK53411,RO1-DK53413, and R33-DK67645.
Footnotes
Published online ahead of print. Publication date availableat www.jasn.org.
This controlled study by Cho and colleagues on the benefitsof continuous versus intermittent dialysis in treating acutekidney injury relates to a Mini-Review by Van Biesen et al.in this months issue of CJASN (pp. 13141319) thatdiscusses how acute kidney injury is currently defined and theuse of the RIFLE criteria.
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