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40 Indications and Timing of Renal Replacement Therapy 465
chemokine ligand 14 [CCL14]) have shown association with receipt of RRT . The quality of available evidence for use of these and other biomarkers for decisions to start or delay RRT is expanding; however, it is not sufcient to support routine use in clinical practice [
15, 31, 32]. In a systematic review and meta-analysis of 41 studies
(n = 15,928), the pooled AUCs for predicting receipt of RRT for urine and serum NGAL were 0.72 (95%CI 0.64–0.80) and 0.76 (95%CI 0.71–0.80), respectively, while serum creatinine and cystatin C had pooled AUCs of 0.76 (95%CI 0.73–0.80) and 0.77 (95%CI 0.73–0.81), respective ly [
31]. Urine biomarkers interleukin-18,
cystatin C, and cell cycle arrest markers [TIMP-2]•[IGFBP7] showed pooled AUCs of 0.67 (95%CI 0.61–0.73), 0.72 (95%CI 0.58–0.87), and 0.86 (95%CI 0.79–0.93), respectively [31]. Recent data have characterized the urinary CCL14 for the predic­tion of persistent severe AKI [3336]. There are challenges with the interpretation of many of these biomarkers for predicting receipt of RRT. For example, many studies are small, susceptible to selection bias, and confounded by case-mix and acuity, use single biomarker measures and variable thresholds for discrimination, and often do not fully integrate into models of baseline prediction using common clinical
The
32].
use
a dynamic response to a standardizedfurosemide stress test (FST) to
of
variables [
interrogatetubular cell function can aid in predicting the likelihood of worsening or persistent AKI [3740
].
This point-of-care assessment can be integrated into available clinical information when considering and planning for RRT. The principle of the FST is relatively simple. Furosemide is a largely lipid insoluble organic anion transported to the kidneys highly bound to albumin. To gain access to the tubular lumen, furosemide is secreted across the proximal tubule via organic anion trans­porters (OAT) 1 and OAT3 on the basolateral member. Following secretion into the tubula
r lumen, furosemide inhibits active chloride transport throughout the thick ascending limb (TAH) of the loop of Henle by competitively binding the 2NaKCl cotransporter. The FST comprises a single intravenous (IV) dose of furosemide (1.0 mg/kg for diuretic naïve patients and 1.5 mg/kg for prior diuretic exposure) along with replacement of resulting urine output (1 mL crystalloid for each 1 mL urine 6 h to mitigate risk of iatrogenic volume depletion). A threshold urine output of >200 mL in 2 h following IV furosemide administration would suggest kidney tubular function is relatively intact (sensitivity 87%; specicity 84%) [
37–39].
The FST can be leveraged as a screening tool to identify patients whom AKI is likely to persist or worsen. In a small clinical trial, among critically ill patients with AKI, only 14% of FST responsive patients were started on RRT, whereas 78% of those not responding enrolled in a delayed strategy started RRT or died [40]. Recently, the FST has been used in concert with urinary CCL14 to estimate decision support for
41].
starting RRT in a single center cohort of patients undergoing cardiac surgery [
In this study, the primary endpoint was the development of a conventional indication for starting RRT (e.g., severe hyperkalemia, diuretic-resistance volume overload, metabolic severe acidosis, serum urea >53 mmol/L, oligoanuria). Among the 208 enrolled postoperative patients, 108 (52%) had a negative FST (urine output <200 mL in 2 h), of which 82% fullled the primary endpoi nt and 71% received RRT. These patients had signicantly higher urinary CCL14 levels (1.34 ng/
466 S. M. Bagshaw and R. Wald
mL vs. 6.47 ng/mL, p < 0.001). The inclusion of both the FST and urinary CCL14 coupled with a baseline clinical model improved the AUC from 0.71 to 0.87 to discriminate the primary endpoint. These observations reinforce how novel strate­gies, such as the FST or biomarkers, may be integrated to better inform decision support on likelihood and planning for RRT [
42].

Rationale for an Early Strategy to Starting RRT

There is strong physiological rationale for why earlier RRT initiation in critically ill patients with severe AKI, even in the absence of urgent indications, should confer benet in selected circumstances [43] (Table 40.2). Earlier RRT can theoretically facilitate timely correction of electrolyte and metabolic and acid-base derangements, along with mitigating or preventing complications of uid accumulation
40.2). Earlier RRT can prevent AKI complications from occurring and may
(Table facilitate weaning from organ support [e.g., invasive mechanical ventilation) and short ICU stay [10, 44]. Whether RRT has a role in modulating inammation and immune function in sepsis and other vasoplegic states (e.g., post-cardiac surgery) is biologically plausible; however, it remains largely unproven to favorably impact clinical outcomes [45, 46].

Rationale for a Conservative Strategy to Starting RRT

A clinically meaningful proportion of critically ill patients that develop severe AKI will recover kidney funct ion without receipt of RRT. From this, a reasonable inference is that conservative strategy of careful watching and waitingcan trans­late into selected patients avoiding RRT [ relative xed risks associated with RRT (e.g., complications related to catheters, anticoagulation, blood contact with extracorporeal circuit, circuit loss, intradialytic hypotension, etc.). This is particularly relevant for patients who may have started on RRT for marginal indications, where the risks exceed benet [49]. The avoidance of RRT could also logically translate into sparing health resources and cost savings. However, there is uncertainty whether delays to starting RRT among those with a high likelihood of receiving or deriving benet from RRT could exert attributable risk due to the prolonged consequences of severe persistent AKI. In the AKIKI trial, patients allocated to the delayed RRT strategy had biochemical evidence of wors­ening AKI (e.g., higher serum creatinine, urea, and potassium; lower serum bicar­bonate and pH) at the time of starting RRT compared to patients allocated to the early strategy [ icantly more interventions to manage the uid and metabolic complications of AKI (e.g., hyperkalemia, metabolic acidosis) [50]. Similarly, in the STARRT-AKI trial, patients allocated to the standard strategy showed worsening biochemical evidence
Moreover, patients in the delayed strategy also received signif-
50].
47, 48]. RRT avoidance would mitigate the
40 Indications and Timing of Renal Replacement Therapy 467
of AKI and a greater toxic milieu upon starting RRT compared with those in the accelerated strategy [48]. In the IDEAL-ICU trial, 17% of patients with septic shock allocated to the delayed strategy were started on RRT for emergent indications [51]. Observational data have suggested that the accumulation of AKI-related complications may exert an incremental risk for worse outcome [10]. In the AKIKI-2 trial, 278 critically ill patients with severe persistent AKI without urgent indications for RRT were randomly allocated to either start RRT immediately (reecting the delayed strategy in AKIKI) or subjected to further RRT deferral (more delayed), commencing only for serum urea >50 mmol/L or an urgent indication [ through day 28 between the groups (12 days for delayed vs. 10 days for more delayed; p = 0.93). However, in a prespecied analysis, 60-day mortality was higher in the more delayed strategy compared to the delayed strategy (55% for more delayed vs. 44% for delayed; adjusted HR 1.65 [95% CI, 1.09–2.50], p = 0.07) [52].
52]. There was no difference in the primary endpoint of RRT-free days

RRT Replacement Therapy and Clinical Outcomes

The growth in utilization of RRT likely reects temporal changes to patient demo­graphics, multi-morbidity (e.g., chronic kidney disease), and innovations in medical therapies (e.g., cancer therapeutics) and surgical interventions (e.g., complex cardiac or hepatobiliary surgery, transplantation). While RRT adds complexity and costs to the bedside care of critically ill patients, trends have shown modest reductions in mortality among those receiving RRT in selected clinical contexts [10, 53].
There is uncertainty for selected patients whether receipt of RRT signicantly modies outcomes or whether RRT, as an organ support intervention, is more of a surrogate for burden of premorbid disease (e.g., chronic kidney disease, cardiovas­cular disease, cancer), physiological reserve, and severity of critical illness. Select studies have implied that the receipt of RRT may exert a direct hazard for death [54, 55] or not show signicant association with outcomes when compared with critically ill patients not receiving RRT [ tainly susceptible to bias and limited generalizability due to differences in populations (case-mix, illness acuity), confounding by indication and uncontrolled sources of bias (practice variation, information bias) [56]. Indeed, patient-, clinician-
11].
These observational studies are cer-
and outcome, particularly variation in decision-making to offer and start RRT
11].
[
There may also be important effects of the type and size of ICU and volume of RRT performed and outcomes, with smaller ICUs, those with less experience and those treating fewer patients showing greater adjusted risk for mortality [55, 57].
468 S. M. Bagshaw and R. Wald

Current Clinical Practice Guideline Recommendations

Several organizations have published clinical practice guideline statements focused on timing of initiation of RRT in critically ill settings [5860] (Table 40.3). In 2012, the Kidney KDIGO consortium made two statements regarding the timing of RRT initiation in AKI, based on expert opinion [58]. The rst was to start RRT emergently when life-threatening changes in uid, electrolyte, and acid-base bal- ance exist.The second asked clinicians to consider the broader clinical context, the presence of conditions that can be modied with RRT, and trends of laboratory testsrather than single BUN and creatinine thresholds alonewhen making the decision to start RRT.Though the second statement may be perceived as vague and provide clinicians with a wide scope of subjective parameters to inform their decision-making, it was a reasonable reection of contemporary bedside practice given the available evidence. In 2013, the National Institute for Health and Care Excellence (NICE) in the United Kingdom published recommendations that are similar to KDIGO [59]. The NICE guidelines acknowledged the paucity of evidence from RCTs on when to start RRT in both critically ill children and adults and emphasized the need to develop and evaluate tools, such as clinical risk prediction scores or novel point-of-care tests (e.g., novel kidney damage biomarkers). In 2015, the French Intensive Care Society (SRLF) published recommendations for RRT in ICU settings, including statements on when to start RRT [60]. Each of these organizations acknowledged the limitations in current evidence and associated clinical uncertainty, and each called for additional evidence from RCTs to inform practice and update guidelines. Since their publication, several RCTs have been reported [47, 48, 50, 51, 61]. Future iterations of these and any other clinical practice guidelines should aim to integrate the principles of shared decision-making with patients and families in decisions on if and when to escalate support with RRT [15] (Fig. 40.2).

Clinical Trial Evidence on Timing of Starting RRT

Several high-quality randomized trials recently aimed to better inform practice by generating new knowledge on when to start RRT in critically ill patients with AKI [40, 50, 51, 6264].
The Early Ver Patients With Acute Kidney Injury (ELAIN) trial was a single-center German RCT of 231 critically ill patients that evaluated whether early RRT, dened as starting RRT within 8 h of fullling stage 2 AKI, would improve survival as compared to delayed RRT, dened as starting RRT within 12 h of developing stage 3 AKI or upon the development of an urgent indication [65] (Table 40.4). Eligible patients were predominantly surgi cal, had a plasma NGAL >150 ng/mL (as a surrogate of tubular damage), and had one of the following: sepsis, volume overload, nonrenal organ
sus Late Initiation of Renal Replacement Therapy In Critically Ill
40 Indications and Timing of Renal Replacement Therapy 469
Table 40.3 Summary of clinical practice guideline statements for starting RRT in critically ill patients with AKI
Organization Recommendations
Kidney Disease: Improving Global Outcomes (KDIGO) [58]
National Institute for Health and Care Excellence (NICE) [
French I (SRLF) [
ntensive C
60]
59]
are Society
(i) Initiate KRT emergently when life-threatening changes in uid, electrolyte, and acid-base balance exist (not rated) (ii) Consider the broader clinical context, the presence of conditions that can be modied with KRT, and trends of laboratory testsrather than single BUN and creati­nine thresholds alonewhen making the decision to start KRT (not rated)
(i) Discuss any potential indications for renal replace­ment therapy with a nephrologist, pediatric nephrolo­gist, and/or critical care specialist immediately to ensure that the therapy is started as soon as needed (ii) Refer adults, children, and young people immedi­ately for KRT if any of the following are not responding to medical management:
Hyperkalemia
Metabolic acidosis
Complications of uremia (i.e., pericarditis, enceph-
alopathy)
Fluid overload
Pulmonary edema
(iii) Base the decision to start KRT on the condition of the adult, child, or young person as a whole and not on an isolated urea, creatinine, or potassium value
(i) KRT threatening situations (hyperkalemia, metabolic acido­sis, tumor lysis syndrome, refractory pulmonary edema) (expert opinion; strong agreement) (ii) The available data are insufcient to dene optimal timing of initiation of KRT outside life-threatening sit­uations (expect opinion; strong agreement) (iii) In children, uid and sodium overload probably of above 10% and very probably of above 20% should be consi replacement therapy (expert opinion; poor agreement) (iv) Earlyinitiation of KRT means at KDIGO stage 2 or within 24 h after onset of acute renal failure of which reversible seems unlikely (expert opinion; poor agreement) (v) lateinitiation of KRT means over 48 h after onset of acute renal failure, KDIGO stage 3, or when a life­threatening situation arises because of acute renal failure (expert opinion; poor agreement)
should be initiated without delay in life-
as one of the criteria for initiation of renal
dered
dysfunction, or need for vasoactive support. All patients in the early strategy started RRT, as well as 91% in the delayed strategy, mostly triggered by AKI progression [64]. The median difference from randomization to starting RRT was less than 1 day (21 h [IQR] 18 – 24). Mortality at 90 days was reduced by 15.4% in the early
470 S. M. Bagshaw and R. Wald
Fig. 40.2 Proposed algorithm for initiation of RRT in critically ill patients with AKI
compared with delayed strategy (39.3% vs. 54.7%; HR 0.66; 95% CI, 0.45–0.97). ELAIN also found that the early strategy confer red a greater likelihood of kidney recovery and RRT independence and shorter stay in ICU and hospital, compared with a delayed strategy. ELAIN found the benets of the early strategy on a composite of major adverse kidney events (MAKE) to be durable [66].
The Articial
Kidney
Initiat
ion
K
idney Injury (AKIKI] trial was a French
in
multicenter RCT that evaluated a delayed strategy of RRT initiation compared with an early strategy on 60-day survival in 620 critically ill patients with severe AKI who were receiving mechanical ventilation and/or vasoactive support [50] (Table 40.4). Patients in the early strategy started RRT within 6 h of fullling stage 3 AKI, and those in the delayed strategy only started RRT for medically refractory complications (e.g., oliguria or anuria for 72 h following randomization, uremia, hyperkalemia, metabolic acidosis, volume overload). There was no differ­ence in 60-day all-cause mortality between the strategies (49.7% vs. 48.5%, p = 0.79). Only 51% of patients in the delayed strategy received RRT compared with 98% in the early strategy. The median difference for starting RRT between strategies was 57 h (IQR 25–83) among those who received RRT. RRT-free days were greater (19 vs. 17 days, p < 0.001), and the occurrence of catheter-related bloodstream infections was lower (5% vs. 10%, p = 0.03) with the delayed strategy. There were no differences in any other prespecied outcomes. AKIKI also reported a post hoc analysis focused on the 60 (10%) patients with premorbid CKDthere was suggestion of heterogeneity in treatment effect on 60-day mortality, with those allocated to early RRT having a greater risk of death [67]
The Initiation of
Dialysis EArly versus Late in the Intensive Care Unit (IDEAL-
.
ICU) was a French multicenter randomized trial of early versus delayed RRT strategies that aimed to enroll 864 patients with septic shock and AKI [
68]. In
IDEAL-ICU, patients fullling RIFLE-Failure AKI criteria within the rst 48 h of
40 Indications and Timing of Renal Replacement Therapy 471
Table 40.4 Summary of recent randomized trials evaluating the starting of renal replacement therapy in the setting of acute kidney injury in the intensive care unit
STARRT-
Feature ELAIN AKIKI IDEAL-ICU
AKI
AKIKI-2
Country Germany France France International France No. of sites 1 31 24 168 39 No. of
231 620 488
a
3019 278
participants Setting/
population
ARR for sam-
Mixed med­ical/surgical ICU (94.8% surgical)
Mixed med­ical/surgical ICU (79.7% medical)
Mixed medi­cal/surgical ICU (septic shock)
Mixed med­ical/surgical ICU
18% 15% 10% 6%
Mixed medical/ surgical ICU (58.0% septic shock)
ple size calculation
Control
55% 55% 55% 44%
group mortality
Interventions:
Early
(accelerated)
KDIGO stage 2 (within 8 h)
KDIGO stage 3 (within 6 h)
RIFLE-failure (within 12 h)
KDIGO stage 2 (within
12 h)
Delayed
(conservative)
KDIGO stage 3 (within 12 h)
Specic criteria/ emergent indications
Specic criteria 48–60 h after eligibility or emergent
Specic criteria/ emergent indications
KDIGO stage 3 with oliguria >72 h; urea 40–50 mmol/L (within 12 h)
indications
More
delayed
Urgent indica­tions; urea >50 mmol/L
Time
25.5 h 57.0 h 43.9 h 25.0 h 30.0 h
difference Received
90.8% 51.0% 62.0% 61.8% 79%
RRT in delayed
RRT modality
CRRT Physician
discretion
Physician discretion
Physician discretion
Physician
discretion (Initial IHD 55%)
SOFA score
~16.0 ~10.9 ~12.3 ~11.7
at enrollment Primary
endpoint
Early
90-day mortality
60-day mortality
90-day mortality
39.3% 48.5% 58.0% 43.9% 12 days
90-day mortality
RRT-free
(day 28)
days
(accelerated)
Delayed
54.7% 49.7% 54.0% 43.7% 10 days
(conservative)
(continued)
472 S. M. Bagshaw and R. Wald
Table 40.4 (continued)
STARRT-
Feature ELAIN AKIKI IDEAL-ICU
Effect
estimate
Kidney recovery
Early
HR, 0.66 (95% CI,
0.45–0.97) RRT depen-
dence at 90 days
HR, 1.03 (95% CI,
0.82–1.29) RRT depen-
dence at 60 days
RR, 1.08 (95% CI,
0.90–1.30) RRT depen-
dence at 90 days
53.6% 2.0% 2.0% 10.4% 4.0%
AKI AKIKI-2
b
RR, 1.00 (95% CI,
0.93–1.09) RRT depen-
dence at 90 days
p = 0.93
RRT depen-
dence at
60 days
(accelerated)
Delayed
38.7% 5.0% 3.0% 6.0% 2.0%
(conservative)
Effect
estimate
Adverse events
Early
OR, 0.55 (95% CI,
0.32–0.93)
RR, 0.53 (95% CI,
0.20–1.41)
b
RR, 0.83 (95% CI,
0.28–2.46)
Aggregate CRBSI Emergent
RRT
75.0% 10.0% 23.0% 44.0%
b
RR, 1.74 (95% CI,
1.24–2.43)
c
Aggregate 60-day
RR 2.0
(95% CI,
0.19–8.25)
mortality
(accelerated)
Delayed
(conservative)
Effect
estimate
Abbreviations: AKI acute kidney
68.5% 3.0% 17% 16.5% 55.0%
RR, 1.18 (95% CI,
0.86–1.61)
b
RR, 1.35 (95% CI,
1.08–1.68)
b
RR, 1.40
(95%
CI,
1.21–1.62)
HR 1.65
(95% CI,
1.09–2.50)
injury, ARR absolute risk reduction, CKD chronic kidney disease,
d
ICU intensive care unit, KDIGO Kidney Disease: Improving Global Outcomes, RRT renal replace­ment therapy, SOFA Sequential Organ Failure Assessment, CRBSI catheter-related bloodstream infection
a
Terminated prematurely due to futility
b
Calculated. Not provided in primary publication
c
Reported for patients allocated to the delayed KRT strategy only
d
Adjusted by Simplied Acute Physiology Score (SAPS) 3, mechanical ventilation, catecholamine
infusion, sepsis status, time between ICU admission and acute kidney injury
onset of septic shock were eligible. The early strategy was dened as starting RRT within 12 h of eligibility, whereas the delayed strategy was dened by RRT being deferred for 48 h (but no more than 60 h) from the onset of RIFLE-Failure AKI, unless patients developed AKI complications and urgent indications to start RRT (Table 40.4). The trial was terminated prematurely due to futility after enrolment of 488 patients (56.5%). Mortality at 90 days was similar (58% in the early vs. 54% in
51]. T
the delayed) [
he majority (97%) of patients in the early strategy received RRT, whereas only 62% received RRT in the delayed strategy. In 17% of patients in delayed strategy, emergent RRT was started prior to 48 h in response to complica­tions. Mortality at 90 days in these patients was 68%, implying there may be risk to the expectant follow-up of AKI and the protocolized delay of RRT initiation in selected patients [10, 50].
40 Indications and Timing of Renal Replacement Therapy 473
The STandard versus Accelerated initiation of Renal Replacement Therapy in Acute Kidney Injury (STARRT-AKI) trial was a large multinational collaboration across 15 countries and 168 sites designed to compare a strategy of accelerated (early) to standard (delayed) RRT initiation in critically ill patients with severe AKI (aligned with KDIGO stage 2) who did not have an urgent indication for starting RRT [
69]. The STARRT-AKI trial was pragmatic in its approach to starting RRT
and was unique among trials by integrating individual clinician equipoise into the eligibility criteria [69]. The design enabled clinicians to exclude patients who required immediate RRT or those with a high likelihood of imminent kidney recovery and thus a low likelihood of ever receiving RRT. Patients in accelerated strategy started RRT within 12 h of fullling eligibility. The standard strategy comprised of a watch and waitapproach, whereby RRT was discouraged unless patients developed an urgent indication (e.g., serum potassium 6.0 mmol/L, pH 7.20 or serum bicarbonate 12 mmol/L, volume overload, or the persistence of AKI for 72 h) [69]. The trial randomized 3019 patients, of whom 2927 were included in the modied intention-to-treat analysis. Patients were predominantly medial (67%) and commonly had CKD (44%), and 58% had sepsis (Table 40.4). Among [IQR] of 6.1 [3.9–8.8] h after full eligibility, whereas in the standard strategy, 61.8% started RRT after a median [IQR] of 31.1 [19.0– 71.8] h. There was no difference in all-cause 90-day mortality between the group (43.9% in the accelerated strategy vs. 43.7% in the standard strategy (risk ratio [RR], 1.00; 95% CI,
0.93–1.09)). There were also no differences in survival across prespecied sub­groups, including those with sepsis, CKD, and surgical status and within declines of severity of illness scores. An important nding in STARRT-AKI was that among survivors at 90 days, RRT dependence was more common in the accelerated strategy (10% in the accelerated strategy vs. 6% in the standard strategy; RR 1.74, 95% CI
1.24–2.43). Adverse events, in particular RRT-associated hypotension and hypophosphatemia, were more common in accelerated strategy (23.0% vs. 16.5%; RR, 1.40; 95% CI, 1.21–1.62).
patients
randomized to the accelerated strategy, 97% started RRT a median

Implications for Practice

The ndings of the STARRT-AKI trial, supported by those of the AKIKI and IDEAL-ICU trials and meta-analyses, provide persuasive evidence that a delayed start of RRT, characterized by watch and waitstrategy and starting when confronted with worsening, persistent, or medically refractory complications of AKI, should now be recommended as the standard [47, 48, 50, 51]. However, there remains some uncertainty on the safety of protracted deferral of RRT in the presence of persistent AKI. The ndings of STARRT-AKI, AKIKI, and IDEAL­ICU may not be applicable to those prolonged and unresolving AKI (> 3–4 days). However, this was the focus of the AKIKI-2 trial, where extended delay was shown to potentially confer harm [
52].
474 S. M. Bagshaw and R. Wald
A key strategy for implementing evidence and harmonizing best practice is to minimize nonessential variation. A recent controlled study in ICUs at the Brigham and Womens Hospital implemented a Standardized Clinical Assessment and Man­agement Plan (SCAMP) for critically ill patients with AKI for decision support for starting RRT [
70]. The SCAMP dened criteria for RRT initiation which comprised
a series of specic indications (pH <7.2, potassium >6.5 mmol/L, toxin ingestion, volume overload, FiO
> 0.7, urine output <100 mL/24 h, uremic symptoms).
2
SCAMP and a shamcontrol were applied in alternative periods over 1 year. There was comparable likelihood of receiving RRT with both strategies and no difference in mortality (41% vs. 47%). However, duration of stay in both ICU and hospital was shorter during SCAMP periods compared to control. In addition, SCAMP imple­mentation was associated with lower RRT utilization compared with control, driven by patients where RRT was perceived by clinicians to be non-benecial.
As with all organ support interventions in ICU settings, clinicians should aim to adopt a shared approach to decision-making for starting RRT, considering progno­sis, potential for recovery and/or harm, and patient/family preferences for care [15], along with consideration of the evolving and dynamic nature of critical illness and AKI. Any perceived benet to starting RRT should be balanced with the clinical context, the risk for harm, and the resource implications and within the context of the patients and familys preferences for care [15, 49].

Existing Knowledge Gaps and Future Research

There have been substantial advances in our understanding for when to consider starting RRT in critically ill patients with severe AKI; however, there remains existing knowledge gaps that can be focused on future research. The se include the following:
1. Better understandin g of strategies for starting RRT in critically ill children,
recognizing fewer children routinely receive RRT and die in ICU compared
with adults [ 71, 72]
2. Further development and evaluation of clinical risk modeling, leveraging elec-
tronic health record alerting, machine learning, and new disease markers to
improve precision in the selection of patients most likely to benet from
starting RRT
3. Interrogation of the interactions between uid accumulation, RRT strategies, and
organ support and outcomes [73]
4.
Evaluation
manage AKI complications, RRT strategy, and outcomes [44, 7476]
of the interactions between prolonged untreated AKI, therapies to