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454 W. R. Clark et al.
surrogate [8]. In this randomized controlled trial (RCT), Ronco and colleagues in Vicenza, Italy, reported signicantly higher survival in patients treated with an efuent-based CRRT dose of 35 or 45 mL/kg/h vs. 20 mL/kg/h, the latter being a conventional dose prior to the study. No clinically validated dose metric for CRRT existed before this trial, and the results led to the rapid adoption of efuent-based dosing in clin ical practice. A series of additional RCTs along with a system review/meta-analysis also assessed the relationship between efuent-based CRRT dose and patient outcome [ center trials [12, 13] and two trials focused on the septic AKI population
14, 15]. These studies utilized a wide spectrum of CRRT modalities and yielded
[ inconsistent results, some corroborating the Vicenza trial with others showing no benet for a dose higher than 20–25 mL/kg/h. Based on the trials published before 2012 [813], the KDIGO Clinical Practice Guideline recommended a delivered CRRT dose of 20–25 mL/kg/h [
As the widespread practice has occurred over the past several years, attention has turned to its practical implementation. A particular focus has been the difference between prescribed and delivered CRRT dose along with the responsible factors. In turn, another area of recent interest has been the use of delivered CRRT dose, being a major component of the overall care provided to many critically ill AKI patients, as a clinical quality criterion. After an analysis of the major CRRT dose/outcome trials (from the perspective of the operating parameters employed), this chapter addresses these more recently identied clinical considerations. This chapter will not address modal­ities beyond CRRT.
9–16]included among these studies were two multi-
1].
incorporation of efuent-based CRRT dosing into clinical
atic

CRRT Dose/Outcome Studies: Consideration of Solute Kinetics

One important feature of the efuent-based CRRT dose parameter established by the Vicenza trial is the need to understand that actual solute clearance as a function of efuent volume is therapy-specic. In post-dilution CVVH, the modality utilized in the Ronco et al. trial, there is generally a direct relationship between efuent rate and solute clearance as long as lter function is preservedthis is the major benet of this therapy [5, 17]. Specically, small solute (urea) clearance and efuent rate are essentially assumed to be equivalent for this approach. However, due to hemoconcentration, lter performance may degrade over time, based on surrogate parameters such ltration fraction, sieving coefcient, and extracorporeal circuit pressures [ on plasma ow rate and hematocrit [19 , 20]:
Based on the classical equation, ltration fraction (FF) is dependent
18].
39 Dose Prescription in Renal Replacement Therapy 455
where Q
FF = QUF=Q
QP = QB · 1–Hematocrit
is ultraltration rate, QB is blood ow rate, and QP is plasma ow rate.
UF
ðÞ
P
Thus, the progressive hematocrit increase that occurs along the length of the lter used for a convective CRRT modality may need to be mitigated by increasing blood ow rate to preserve ltration fraction at an acceptable value (less than 0.2).
As noted above, the dose/outcome trials performed subsequent to the Vicenza study
employed a broad spectrum of CRRT approaches. Several of the studies involved the pre-dilution delivery of replacement uid. For pre-dilution therapies, the interrelationship between blood ow rate and ultraltration/replacement uid rate also needs to be considered [21]. For example, to achieve urea clearances in pre-dilution CVVH equivalent to 35 mL/kg/h in post-dilution CVVH, the degree to which blood dilution occurs (with concomitant reduction of solute concentrations) must be considered. Pre-dilution can never achieve the 1:1 relationship between efuent rate and urea clearance characteristic of post-dilution therapies (when operated with the appropriate blood ow rate), so prescription of pre-dilution therapies should be done from the perspective of achieving desired depuration (i.e., solute clearance) with acceptable volumes of replacement uid.
Blood ow rate is also an important determinant of solute clearance in pre-dilution modalities. The combination of a relatively low blood ow rate (<150 mL/min) and relatively high replacement uid (in an attempt to achieve efuent doses frequently desired in clinical practice of 25 mL/kg/h or more) results in a marked diminution of blood urea concentration due to pre-dilution. The only way to interrupt this vicious cycle of hemodilution leadi ng to low urea clearance is to prescribe a higher blood ow rate. The minimum blood ow for adequate solute depuration in pre-dilution is 200 mL/min (the same approximate value for post­dilution CVVH to avoid excessive hemoconcentration). When traditional CRRT blood ow rates in the range of 125–150 mL/min are used, Troyanov et al. have demonstrated that the decrease in solute clearances for pre-dilution (relative to post­dilution) CVVH can be as high as 30–40% [22].

CRRT Dose as a Quality Criterion

Prescribed Versus
The KDIGO consensus statement species a range (20–25 mL/kg/h) for delivered CRRT dose [1] but includes a caveat that prescribed dose should be higher than the
livered dose target in general clinical practice. Of note, this potential mismatch
de between prescribed and delivered efuent volumes should be differentiated from dimunitions in the effective dose (i.e., solute clearance), the latter of which may result in unexpectedly low rates of depuration. Pre-dilution, membrane degradation,
Delivered CRRT Dose
456 W. R. Clark et al.
and unrecognized severe uid overload (the latter of which resulting in expanded solute distribution volumes from which clearance is occurring) are primarily respon­sible for reduced effective dose [17].
In the CRRT dose/outcome 80% of the prescribed dose. To achieve this, however, interventions atypical of general clinical practice occurred frequently in order to preserve dose delivery. In the Vicenza trial, when shortfalls in treatment delivery occurred on a particular day, compensatory dose increases could be made the following day [8]. Furthermore, concerns about potential decreases in lter membrane permeability resulted in routine lter changes every 24 h accordi ng to institutional practice.
Data from observational trials indicate that shortfalls in delivery of the prescribed CRRT dose are more common in routine clinical practice. Based on 115 CRRT patients treated during 1999–2000 [23] (prior to publication of the Ronco et al. dose trial), Venkataraman et al. reported a mean daily treatment duration of only
16.1 ± 3.5 (mean ± SD) hours, corresponding to a mean e fuent ow rate (averaged over 24 h) of 1.4 ± 0.3 L/h and delivery o f only 68% of the prescribed dose. Clotting of the extracorporeal circuit was the most common cause of downtime. Vesconi et al. observed signicant variability in delivered dose among patients and even within the same patient on different days [24]. Approximately 20% of patients received inten­sive CRRT,dened by a prescribed dose 35 mL/kg/h. These investigators reported an approximately 20% difference between median prescribed and delivered dose (34.3 and 27.1 mL/kg/h, respectively), with circuit clotting contributing to 74% of downtime incidents.
In a series of 52 patients treated with pre-dilution CVVHDF, Claure et al. assessed prescribed vs. delivered CRRT dose [25]. Filter clotting was the single leading cause of therapy downtime, even though citrate anticoagulation was pre­scribed in all patients. Based on standard urea-based CRRT clearance equations (accounting for pre-dilution), delivered dose was reported to be only 73% of the prescribed efuent dose. Thus, with prescribed efuent volume as the reference, a 27% decrease in delivered urea clearance on average was reported.
RCTs, most studies achieved delivery of greater than
CRRT Dose in the Context of Therapy Quality
These analyses of shortfalls in CRRT delivery have led to the belief that CRRT dose can be viewed as a quality indicator ([2631]; Fig. 39.1 explored this possibility. In a single-center trial involving a total of 247 patients, Grifn et al. assessed clinician adherence to an institutional delivered dose target of 20–25 mL/kg/h as part of a quality improvement (QI) initiative. Prior to implemen­tation of the QI program, only 33% of 837 treatments fell in this range, with nearly 50% of treatments consisting of a delivered dose greater than 25 mL/kg/h. The QI interventions included education of prescribing clinicians and adaptations in the electronic medical record to allow greater access to dosing data. After these inter­ventions, 66% of 952 treatments achieved compliance with the target dose range.
and recent studies have
),
39 Dose Prescription in Renal Replacement Therapy 457
Systematic and sustainable
monitoring of the CRRT
metric customized to the
logistical setting at the
institution
PURPOSE
Why?
How?
What?
Standardization of CRRT
practice to improve
patient care and resource
utilization
CRRT metric selection
based on local problem
and current evidence
Fig. 39.1 Considerations for the use of CRRT dose as a treatment quality criterion. (Reprinted with permission from [27])

Conclusions

This chapter provides an update on CRRT dose, incorporating recent information about this parameter as a treatment quality criterion. Two concluding points are worth making. First, CRRT dosing is not a static phenomenon as dose needs to be adapted in response to the constantly changing clinical status of a critically ill AKI patient, in accordance with the concept of precision CRRT[32, 33]. Second, as recently summarized by Karkar and Ronco [34], dose is just one CRRT parameter that contributes to overall therapy delivery.

References

1. Khwaja A. KDIGO clinical practice guideline for acute kidney injury: dose of renal replacement therapy in AKI. Kidney Int. 2012;2(1):113–5.
2. Clark WR, Rocco MV, Collins AJ. Quantication of hemodialysis: analysis of methods and relevance to clinical outcome. Blood Purif. 1997;15:92–111.
3. Clark WR, Mueller BA, Alaka KJ, Macias WL. A comparison of metabolic control by continuous and intermittent therapies in acute renal failure. J Am Soc Nephrol. 1994;4:1413–
20.
4. Clark WR, Mueller BA, Kraus MA, Macias WL. Extracorporeal therapy requirements for patients with acute renal failure. J Am Soc Nephrol. 1997;8:804–12.
5. Liao Z, Zhang W, Poh CK, Huang Z, Hardy PA, Kraus MA, Clark WR, Gao D. Kinetic comparison of different acute dialysis therapies. Artif Organs. 2003;27:802–7.
6. Clark WR, Ronco C. CRRT efciency and efcacy in relation to solute size. Kidney Int. 1999;56(Suppl 72):S3–7.
7.
Bellomo R,
Ronco C. Acute renal failure in the intensive care unit: adequacy of dialysis and the
case for continuous therapies. Nephrol Dial Transplant. 1996;11(3):424–8.
458 W. R. Clark et al.
8. Ronco C, Bellomo R, Homel P, Brendolan A, Dan M, Piccinni P, La Greca G. Effects of different doses in continuous veno-venous haemoltration on outcomes of acute renal failure: a prospective randomised trial. Lancet. 2000;356(9223):26–30.
9. Bouman CS, Oudemans-Van Straaten HM, Tijssen JG, Zandstra DF, Kesecioglu J. Effects of early
high-volume continuous venovenous hemoltration on survival and recovery of renal function in intensive care patients with acute renal failure: a prospective, randomized trial. Crit Care Med. 2002;30(10):2205–11.
10. Saudan P, Niederberger M, De Seigneux S, Romand J, Pugin J, Perneger T, Martin PY. Adding a dialysis dose to continuous hemoltration increases survival in patients with acute renal failure. Kidney Int. 2006;70(7):1312–7.
11. Tolwani AJ, Campbell RC, Stofan BS, Lai KR, Oster RA, Wille KM. Standard versus high­dose CVVHDF for ICU-related acute renal failure. J Am Soc Nephrol. 2008;19(6):1233–8.
12. VA/NIH Acute Renal Failure Trial Network, Palevsky PM, Zhang JH, OConnor TZ, Chertow GM, Crowley ST, Choudhury D, Finkel K, Kellum JA, Paganini E, Schein RM, Smith MW, Swanson KM, Thompson BT, Vijayan A, Watnick S, Star RA, Peduzzi P. Intensity of renal support in critically ill patients with acute kidney injury. N Engl J Med. 2008;359(1):7–20.
13. RENAL Replacement Therapy Study Investigators, Bellomo R, Cass A, Cole L, Finfer S, Gallagher M, Lo S, McArthur C, McGuinness S, Myburgh J, Norton R, Scheinkestel C, Su S. Intensity of continuous renal-replacement therapy in critically ill patients. N Engl J Med. 2009;361(17):1627–38.
14. Joannes-Boyau O, Perez P, Bagshaw SM, Grand H, Canivet JL, Dewitte A, Flamens C, Pujol W, Grandoulier AS, Fleureau C, Jacobs R, Broux C, Floch H, Branchard O, Franck S, Rozé H, Collin V, Boer W, Calderon J, Gauche B, Spapen HD, Janvier G, Ouattara A. High­volume vs standard-volume haemoltration for septic shock patients with acute kidney injury (IVOIRE study): a multi-centre randomized controlled trial. Intensive Care Med. 2013;39(9): 1535–46.
15. Park JT, Lee H, Kee YK, Park S, Oh HJ, Han SH, Joo KW, Lim CS, Kim YS, Kang SW, Yoo TH, Kim DK. HICORES investigators: high-dose versus conventional-dose continuous venovenous hemodialtration and patient and kidney survival and cytokine removal in sepsis-associated acute kidney injury: a randomized controlled trial. Am J Kidney Dis. 2016;68(4):599–608.
16. Fayad AI, Buamscha DG, Ciapponi A. Intensity of continuous renal replacement therapy for acute kidney injury. Cochrane Database Syst Rev. 2016;10:CD010613.
17. Clark WR, Leblanc M, Ricci Z, Ronco C. Quantication and dosing of renal replacement therapy in acute kidney injury: a reappraisal. Blood Purif. 2017;44:140–55.
18. Reis T, Soranno DE, Ronco C, Clark W, De Rosa S, Forni LG, Lorenzin A, Ricci Z, Villa G, Kellum JA, Mehta R, Rosner MH. On behalf of the nomenclature standardization faculty: standardization of nomenclature for the mechanisms and materials used for extracorporeal blood purication techniques. Blood Purif. 2023;13:1–14.
19. Huang Z, Letteri JJ, Clark WR, Ronco C. Operational characteristics of continuous renal replacement therapy modalities used for critically ill patients with acute kidney injury. Int J Artif Organs. 2008;31:525–34.
20. Claure R, Clark WR. Continuous renal replacement therapy principles. Semin Dial. 2021;34: 398–405.
21. Huang Z, Letteri JJ, Clark WR, Zhang W, Gao D, Ronco C. Ultraltration rate as dose surrogate in pre-dilution hemoltration. Int J Artif Organs. 2007;30:124–32.
22. Troyanov S, Cardinal J, Geadah D, Parent D, Courteau S, Caron S, Leblanc M. Solute clearances during continuous venovenous haemoltration at various ultraltration ow rates using multiow-100 and HF1000 lters. Nephrol Dial Transplant. 2003;18(5):961
23.
Venkataraman R, therapy at a large academic medical center in the United States. J Crit Care. 2002;17(4):246–50. Vesconi S,
24. Formica M, Marchesi M, René R, Livigni S, Ronco C. DOse REsponse Multicentre
Kellum JA,
Cruz DN, Fumagalli R, Kindgen-Milles
Palevsky P. Dosing patterns for continuous renal replacement
D, Monti G, Marinho A, Mariano F,
–6.
39 Dose Prescription in Renal Replacement Therapy 459
International collaborative initiative (DO-RE-MI study group): delivered dose of renal replace­ment therapy and mortality in critically ill patients with acute kidney injury. Crit Care.
2009;13
(2):R57.
25. Claure-Del Granado R, Macedo E, Chertow GM, Soroko S, Himmelfarb J, Ikizler TA, Paganini EP, Mehta RL. Toward the optimal dose metric in continuous renal replacement therapy. Int J Artif Organs. 2012;35(6):413–24.
26. Grifn BR, Thomson A, Yoder M, et al. Continuous renal replacement therapy dosing in critically ill patients: a quality improvement initiative. Am J Kidney Dis. 2019;74:727–35.
27. Neyra JA, Tolwani A. A quality improvement initiative targeting CRRT delivered dose: the what, the how, and the why. Am J Kidney Dis. 2019;74:721–72.
28. Neyra JA, Tolwani A. CRRT prescription and delivery of dose. Semin Dial. 2021;34:432–9.
29. Vásquez Jiménez E, Anumudu SJ, Neyra JA. Dose of continuous renal replacement therapy in critically ill patients: a bona de quality indicator. Nephron. 2021;145:91–8.
30. Villa G, Neri M, Ronco C, Cerdá J. Prescription and delivery of the right continuous renal replacement therapies dose. Contrib Nephrol. 2018;194:38–50.
31. Rewa OG, Villeneuve PM, Lachance P, et al. Quality indicators of continuous renal replace­ment therapy in critically ill patients: a systematic review. Intensive Care Med. 2017;43:750–
63.
32. Cerda J, Baldwin I, Honore PM, Villa G, Kellum JA, Ronco C, on behalf of the ADQI Consensus Group. Role of technology in continuous renal replacement therapy for the man­agement of critically ill patients: from adoptive technology to precision continuous renal replacement therapy. Blood Purif. 2016;42:248–65.
33. Kellum JA, Ronco C. The 17th acute disease quality initiative international consensus confer­ence: introducing precision renal replacement therapy. Blood Purif. 2016;42(3):221–3.
34.
Karkar A, Ronco C. Prescription of CRRT: a pathway to optimize therapy. Ann Intensive Care. 2020;10:32.
Chapter 40
Indications and Timing of Renal Replacement Therapy
Sean M. Bagsha w and Ron Wald

Introduction

Acute kidney injury (AKI) is a vexing challenge for nephrologists, intensivists, and other healthcare profession als caring for critically ill patients [1]. Abundant evidence has shown AKI portends a higher risk for a spectrum of adverse events, including new or worsened chronic kidney disease (CKD), progression to end-stage kidney disease (ESKD), cerebral and cardiovascular events [2, 3], new infections and sepsis [4, 5], gastrointestinal bleeding [6], malignancy [ 7 ], fracture risk [8], and death [9, 10].
Renal replacement therapy (RRT) is an essential organ support modality in the practice of modern critical care. RRT can encompass a continuum of different modalities, including continuous (CRRT), intermittent (IHD), hybrid systems and acute peritoneal dialysis (PD). A signicant proportion of critically ill patients with severe AKI, particularly in those who develop urgent indications characterized by metabolic, toxic, or uid-related complications attributed to AKI, are considered for and receive RRT [11]. RRT is used in 10–12% of critically ill patients with severe AKI, and while temporal trends have suggested growing utilization, this is contin­gent on resource availability [12, 13]. RRT can have an important role in effectively
Supplementary Information The online version contains supplementary material available at
https://doi.org/10.1007/978-3-031-66541-7_40.
S. M. Bagshaw ( Department of Critical Care Medicine, Faculty of Medicine and Dentistry, University of Alberta, and Alberta Health Services, Edmonton, AB, Canada e-mail: bagshaw@ualberta.ca
R. Wald Division
Li Ka Shing Knowledge Institute of St Michaels Hospital, Toronto, ON, Canada e-mail: Ron.Wald@unityhealth.to
© The
Author(s), under exclusive license to Springer Nature Switzerland AG 2024 A. Cotoia et al. (eds.), Nutrition, Metabolism and Kidney Support,
https://doi.org/10.1007/978-3-031-66541-7_40
✉)
of Nephrology, St. Michaels Hospital, Toronto, ON, Canada
461
462 S. M. Bagshaw and R. Wald
facilitating the removal of excess uid, eliminating metabolic waste, correcting electrolyte derangements, and restoring base buffer. RRT can also support additional therapies that may be less tolerated in the setting of severe AKI (e.g., nutrition, medications, transfusions). RRT does not, however, replacemany of the neuro­endocrine functions of the kidneys (e.g., production of erythropoietin, reabsorption of amino acids, activation of vitamin D, regulat rone system) [
14]. Whether
this loss of function is causally related to the burden of
ion of the renin-angiotensin-aldoste-
the short- and long-term adverse events associated with AKI in critical illness and whether starting RRT can mitigate these events are uncertain.

Patient Selection and Indications for Starting RRT

An important consideration when starting RRT in a critically ill patient with severe AKI is to clearly dene the intent and objective. This has certainly represented a long-standing dilemma for clinicians, particularly in the absence of conventional
absoluteindications (Table 40.1). A KDIGO Controversies Conference on Acute Kidney Injury revisited the issue of timing of RRT initiation and highlighted both the
clinical uncertainty and the variation in practice [15]. The consensus statement proposed RRT to be considered when a patients metabolic and uid demands
Table 40.1 Summary of potential indications and contraindications for starting renal replacement therapy in the setting of acute kidney injury in the intensive care unit
Urgent indications
(in the absence of contraindi­cations to RRT)
Relative indications
(in the absence of urgent indications of AKI)
Relative contraindications Low l
Abbreviations: AKI acute kidney KDIGO Kidney Disease: Improving Global Outcomes, RRT renal replacement therapy
Severe hyperkalemia (K diac toxicity) refractory to medical therapy Severe acidemia or metabolic acidosis (pH 7.2 or serum [HCO
-] 12 mmol/L despite normal or low arterial pCO2)
3
refractory to medical therapy Severe hypoxemia and perception of volume overload (diuretic­resistant pulmonary edema) Uremic complications (bleeding, pericarditis, encephalopathy) Intoxication with a dialyzable drug or toxin (salicylates, lithium, toxic alcohols, metformin)
Persistent severe AKI (KDIGO stage 3 +/- prolonged oligoanuria) Severe non-kidney organ dysfunction exacerbated by AKI Severe or worsening illness acuity and trajectory Anticipated solute burden (tumor lysis syndrome, rhabdomyol­ysis, intravascular hemolysis) Limited physiological reserve to tolerate the consequences of AKI (i.e., demand-supply mismatch)
ikelihood f Receiving palliative care and/or approaching end-of-life High likelihood of non-recovery in patients who are not long­term dialysis candidates
injury, CKD chronic kidney disease, ICU intensive care unit,
+
6.0 mmol/L, rapidly rising, or car-
or benet (futile prognosis)
40 Indications and Timing of Renal
Replacement Therapy 463
Ye s
Shared decision-making
carer
• Multidisciplinary care team
• Social/cultural factors
Ye s
Medical evaluation for RRT initiation
• Severity/duration • Patients/family/
• Demand/capacity balance assessment
• Biomarkers
• Dynamic testing (furosemide stress test)
• Risk of complications
• Potential for recovery
• Fluid status
• Effects of AKI on non­ renal organ function
No
Monitoring for
RRT indication
Withholding RRT
Start optimal RRT care (shared decision-making where possible)
• Modality • Recovery
• Dose
• Vascular access
• Anticoagulation
• Transition
• Drug dosing
• Combination with other forms of extracorporeal life support
• Membrane
Stop RRT (shared decision-making where possible)
- Assessment of kidney function
- Optimal follow-up care
• Transition of goal of care toward comfort care
Fig. 40.1 Schematic diagram of RRT decisions in AKI. (Reproduced from [15])
exceed their kidneys capacityin the setting of AKI, where complications are predictable. The challenge has been to identify reliable, validated, and readily available tools to quantify this kidney demand-supply relationship at the point-of­care and augment clinical decision-making for when to start RRT [16].
In patients with complications attributed
to AKI that are refractory to medical therapy (e.g., hyperkalemia, acidemia, uid overload), starting RRT is appropriate. In the absence of absolute indications, RRT is generally started in response to relativeindications. These can vary by setting and case-mix and generally should consider dynamic trends in illness acuity, and non-kidney organ dysfunction, along with the perception of benet by clinicians [11]. For example, there is no high­quality evidence to guide starting RRT in patients receiving extracorporeal life support (ECLS); however, these patients may have different thresholds (e.g., uid accumulation) for triggering RRT when compared to those not receiving ECLS [17, 18]. An added consideration that should guide the decision for starting RRT is engagement with patients and families in a shared process that routinely integrates the overall prognosis, the potential for kidney recovery, the patient-specic risks of RRT, and an understanding of patientspreferences [15] (Fig. 40.1).
Further, it is critical to recognize that RRT is an invasive organ support technol­ogy with the potential for a xed risk of complications. These can be related to dialysis catheter insertion and maintenance (e.g., bloodstream infection) or therapy­specic events (e.g., anticoagulation, intradialytic hemodynamic instability, arrhyth­mias, electrolyte abnormalities, delayed or non-recovery) (Table 40.2).

Strategies to Identify Need for RRT

The development of tools to guide clinicians in identifying when to ideally start RRT in critically ill patients with AKI is urgently needed. Prior studies and clinical trials employed a wide spectrum of denitions for early,” “delayed,or lateRRT initiation [19, 20]. These denitions have often used common physiological
464 S. M. Bagshaw and R. Wald
Table 40.2 Summary of the potential benets and risks for starting renal replacement therapy in the setting of acute kidney injury in the intensive care unit
Benets Drawbacks Avoid or mitigate volume accumulation Complications with the dialysis catheter (bleeding,
Avoid and/or mitigate acid-base derangement
Avoid
and/or mitigate metabolic
derangement Avoid
unnecessary or adverse diuretic
exposure Immunomodulation and clearance of
inammatory mediators Avoid or mitigate non-kidney organ
effects (heart, lungs, liver, brain)
Abbreviations: AKI acute
kidney injury, RRT renal
pneumothorax, bloodstream infection) Complications with anticoagulation
Iatrogenic hemodynamic instability (exacerbate AKI and delay
Excess loss of unmeasured micronutrients and trace elements
Excess clearance or suboptimal dosing of drugs (antimicrobials, antiepileptics)
Increased bedside workload for healthcare proces­sional, resource use and direct health costs
kidney recovery)
replacement therapy
parameters (e.g., urine output, uid overload) and laboratory parameters (e.g., serum creatinine, urea, pH, serum potassium). Many have also used measures of time (e.g., hours, days) from AKI onset, duration from hospital or ICU admission or duration from the detection of an AKI-related complication, or absolute indication [10, 19
22]. These proposed thresholds for starting RRT are prone to bias and can be
challenging to operationalize.
Several for
critically
risk
prediction scores
p
atients with AKI [ 23]; however, few have focused on predicting the
ill
have
been
propos
ed
to
estimate the
risk of
mortality
receipt of RRT. Pannu et al. derived and validated a clinical risk index comprised of eight routinely available clinical factors to predict postoperative RRT within 14 days among patients undergo ing cardiac surgery (baseline eGFR, diabetes mellitus, proteinuria, heart failure, CCS angina score 3, serum hemoglobin, type of surgery, and emergency surgery) [24]. The discrimination in the validation cohort was excellent (AUC 0.83, 95% CI, 0.79–0.86). In a similar risk prediction index focused on receipt of RRT within 14 days of noncardiac surgery, Wilson et al. described nine routinely captured perioperative variables (age; male sex; baseline eGFR; albumin­uria; prior myocardial infarction; liver disease; surgery type; serum hemoglobin) and reported excellent discrimination in the validation model (sensitivity 21%; specic­ity 99.9%; AUC 0.95, 95 CI, 0.95–0.96) [25]
. R
isk prediction indices have also been described for cardiogenic shock [CALL-K score) [26] and in a secondary analysis of a pooled dataset from the AKIKI and IDEAL-ICU trials; however, neither have been externally validated [27]. Numerous studies have applied machine learning/articial intelligence techniques to derive risk prediction models for the development of AKI and prognosis among those with AKI receiving RRT; howe ver, none have focused specically on probability of receiving RRT [283
Novel
biomarkers of kidney injury or damage (e.g., neutrophil gelatinase-
0].
associated lipocalin [NGAL], urinary tissue inhibitor of metalloproteinase-2 and insulin growth factor binding protein-7 [TIMP-2][IGFBP-7], urinary CC-motif