Abstract
Background
Up to one third of survivors of AKI that required dialysis (AKI-D) during hospitalization remain dialysis dependent at hospital discharge. Of these, 20%–60%, depending on the clinical setting, eventually recover enough kidney function to stop dialysis, and the remainder progress to ESKD.
Methods
To describe the challenges facing those still receiving dialysis on discharge, the AKINow Committee conducted a group discussion comprising 59 participants, including physicians, advanced practitioners, nurses, pharmacists, and patients. The discussion was framed by a patient who described gaps in care delivery at different transition points and miscommunication between care team members and the patient.
Results
Group discussions collected patient perspectives of (1) being often scared and uncertain about what is happening to and around them and (2) the importance of effective and timely communication, a comfortable physical setting, and attentive and caring health care providers for a quality health care experience. Provider perspectives included (1) the recognition of the lack of evidence-based practices and quality indicators, the significant variability in current care models, and the uncertain reimbursement incentives focused on kidney recovery and (2) the urgency to address communication barriers among hospital providers and outpatient facilities.
Conclusions
The workgroup identified key areas for future research and policy change to (1) improve communication among hospital providers, dialysis units, and patients/care partners; (2) develop tools for risk classification, subphenotyping, and augmented clinical decision support; (3) improve education to providers, staff, and patients/care partners; (4) identify best practices to improve relevant outcomes; (5) validate quality indicators; and (6) assess the effect of social determinants of health on outcomes. We urge all stakeholders involved in the process of AKI-D care to align goals and work together to fill knowledge gaps and optimize the care to this highly vulnerable patient population.
Keywords: AKI
Introduction
AKI is extremely common among hospitalized patients, particularly in the critically ill population.1 AKI in patients admitted to intensive care units is associated with a high in-hospital mortality that is proportional to disease severity.2 AKI survivors frequently do not recover to baseline levels of kidney function before discharge, and approximately 10%–30% will require outpatient dialysis treatments.3 A proportion of patients with AKI requiring dialysis (AKI-D) will progress to kidney failure or ESKD requiring life-long maintenance dialysis or kidney transplantation. Patients with AKI face high risk for rehospitalization,4 progression to kidney failure, and death, compared with those patients who did not develop AKI.5 In addition, they face significant physical and mental challenges posed by their comorbid medical illnesses and prolonged critical illness.3
Patients with AKI-D face unique challenges in their health care delivery. Regardless of whether they are discharged to home or to intermediary health facilities, such as skilled nursing homes and rehabilitation facilities, hemodialysis treatments 2–4 times/wk can impede other medical needs, such as physician appointments and rehabilitation therapies.6,7 Patients with AKI-D are treated at in-center hemodialysis facilities typically reserved for those with ESKD, but the needs of patients with AKI-D are distinct from those of patients with ESKD, and monitoring for kidney recovery is sometimes overlooked (Table 1).8 Home dialysis therapies are currently not covered for patients with AKI-D. Information silos prevent sharing of critical medical information between hospitals and outpatient dialysis facilities, leading to significant challenges in care coordination among various health care providers. This fractured transition of care leads to patient dissatisfaction as reflected in a recent survey of AKI survivors in which 84% reported that AKI significantly affected their physical and mental health and approximately two thirds were concerned about the effect of their illness on their family.9 Only about half of the respondents felt that the interdisciplinary communication among providers was good.
Table 1.
Comparison between clinical monitoring and targets in patients with ESKD and AKI-D receiving hemodialysis in outpatient dialysis units
| Clinical Monitoring/Target | Patient with ESKD | Patient with AKI-D |
|---|---|---|
| General approach | Protocol oriented ESKD care | Individualized AKI-D care |
| Kidney function recovery | Not expected | Expected within approximately 3 mo |
| Monitoring for kidney recovery | Not required | Essential |
| • Urine output | • N/A | • Weekly |
| • Creatinine and urea clearance | • N/A | • Weekly |
| • Laboratory checks | • Monthly (maintenance) | • Weekly |
| Ultrafiltration per session | Infrequent adjustment • Weekly or monthly • Target “dry weight” |
Frequent adjustment • Each session or weekly • Target “optimal weight” |
| Hemodialysis prescription | Infrequent adjustment • Biweekly or monthly |
Frequent adjustment • Each session or weekly |
| Mineral and bone disease | Standard goal-directed therapy | Individualized therapy |
| Anemia | Standard goal-directed therapy | Individualized therapy |
| BP | Standard guideline-based targets | Dynamic targets, permissive hypertension allowed |
| Vascular access | Avoid catheters, fistula first | Tunneled catheters |
| Key performance/quality indicators | Standardized | To be determined |
N/A, nonapplicable.
In 2019, the American Society of Nephrology (ASN) established a new taskforce titled AKINow, with a goal of promoting excellence in the prevention and treatment of AKI.10 The AKINow Recovery workgroup is tasked with improving our understanding of the challenges faced by AKI survivors and bridging gaps in care after hospital discharge. To that effect, we conducted a group discussion addressing the challenges in the care of patients with AKI-D. This article summarizes key elements from the group discussion and provides insights into current evidence in the topic.
Methods
The discussion group had the following three core objectives: (1) to explore and understand gaps in care for AKI-D patients who survive an episode of AKI and are discharged with ongoing dialysis need, (2) to investigate opportunities to improve AKI-D recovery and transitions of care from hospitals to dialysis units, and (3) to guide the development of policies and best practice guidelines to advance the care of AKI-D survivors. Participants for the discussion group were recruited from a diverse group of AKI-D survivors and health care practitioners. Invited participants varied in their geographic distribution, years of practice experience, clinical discipline (primary care, nephrology, pharmacy, nursing), and practice setting (academic versus community, urban versus rural, and adult versus pediatric). The project was deemed not human subjects research by the Northwell Health Institutional Review Board (HSRD23-0073).
The participants were invited to a 3-hour virtual meeting and asked to complete a preparticipation questionnaire to summarize demographics and practice experience (for nonpatient participants). Fifty-nine individuals completed the preparticipation questionnaire, and 55 nonpatient participants were part of the discussion group on September 28, 2021, supported by nine ASN staff members (Figure 1). Proceedings included a patient testimonial, plenary sessions, facilitated subgroup discussions, and debriefing. The meeting was audio-recorded for future review. Eleven to twelve individuals were randomly assigned to each of five small subgroups and asked to discuss at least one core topic which included (1) optimum discharge planning of AKI-D survivors, (2) interventions that affect outpatient AKI-D care, (3) challenges and opportunities in the care of AKI-D survivors, (4) longitudinal and multidisciplinary care delivery strategies, and (5) collaborations between stakeholders to collectively improve AKI-D care. Each small subgroup discussion was coordinated by two facilitators from the AKINow Recovery Workgroup and one staff partner from the ASN responsible for note taking. Rather than attempting to achieve consensus, the objective of the small subgroup discussions was to capture the breadth and diversity of participant insights and recurrent themes. One facilitator from each small subgroup presented a brief summary of their discussion to all participants who were invited to offer additional insights to enrich the summary. AKINow Recovery workgroup members thereafter debriefed and summarized responses according to themes.
Figure 1.

Infographic of AKI-D group discussion participants.
Results
Patient Perspective on AKI-D Care in the United States
The efforts of the ASN AKINow initiative are informed by the experiences of several AKI-D patients who received outpatient dialysis for AKI. An excerpt from a patient's (J. Willett) experience with AKI-D is shared below.
“In August of 2020, I was hospitalized for coronavirus disease 2019 infection at a large medical center. I had complicated hospital course, and required the use of ventilator. I developed kidney injury and was started on dialysis. My wife was told that I only had 5% chance of survival. However, after 50 days in the intensive care unit I was discharged to a rehabilitation facility, where I stayed for 3 months. However, since my kidneys had not recovered function, I was scheduled for dialysis 3 times/wk at an outpatient dialysis facility.”
“The sudden and severe deterioration in my health was terrifying and prolonged hospitalization was extremely traumatic as I witnessed the deaths of two patients on the same floor as me. I remember the long dialysis sessions in the hospital—dialysis was not explained well to me at all and I had nothing to keep me occupied during treatments. After transitioning to outpatient dialysis unit, I experienced excellent care, and my nephrologist at the facility explained everything in detail to me… I cannot stress the critical impact that open and timely communication, a comfortable physical dialysis setting, and an attentive and caring staff can make for patient recovery. A positive experience is half the effort of getting well. I was relieved when my kidneys recovered sufficiently for me to stop dialysis.”
Current Evidence Regarding Outpatient AKI-D Care
Among 55 nonpatient participants (see Figure 2 for clinical activities of participants) mostly practicing at academic centers, about one third were not aware that effective January 1, 2017 health care laws in the United States included a provision on coverage and payments for outpatient hemodialysis services for individuals with AKI-D.
Figure 2.

Infographic of clinical activities related to AKI-D among nonpatient group discussion participants.
The patient experience noted above served as an important catalyst to trigger discussions among the participants of the workgroup, as many were unaware of the struggles of AKI-D patients in the inpatient and outpatient settings. The patient experience demonstrates considerable challenges in care coordination as the patient was transferred between multiple medical facilities and then required outpatient dialysis at a freestanding dialysis unit while in a rehabilitation facility. The main goal of AKI-D outpatient care is to facilitate safe and rapid kidney recovery and dialysis liberation. However, if recovery is not attainable, the goal is to provide a tailored transition to chronic dialysis if in alignment with the patient's wishes. These goals are frequently hampered by clinical and policy-related challenges that stem from inadequate evidence to guide physicians and patients' decisions.
Recovery of kidney function resulting in independence from dialysis occurs variably in 20%–60% of AKI-D patients (see summary Table 2). Such wide variation in recovery rates likely reflects differences in underlying patient characteristics or differences in physician thresholds for dialysis initiation/discontinuation before hospital discharge, but modifiable factors, such as differences in kidney recovery monitoring strategies, may also be contributing. In addition, study populations are heterogeneous, including patients dialyzing in academic/hospital-based dialysis units, outpatient dialysis units, and rehabilitation facilities. Studies reporting on national datasets of patients with ESKD have also reported kidney recovery rates ranging from 20% to 40% when kidney failure was attributable to acute tubular necrosis or acute interstitial nephritis (Table 2). Most studies addressing the management of patients with AKI-D are observational, retrospective, single-center studies. Some studies have highlighted the association of fluid overload with lower likelihood for kidney recovery.24,25 In addition, frequent episodes of hypotension during hemodialysis associate with nonrecovery of kidney function and cardiovascular outcomes in patients with AKI-D, but this observation has not been consistent across studies and is not necessarily causative in nature.16,26
Table 2.
Summary of selected studies reporting on kidney recovery outcomes of patients with either ESKD or AKI-D
| Year | Sample | Data Source | AKI-D Recovery Definition | Proportion of Kidney Recovery | Factors Associated with Kidney Recovery in AKI-D |
|---|---|---|---|---|---|
| 2021a,11 |
N=1,953,881 incident hemodialysis patientsb ATN: N=14,380 AIN: N=1381 All included patients had ESKD diagnosis |
USRDS 1996–2015 The data in this study included both adults and children. In this table, we report only the results from the adult populationb |
(1) Independence of dialysis and did not have an episode of restarting dialysis within 90 d of the date of recovery (2) The patient did not die within 90 d of stopping dialysis treatment (and potentially withdraw from dialysis therapy) (3) The patient did not receive a kidney transplant within 90 d of stopping dialysis |
4.3% of adults with incident dialysis recovered within 1 yr If broken down by primary cause of kidney disease ATN: 29.3% recovered AIN: 32.8% recovered |
N/A |
| 20216 | N=111 AKI-D patients discharged from the hospital with continued hemodialysis need | University of Kentucky 2017–2019 | Alive with independence from dialysis at 90 d after discharge | 40.5% | Younger age group Fewer comorbid conditions Higher baseline eGFR |
| 202112 | N=10,821 Medicare patients dialyzed outpatient for AKI-D | Medicare claims 2017 | Absence of submission of CMS form 2728 indicating need for maintenance dialysis but appearing in the enrollment database, discontinuation of dialysis as evidenced by no further dialysis claims submission, no evidence of death, and no evidence of receipt of a kidney transplant | 18.6% | N/A |
| 2020a,13 | N=32,598 incident dialysis patients with ATN as the cause of ESKD | USRDS 2005–2014 | Independence of dialysis within 12 mo post-ESKD | 33.5% | Male sex White race Younger age Lack of comorbid conditions Predialysis nephrology care |
| 2019b,14 | N=2214 AKI-D patients with predicted inpatient mortality of <20% | Kaiser Permanente Northern California 2009–2015 | Independent of dialysis within 90 d after dialysis initiation and survival for ≥4 wk after discontinuation | 40.9%b | Younger age Higher baseline eGFR Higher preadmission hemoglobin Absence of heart failure and chronic liver disease |
| 201915 | N=41 AKI-D patients discharged to LTACH | University of Kentucky 2015–2018 | Independence of dialysis at LTACH discharge | 65.8% | Fewer episodes of intradialytic hypotension Absence of anemia Fewer dialysis sessions |
| 201816 | N=100 AKI-D patients who survived hospital discharged and required outpatient dialysis | University of Michigan 2013–2015 | Independence of dialysis at 90 d after hospital discharge | 43.0% | White race Higher baseline kidney function The use of CRRT versus IHD Higher urine output at discharge |
| 201717 | N=91 AKI-D patients treated in outpatient affiliated unit | University of Virginia 2012–2013 | Independence of dialysis beyond 90 d after hospital discharge | 35.2% | Higher baseline kidney function Absence of prior AKI |
| 201518 | N=281 AKI-D patients treated in outpatient affiliated unit | Mayo Clinic Health System 2006–2009 | Independence of dialysis | 19.0% | ATN as the cause of AKI Absence of heart failure Higher baseline eGFR |
| 201519 | N=119 AKI-D patients treated in outpatient affiliated unit | University of Virginia 2012–2013 | Independence of dialysis | 42.0% | Absence of heart failure Higher baseline eGFR Absence of prior episode of AKI within the preceding 6 mo |
| 2013a,20 |
N=194,007 incident hemodialysis patients All included patients had ESKD diagnosis |
Medicare CMS data 2008–2009 | Independence of dialysis without recurrence up to 3 yr after initiation | 5.7% had sustained kidney recovery The primary cause of ESKD among those who recovered: AIN (42.7%) ATN (37.0%) |
N/A |
| 2009b,21 | N=703 AKI-D patients | Kaiser Permanente, California 1996–2003 | Independence of dialysis at 30 d after discharge | 48.8%b | N/A |
| 2009b,22 | N=1061 AKI-D patients with baseline CKD (eGFR <45 and ≥15) | Kaiser Permanente, California 1996–2003 | Independence of dialysis at 30 d after discharge | 20.1%b | N/A |
| 2006b,23 | N=425 critically ill patients with AKI-D due to ATN | University of Munich 1990–2001 | Complete recovery: Independence of dialysis and SCr back to baseline at discharge Partial recovery: Independence of dialysis but SCr not back to baseline at discharge |
Complete recovery: 29.1%b Partial recovery: 23.1%b |
Patient characteristics, severity of illness, dialysis modality were not associated with kidney recovery |
AKI-D, AKI requiring dialysis; AIN, acute interstitial nephritis; ATN, acute tubular necrosis; CMS, Centers for Medicare & Medicaid Services; CRRT, continuous RRT; IHD, intermittent hemodialysis; LTACH, long-term acute care hospital; N/A, nonapplicable; USRDS, United States Renal Data System; SCr, serum creatinine.
The selected studies included patients discharged before January 1, 2017, and therefore, all were discharged with ESKD status, which was attributable to AKI, but not AKI-D status.
The selected studies included outcome measures of kidney recovery that did not differentiate between inpatient and outpatient recovery.
Given the lack of high-quality evidence, pragmatic studies to identify modifiable risk factors, such as fluid overload and intradialytic hypotension and to classify high-risk AKI-D subpopulations are needed. To reach the ultimate goal of standardization, evidence-based protocols for better management of AKI-D patients, several clinical questions need to be addressed. The following points are not an exhaustive list but highlight important aspects of the care of the AKI-D patient: (1) prevention of hemodynamic instability during and after hemodialysis; (2) differences in anemia management between ESKD and AKI-D patients; (3) intensity of laboratory/urine output monitoring for assessing kidney recovery; (4) timing and selection of cardioreno protective medications, such as renin–angiotensin–aldosterone system inhibitors, sodium–glucose cotransporter-2 inhibitors, and diuretics; (5) communication and coordination of care among various subspecialists involved in the care of the patient; (6) determination of a transition point from potential for kidney recovery to irreversible kidney failure; and (7) inclusion of social determinants of health in patient education and care coordination.27
Equally important to ensure optimal delivery of care for patients with AKI-D is the need to re-evaluate current policies regarding payment for outpatient dialysis in the United States. Additional data are needed to guide which quality indicators should be selected specifically for the AKI-D population, as many ESKD quality indicators may not be relevant (Table 1). A strategy for the engagement of large dialysis organizations (LDOs) as key stakeholders and promoters of kidney recovery is important, as is the development of an AKI-D living registry to follow this understudied population.7,28
Current Challenges in Outpatient AKI-D Care
The lack of evidence described above has resulted in variability in clinical practice. The discussion group identified several key challenges and unanswered questions in the delivery of care for patients with AKI-D in the outpatient setting. See Supplemental Material for link to the discussion recording and slide deck on the ASN Excellence in Patient Care Website. The initial obstacle begins at hospital discharge when patients are transferred to outpatient dialysis facilities. Electronic health record (EHR) silos prevent appropriate communication among hospitals, subacute care facilities, and dialysis centers and can potentially result in medication errors and missed appointments. During this transition period, communication on discharge summaries is often incomplete,29,30 lacks relevant kidney-related information, and is often not transmitted to the nephrologists or dialysis facilities in a timely manner.31 Furthermore, patients may be unaware of their AKI diagnosis and its implications.32,33 Even when patients were aware of their AKI status, they had inadequate knowledge about AKI and prioritized conditions other than AKI. In addition, many outpatient dialysis facilities are unfamiliar with how AKI-D care differs from ESKD care. For example, a survey study of 104 nephrology providers found that only 35% have different protocols for patients with AKI-D in outpatient units.8
Even when patients with AKI-D are identified, it is unclear who is most likely to recover kidney function and how to monitor for recovery. Some predictors of recovery include baseline eGFR and proteinuria,18,34 but there have been few studies on how different clinical subphenotypes and biological endo-phenotypes of AKI affect recovery. Common markers of recovery include increasing urine output, decreased interdialytic weight gain, and down trending predialysis serum creatinine. Detecting these signs depends on patient reporting and/or health care provider awareness and may be obscured by traditional thrice-weekly hemodialysis and lack of validated benchmarks of recovery. For example, a meta-analysis of 23 studies could not determine an optimal threshold for urine output due to study heterogeneity.35 Some groups have recommended timed urine collections,36 but these can be logistically cumbersome to collect. Moreover, an average of measured urea and creatinine clearance may be needed as creatinine may overestimate GFR and urea underestimate GFR for patients on dialysis.37 Similarly, the value of biomarkers of kidney injury/dysfunction/recovery in the assessment of AKI-D recovery requires investigation. Challenges in recognizing who is likely to recover in a timely fashion impede research into practices that promote recovery.
Future research is sorely needed to guide the clinical treatment of AKI-D patients. The feasibility of implementing personalized hemodialysis prescriptions for AKI-D patients in outpatient dialysis units was recently highlighted in a pilot study.38 Furthermore, the challenges of preclinical AKI models, beyond the scope of this manuscript but discussed elsewhere,39 have stymied the translation of promising inventions into successful clinical trials. Data supporting the clinical management of AKI-D to promote kidney recovery are also lacking. Optimal strategies to minimize intradialytic hypotension and preserve kidney perfusion need further delineation. In the recent Standard versus Accelerated Initiation of Renal Replacement Therapy in AKI trial of accelerated versus standard dialysis for critically ill patients with AKI, patients randomized to the accelerated arm received more dialysis, experienced more intradialytic hypotension, and had higher rates of dialysis dependence at 90 days.40 These data suggest that strategies to minimize unnecessary dialysis warrant study in the AKI-D population. Other examples include different dialysate prescriptions (e.g., low temperature or varying sodium concentrations), conservative and/or personalized ultrafiltration rates, and changes to the frequency or duration of hemodialysis to minimize hemodynamic alterations. The role of furosemide to increase urine output is unclear, as are BP targets and adjuvant treatment regimens. The management of anemia and phosphate for patients with AKI-D often mirrors that of patients with ESKD, but the implications of such approaches on kidney recovery are unknown. Patients with AKI-D also have several functional and emotional limitations with some reporting a quality of life equivalent to death.41 Impairments in return to work, engagement with hobbies, and driving are often described in survivors of AKI, which are more pronounced in those with AKI-D.42 Therefore, how diet, physical therapy, and mental/emotional treatment contribute to recovery warrants further attention.
Variability in current practices for AKI-D provides the opportunity to compare different strategies to identify best practices. Unfortunately, lack of standardization in AKI-D also affects data capture and infrastructure. Only recently, patients with AKI-D have been easily identifiable in the Centers for Medicare & Medicaid Services databases,7 but granular details on kidney function, AKI subphenotypes, monitoring strategies, and hemodialysis practices are often missing.13 Some of this information may be available at the level of LDOs and individual dialysis facilities, but an integrated strategy to the collection, measurement, and availability of data on patients with AKI-D is needed to overcome the aforementioned challenges and improve delivery of precision medicine for this vulnerable population.
Ethical Considerations of AKI-D Care
There are ethical considerations that affect AKI-D care, including the context for initiation, the funding model,43 and social determinants of health.44,45 The context of AKI-D is distinct from ESKD in that the choice to offer or receive dialysis hinges on an uncertain likelihood of recovery. Individuals with critical illness, poor health literacy, socioeconomically marginalized backgrounds, language barriers, or cognitive impairment may not fully understand the implications of dialysis initiation.45 The coronavirus disease 2019 pandemic further exacerbated challenges in AKI-D care by introducing resource scarcity and a clear need to establish transparent policies for equitable care.46 Importantly, another aspect to recognize is that current financial models do not incentivize kidney recovery but the provision of dialysis to AKI-D patients, which could be seen as a competing risk.
The funding model for AKI-D care in the United States is another factor that affects dialysis access and availability.43 The total market value for dialysis in the United States was estimated at $75 billion in 2011,45 of which only a fraction is attributed to AKI-D care. In 2017, policy change in the United States allowed reimbursement for the provision of hemodialysis to ambulatory patients with AKI-D in outpatient dialysis facilities. Before this change, patients continued dialysis while hospitalized or received dialysis in rehabilitation facilities or hospital-based dialysis units until kidney recovery or declaration of ESKD.7 In addition, geographically dispersed and underserved populations may be disproportionately affected by transportation challenges, additional costs, and an inability to get time off work to reach dialysis facilities.43
Important factors associated with outcomes in dialysis populations including the racial composition of the patient population in the facility or neighborhood remain largely unaddressed.44 Undocumented immigrants also require further consideration. In ESKD care, emergency-only hemodialysis has been the historical standard for undocumented immigrants. However, it has been demonstrated that this practice of waiting until the patient experiences a critical condition requiring acute dialysis contributed to a higher risk of death,47 substantially worse quality of life, and fear and distrust of the health care system by patients.48 For this reason, several states have independently pursued legislation to increase access to routine dialysis care for undocumented immigrants with ESKD. To our knowledge, specific data pertaining to undocumented patients with AKI-D are not available.49
Summary and Recommendations
Achieving optimal transition-of-care for patients with AKI-D should be a research and policy priority. The electronic discharge summary is currently the main tool to communicate a patient's discharge diagnoses and care plan, but it is clearly insufficient to carry valuable information to out-of-network facilities, such as the LDOs.50 To improve discharge communications, health systems need to leverage EHR to automate the inclusion of accurate and relevant AKI-related information into the discharge documents51 and send the documents to the outpatient providers/dialysis units in a timely manner.52 Ideally, there should be bidirectional communication between the inpatient and outpatient nephrology teams either via electronic platforms or phone calls. Furthermore, artificial intelligence/machine learning could enhance these communications with embedded validated risk prediction models and clinical decision support tools that can augment clinicians' decisions at the bedside and provide patients with more accurate prognoses.53 A summary of recommendations from the AKINow Recovery workgroup is presented in Table 3.
Table 3.
Summary of workgroup recommendations to improve AKI-D care in outpatient settings
| Actionable Item | Current Status | Recommendations |
|---|---|---|
| 1. Effective communication among providers in hospitals, dialysis units, and with patients/care partners | Lack of standardization with inaccurate documentation and erratic/interrupted communication among providers Patients most of the time are not aware of their AKI diagnosis, their recovery prognosis, and how to monitor their kidney recovery |
Standardize documentation of AKI-D care when transitioning from inpatient to outpatient settings, making the patient a key stakeholder in the communication process |
| 2. Development and validation of useful tools for risk classification, subphenotyping, and augmented clinical decision support | Most data-driven tools are based on retrospective data without adequate external and prospective validation. The potential utility of these tools in the care of AKI-D patients is currently unknown | Establish core clinical and patient-centered outcomes and outcome measures tailored to AKI-D patients Create informatics resources for collection and harmonization of real-time multimodal data suitable for federated learning approaches that can assist with artificial intelligence-based tool development, validation, and implementation |
| 3. Effective education to providers, staff, patients, and care partners | Absence of validated tools for AKI education to patients/care partners Heterogeneous practice patterns among providers in part due to lack of evidence |
Validate and implement AKI educational tools on the basis of patient and provider feedback Generate awareness about gaps in AKI-D care to engage bedside providers into adherence to best practices as these evolve |
| 4. Identification of best practices and testable interventions to improve clinical and patient-centered outcomes | Absence of large and accessible AKI-D databanks to explore current practices and identify modifiable risk factors of kidney recovery beyond USRDS and CMS public data, which lack granularity and are not linked to index hospitalization with the inciting AKI-D event | Develop longitudinal observational data throughout the AKI-D continuum and consensual best practices guided and updated according to evolving evidence Engagement of LDOs to provide outpatient dialysis unit data that could be linked to EHR data from the corresponding AKI-D hospitalization Design and conduct clinical trials testing innovative interventions in AKI-D patients |
| 5. Identification and validation of quality indicators to promote best practices | No quality indicators for AKI-D care | Use Delphi methodology for multifocal expert consensus of potential AKI-D quality indicators that can be subsequently validated in prospective studies |
| 6. Assessment of SODH in AKI-D care | Paucity of data about the effect of SODH in AKI-D care | Incorporate SODH into AKI-D datasets and incentivize investigations assessing their effect in patient care |
EHR, electronic health record; LDO, large dialysis organization; SODH, social determinants of health; USRDS, United States Renal Data System.
In parallel to improving communication between health care providers at different facilities and with patients and care partners, there is a need to enhance and validate educational tools for patients/care partners and health care providers about AKI. In addition to general education about dialysis, medications, and kidney-specific diet,54 the AKI-D population needs tailored information related to their kidney recovery prognosis. In particular, AKI-D patients need to learn about their chances of kidney recovery, how they can actively monitor their recovery (i.e., increments in urine output), and steps to protect their kidneys by avoiding nephrotoxins and controlling their comorbidities.55 Ideally, dialysis units should have a specific AKI-D protocol that delivers effective AKI education, dynamically monitors kidney recovery, and ensures that patients will continue to receive nephrology care outside of the dialysis unit when they discontinue dialysis.8
Finally, to improve and deliver quality AKI-D care, our community of multiple stakeholders should collectively develop prospective AKI-D registries and establish networks for collaborative interventional studies to gather clinical and process evidence to improve the quality of care and relevant outcomes. Registry-based longitudinal data including EHR and dialysis unit data could help identify modifiable risk factors and AKI-D subphenotypes that can be validated in prospective studies and move our field toward quality and personalized AKI-D care. There is a large unmet need for prospective studies to test potential therapies and define biomarkers that can predict recovery versus permanent loss of kidney function. The experiences of patients with AKI-D are sobering and should motivate all of us to think and work outside the figurative box (the dialysis unit) and improve their care.
Footnotes
J.A.N. and L.G. are co-first authors.
Disclosures
E.M. Abdel-Rahman reports the following: Research Funding: Covance and NIH PCORI Study; and Advisory or Leadership Role: Member AKINow recovery group. E.F. Barreto reports the following: Consultancy: Wolters-Kluwer; Research Funding: AHRQ and NIAID; and Honoraria: Vifor Pharma. J. Cerda reports the following: Ownership Interest: New York Nephrology—Shareholder; Advisory or Leadership Role: American Society of Nephrology: Chair, AKI!Now Initiative; International Society Nephrology AKI Committee and CoChair, 0by25 Initiative; and International Society of Nephrology Chair, Advocacy Working Group; and Other Interests or Relationships: ASN AKI!Now Initiative; Associate Director, 0 by 25 Initiative, International Society of Nephrology; and Member of the ASN Online AKI Community. B. Freshly reports the following: Employer: American Society of Nephrology (contractor). L. Gewin reports the following: Consultancy: Morphic and Surrozen; Research Funding: NIH and VA; Honoraria: Daiichi Sankyo; Advisory or Leadership Role: Editorial boards for American Journal of Physiology Renal Physiology, Frontiers in Nephrology, JASN, Kidney360; Executive Council for Women in Nephrology and Council member for Southern Society of CLinical Investigation; and External Scientific Advisor, Kidney Institute of New Mexico; and Other Interests or Relationships: member of American Heart Association, American Physiological Society, American Society of Nephrology, and Southern Society for Clinical Investigation. I. McCoy reports the following: Other Interests or Relationships: Research funding from Satellite Healthcare Inc. (nonprofit). J.A. Neyra reports the following: Employer: University of Alabama at Birmingham; Consultancy: AcelRx, Baxter, Leadiant Biosciences, Outset Medical, and Vifor Pharma; and Advisory or Leadership Role: Guest Editor, Critical Care Nephrology in Advances in Chronic Kidney Disease; Editorial Board, Advances in Chronic Kidney Disease, American Journal of Kidney Diseases, and Kidney360; and Section Editor, Clinical Nephrology. J.H. Ng reports the following: Consultancy: Vifor Pharmaceuticals; Ownership Interest: PublishedMD Consulting LLC; Research Funding: NIH/NIDDK. Award number: 1K23DK132459-01; Honoraria: Advocate Christ Medical Center; Advisory or Leadership Role: Editorial Board Member of ASN Kidney News (unpaid); Editorial Board Member of Advances in Chronic Kidney Disease (unpaid); and Other Interests or Relationships: Founder of PublishedMD Consulting LLC. S.A. Silver reports the following: Consultancy: AstraZeneca; Honoraria: Baxter, Novo Nordisk, and Otsuka; and Advisory or Leadership Role: Canadian Society of Nephrology Board Member. A. Vijayan reports the following: Consultancy: Astute and NxStage; Research Funding: Spectral; Honoraria: Baxter, Medscape, and NxStage; and Other Interests or Relationships: Member, National Kidney Foundation. J. Willett reports the following: Employer: Patient Advocate. All remaining authors have nothing to disclose.
Funding
J.A. Neyra: NIDDK (R01DK128208, R01DK133539, U01DK12998, P30 DK079337).
Author Contributions
Conceptualization: Emaad M. Abdel-Rahman, Erin F. Barreto, Jorge Cerda, Bonnie Freshly, Leslie Gewin, Yuenting D. Kwong, Ian McCoy, Javier A. Neyra, Jia H. Ng, Samuel A. Silver, Anitha Vijayan.
Data curation: Javier A. Neyra.
Methodology: Javier A. Neyra.
Supervision: Javier A. Neyra, Anitha Vijayan.
Writing – original draft: Emaad M. Abdel-Rahman, Erin F. Barreto, Jorge Cerda, Bonnie Freshly, Leslie Gewin, Yuenting D. Kwong, Ian McCoy, Javier A. Neyra, Jia H. Ng, Samuel A. Silver, Anitha Vijayan, Jeff Willett.
Writing – review & editing: Leslie Gewin, Javier A. Neyra, Anitha Vijayan.
Data Sharing Statement
All data is included in the manuscript and/or supporting information. Original data created for the study are or will be available in a persistent repository upon publication.
Supplemental Material
This article contains the following supplemental material online at https://epc.asn-online.org/projects/akinow/akinow-recovery-post-aki-workgroup/.
Link to the discussion recoding and slide deck on the ASN Excellence in Patient Care (EPC) Website: https://epc.asn-online.org/projects/akinow/akinow-recovery-post-aki-workgroup/
References
- 1.Hoste EAJ Kellum JA Selby NM, et al.. Global epidemiology and outcomes of acute kidney injury. Nat Rev Nephrol. 2018;14(10):607–625. doi: 10.1038/s41581-018-0052-0 [DOI] [PubMed] [Google Scholar]
- 2.Hoste EA Bagshaw SM Bellomo R, et al.. Epidemiology of acute kidney injury in critically ill patients: the multinational AKI-EPI study. Intensive Care Med. Aug 2015;41(8):1411–1423. doi: 10.1007/s00134-015-3934-7 [DOI] [PubMed] [Google Scholar]
- 3.Vijayan A Abdel-Rahman EM Liu KD, et al.. Recovery after critical illness and acute kidney injury. Clin J Am Soc Nephrol. 2021;16(10):1601–1609. doi: 10.2215/CJN.19601220 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Silver SA Harel Z McArthur E, et al.. 30-day readmissions after an acute kidney injury hospitalization. Am J Med. 2017;130(2):163–172.e4. doi: 10.1016/j.amjmed.2016.09.016 [DOI] [PubMed] [Google Scholar]
- 5.James MT, Bhatt M, Pannu N, Tonelli M. Long-term outcomes of acute kidney injury and strategies for improved care. Nat Rev Nephrol. 2020;16(4):193–205. doi: 10.1038/s41581-019-0247-z [DOI] [PubMed] [Google Scholar]
- 6.Jordan M Ortiz-Soriano V Pruitt A, et al.. Kidney recovery in patients with acute kidney injury treated in outpatient hemodialysis or rehabilitation facilities. Kidney Med. 2021;3(6):916–924 e1. doi: 10.1016/j.xkme.2021.06.012 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Heung M Faubel S Watnick S, et al.. Outpatient dialysis for patients with AKI: a policy approach to improving care. Clin J Am Soc Nephrol. 2015;10(10):1868–1874. doi: 10.2215/CJN.02290215 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Ortiz-Soriano V Butler CR Levy M, et al.. Survey of current practices of outpatient hemodialysis for AKI patients. Kidney Int Rep. 2021;6(4):1156–1160. doi: 10.1016/j.ekir.2021.01.002 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Switzer GE Puttarajappa CM Kane-Gill SL, et al.. Patient-reported experiences after acute kidney injury across multiple health-related quality-of-life domains. Kidney360. 2022;3(3):426–434. doi: 10.34067/kid.0002782021 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Liu KD Goldstein SL Vijayan A, et al.. AKI!Now initiative: recommendations for awareness, recognition, and management of AKI. Clin J Am Soc Nephrol. 2020;15(12):1838–1847. doi: 10.2215/CJN.15611219 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Ku E Hsu RK Johansen KL, et al.. Recovery of kidney function after dialysis initiation in children and adults in the US: a retrospective study of United States Renal Data System data. PLoS Med. 2021;18(2):e1003546. doi: 10.1371/journal.pmed.1003546 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Dahlerus C Segal JH He K, et al.. Acute kidney injury requiring dialysis and incident dialysis patient outcomes in US outpatient dialysis facilities. Clin J Am Soc Nephrol. 2021;16(6):853–861. doi: 10.2215/CJN.18311120 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Shah S, Leonard AC, Harrison K, Meganathan K, Christianson AL, Thakar CV. Mortality and recovery associated with kidney failure due to acute kidney injury. Clin J Am Soc Nephrol. 2020;15(7):995–1006. doi: 10.2215/CJN.11200919 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Lee BJ Hsu CY Parikh R, et al.. Predicting renal recovery after dialysis-requiring acute kidney injury. Kidney Int Rep. 2019;4(4):571–581. doi: 10.1016/j.ekir.2019.01.015 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.McAdams M Ortiz-Soriano V Jordan M, et al.. Kidney recovery in patients discharged to an acute rehabilitation facility with acute kidney injury requiring hemodialysis. Clin Nephrol. 2019;92(1):15–24. doi: 10.5414/CN109743 [DOI] [PubMed] [Google Scholar]
- 16.Pajewski R, Gipson P, Heung M. Predictors of post-hospitalization recovery of renal function among patients with acute kidney injury requiring dialysis. Hemodial Int. 2018;22(1):66–73. doi: 10.1111/hdi.12545 [DOI] [PubMed] [Google Scholar]
- 17.Rathore AS, Chopra T, Ma JZ, Xin W, Abdel-Rahman EM. Long-term outcomes and associated risk factors of post-hospitalization dialysis-dependent acute kidney injury patients. Nephron. 2017;137(2):105–112. doi: 10.1159/000478277 [DOI] [PubMed] [Google Scholar]
- 18.Hickson LJ Chaudhary S Williams AW, et al.. Predictors of outpatient kidney function recovery among patients who initiate hemodialysis in the hospital. Am J Kidney Dis. 2015;65(4):592–602. doi: 10.1053/j.ajkd.2014.10.015 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Gautam SC, Brooks CH, Balogun RA, Xin W, Ma JZ, Abdel-Rahman EM. Predictors and outcomes of post-hospitalization dialysis dependent acute kidney injury. Nephron. 2015;131(3):185–190. doi: 10.1159/000441607 [DOI] [PubMed] [Google Scholar]
- 20.Mohan S Huff E Wish J, et al.. Recovery of renal function among ESRD patients in the US medicare program. PLoS One. 2013;8(12):e83447. doi: 10.1371/journal.pone.0083447 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Lo LJ Go AS Chertow GM, et al.. Dialysis-requiring acute renal failure increases the risk of progressive chronic kidney disease. Kidney Int. 2009;76(8):893–899. doi: 10.1038/ki.2009.289 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Hsu CY, Chertow GM, McCulloch CE, Fan D, Ordoñez JD, Go AS. Nonrecovery of kidney function and death after acute on chronic renal failure. Clin J Am Soc Nephrol. 2009;4(5):891–898. doi: 10.2215/CJN.05571008 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Schiffl H. Renal recovery from acute tubular necrosis requiring renal replacement therapy: a prospective study in critically ill patients. Nephrol Dial Transplant. 2006;21(5):1248–1252. doi: 10.1093/ndt/gfk069 [DOI] [PubMed] [Google Scholar]
- 24.Heung M, Wolfgram DF, Kommareddi M, Hu Y, Song PX, Ojo AO. Fluid overload at initiation of renal replacement therapy is associated with lack of renal recovery in patients with acute kidney injury. Nephrol Dial Transplant. 2012;27(3):956–961. doi: 10.1093/ndt/gfr470 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Chua HR Wong WK Ong VH, et al.. Extended mortality and chronic kidney disease after septic acute kidney injury. J Intensive Care Med. 2020;35(6):527–535. doi: 10.1177/0885066618764617 [DOI] [PubMed] [Google Scholar]
- 26.Stefánsson BV Brunelli SM Cabrera C, et al.. Intradialytic hypotension and risk of cardiovascular disease. Clin J Am Soc Nephrol. 2014;9(12):2124–2132. doi: 10.2215/CJN.02680314 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Abdel-Rahman EM, Turgut F, Gautam JK, Gautam SC. Determinants of outcomes of acute kidney injury: clinical predictors and beyond. J Clin Med. 2021;10(6):1175. doi: 10.3390/jcm10061175 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Heung M. Outpatient dialysis for acute kidney injury: progress and pitfalls. Am J Kidney Dis. 2019;74(4):523–528. doi: 10.1053/j.ajkd.2019.03.431 [DOI] [PubMed] [Google Scholar]
- 29.Greer RC, Liu Y, Crews DC, Jaar BG, Rabb H, Boulware LE. Hospital discharge communications during care transitions for patients with acute kidney injury: a cross-sectional study. BMC Health Serv Res. 2016;16(1):449. doi: 10.1186/s12913-016-1697-7 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Harel Z, Wald R, Perl J, Schwartz D, Bell CM. Evaluation of deficiencies in current discharge summaries for dialysis patients in Canada. J Multidiscip Healthc. 2012;5:77–84. doi: 10.2147/JMDH.S27572 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Choon XY Lumlertgul N Cameron L, et al.. Discharge documentation and follow-up of critically ill patients with acute kidney injury treated with kidney replacement therapy: a retrospective cohort study. Front Med (Lausanne). 2021;8:710228. doi: 10.3389/fmed.2021.710228 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Silver SA Saragosa M Adhikari NK, et al.. What insights do patients and caregivers have on acute kidney injury and posthospitalisation care? A single-centre qualitative study from Toronto, Canada. BMJ Open. 2018;8(6):e021418. doi: 10.1136/bmjopen-2017-021418 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Ortiz-Soriano V Alcorn JL III Li X, et al.. A survey study of self-rated patients' knowledge about AKI in a post-discharge AKI clinic. Can J Kidney Health Dis. 2019;6:2054358119830700. doi: 10.1177/2054358119830700 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Lee BJ Go AS Parikh R, et al.. Pre-admission proteinuria impacts risk of non-recovery after dialysis-requiring acute kidney injury. Kidney Int. 2018;93(4):968–976. doi: 10.1016/j.kint.2017.10.017 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Katulka RJ Al Saadon A Sebastianski M, et al.. Determining the optimal time for liberation from renal replacement therapy in critically ill patients: a systematic review and meta-analysis (DOnE RRT). Crit Care. 2020;24(1):50. doi: 10.1186/s13054-020-2751-8 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Cerdá J Liu KD Cruz DN, et al.. Promoting kidney function recovery in patients with AKI requiring RRT. Clin J Am Soc Nephrol. 2015;10(10):1859–1867. doi: 10.2215/CJN.01170215 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.White CA, Akbari A. The estimation, measurement, and relevance of the glomerular filtration rate in stage 5 chronic kidney disease. Semin Dial. 2011;24(5):540–549. doi: 10.1111/j.1525-139X.2011.00943.x [DOI] [PubMed] [Google Scholar]
- 38.Ortiz-Soriano V Cama-Olivares A Liu LJ, et al.. The optimization of outpatient hemodialysis management for acute kidney injury requiring dialysis patients: a quality improvement study. Am J Nephrol. 2023;54(3-4):95–105. doi: 10.1159/000530444 [DOI] [PubMed] [Google Scholar]
- 39.Hukriede NA Soranno DE Sander V, et al.. Experimental models of acute kidney injury for translational research. Nat Rev Nephrol. 2022;18(5):277–293. doi: 10.1038/s41581-022-00539-2 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Bagshaw SM Wald R Adhikari NKJ, et al.. STARRT-AKI Investigators, Canadian Critical Care Trials Group, Australian and New Zealand Intensive Care Society Clinical Trials Group, United Kingdom Critical Care Research Group, Canadian Nephrology Trials Network, Irish Critical Care Trials Group. Timing of initiation of renal-replacement therapy in acute kidney injury. N Engl J Med. 2020;383(3):240–251. doi: 10.1056/NEJMoa2000741 [DOI] [PubMed] [Google Scholar]
- 41.Johansen KL Smith MW Unruh ML, 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. 2010;5(8):1366–1372. doi: 10.2215/CJN.02570310 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Mayer KP, Ortiz-Soriano VM, Kalantar A, Lambert J, Morris PE, Neyra JA. Acute kidney injury contributes to worse physical and quality of life outcomes in survivors of critical illness. BMC Nephrol. 2022;23(1):137. doi: 10.1186/s12882-022-02749-z [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Van Biesen W Jha V Abu-Alfa AK, et al.. Considerations on equity in management of end-stage kidney disease in low- and middle-income countries. Kidney Int Suppl (2011). 2020;10(1):e63–e71. doi: 10.1016/j.kisu.2019.11.004 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Taylor K, Crews DC. Toward antiracist reimbursement policy in end-stage kidney disease: from equality to equity. J Am Soc Nephrol. 2021;32(10):2422–2424. doi: 10.1681/ASN.2021020189 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Jha V Martin DE Bargman JM, et al.. Ethical issues in dialysis therapy. Lancet. 2017;389(10081):1851–1856. doi: 10.1016/S0140-6736(16)32408-4 [DOI] [PubMed] [Google Scholar]
- 46.Carson RC Forzley B Thomas S, et al.. Balancing the needs of acute and maintenance dialysis patients during the COVID-19 pandemic: a proposed ethical framework for dialysis allocation. Clin J Am Soc Nephrol. 2021;16(7):1122–1130. doi: 10.2215/CJN.07460520 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Cervantes L Tuot D Raghavan R, et al.. Association of emergency-only vs standard hemodialysis with mortality and health care use among undocumented immigrants with end-stage renal disease. JAMA Intern Med. 2018;178(2):188–195. doi: 10.1001/jamainternmed.2017.7039 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Cervantes L, Tong A, Camacho C, Collings A, Powe NR. Patient-reported outcomes and experiences in the transition of undocumented patients from emergency to scheduled hemodialysis. Kidney Int. 2021;99(1):198–207. doi: 10.1016/j.kint.2020.07.024 [DOI] [PubMed] [Google Scholar]
- 49.Welles CC, Cervantes L. Barriers to providing optimal dialysis care for undocumented immigrants: policy challenges and solutions. Semin Dial. 2020;33(1):52–57. doi: 10.1111/sdi.12846 [DOI] [PubMed] [Google Scholar]
- 50.Newnham H, Barker A, Ritchie E, Hitchcock K, Gibbs H, Holton S. Discharge communication practices and healthcare provider and patient preferences, satisfaction and comprehension: a systematic review. Int J Qual Health Care. 2017;29(6):752–768. doi: 10.1093/intqhc/mzx121 [DOI] [PubMed] [Google Scholar]
- 51.Nye C, Lake S. Acute kidney injury; improving the communication from secondary to primary care. BMJ Qual Improv Rep. 2017;6(1):u211147.w6661. doi: 10.1136/bmjquality.u211147.w6661 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 52.Reilly JB, Marcotte LM, Berns JS, Shea JA. Handoff communication between hospital and outpatient dialysis units at patient discharge: a qualitative study. Jt Comm J Qual Patient Saf. 2013;39(2):70–76. doi: 10.1016/s1553-7250(13)39010-2 [DOI] [PubMed] [Google Scholar]
- 53.Soranno DE Bihorac A Goldstein SL, et al.. Artificial intelligence for AKI!Now: let's not await plato's utopian republic. Kidney360. 2022;3(2):376–381. doi: 10.34067/KID.0003472021 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 54.van Eck van der Sluijs A, Vonk S, van Jaarsveld BC, Bonenkamp AA, Abrahams AC. Good practices for dialysis education, treatment, and eHealth: a scoping review. PLoS One. 2021;16(8):e0255734. doi: 10.1371/journal.pone.0255734 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 55.Chawla LS Bellomo R Bihorac A, et al.. Acute kidney disease and renal recovery: consensus report of the Acute Disease Quality Initiative (ADQI) 16 Workgroup. Nat Rev Nephrol. 2017;13(4):241–257. doi: 10.1038/nrneph.2017.2 [DOI] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Data Availability Statement
All data is included in the manuscript and/or supporting information. Original data created for the study are or will be available in a persistent repository upon publication.
