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Koraishy FM, Mallipattu SK. Dialysis resource allocation in critical care: the impact of the COVID-19 pandemic and the promise of big data analytics. FRONTIERS IN NEPHROLOGY 2023; 3:1266967. [PMID: 37965069 PMCID: PMC10641281 DOI: 10.3389/fneph.2023.1266967] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/25/2023] [Accepted: 10/05/2023] [Indexed: 11/16/2023]
Abstract
The COVID-19 pandemic resulted in an unprecedented burden on intensive care units (ICUs). With increased demands and limited supply, critical care resources, including dialysis machines, became scarce, leading to the undertaking of value-based cost-effectiveness analyses and the rationing of resources to deliver patient care of the highest quality. A high proportion of COVID-19 patients admitted to the ICU required dialysis, resulting in a major burden on resources such as dialysis machines, nursing staff, technicians, and consumables such as dialysis filters and solutions and anticoagulation medications. Artificial intelligence (AI)-based big data analytics are now being utilized in multiple data-driven healthcare services, including the optimization of healthcare system utilization. Numerous factors can impact dialysis resource allocation to critically ill patients, especially during public health emergencies, but currently, resource allocation is determined using a small number of traditional factors. Smart analytics that take into account all the relevant healthcare information in the hospital system and patient outcomes can lead to improved resource allocation, cost-effectiveness, and quality of care. In this review, we discuss dialysis resource utilization in critical care, the impact of the COVID-19 pandemic, and how AI can improve resource utilization in future public health emergencies. Research in this area should be an important priority.
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Affiliation(s)
- Farrukh M. Koraishy
- Division of Nephrology, Department of Medicine, Stony Brook University Hospital, , Stony Brook, NY, United States
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Teixeira JP, Saa L, Kaucher KA, Villanueva RD, Shieh M, Baca CR, Harmon B, Owen ZJ, Mendez Majalca I, Schmidt DW, Singh N, Shaffi SK, Xu ZQ, Roha T, Mitchell JA, Demirjian S, Argyropoulos CP. Rapid implementation of an emergency on-site CKRT dialysate production system during the COVID-19 pandemic. BMC Nephrol 2023; 24:245. [PMID: 37608357 PMCID: PMC10463836 DOI: 10.1186/s12882-023-03260-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2023] [Accepted: 06/29/2023] [Indexed: 08/24/2023] Open
Abstract
BACKGROUND On December 29, 2021, during the delta wave of the Coronavirus Disease 2019 (COVID-19) pandemic, the stock of premanufactured solutions used for continuous kidney replacement therapy (CKRT) at the University of New Mexico Hospital (UNMH) was nearly exhausted with no resupply anticipated due to supply chain disruptions. Within hours, a backup plan, devised and tested 18 months prior, to locally produce CKRT dialysate was implemented. This report describes the emergency implementation and outcomes of this on-site CKRT dialysate production system. METHODS This is a single-center retrospective case series and narrative report describing and reporting the outcomes of the implementation of an on-site CKRT dialysate production system. All adults treated with locally produced CKRT dialysate in December 2021 and January 2022 at UNMH were included. CKRT dialysate was produced locally using intermittent hemodialysis machines, hemodialysis concentrate, sterile parenteral nutrition bags, and connectors made of 3-D printed biocompatible rigid material. Outcomes analyzed included dialysate testing for composition and microbiologic contamination, CKRT prescription components, patient mortality, sequential organ failure assessment (SOFA) scores, and catheter-associated bloodstream infections (CLABSIs). RESULTS Over 13 days, 22 patients were treated with 3,645 L of locally produced dialysate with a mean dose of 20.0 mL/kg/h. Fluid sample testing at 48 h revealed appropriate electrolyte composition and endotoxin levels and bacterial colony counts at or below the lower limit of detection. No CLABSIs occurred within 7 days of exposure to locally produced dialysate. In-hospital mortality was 81.8% and 28-day mortality was 68.2%, though illness severity was high, with a mean SOFA score of 14.5. CONCLUSIONS Though producing CKRT fluid with IHD machines is not novel, this report represents the first description of the rapid and successful implementation of a backup plan for local CKRT dialysate production at a large academic medical center in the U.S. during the COVID-19 pandemic. Though conclusions are limited by the retrospective design and limited sample size of our analysis, our experience could serve as a guide for other centers navigating similar severe supply constraints in the future.
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Affiliation(s)
- J Pedro Teixeira
- Division of Nephrology, University of New Mexico (UNM) School of Medicine, MSC10-5550, 1 University of New Mexico, Albuquerque, NM, 87131, USA.
- Center for Adult Critical Care, UNM Hospital, Albuquerque, NM, USA.
- Acute Dialysis and CRRT Program, UNM Hospital, Albuquerque, NM, USA.
| | - Lisa Saa
- Department of Internal Medicine, UNM School of Medicine, Albuquerque, NM, USA
| | | | | | - Michelle Shieh
- Division of Nephrology, University of New Mexico (UNM) School of Medicine, MSC10-5550, 1 University of New Mexico, Albuquerque, NM, 87131, USA
- Center for Adult Critical Care, UNM Hospital, Albuquerque, NM, USA
| | - Crystal R Baca
- Acute Dialysis and CRRT Program, UNM Hospital, Albuquerque, NM, USA
| | - Brittany Harmon
- Acute Dialysis and CRRT Program, UNM Hospital, Albuquerque, NM, USA
| | - Zanna J Owen
- Acute Dialysis and CRRT Program, UNM Hospital, Albuquerque, NM, USA
| | | | - Darren W Schmidt
- Division of Nephrology, University of New Mexico (UNM) School of Medicine, MSC10-5550, 1 University of New Mexico, Albuquerque, NM, 87131, USA
| | - Namita Singh
- Division of Nephrology, University of New Mexico (UNM) School of Medicine, MSC10-5550, 1 University of New Mexico, Albuquerque, NM, 87131, USA
| | - Saeed K Shaffi
- Division of Nephrology, University of New Mexico (UNM) School of Medicine, MSC10-5550, 1 University of New Mexico, Albuquerque, NM, 87131, USA
| | - Zhi Q Xu
- Division of Nephrology, University of New Mexico (UNM) School of Medicine, MSC10-5550, 1 University of New Mexico, Albuquerque, NM, 87131, USA
- Acute Dialysis and CRRT Program, UNM Hospital, Albuquerque, NM, USA
| | - Thomas Roha
- Center for Adult Critical Care, UNM Hospital, Albuquerque, NM, USA
| | - Jessica A Mitchell
- Center for Adult Critical Care, UNM Hospital, Albuquerque, NM, USA
- Department of Emergency Medicine, UNM School of Medicine, Albuquerque, NM, USA
| | - Sevag Demirjian
- Department of Nephrology and Hypertension, Cleveland Clinic, Cleveland, OH, USA
| | - Christos P Argyropoulos
- Division of Nephrology, University of New Mexico (UNM) School of Medicine, MSC10-5550, 1 University of New Mexico, Albuquerque, NM, 87131, USA
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Boyle SM, Washington R, McCann P, Koul S, McLarney B, Gadegbeku CA. The Nephrology Nursing Shortage: Insights From a Pandemic. Am J Kidney Dis 2021; 79:113-116. [PMID: 34411685 DOI: 10.1053/j.ajkd.2021.07.007] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2021] [Accepted: 07/04/2021] [Indexed: 12/16/2022]
Affiliation(s)
- Suzanne M Boyle
- Department of Medicine, Section of Nephrology, Hypertension and Kidney Transplantation, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania.
| | - Rhonda Washington
- Department of Medicine, Section of Nephrology, Hypertension and Kidney Transplantation, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania
| | - Patricia McCann
- Department of Medicine, Section of Nephrology, Hypertension and Kidney Transplantation, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania
| | - Sheetal Koul
- Department of Medicine, Section of Nephrology, Hypertension and Kidney Transplantation, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania
| | - Brett McLarney
- Department of Medicine, Section of Nephrology, Hypertension and Kidney Transplantation, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania
| | - Crystal A Gadegbeku
- Department of Medicine, Section of Nephrology, Hypertension and Kidney Transplantation, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania
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Baldwin I, Mottes T. Acute kidney injury and continuous renal replacement therapy: A nursing perspective for my shift today in the intensive care unit. Semin Dial 2021; 34:518-529. [PMID: 34218451 DOI: 10.1111/sdi.12992] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2021] [Accepted: 05/10/2021] [Indexed: 01/12/2023]
Abstract
Handover, clinical discussion, and care for patients in the Intensive Care Unit (ICU) require visual cues to a verbal "story" in an attempt to quickly understand the patient status. Continuous renal replacement therapy (CRRT) is often associated with sepsis or a toxic cause and "kidney attack" not apparent to the patient; "silent" with no pain, discomfort, or vital sign changes initially. Language, terminology, and definitions for this acute kidney injury (AKI) are a graded classification with guidelines. CRRT and dialysis techniques use the physiological principles of diffusion and or convection for solute removal providing a replacement for the basic kidney functions to sustain life until function returns. When to stop CRRT is based on clinical assessment of the patient overall status and urine production re-starting. The medical treatment is focused on the key interventions of resuscitation, remove the cause, support with CRRT or dialysis and monitor for recovery of function. CRRT requires a multidisciplinary team and quality process, local policies, education, and competency pathways to promote best outcomes and efficacy.
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Affiliation(s)
- Ian Baldwin
- Department of Intensive Care, Austin Hospital, Melbourne, Australia
| | - Theresa Mottes
- Ann and Robert Lurie Children's Hospital, Chicago, IL, USA
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Stevens JS, Velez JCQ, Mohan S. Continuous renal replacement therapy and the COVID pandemic. Semin Dial 2021; 34:561-566. [PMID: 33705575 PMCID: PMC8242500 DOI: 10.1111/sdi.12962] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2020] [Revised: 02/06/2021] [Accepted: 02/11/2021] [Indexed: 01/08/2023]
Abstract
Severe COVID‐19 illness and the consequent cytokine storm and vasodilatory shock commonly lead to ischemic acute kidney injury (AKI). The need for renal replacement therapies (RRTs) in those with the most severe forms of AKI is considerable and risks overwhelming health‐care systems at the peak of a surge. We detail the challenges and considerations involved in the preparation of a disaster response plan in situations such as the COVID‐19 pandemic, which dramatically increase demand for nephrology services. Taking careful inventory of all aspects of an RRT program (personnel, consumables, and machines) before a surge in RRT arises and developing disaster contingency protocol anticoagulation and for shared RRT models when absolutely necessary are paramount to a successful response to such a disaster.
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Affiliation(s)
- Jacob S Stevens
- Division of Nephrology, Department of Medicine, Vagelos College of Physicians and Surgeons, Columbia University, New York, NY, USA.,Renal Epidemiology Group, Columbia University, New York, NY, USA
| | - Juan Carlos Q Velez
- Department of Nephrology, Ochsner Health System, New Orleans, LA, USA.,Ochsner Clinical School, The University of Queensland (Brisbane, New Orleans, LA, USA
| | - Sumit Mohan
- Division of Nephrology, Department of Medicine, Vagelos College of Physicians and Surgeons, Columbia University, New York, NY, USA.,Renal Epidemiology Group, Columbia University, New York, NY, USA.,Department of Epidemiology, Mailman School of Public Health, Columbia University, New York, NY, USA
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