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Mena J, Rodriguez M, Sternberg SB, Graham T, Fernandez L, Benneyan J, Salant T, Pollack A, Ricci D, Phillips RS, Shafiq U, Aronson MD, Schiff GD, Denker BM. Incidence, Recognition, and Follow-up of Laboratory Evidence of Acute Kidney Injury in Primary Care Practices: Analysis of 93,259 Creatinine Results. Am J Med 2025; 138:79-86. [PMID: 39242070 DOI: 10.1016/j.amjmed.2024.08.032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/19/2024] [Revised: 08/14/2024] [Accepted: 08/14/2024] [Indexed: 09/09/2024]
Abstract
BACKGROUND Community-acquired acute kidney injury (CA-acute kidney injury) is under-recognized in the outpatient setting and is associated with adverse outcomes. METHODS We analyzed the incidence of CA-acute kidney injury in an academic primary care practice and community health center and assessed recognition and follow-up as determined by repeat creatinine measurement (closed-loop). We reviewed 93,259 specimens for 36,593 unique patients from January 1, 2018, through December 31, 2021. RESULTS There were 220 unique patients with CA-acute kidney injury, defined as a > 75% increase in creatinine from baseline (incidence: 150/100,000; 0.15% per year). One hundred thirty seven patients (62.3%) had repeat serum creatinine performed within 30 days. Chart reviews of the 83 (37.72%) patients with open loops found there was no follow-up creatinine ordered in 69/83 (83.1%) patients. Mean baseline creatinine was higher and estimated glomerular filtration rate (eGFR) was lower in the closed-loop group (0.92 ± 0.4 mg/dL; 84.45 ± 27.49 mL/min) vs the open-loop group (0.63 ± 0.34 mg/dL; 105.19 ± 26.67 mL/min) (P < .0001). Preexisting chronic kidney disease was more prevalent in closed-loop patients (35/137; 25.6%) compared with those with open loops (3/83; 3.6%). Patients with baseline chronic kidney disease were more likely to have closed loops. Progression to new chronic kidney disease was common among CA-acute kidney injury patients, occurring in 25% of open-loop and 24.1% of closed-loop patients. New baseline eGFR was lower in all groups. CONCLUSIONS Clinicians frequently overlooked a clinically significant change in eGFR, especially when the baseline creatinine and incident creatinine levels were in the "normal" range.
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Affiliation(s)
- Jose Mena
- Beth Israel Deaconess Medical Center, Boston, Mass
| | - Marc Rodriguez
- George Washington University School of Medicine and Health Sciences, Washington, DC
| | | | | | | | - James Benneyan
- Healthcare Systems Engineering Institute, Northeastern University, Boston, Mass
| | - Talya Salant
- Beth Israel Deaconess Medical Center, Boston, Mass; Bowdoin Street Health Center, Boston, Mass
| | - Amie Pollack
- Beth Israel Deaconess Medical Center, Boston, Mass
| | - Dru Ricci
- Beth Israel Deaconess Medical Center, Boston, Mass
| | - Russell S Phillips
- Beth Israel Deaconess Medical Center, Boston, Mass; Harvard Medical School, Center for Primary Care, Boston, Mass
| | - Umber Shafiq
- Beth Israel Deaconess Medical Center, Boston, Mass
| | | | - Gordon D Schiff
- Harvard Medical School, Center for Primary Care, Boston, Mass; Center for Patient Safety Research and Practice, Brigham and Women's Hospital, Boston, Mass
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Ghazi L, Farhat K, Hoenig MP, Durant TJS, El-Khoury JM. Biomarkers vs Machines: The Race to Predict Acute Kidney Injury. Clin Chem 2024; 70:805-819. [PMID: 38299927 DOI: 10.1093/clinchem/hvad217] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2023] [Accepted: 10/20/2023] [Indexed: 02/02/2024]
Abstract
BACKGROUND Acute kidney injury (AKI) is a serious complication affecting up to 15% of hospitalized patients. Early diagnosis is critical to prevent irreversible kidney damage that could otherwise lead to significant morbidity and mortality. However, AKI is a clinically silent syndrome, and current detection primarily relies on measuring a rise in serum creatinine, an imperfect marker that can be slow to react to developing AKI. Over the past decade, new innovations have emerged in the form of biomarkers and artificial intelligence tools to aid in the early diagnosis and prediction of imminent AKI. CONTENT This review summarizes and critically evaluates the latest developments in AKI detection and prediction by emerging biomarkers and artificial intelligence. Main guidelines and studies discussed herein include those evaluating clinical utilitiy of alternate filtration markers such as cystatin C and structural injury markers such as neutrophil gelatinase-associated lipocalin and tissue inhibitor of metalloprotease 2 with insulin-like growth factor binding protein 7 and machine learning algorithms for the detection and prediction of AKI in adult and pediatric populations. Recommendations for clinical practices considering the adoption of these new tools are also provided. SUMMARY The race to detect AKI is heating up. Regulatory approval of select biomarkers for clinical use and the emergence of machine learning algorithms that can predict imminent AKI with high accuracy are all promising developments. But the race is far from being won. Future research focusing on clinical outcome studies that demonstrate the utility and validity of implementing these new tools into clinical practice is needed.
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Affiliation(s)
- Lama Ghazi
- Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, AL 35294, United States
| | - Kassem Farhat
- Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Melanie P Hoenig
- Renal Division, Harvard Medical School, Beth Israel Deaconess Medical Center, Boston, MA 02215, United States
| | - Thomas J S Durant
- Department of Laboratory Medicine, Yale School of Medicine, New Haven, CT 06510, United States
- Computational Biology and Bioinformatics, Yale University, New Haven, CT 06510, United States
| | - Joe M El-Khoury
- Department of Laboratory Medicine, Yale School of Medicine, New Haven, CT 06510, United States
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Joosse HJ, Groenestege WT, Vernooij RWM, De Groot MCH, Hoefer IE, van Solinge WW, Kok MB, Haitjema S. Improving acute kidney injury alerts in tertiary care by linking primary care data: An observational cohort using routine care data. Digit Health 2024; 10:20552076241271767. [PMID: 39161342 PMCID: PMC11331570 DOI: 10.1177/20552076241271767] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2024] [Accepted: 06/25/2024] [Indexed: 08/21/2024] Open
Abstract
Objective Acute kidney injury (AKI) is easily missed and underdiagnosed in routine clinical care. Timely AKI management is important to decrease morbidity and mortality risks. We recently implemented an AKI e-alert at the University Medical Center Utrecht, comparing plasma creatinine concentrations with historical creatinine baselines, thereby identifying patients with AKI. This alert is limited to data from tertiary care, and primary care data can increase diagnostic accuracy for AKI. We assessed the added value of linking primary care data to tertiary care data, in terms of timely diagnosis or excluding AKI. Methods With plasma creatinine tests for 84,984 emergency department (ED) visits, we applied the Kidney Disease Improving Global Outcome guidelines in both tertiary care-only data and linked data and compared AKI cases. Results Using linked data, the presence of AKI could be evaluated in an additional 7886 ED visits. Sex- and age-stratified analyses identified the largest added value for women (an increase of 4095 possible diagnoses) and patients ≥60 years (an increase of 5190 possible diagnoses). We observed 398 additional visits where AKI was diagnosed, as well as 185 cases where AKI could be excluded. We observed no overall decrease in time between baseline and AKI diagnosis (28.4 days vs. 28.0 days). For cases where AKI was diagnosed in both data sets, we observed a decrease of 2.8 days after linkage, indicating a timelier diagnosis of AKI. Conclusions Combining primary and tertiary care data improves AKI diagnostic accuracy in routine clinical care and enables timelier AKI diagnosis.
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Affiliation(s)
- Huibert-Jan Joosse
- Central Diagnostic Laboratory, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Wouter Tiel Groenestege
- Central Diagnostic Laboratory, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Robin WM Vernooij
- Central Diagnostic Laboratory, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
- Department of Nephrology and Hypertension, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Mark CH De Groot
- Central Diagnostic Laboratory, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Imo E Hoefer
- Central Diagnostic Laboratory, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Wouter W van Solinge
- Central Diagnostic Laboratory, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Maarten B Kok
- Saltro BV, Unilabs Netherlands, Utrecht, The Netherlands
| | - Saskia Haitjema
- Central Diagnostic Laboratory, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
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Wang Y, Huang X, Xia S, Huang Q, Wang J, Ding M, Mo Y, Yang J. Gender differences and risk factors for acute kidney injury following cardiac surgery: A single center retrospective cohort study. Heliyon 2023; 9:e22177. [PMID: 38046157 PMCID: PMC10686869 DOI: 10.1016/j.heliyon.2023.e22177] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Revised: 10/19/2023] [Accepted: 11/06/2023] [Indexed: 12/05/2023] Open
Abstract
Background We studied AKI incidence and prognosis in cardiac surgery patients under and over 60 years old. Methods We studied AKI in patients who underwent cardiac surgery at the First Affiliated Hospital of Wenzhou Medical University between Jan 2020 and Dec 2021, using improved global prognostic criteria for diagnosis. Results After analyzing 781 patients (402 males, 379 females), AKI incidence after surgery was 30.22 %. Adjusting for propensity scores revealed no significant difference in AKI incidence between young males (24.1 %) and females (19.3 %). However, young females had higher AKI stages. Among older patients, AKI incidence was comparable between males (43.4 %) and females (42.2 %), but females had longer intubation times. Independent risk factors for AKI included age, male gender, and BMI, while intraoperative hemoglobin level was protective. Conclusions No gender gap in AKI frequency for <60 years old and ≥60 years old post-cardiac surgery, yet women display increased AKI severity and extended intubation duration.
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Affiliation(s)
- Yichuan Wang
- Department of Anesthesiology, The First Affiliated Hospital of Soochow University, China
- Department of Anesthesiology, The First Affiliated Hospital of Wenzhou Medical University, China
| | - Xuliang Huang
- Department of Anesthesiology, The First Affiliated Hospital of Wenzhou Medical University, China
| | - Shanshan Xia
- Department of Anesthesiology, The First Affiliated Hospital of Wenzhou Medical University, China
| | - Qingqing Huang
- Department of Anesthesiology, The First Affiliated Hospital of Wenzhou Medical University, China
| | - Jue Wang
- Department of Cardiac Surgery, The First Affiliated Hospital of Wenzhou Medical University, China
| | - Maochao Ding
- Department of Human Anatomy, Wenzhou Medical University, China
| | - Yunchang Mo
- Department of Anesthesiology, The First Affiliated Hospital of Wenzhou Medical University, China
| | - Jianping Yang
- Department of Anesthesiology, The First Affiliated Hospital of Soochow University, China
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Pejchinovski I, Turkkan S, Pejchinovski M. Recent Advances of Proteomics in Management of Acute Kidney Injury. Diagnostics (Basel) 2023; 13:2648. [PMID: 37627907 PMCID: PMC10453063 DOI: 10.3390/diagnostics13162648] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Revised: 07/31/2023] [Accepted: 08/03/2023] [Indexed: 08/27/2023] Open
Abstract
Acute Kidney Injury (AKI) is currently recognized as a life-threatening disease, leading to an exponential increase in morbidity and mortality worldwide. At present, AKI is characterized by a significant increase in serum creatinine (SCr) levels, typically followed by a sudden drop in glomerulus filtration rate (GFR). Changes in urine output are usually associated with the renal inability to excrete urea and other nitrogenous waste products, causing extracellular volume and electrolyte imbalances. Several molecular mechanisms were proposed to be affiliated with AKI development and progression, ultimately involving renal epithelium tubular cell-cycle arrest, inflammation, mitochondrial dysfunction, the inability to recover and regenerate proximal tubules, and impaired endothelial function. Diagnosis and prognosis using state-of-the-art clinical markers are often late and provide poor outcomes at disease onset. Inappropriate clinical assessment is a strong disease contributor, actively driving progression towards end stage renal disease (ESRD). Proteins, as the main functional and structural unit of the cell, provide the opportunity to monitor the disease on a molecular level. Changes in the proteomic profiles are pivotal for the expression of molecular pathways and disease pathogenesis. Introduction of highly-sensitive and innovative technology enabled the discovery of novel biomarkers for improved risk stratification, better and more cost-effective medical care for the ill patients and advanced personalized medicine. In line with those strategies, this review provides and discusses the latest findings of proteomic-based biomarkers and their prospective clinical application for AKI management.
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Affiliation(s)
- Ilinka Pejchinovski
- Department of Quality Assurance, Nikkiso Europe GmbH, 30885 Langenhagen, Germany; (I.P.); (S.T.)
| | - Sibel Turkkan
- Department of Quality Assurance, Nikkiso Europe GmbH, 30885 Langenhagen, Germany; (I.P.); (S.T.)
| | - Martin Pejchinovski
- Department of Analytical Instruments Group, Thermo Fisher Scientific, 82110 Germering, Germany
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Walter Costa MB, Gärtner C, Schmidt M, Berg T, Seehofer D, Kaiser T. Revising the MELD Score to Address Sex-Bias in Liver Transplant Prioritization for a German Cohort. J Pers Med 2023; 13:963. [PMID: 37373952 DOI: 10.3390/jpm13060963] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2023] [Revised: 06/02/2023] [Accepted: 06/05/2023] [Indexed: 06/29/2023] Open
Abstract
(1) Background: Prioritization of patients for liver transplantation in Germany relies on the MELD (model for end-stage liver disease) scoring system that does not consider the patient's sex. Many studies have shown that women are disadvantaged by the MELD score. Using a large patient cohort from a German liver transplant centre, we investigated options to reduce gender inequality in the patient prioritization for liver transplantation. (2) Methods: We calculated female-as-male MELD scores in our cohort by substituting the serum creatinine of a female patient with that of their male equivalent to test for the fairness of the scores. We investigated the effects of the female-as-male scores compared to the original MELD score of 1759 patients listed for liver transplantation. (3) Results: Serum creatinine sex correction (female-as-male) for MELD scores added up to 5.4 points in females, while the median changed by +1.6 points for females. We identified 72 females with an original MELD score < 20, for whom the adjusted female-as-male MELD score would be >20, thus giving them a better chance to receive a liver transplant. (4) Conclusions: Mathematical conversion of female to male creatinine concentrations identified disadvantages in liver transplantation prioritization for females and ascertained MELD 3.0 as having high potential to compensate for these inequalities.
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Affiliation(s)
- Maria Beatriz Walter Costa
- Clinical Chemistry and Molecular Diagnostics, Institute for Laboratory Medicine, Leipzig University Medical Center, Paul-List-Straße 13/15, D-04103 Leipzig, Germany
- Viral Ecology and Omics, Institute of Biodiversity, Faculty of Biological Sciences, Friedrich Schiller University Jena, Rosalind-Franklin Straße 1, D-07745 Jena, Germany
| | - Christiane Gärtner
- Viral Ecology and Omics, Institute of Biodiversity, Faculty of Biological Sciences, Friedrich Schiller University Jena, Rosalind-Franklin Straße 1, D-07745 Jena, Germany
- Academic Department of Laboratory Medicine, Microbiology and Pathobiochemistry, Medical School and University Medical Center East Westphalia-Lippe, Hospital Lippe, Bielefeld University, Röntgenstraße 18, D-32756 Detmold, Germany
| | - Maria Schmidt
- Clinical Chemistry and Molecular Diagnostics, Institute for Laboratory Medicine, Leipzig University Medical Center, Paul-List-Straße 13/15, D-04103 Leipzig, Germany
| | - Thomas Berg
- Division of Hepatology, Department of Medicine II, Leipzig University Medical Center, Liebigstraße 20, D-04103 Leipzig, Germany
| | - Daniel Seehofer
- Division of Hepatobiliary Surgery and Visceral Transplant Surgery, Department of Visceral, Transplant, Thoracic and Vascular Surgery, Leipzig University Medical Center, Liebigstraße 20, D-04103 Leipzig, Germany
| | - Thorsten Kaiser
- Clinical Chemistry and Molecular Diagnostics, Institute for Laboratory Medicine, Leipzig University Medical Center, Paul-List-Straße 13/15, D-04103 Leipzig, Germany
- Academic Department of Laboratory Medicine, Microbiology and Pathobiochemistry, Medical School and University Medical Center East Westphalia-Lippe, Hospital Lippe, Bielefeld University, Röntgenstraße 18, D-32756 Detmold, Germany
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