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Musiał K, Stojanowski J, Augustynowicz M, Miśkiewicz-Migoń I, Kałwak K, Ussowicz M. Assessment of Risk Factors for Acute Kidney Injury with Machine Learning Tools in Children Undergoing Hematopoietic Stem Cell Transplantation. J Clin Med 2024; 13:2266. [PMID: 38673539 PMCID: PMC11050842 DOI: 10.3390/jcm13082266] [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: 02/28/2024] [Revised: 04/08/2024] [Accepted: 04/10/2024] [Indexed: 04/28/2024] Open
Abstract
Background: Although acute kidney injury (AKI) is a common complication in patients undergoing hematopoietic stem cell transplantation (HSCT), its prophylaxis remains a clinical challenge. Attempts at prevention or early diagnosis focus on various methods for the identification of factors influencing the incidence of AKI. Our aim was to test the artificial intelligence (AI) potential in the construction of a model defining parameters predicting AKI development. Methods: The analysis covered the clinical data of children followed up for 6 months after HSCT. Kidney function was assessed before conditioning therapy, 24 h after HSCT, 1, 2, 3, 4, and 8 weeks after transplantation, and, finally, 3 and 6 months post-transplant. The type of donor, conditioning protocol, and complications were incorporated into the model. Results: A random forest classifier (RFC) labeled the 93 patients according to presence or absence of AKI. The RFC model revealed that the values of the estimated glomerular filtration rate (eGFR) before and just after HSCT, as well as methotrexate use, acute graft versus host disease (GvHD), and viral infection occurrence, were the major determinants of AKI incidence within the 6-month post-transplant observation period. Conclusions: Artificial intelligence seems a promising tool in predicting the potential risk of developing AKI, even before HSCT or just after the procedure.
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Affiliation(s)
- Kinga Musiał
- Department of Pediatric Nephrology, Wrocław Medical University, Borowska 213, 50-556 Wrocław, Poland
| | - Jakub Stojanowski
- Department of Nephrology and Transplantation Medicine, Wrocław Medical University, 50-556 Wrocław, Poland;
| | - Monika Augustynowicz
- Clinic of Pediatric Nephrology, University Clinical Hospital, Borowska 213, 50-556 Wroclaw, Poland
| | - Izabella Miśkiewicz-Migoń
- Clinical Department of Pediatric Oncology and Hematology, Mother and Child Health Center, Karol Marcinkowski University Hospital, 65-046 Zielona Góra, Poland
| | - Krzysztof Kałwak
- Department of Pediatric Bone Marrow Transplantation, Oncology and Hematology, Wrocław Medical University, 50-556 Wrocław, Poland; (K.K.); (M.U.)
| | - Marek Ussowicz
- Department of Pediatric Bone Marrow Transplantation, Oncology and Hematology, Wrocław Medical University, 50-556 Wrocław, Poland; (K.K.); (M.U.)
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Sutherland SM, Alobaidi R, Gorga SM, Iyengar A, Morgan C, Heydari E, Arikan AAA, Basu RK, Goldstein SL, Zappitelli M. Epidemiology of acute kidney injury in children: a report from the 26th Acute Disease Quality Initiative (ADQI) consensus conference. Pediatr Nephrol 2024; 39:919-928. [PMID: 37874357 PMCID: PMC10817829 DOI: 10.1007/s00467-023-06164-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Revised: 09/01/2023] [Accepted: 09/01/2023] [Indexed: 10/25/2023]
Abstract
The nephrology and critical care communities have seen an increase in studies exploring acute kidney injury (AKI) epidemiology in children. As a result, we now know that AKI is highly prevalent in critically ill neonates, children, and young adults. Furthermore, children who develop AKI experience greater morbidity and higher mortality. Yet knowledge gaps still exist that suggest a more comprehensive understanding of AKI will form the foundation for future efforts designed to improve outcomes. In particular, the areas of community acquired AKI, AKI in non-critically ill children, and cohorts from low-middle income countries have not been well studied. Longer-term functional outcomes and patient-centric metrics including social determinants of health, quality of life, and healthcare utilization should be the foci of the next phase of scholarship. Current definitions identify AKI-based upon evidence of dysfunction which serves as a proxy for injury; biomarkers capable of identifying injury as it occurs are likely to more accurately define populations with AKI. Despite the strength of the association, the causal and mechanistic relationships between AKI and poorer outcomes remain inadequately examined. A more robust understanding of the relationship represents a potential to identify therapeutic targets. Once established, a more comprehensive understanding of AKI epidemiology in children will allow investigation of preventive, therapeutic, and quality improvement interventions more effectively.
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Affiliation(s)
- Scott M Sutherland
- Department of Pediatrics, Division of Nephrology, Center for Academic Medicine, Stanford University School of Medicine, Palo Alto, CA, USA.
| | - Rashid Alobaidi
- Department of Pediatrics, University of Alberta, Edmonton, AB, Canada
| | - Stephen M Gorga
- Department of Pediatrics, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Arpana Iyengar
- Department of Paediatric Nephrology, St. John's National Academy of Health Sciences, Bangalore, India
| | - Catherine Morgan
- Department of Pediatrics, University of Alberta, Edmonton, AB, Canada
| | - Emma Heydari
- Department of Pediatrics, University of Alberta, Edmonton, AB, Canada
| | - A Ayse Akcan Arikan
- Department of Pediatrics, Section of Critical Care Medicine, Baylor College of Medicine, Texas Children's Hospital, Houston, TX, USA
| | - Raj K Basu
- Department of Pediatrics, Northwestern University, Chicago, IL, USA
| | - Stuart L Goldstein
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Michael Zappitelli
- Department of Pediatrics, Hospital for Sick Children, University of Toronto, Toronto, ON, Canada.
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Chirico V, Chimenz R. Renal Biomarkers and Novel Therapies in Pediatric Nephrology: From Chronic Kidney Disease to Renal Transplantation. J Clin Med 2023; 12:jcm12113810. [PMID: 37298005 DOI: 10.3390/jcm12113810] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2023] [Accepted: 05/25/2023] [Indexed: 06/12/2023] Open
Abstract
Chronic kidney disease (CKD), a growing problem with an estimated prevalence of 74 [...].
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Affiliation(s)
- Valeria Chirico
- Pediatric Nephrology and Dialysis Unit, University Hospital "G. Martino", 98124 Messina, Italy
| | - Roberto Chimenz
- Pediatric Nephrology and Dialysis Unit, University Hospital "G. Martino", 98124 Messina, Italy
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Chen J, Jiang Z, Huang H, Li M, Bai Z, Kuai Y, Wei L, Liu N, Li X, Lu G, Li Y. The outcome of acute kidney injury substages based on urinary cystatin C in critically ill children. Ann Intensive Care 2023; 13:23. [PMID: 36976367 PMCID: PMC10050666 DOI: 10.1186/s13613-023-01119-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Accepted: 03/15/2023] [Indexed: 03/29/2023] Open
Abstract
BACKGROUND The concept of acute kidney injury (AKI) substages has been recommended to better phenotype AKI and identify high-risk patient groups and therefore improve the diagnostic accuracy of AKI. However, there remains a gap between the recommendation and the clinical application. The study aimed to explore the incidence of AKI substages based on a sensitive AKI biomarker of urinary cystatin C (uCysC), and to determine whether AKI substages were relevant with respect to outcome in critically ill children. RESULTS The multicenter cohort study enrolled 793 children in pediatric intensive care unit (PICU) of four tertiary hospitals in China. Children were classified as non-AKI, sub-AKI and AKI substages A and B according to uCysC level at PICU admission. Sub-AKI was defined by admission uCysC level ≥ 1.26 mg/g uCr in children not meeting the KDIGO criteria of AKI. In children who fulfilled KDIGO criteria, those with uCysC < 1.26 was defined as AKI substage A, and with ≥ 1.26 defined as AKI substage B. The associations of AKI substages with 30-day PICU mortality were assessed. 15.6% (124/793) of patients met the definition of sub-AKI. Of 180 (22.7%) patients with AKI, 90 (50%) had uCysC-positive AKI substage B and were more likely to have classical AKI stage 3, compared to substage A. Compared to non-AKI, sub-AKI and AKI substages A and B were risk factors significantly associated with mortality, and the association of sub-AKI (adjusted hazard ratio HR = 2.42) and AKI substage B (adjusted HR = 2.83) with mortality remained significant after adjustment for confounders. Moreover, AKI substage B had increased risks of death as compared with sub-AKI (HR = 3.10) and AKI substage A (HR = 3.19). CONCLUSIONS Sub-AKI defined/based on uCysC occurred in 20.2% of patients without AKI and was associated with a risk of death close to patients with AKI substage A. Urinary CysC-positive AKI substage B occurred in 50% of AKI patients and was more likely to have classical AKI stage 3 and was associated with the highest risk of mortality.
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Affiliation(s)
- Jiao Chen
- Department of Nephrology and Immunology, Children's Hospital of Soochow University, Suzhou, Jiangsu Province, China
- Pediatric Intensive Care Unit, Children's Hospital of Soochow University, Suzhou, Jiangsu Province, China
| | - Zhen Jiang
- Pediatric Intensive Care Unit, Xuzhou Children's Hospital, Xuzhou, Jiangsu Province, China
| | - Hui Huang
- Department of Nephrology and Immunology, Children's Hospital of Soochow University, Suzhou, Jiangsu Province, China
| | - Min Li
- Pediatric Intensive Care Unit, AnHui Provincial Children's Hospital, Hefei, Anhui Province, China
| | - Zhenjiang Bai
- Pediatric Intensive Care Unit, Children's Hospital of Soochow University, Suzhou, Jiangsu Province, China
| | - Yuxian Kuai
- Department of Nephrology and Immunology, Children's Hospital of Soochow University, Suzhou, Jiangsu Province, China
| | - Lin Wei
- Department of Nephrology and Immunology, Children's Hospital of Soochow University, Suzhou, Jiangsu Province, China
| | - Ning Liu
- Department of Nephrology and Immunology, Children's Hospital of Soochow University, Suzhou, Jiangsu Province, China
| | - Xiaozhong Li
- Department of Nephrology and Immunology, Children's Hospital of Soochow University, Suzhou, Jiangsu Province, China
| | - Guoping Lu
- Pediatric Intensive Care Unit, Children's Hospital of Fudan University, Shanghai, China
| | - Yanhong Li
- Department of Nephrology and Immunology, Children's Hospital of Soochow University, Suzhou, Jiangsu Province, China.
- Institute of Pediatric Research, Children's Hospital of Soochow University, Suzhou, Jiangsu Province, China.
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Cai L, Shu L, Yujun Z, Ke C, Qiang W. Lack of furosemide responsiveness predict severe acute kidney injury after liver transplantation. Sci Rep 2023; 13:4978. [PMID: 36973328 PMCID: PMC10042839 DOI: 10.1038/s41598-023-31757-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2023] [Accepted: 03/16/2023] [Indexed: 03/29/2023] Open
Abstract
Acute kidney injury (AKI) remains to be a common but severe complication after liver transplantation (LT). However, there are still few clinically validated biomarkers. A total of 214 patients who underwent routine furosemide (1-2 mg/kg) after LT were retrospectively included. The urine output during the first 6 h was recorded to evaluate the predictive value of AKI stage 3 and renal replacement therapy (RRT). 105 (49.07%) patients developed AKI, including 21 (9.81%) progression to AKI stage 3 and 10 (4.67%) requiring RRT. The urine output decreased with the increasing severity of AKI. The urine output of AKI stage 3 did not significantly increase after the use of furosemide. The area under the receiver operator characteristic (ROC) curves for the total urine output in the first hour to predict progression to AKI stage 3 was 0.94 (p < 0.001). The ideal cutoff for predicting AKI progression during the first hour was a urine volume of less than 200 ml with a sensitivity of 90.48% and specificity of 86.53%. The area under the ROC curves for the total urine output in the six hours to predict progression to RRT was 0.944 (p < 0.001). The ideal cutoff was a urine volume of less than 500 ml with a sensitivity of 90% and specificity of 90.91%. Severe AKI after liver transplantation seriously affects the outcome of patients. Lack of furosemide responsiveness quickly and accurately predict AKI stage 3, and patients requiring RRT after the operation.
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Affiliation(s)
- Li Cai
- Department of Transplantation, The Third Xiangya Hospital, Central South University, Changsha, China
- Engineering and Technology Research Center for Transplantation Medicine of National Health Comission, The Third Xiangya Hospital, Central South University, Changsha, China
| | - Liu Shu
- Department of Transplantation, The Third Xiangya Hospital, Central South University, Changsha, China
- Engineering and Technology Research Center for Transplantation Medicine of National Health Comission, The Third Xiangya Hospital, Central South University, Changsha, China
| | - Zhao Yujun
- Department of Transplantation, The Third Xiangya Hospital, Central South University, Changsha, China
- Engineering and Technology Research Center for Transplantation Medicine of National Health Comission, The Third Xiangya Hospital, Central South University, Changsha, China
| | - Cheng Ke
- Department of Transplantation, The Third Xiangya Hospital, Central South University, Changsha, China.
- Engineering and Technology Research Center for Transplantation Medicine of National Health Comission, The Third Xiangya Hospital, Central South University, Changsha, China.
| | - Wang Qiang
- Department of Transplantation, The Third Xiangya Hospital, Central South University, Changsha, China.
- Engineering and Technology Research Center for Transplantation Medicine of National Health Comission, The Third Xiangya Hospital, Central South University, Changsha, China.
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Ráduly Z, Szabó A, Mézes M, Balatoni I, Price RG, Dockrell ME, Pócsi I, Csernoch L. New perspectives in application of kidney biomarkers in mycotoxin induced nephrotoxicity, with a particular focus on domestic pigs. Front Microbiol 2023; 14:1085818. [PMID: 37125184 PMCID: PMC10140568 DOI: 10.3389/fmicb.2023.1085818] [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: 10/31/2022] [Accepted: 03/24/2023] [Indexed: 05/02/2023] Open
Abstract
The gradual spread of Aspergilli worldwide is adding to the global shortage of food and is affecting its safe consumption. Aspergillus-derived mycotoxins, including aflatoxins and ochratoxin A, and fumonisins (members of the fusariotoxin group) can cause pathological damage to vital organs, including the kidney or liver. Although the kidney functions as the major excretory system in mammals, monitoring and screening for mycotoxin induced nephrotoxicity is only now a developmental area in the field of livestock feed toxicology. Currently the assessment of individual exposure to mycotoxins in man and animals is usually based on the analysis of toxin and/or metabolite contamination in the blood or urine. However, this requires selective and sensitive analytical methods (e.g., HPLC-MS/MS), which are time consuming and expensive. The toxicokinetic of mycotoxin metabolites is becoming better understood. Several kidney biomarkers are used successfully in drug development, however cost-efficient, and reliable kidney biomarkers are urgently needed for monitoring farm animals for early signs of kidney disease. β2-microglobulin (β2-MG) and N-acetyl-β-D-glucosaminidase (NAG) are the dominant biomarkers employed routinely in environmental toxicology research, while kidney injury molecule 1 (KIM-1) and neutrophil gelatinase-associated lipocalin (NGAL) are also emerging as effective markers to identify mycotoxin induced nephropathy. Pigs are exposed to mycotoxins due to their cereal-based diet and are particularly susceptible to Aspergillus mycotoxins. In addition to commonly used diagnostic markers for nephrotoxicity including plasma creatinine, NAG, KIM-1 and NGAL can be used in pigs. In this review, the currently available techniques are summarized, which are used for screening mycotoxin induced nephrotoxicity in farm animals. Possible approaches are considered, which could be used to detect mycotoxin induced nephropathy.
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Affiliation(s)
- Zsolt Ráduly
- Department of Physiology, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
- ELKH-DE Cell Physiology Research Group, University of Debrecen, Debrecen, Hungary
- Doctoral School of Molecular Medicine, University of Debrecen, Debrecen, Hungary
- *Correspondence: Zsolt Ráduly,
| | - András Szabó
- Agrobiotechnology and Precision Breeding for Food Security National Laboratory, Department of Physiology and Animal Health, Institute of Physiology and Nutrition, Hungarian University of Agriculture and Life Sciences, Kaposvár, Hungary
- ELKH-MATE Mycotoxins in the Food Chain Research Group, Kaposvár, Hungary
| | - Miklós Mézes
- ELKH-MATE Mycotoxins in the Food Chain Research Group, Kaposvár, Hungary
- Department of Food Safety, Institute of Physiology and Nutrition, Hungarian University of Agriculture and Life Sciences, Gödöllő, Hungary
| | | | - Robert G. Price
- Department of Nutrition, Franklin-Wilkins Building, King’s College London, London, United Kingdom
| | - Mark E. Dockrell
- SWT Institute of Renal Research, London, United Kingdom
- Department of Molecular and Clinical Sciences, St. George’s University, London, United Kingdom
| | - István Pócsi
- Department of Molecular Biotechnology and Microbiology, Institute of Biotechnology, Faculty of Science and Technology, University of Debrecen, Debrecen, Hungary
| | - László Csernoch
- Department of Physiology, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
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Musiał K, Zwolińska D. Bone Morphogenetic Proteins (BMPs), Extracellular Matrix Metalloproteinases Inducer (EMMPRIN), and Macrophage Migration Inhibitory Factor (MIF): Usefulness in the Assessment of Tubular Dysfunction Related to Chronic Kidney Disease (CKD). J Clin Med 2021; 10:jcm10214893. [PMID: 34768412 PMCID: PMC8585016 DOI: 10.3390/jcm10214893] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2021] [Revised: 10/20/2021] [Accepted: 10/21/2021] [Indexed: 11/28/2022] Open
Abstract
Bone morphogenetic proteins (BMP), extracellular matrix metalloproteinases inducer (EMMPRIN), and macrophage migration inhibitory factor (MIF) are known to be closely connected to renal tubule damage by experimental data; however, this has not been analyzed in children with chronic kidney disease (CKD). The aim of this study was to determine their usefulness in the assessment of CKD-related tubular dysfunction. The study group consisted of 61 children with CKD stages 1–5 and 23 controls. The serum and urine concentrations of BMP-2, BMP-6, EMMPRIN, and MIF were assessed by ELISA and their fractional excretion (FE) was calculated. The serum and urine concentrations of BMP-2, BMP-6, EMMPRIN, and MIF were significantly elevated in children with CKD vs. controls. The FE of BMP-2, FE BMP-6, and EMMPRIN increased significantly in CKD stages 1–2, but exceeded 1% in CKD stages 3–5. FE MIF became higher than in controls no sooner than in CKD 3–5, but remained below 1%. The FE values for BMP-2, BMP-6, and EMMPRIN of <1% may result from the tubular adaptive mechanisms, whereas those surpassing 1% suggest irreversible tubular damage. The analysis of serum/urinary concentrations and fractional excretion of examined parameters may allow the assessment of CKD-related tubular dysfunction.
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