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Musiał K, Stojanowski J, Bargenda-Lange A, Gołębiowski T. GDF15, EGF, and Neopterin in Assessing Progression of Pediatric Chronic Kidney Disease Using Artificial Intelligence Tools-A Pilot Study. Int J Mol Sci 2025; 26:2344. [PMID: 40076962 PMCID: PMC11899747 DOI: 10.3390/ijms26052344] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2025] [Revised: 03/01/2025] [Accepted: 03/04/2025] [Indexed: 03/14/2025] Open
Abstract
Cell-mediated immunity and chronic inflammation are hallmarks of chronic kidney disease (CKD). Growth differentiation factor 15 (GDF15) is a marker of inflammation and an integrative signal in stress conditions. Epidermal growth factor (EGF) is a tubule-specific protein that modulates the regeneration of injured renal tubules. Neopterin is a product of activated monocytes and macrophages and serves as a marker of cell-mediated immunity. Our aim was to assess the role of the above-mentioned parameters in the progression of CKD in children using artificial intelligence tools. The study group consisted of 151 children with CKD stages 1-5. EGF, GDF15, and neopterin serum concentrations were assessed by ELISA. The patients' anthropometric data, biochemical parameters, EGF, GDF15, and neopterin serum values were implemented into the artificial neural network (ANN). The most precise model contained EGF, GDF15, and neopterin as input parameters and classified patients into either CKD 1-3 or CKD 4-5 groups with an excellent accuracy of 96.77%. The presented AI model, with serum concentrations of EGF, GDF15, and neopterin as input parameters, may serve as a useful predictor of CKD progression. It suggests the essential role of inflammatory processes in the renal function decline in the course of CKD in children.
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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, Borowska 213, 50-556 Wrocław, Poland
| | - Agnieszka Bargenda-Lange
- Department of Pediatric Nephrology, Wrocław Medical University, Borowska 213, 50-556 Wrocław, Poland
| | - Tomasz Gołębiowski
- Department of Nephrology and Transplantation Medicine, Wrocław Medical University, Borowska 213, 50-556 Wrocław, Poland
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Yoon SY, Kim JS, Jung SW, Kim YG, Moon JY, Lee SH, Yim SV, Hwang HS, Jeong K. Clinical significance of urinary inflammatory biomarkers in patients with IgA nephropathy. BMC Nephrol 2024; 25:142. [PMID: 38649936 PMCID: PMC11036669 DOI: 10.1186/s12882-024-03574-2] [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: 01/24/2024] [Accepted: 04/08/2024] [Indexed: 04/25/2024] Open
Abstract
BACKGROUND IgA nephropathy (IgAN) is the most common type of primary glomerulonephritis, although the definitive markers are unknown. We aimed to investigate the clinical significance of urinary cytokines in patients with IgAN. METHODS From 2009 to 2018, the patients were divided into three groups: IgAN (n = 191), disease control (n = 53), and normal control (n = 76). We used a multiplex enzyme-linked immunosorbent assay to measure 16 selected urinary inflammatory cytokines, evaluated the correlation between clinical and pathological features following regression analysis on progression. RESULTS The IgAN group exhibited significantly different levels of urinary cytokines compared to the normal control and disease control groups. Urinary levels of B-cell-activating factor, vascular endothelial growth factor receptor-2, monocyte chemoattractant protein-1, C-X-C motif chemokine 10, C-X-C motif ligand 16, epidermal growth factor (EGF), endocan, endostatin, growth/differentiation factor-15 (GDF-15), interleukin-6 (IL-6), mannose-binding lectin, transferrin receptor, and kidney injury molecule-1 were significantly correlated with both the estimated glomerular filtration rate and urine protein-creatinine ratio. In a multivariate Cox regression analysis, urinary EGF (hazard ratio [HR] 0.40, 95% confidence interval [CI] 0.17-0.95, P = 0.04), GDF-15 (HR 2.45, 95% CI 1.01-5.94, P = 0.048), and IL-6 (HR 3.02, 95% CI 1.05-8.64, P = 0.04) were associated with progression in IgAN. CONCLUSIONS Urinary inflammatory biomarkers may serve as alternative predictive biomarkers in patients with IgAN. Further studies are needed to elucidate the physiological mechanisms and confirm the results.
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Affiliation(s)
- Soo-Young Yoon
- Division of Nephrology, Department of Internal Medicine, Kyung Hee University College of Medicine, Kyung Hee University Hospital, Seoul, Republic of Korea
| | - Jin Sug Kim
- Division of Nephrology, Department of Internal Medicine, Kyung Hee University College of Medicine, Kyung Hee University Hospital, Seoul, Republic of Korea
| | - Su Woong Jung
- Division of Nephrology, Department of Internal Medicine, Kyung Hee University College of Medicine, Kyung Hee University Hospital at Gangdong, Seoul, Republic of Korea
| | - Yang Gyun Kim
- Division of Nephrology, Department of Internal Medicine, Kyung Hee University College of Medicine, Kyung Hee University Hospital at Gangdong, Seoul, Republic of Korea
| | - Ju-Young Moon
- Division of Nephrology, Department of Internal Medicine, Kyung Hee University College of Medicine, Kyung Hee University Hospital at Gangdong, Seoul, Republic of Korea
| | - Sang-Ho Lee
- Division of Nephrology, Department of Internal Medicine, Kyung Hee University College of Medicine, Kyung Hee University Hospital at Gangdong, Seoul, Republic of Korea
| | - Sung-Vin Yim
- Department of Clinical Pharmacology, Kyung Hee University College of MedicineCenter, Seoul, Republic of Korea
| | - Hyeon Seok Hwang
- Division of Nephrology, Department of Internal Medicine, Kyung Hee University College of Medicine, Kyung Hee University Hospital, Seoul, Republic of Korea
| | - Kyunghwan Jeong
- Division of Nephrology, Department of Internal Medicine, Kyung Hee University College of Medicine, Kyung Hee University Hospital, Seoul, Republic of Korea.
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Farag NM, Mousa M, Elsayed E, Ismeil A. GDF-15 and hepcidin as a therapeutic target for anemia in chronic kidney disease. Ital J Pediatr 2023; 49:106. [PMID: 37649102 PMCID: PMC10469522 DOI: 10.1186/s13052-023-01505-9] [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: 01/04/2023] [Accepted: 07/31/2023] [Indexed: 09/01/2023] Open
Abstract
BACKGROUND Anaemia is a common presenting feature among patients with chronic kidney disease (CKD) and associated with poor clinical outcomes. We evaluated the diagnostic validity of growth differentiation factor-15 (GDF-15) and hepcidin as it is not clear if they are useful as a biomarkers of anaemia among non-dialysis CKD egyptian patients. METHOD An analytical cross-sectional study was conducted among non-dialysis CKD patients (n = 60) and apparently healthy controls (n = 28) at Minia University maternity & children Hospital. Serum levels of GDF-15 and hepcidin were determined. Predictive logistic regression models were built and post estimation receiver operator characteristics were determined to evaluate diagnostic validity of hepcidin and GDF-15 for iron deficiency anaemia. RESULTS Hepcidin and GDF-15 are significantly higher in cases than control p value (0.047 < 0.0001) respectively. The predictive value of diagnosing anaemia among CKD patients using hepcidin and GDF-15 was 72.0%, 70.0%. There was a weak negative correlation between hepcidin levels and glomerular filtration rate GFR (r = -.175, p = 0.105) in CKD patients, and significant correlation between serum GDF-15 and haemoglobin (r = -0.897, p < 0.0001), ferritin (r = 0.489, P < 0.000), Iron (r = -0.314, P = 0.002), CRP (r = 0.409, P < 0.0001). CONCLUSION Hepcidin and GDF-15 is a potential biomarker for predicting anaemia connected with inflammation among CKD Egyptian patients.
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Affiliation(s)
| | | | - Eman Elsayed
- Clinical Pathology, Minia University, Minia, Egypt
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Głogowski T, Wojtaszek E, Malyszko J. Iron status and anemia control are related to peritoneal membrane properties in peritoneally dialyzed patients. Front Med (Lausanne) 2023; 10:1148094. [PMID: 37484854 PMCID: PMC10359623 DOI: 10.3389/fmed.2023.1148094] [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: 01/19/2023] [Accepted: 06/19/2023] [Indexed: 07/25/2023] Open
Abstract
Background Characteristics of peritoneal membrane is unique and individually different in peritoneal dialysis patients. Relationship between specific nature of peritoneal transport, anemia and inflammation has not yet been extensively studied. We attempted to outline the complex interplay of several biomarkers of iron status and their association with peritoneal transport, degree of inflammation and residual renal function. Methods A total of 58 patients treated with peritoneal dialysis either CAPD or APD for at least 3 months were enrolled in this study. Full blood count, traditional markers of iron status (transferrin saturation-TSAT and ferritin), serum erythroferrone-ERFE, soluble transferrin receptor (sTfR), hepcidin, zonulin, growth differentiation factor -15 (GDF15), IL-16, hsCRP and hypoxia-inducible factor-α (HIF-1-α; in serum and dialysate) were measured using commercially available tests. We also performed Peritoneal Equilibrium Test and assessed GFR level. Results Hb levels above 10 g/dL was found in 74% of patients. Hb levels positively correlated with residual renal function and nutritional status. Adequate iron status was diagnosed in 69% of subjects, only in 9% of patients, criteria for absolute iron deficiency were met. Serum ERFE correlated inversely with hepcidin levels but was not associated with erythropoietin stimulating agent dose. Peritoneal transport had strong correlation with dialysate sTfR (p < 0.05), dialysate hepcidin (p < 0.05), dialysate GDF15 (p < 0.01) and dialysate zonulin (p < 0.001) levels, as well as serum IL6 (p = 0.03), serum hs-CRP (p = 0.04) and dialysate hs-CRP (p = 0.04). Conclusion Residual kidney function contributes considerably to better control of anemia. Various degree of inflammation is inherent to PD patients. Additionally, fast-average peritoneal transport is associated with greater degree of inflammation and higher concentration of markers of iron status, GDF15 and zonulin in dialysate. This finding may indicate more effective clearance of higher-range middle molecules in fast-average transporters. The role of ERFE as a marker of erythropoiesis in PD patients requires further investigation.
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Growth differentiation factor 15 (GDF-15) in kidney diseases. Adv Clin Chem 2023. [DOI: 10.1016/bs.acc.2023.02.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/17/2023]
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Thorsteinsdottir H, Salvador CL, Mjøen G, Lie A, Sugulle M, Tøndel C, Brun A, Almaas R, Bjerre A. Growth Differentiation Factor 15 in Children with Chronic Kidney Disease and after Renal Transplantation. DISEASE MARKERS 2020; 2020:6162892. [PMID: 32089755 PMCID: PMC7026715 DOI: 10.1155/2020/6162892] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/07/2019] [Revised: 10/29/2019] [Accepted: 01/04/2020] [Indexed: 12/23/2022]
Abstract
Growth differentiation factor 15 (GDF-15) is strongly associated with cardiovascular disease (CVD). The aim of our study was to evaluate plasma and urinary levels of GDF-15 after pediatric renal transplantation (Rtx) and in children with chronic kidney disease (CKD) and its associations to cardiovascular risk factors. In this cross-sectional study, GDF-15 was measured in plasma and urine from 53 children with a renal transplant and 83 children with CKD and related to cardiovascular risk factors (hypertension, obesity, and cholesterol) and kidney function. Forty healthy children served as a control group. Plasma levels of GDF-15 (median and range) for a Tx (transplantation) cohort, CKD cohort, and healthy controls were, respectively, 865 ng/L (463-3039 ng/L), 508 ng/L (183-3279 ng/L), and 390 ng/L (306-657 ng/L). The CKD and Tx cohorts both had significantly higher GDF-15 levels than the control group (p < 0.001). Univariate associations between GDF-15 and hyperuricemia (p < 0.001), elevated triglycerides (p = 0.028), low HDL (p = 0.038), and obesity (p = 0.028) were found. However, mGFR (p < 0.001) and hemoglobin (p < 0.001) were the only significant predictors of GDF-15 in an adjusted analysis. Urinary GDF-15/creatinine ratios were 448 ng/mmol (74-5013 ng/mmol) and 540 ng/mmol (5-14960 ng/mmol) in the Tx cohort and CKD cohort, respectively. In the CKD cohort, it was weakly correlated to mGFR (r = -0.343, p = 0.002). Plasma levels of GDF-15 are elevated in children with CKD and after Rtx. The levels were not associated with traditional cardiovascular risk factors but strongly associated with renal function.
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Affiliation(s)
- Hjordis Thorsteinsdottir
- Division of Paediatric and Adolescent Medicine, Oslo University Hospital, Norway
- Institute of Clinical Medicine, University of Oslo, Norway
- Department of Pediatric Research, Oslo University Hospital, Norway
| | - Cathrin Lytomt Salvador
- Institute of Clinical Medicine, University of Oslo, Norway
- Department of Medical Biochemistry, Oslo University Hospital, Norway
| | - Geir Mjøen
- Department of Nephrology, Oslo University Hospital, Norway
| | - Anine Lie
- Division of Paediatric and Adolescent Medicine, Oslo University Hospital, Norway
- Institute of Clinical Medicine, University of Oslo, Norway
| | - Meryam Sugulle
- Division of Gynaecology and Obstetrics, Oslo University Hospital, Norway
| | - Camilla Tøndel
- Department of Paediatrics, Haukeland University Hospital, Bergen, Norway
- Department of Clinical Medicine, University of Bergen, Norway
| | - Atle Brun
- Laboratory for Clinical Biochemistry, Haukeland University Hospital, Bergen, Norway
- Department of Clinical Science, University of Bergen, Norway
| | - Runar Almaas
- Division of Paediatric and Adolescent Medicine, Oslo University Hospital, Norway
- Department of Pediatric Research, Oslo University Hospital, Norway
| | - Anna Bjerre
- Division of Paediatric and Adolescent Medicine, Oslo University Hospital, Norway
- Institute of Clinical Medicine, University of Oslo, Norway
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Desmedt S, Desmedt V, De Vos L, Delanghe JR, Speeckaert R, Speeckaert MM. Growth differentiation factor 15: A novel biomarker with high clinical potential. Crit Rev Clin Lab Sci 2019; 56:333-350. [PMID: 31076013 DOI: 10.1080/10408363.2019.1615034] [Citation(s) in RCA: 69] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Affiliation(s)
| | - Valérie Desmedt
- Department of Nephrology, Ghent University Hospital, Ghent, Belgium
| | - Leen De Vos
- Department of Nephrology, Ghent University Hospital, Ghent, Belgium
| | | | | | - Marijn M. Speeckaert
- Department of Nephrology, Ghent University Hospital, Ghent, Belgium
- Research Foundation Flanders, Brussels, Belgium
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Plasma Growth Differentiation Factor-15 is a Potential Biomarker for Pediatric Pulmonary Arterial Hypertension Associated with Congenital Heart Disease. Pediatr Cardiol 2017; 38:1620-1626. [PMID: 28819713 DOI: 10.1007/s00246-017-1705-7] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/10/2016] [Accepted: 08/07/2017] [Indexed: 12/18/2022]
Abstract
We aimed to investigate plasma growth differentiation factor-15 (GDF-15) levels in pediatric pulmonary arterial hypertension secondary to congenital heart disease (PAH-CHD), and assess the association with hemodynamic parameters. Plasma GDF-15 levels were measured in children with PAH-CHD (n = 46) and compared to children with CHD without PAH (n = 39). Normal individuals (n = 30) served as health control group. Plasma GDF-15 levels were significantly elevated in patients with PAH-CHD compared with those with CHD without PAH (median 1415 ng/L, interquartile range [IQR] 926.7-2111.7 ng/L vs. 890.6 ng/L, IQR 394.7-1094.3 ng/L, p < 0.01). Elevated plasma GDF-15 levels were positively related to Functional Class, uric acid, N-terminal pro-B-type natriuretic peptide (NT-proBNP), pulmonary artery systolic pressure, mean pulmonary artery pressure, pulmonary blood flow/systemic blood flow and pulmonary vascular resistance, and a lower mixed venous oxygen saturation (Svo2). The area under the curve (AUC) for adding GDF-15 to NT-proBNP was not superior to the AUC of NT-pro BNP alone (AUC difference 0.0295, p = 0.324) (NT-proBNP, AUC 0.823, 95% CI 0.725-0.897; GDF-15 plus NT-proBNP, AUC 0.852, 95% CI 0.759-0.92), whereas it revealed a slightly greater specificity and positive predictive value. The diagnostic power of NT-pro BNP was not inferior to GDF-15 (AUC difference 0.0443, p = 0.43). Plasma GDF-15 levels might be a surrogate marker for pediatric PAH-CHD.
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