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Raju V, Reddy R, Javan AC, Hajihossainlou B, Weissleder R, Guiseppi-Elie A, Kurabayashi K, Jones SA, Faghih RT. Tracking inflammation status for improving patient prognosis: A review of current methods, unmet clinical needs and opportunities. Biotechnol Adv 2025; 82:108592. [PMID: 40324661 DOI: 10.1016/j.biotechadv.2025.108592] [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: 12/20/2024] [Revised: 04/07/2025] [Accepted: 04/29/2025] [Indexed: 05/07/2025]
Abstract
Inflammation is the body's response to infection, trauma or injury and is activated in a coordinated fashion to ensure the restoration of tissue homeostasis and healthy physiology. This process requires communication between stromal cells resident to the tissue compartment and infiltrating immune cells which is dysregulated in disease. Clinical innovations in patient diagnosis and stratification include measures of inflammatory activation that support the assessment of patient prognosis and response to therapy. We propose that (i) the recent advances in fast, dynamic monitoring of inflammatory markers (e.g., cytokines) and (ii) data-dependent theoretical and computational modeling of inflammatory marker dynamics will enable the quantification of the inflammatory response, identification of optimal, disease-specific biomarkers and the design of personalized interventions to improve patient outcomes - multidisciplinary efforts in which biomedical engineers may potentially contribute. To illustrate these ideas, we describe the actions of cytokines, acute phase proteins and hormones in the inflammatory response and discuss their role in local wounds, COVID-19, cancer, autoimmune diseases, neurodegenerative diseases and aging, with a central focus on cardiac surgery. We also discuss the challenges and opportunities involved in tracking and modulating inflammation in clinical settings.
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Affiliation(s)
- Vidya Raju
- Department of Biomedical Engineering, New York University Tandon School of Engineering, New York, 11201, NY, USA
| | - Revanth Reddy
- Department of Biomedical Engineering, New York University Tandon School of Engineering, New York, 11201, NY, USA
| | | | - Behnam Hajihossainlou
- Department of Infectious Diseases, Harlem Medical Center, and Columbia University, New York, 10032, NY, USA
| | - Ralph Weissleder
- Center for Systems Biology, Massachusetts General Hospital, Department of Systems Biology, Harvard Medical School, and Department of Radiology, Massachusetts General Hospital and Harvard Medical School, Boston, 02115, Massachusetts, USA
| | - Anthony Guiseppi-Elie
- Department of Biomedical Engineering, Center for Bioelectronics, Biosensors and Biochips (C3B), and Department of Electrical and Computer Engineering, Texas A & M University, College Station, 77843, TX, USA; Department of Cardiovascular Sciences, Houston Methodist Institute for Academic Medicine and Houston Methodist Research Institute, Houston, 77030, TX, USA; ABTECH Scientific, Inc., Biotechnology Research Park, Richmond, 23219, Virginia, USA
| | - Katsuo Kurabayashi
- Department of Mechanical and Aerospace Engineering, New York University, New York 11201, NY, USA
| | - Simon A Jones
- Division of Infection and Immunity, and School of Medicine, Cardiff University, UK; Systems Immunity University Research Institute, Cardiff University, Cardiff CF14 4XN, UK
| | - Rose T Faghih
- Department of Biomedical Engineering, New York University Tandon School of Engineering, New York, 11201, NY, USA.
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Sickinger M, Jörling J, Büttner K, Roth J, Wehrend A. Association of Stress and Inflammatory Diseases with Serum Ferritin and Iron Concentrations in Neonatal Calves. Animals (Basel) 2025; 15:1021. [PMID: 40218414 PMCID: PMC11987952 DOI: 10.3390/ani15071021] [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: 03/06/2025] [Revised: 03/24/2025] [Accepted: 03/31/2025] [Indexed: 04/14/2025] Open
Abstract
This study investigated the effects of iron supplementation and inflammatory disease on cortisol, white blood cell (WBC) count, total protein (TP), lactate, interleukin 1 β (IL1β), interleukin 6 (IL6), substance P (SP), hepcidin, haptoglobin, and ferric-reducing ability of plasma (FRAP) in calves. Correlation analyses for the aforementioned parameters with serum iron and ferritin were performed in 40 neonatal calves over the first 10 days of life. Neither iron supplementation, disease status, nor sex had statistically significant effects on the areas under the curve of ferritin, WBC, TP, IL1β, IL6, SP, hepcidin, haptoglobin, or FRAP. However, cortisol concentrations were influenced by disease development. Cortisol concentrations were higher at birth (44.1 ± 1.95 ng/mL) than on day 2 (38.8 ± 1.87 ng/mL) (p = 0.0477), and healthy animals exhibited lower cortisol concentrations than diseased calves (p = 0.0028). Correlation analyses indicated weak positive correlations between ferritin and IL1β (p = 0.0015; ρ = 0.49) and IL6 (p = 0.0011; ρ = 0.50), respectively. The clinical significance of these findings and resulting therapeutic consequences, especially with respect to iron supplementation, should be further investigated in calves and adult cattle.
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Affiliation(s)
- Marlene Sickinger
- Clinic for Ruminants and Herd Health Management, Justus-Liebig-University of Giessen, 35392 Giessen, Germany
| | | | - Kathrin Büttner
- Department for Biomathematics and Data Processing, Justus-Liebig-University of Giessen, 35392 Giessen, Germany;
| | - Joachim Roth
- Institute for Veterinary Physiology, Justus-Liebig-University of Giessen, 35390 Giessen, Germany;
| | - Axel Wehrend
- Veterinary Clinic for Reproduction and Neonatology, Justus-Liebig-University of Giessen, 35392 Giessen, Germany;
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Islam MA, Masson JF. Plasmonic Biosensors for Health Monitoring: Inflammation Biomarker Detection. ACS Sens 2025; 10:577-601. [PMID: 39917878 DOI: 10.1021/acssensors.4c03562] [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] [Indexed: 03/01/2025]
Abstract
Surface plasmon resonance (SPR) and localized SPR (LSPR) biosensors have emerged as viable technologies in the clinical detection of biomarkers for a wide array of health conditions. The success of SPR biosensors lies in their ability to monitor in real-time label-free biomarkers in complex biofluids. Recent breakthroughs in nanotechnology and surface chemistry have significantly improved this feature, notably from the incorporation of advanced nanomaterials including gold nanoparticles, graphene, and carbon nanotubes providing better SPR sensor performance in terms of detection limits, stability, and specificity. Recent progress in microfluidic integration has enabled SPR biosensors to detect multiple biomarkers simultaneously in complex biological samples. Taken together, these advances are closing the gap for their use in clinical diagnostics and point-of-care (POC) applications. While broadly applicable, the latest advancements in plasmonic biosensing are overviewed using inflammation biomarkers C-reactive protein (CRP), interleukins (ILs), tumor necrosis factor-α (TNF-α), procalcitonin (PCT), ferritin, and fibrinogen for a series of conditions, including cardiovascular diseases, autoimmune disorders, infections, and sepsis, as a key example of plasmonic biosensors for clinical applications. We highlight developments in sensor design, nanomaterial integration, surface functionalization, and multiplexing and provide a look forward to clinical applications by assessing the current limitations and exploring future directions for translating SPR biosensors for diagnostics and health monitoring. By enhancement of diagnostic accuracy, reproducibility, and accessibility, particularly in POC settings, SPR biosensors have the potential to significantly contribute to personalized healthcare and bring real-time, high-precision diagnostics to the forefront of clinical practice.
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Affiliation(s)
- M Amirul Islam
- Département de Chimie, Institut Courtois, Centre Interdisciplinaire de Recherche sur le Cerveau et l'Apprentissage, Quebec Center for Advanced Materials, Regroupement Québécois sur les Matériaux de Pointe, Université de Montréal, C.P. 6128 Succ. Centre-ville, Montréal, Québec H3C 3J7, Canada
| | - Jean-François Masson
- Département de Chimie, Institut Courtois, Centre Interdisciplinaire de Recherche sur le Cerveau et l'Apprentissage, Quebec Center for Advanced Materials, Regroupement Québécois sur les Matériaux de Pointe, Université de Montréal, C.P. 6128 Succ. Centre-ville, Montréal, Québec H3C 3J7, Canada
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Sharifi-Zahabi E, Abdollahzad H. Alpha Lipoic Acid Supplementation and Iron Homeostasis: A Comprehensive Systematic Review and Meta-Analysis of Randomized Controlled Clinical Trials. INT J VITAM NUTR RES 2024; 95:36623. [PMID: 40134249 DOI: 10.31083/ijvnr36623] [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: 09/30/2023] [Revised: 06/22/2024] [Accepted: 09/05/2024] [Indexed: 03/27/2025]
Abstract
BACKGROUND A growing body of evidence indicates the regulating effects of alpha-lipoic acid on iron metabolism. However, findings from clinical trials are equivocal. This systematic review and meta-analysis aimed to evaluate the quantitative effect of alpha lipoic acid (ALA) supplementation on iron metabolism parameters including serum iron, total iron binding capacity, hemoglobin, and ferritin. METHODOLOGY Online databases, including PubMed, Scopus, and Web of Science were searched, up to 29 May 2022, to obtain all relevant studies. RESULTS A total of 1901 publications were identified in the systematic search; of which, 10 studies with a total of 529 participants were included in this meta-analysis. Pooled analysis of the studies showed no statistically significant effects of ALA on ferritin (weighted mean difference (WMD) = -11.01 ng/mL; 95% CI: -40.07, 18.05 ng/mL; I2 = 0.0%, p = 0.670), serum iron (WMD = -0.47 μ/dL; 95% CI: -24.48, 23.54 μ/dL; I2 = 94.7%, p < 0.001), hemoglobin (WMD = 0.49 g/dL; 95% CI: -0.54, 1.52 g/dL; I2 = 95.7%, p < 0.001), and total iron binding capacity (TIBC) (WMD = 3.95 μ/dL; 95% CI: -21.3, 29.2 μ/dL; I2 = 53.1%, p = 0.094). In subgroup analysis, ALA significantly increased hemoglobin in patients with hematological disorders (WMD = 1.23 g/dL; 95% CI: 1.00, 1.45 g/dL; I2 = 96.6%, p < 0.001) and in studies with durations longer than 8 weeks (WMD = 1.03 g/dL; 95% CI: 0.82, 1.25 g/dL; I2 = 96.5%, p = 0.02). CONCLUSION ALA supplementation had no statistically significant effect on iron-related parameters. Subgroup analysis revealed a significant increasing effect of ALA on hemoglobin in patients with hematological disorders and in studies with durations >8 weeks.
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Affiliation(s)
- Elham Sharifi-Zahabi
- Student Research Committee, Kermanshah University of Medical Sciences, 6715847141 Kermanshah, Iran
| | - Hadi Abdollahzad
- School of Nutrition Sciences and Food Technology, Kermanshah University of Medical Sciences, 6715847141 Kermanshah, Iran
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Khristian E, Ghozali M, Bashari MH, Purnama JN, Irianto G, Panigoro R, Safitri R. Intravenous administration of iron dextran as a potential inducer for hemochromatosis: Development of an iron overload animal model. NARRA J 2024; 4:e1003. [PMID: 39816089 PMCID: PMC11731658 DOI: 10.52225/narra.v4i3.1003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/19/2024] [Accepted: 11/05/2024] [Indexed: 01/06/2025]
Abstract
Iron overload in transfusion-dependent thalassemia patients represents a significant public health challenge due to its high mortality rate and risks of severe complications. Therefore, developing safe and effective therapeutic modalities for managing iron overload is critical, as current animal models inadequately replicate human conditions. The aim of this study was to investigate the effects of intravenous iron dextran on hepatocyte morphology, liver iron concentration, and serum iron profile changes as a model for hemochromatosis. An experimental design with a post-test-only control group method was conducted using animal models. Fifty rats were used and divided into ten groups, nine received different intravenous doses of iron dextran: 10, 20, 30, 40, 50, 60, 80, 100, and 120 mg/kg body weight (BW) and a control group received no treatment. The results showed that intravenous iron dextran starting at a dose of 10 mg/kg BW caused significant changes in liver iron concentration while starting at 20 mg/kg BW significantly affected hepatocyte morphology, transferrin levels, unsaturated iron binding capacity, serum iron levels, and transferrin saturation. Intravenous iron dextran starting at 40 mg/kg BW resulted significant changes in the level of total iron binding capacity compared to control group. In conclusion, intravenous iron dextran significantly altered hepatocyte morphology, increased liver iron concentration, and modified the serum iron profile, reflecting changes that might be observed in patients with transfusion-dependent thalassemia.
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Affiliation(s)
- Erick Khristian
- Doctoral Program in Biotechnology, Postgraduate School, Universitas Padjadjaran, Bandung, Indonesia
- Faculty of Health Science and Technology, Universitas Jenderal Achmad Yani, Cimahi, Indonesia
| | - Mohammad Ghozali
- Department of Biomedical Sciences, Faculty of Medicine, Universitas Padjadjaran, Bandung, Indonesia
| | - Muhammad H. Bashari
- Department of Biomedical Sciences, Faculty of Medicine, Universitas Padjadjaran, Bandung, Indonesia
| | - Jeri N. Purnama
- Doctoral Program in Biotechnology, Postgraduate School, Universitas Padjadjaran, Bandung, Indonesia
| | - Gunawan Irianto
- Faculty of Health Science and Technology, Universitas Jenderal Achmad Yani, Cimahi, Indonesia
| | - Ramdan Panigoro
- Department of Biomedical Sciences, Faculty of Medicine, Universitas Padjadjaran, Bandung, Indonesia
| | - Ratu Safitri
- Department of Biology, Faculty of Mathematics and Natural Sciences, Universitas Padjadjaran, Jatinangor, Indonesia
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Tabata S, Tsukahara Y, Kamada H, Manabe T, Yamasawa F. Prevalence of anemia and iron deficiency and its association with body mass index in elite Japanese high school long-distance runners. PHYSICIAN SPORTSMED 2024; 52:360-368. [PMID: 37795704 DOI: 10.1080/00913847.2023.2267561] [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: 06/13/2023] [Accepted: 10/03/2023] [Indexed: 10/06/2023]
Abstract
OBJECTIVES Anemia is a common condition in long-distance runners (LDRs). Recently, not only iron deficiency (ID) but also energy deficiency has been considered as a risk factor for anemia in athletes but no evidence has yet been established. The aim of this study was to investigate the prevalence of anemia and ID and the influence of body mass index (BMI) on anemia in high-school LDRs. METHODS The participants were 406 male and 235 female elite Japanese LDRs who competed in the All-Japan High-School Ekiden Championship 2019. They submitted their anthropometric data and results of a blood test within five days after the competition. The prevalence of anemia and ID and the influence of BMI on anemia were assessed retrospectively. RESULTS Mean hemoglobin concentrations (Hb) were 14.8 ± 0.9 g/dl in males and 13.2 ± 0.9 g/dl in females. The prevalence of anemia (Hb < 14 g/dl in males and < 12 g/dl in females) was significantly higher in males (16.3%) than females (6.4%), but males also showed higher prevalence of non-iron deficiency anemia (NIDA) than females (11.6% and 3.0%, respectively). No significant gender difference was found in the prevalence of iron deficiency anemia (IDA) (4.7% in males and 3.4% in females). ID (serum ferritin level < 25 ng/ml) was significantly more prevalent in females (37.4%) than males (18.5%). A binary logistic regression analysis revealed that low BMI was a contributor to anemia in females (odds ratios: 0.577 (95% CI: 0.369-0.901), p = 0.012). CONCLUSION In Japanese high-school LDRs, one in six males was anemic, but most males did not have ID. Conversely, one-third of females were diagnosed with ID. Lower BMI was identified as a risk for anemia in females, suggesting that leanness may also lead to anemia in females.
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Affiliation(s)
- Shogo Tabata
- Tabata Clinic, Saitama, Japan
- Medical Committee, Japan Association of Athletics Federations (JAAF), Tokyo, Japan
| | - Yuka Tsukahara
- Medical Committee, Japan Association of Athletics Federations (JAAF), Tokyo, Japan
- Department of Sports Medicine, Tokyo Women's College of Physical Education, Kunitachi, Tokyo, Japan
| | - Hiroshi Kamada
- Medical Committee, Japan Association of Athletics Federations (JAAF), Tokyo, Japan
- Department of Orthopedic Surgery, Faculty of Medicine, University of Tsukuba, Tsukuba, Ibaraki, Japan
| | - Tomohiro Manabe
- Medical Committee, Japan Association of Athletics Federations (JAAF), Tokyo, Japan
- Sports Medicine Research Center, Keio University, Yokohama, Kanagawa, Japan
| | - Fumihiro Yamasawa
- Medical Committee, Japan Association of Athletics Federations (JAAF), Tokyo, Japan
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Zhang J, Nie C, Zhang Y, Yang L, Du X, Liu L, Chen Y, Yang Q, Zhu X, Li Q. Analysis of mechanism, therapeutic strategies, and potential natural compounds against atherosclerosis by targeting iron overload-induced oxidative stress. Biomed Pharmacother 2024; 177:117112. [PMID: 39018869 DOI: 10.1016/j.biopha.2024.117112] [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: 04/23/2024] [Revised: 07/04/2024] [Accepted: 07/07/2024] [Indexed: 07/19/2024] Open
Abstract
Ferroptosis is a novel form of cell demise characterized primarily by the reduction of trivalent iron to divalent iron, leading to the release of reactive oxygen species (ROS) and consequent induction of intense oxidative stress. In atherosclerosis (AS), highly accumulated lipids are modified by ROS to promote the formation of lipid peroxides, further amplifying cellular oxidative stress damage to influence all stages of atherosclerotic development. Macrophages are regarded as pivotal executors in the progression of AS and the handling of iron, thus targeting macrophage iron metabolism holds significant guiding implications for exploring potential therapeutic strategies against AS. In this comprehensive review, we elucidate the potential interplay among iron overload, inflammation, and lipid dysregulation, summarizing the potential mechanisms underlying the suppression of AS by alleviating iron overload. Furthermore, the application of Traditional Chinese Medicine (TCM) is increasingly widespread. Based on extant research and the pharmacological foundations of active compounds of TCM, we propose alternative therapeutic agents for AS in the context of iron overload, aiming to diversify the therapeutic avenues.
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Affiliation(s)
- Jing Zhang
- Tianjin State Key Laboratory of Component-based Chinese Medicine, Tianjin University of Traditional Chinese Medicine, Tianjin 301617, China; Institute of Chinese Materia Medica, China Academy of Chinese Medical Science, Beijing 100700, China
| | - Chunxia Nie
- Tianjin State Key Laboratory of Component-based Chinese Medicine, Tianjin University of Traditional Chinese Medicine, Tianjin 301617, China; Institute of Chinese Materia Medica, China Academy of Chinese Medical Science, Beijing 100700, China
| | - Yang Zhang
- Institute of Chinese Materia Medica, China Academy of Chinese Medical Science, Beijing 100700, China
| | - Lina Yang
- Institute of Chinese Materia Medica, China Academy of Chinese Medical Science, Beijing 100700, China
| | - Xinke Du
- Tianjin State Key Laboratory of Component-based Chinese Medicine, Tianjin University of Traditional Chinese Medicine, Tianjin 301617, China; Institute of Chinese Materia Medica, China Academy of Chinese Medical Science, Beijing 100700, China
| | - Li Liu
- Institute of Chinese Materia Medica, China Academy of Chinese Medical Science, Beijing 100700, China
| | - Ying Chen
- Institute of Chinese Materia Medica, China Academy of Chinese Medical Science, Beijing 100700, China
| | - Qing Yang
- Institute of Chinese Materia Medica, China Academy of Chinese Medical Science, Beijing 100700, China
| | - Xiaoxin Zhu
- Institute of Chinese Materia Medica, China Academy of Chinese Medical Science, Beijing 100700, China.
| | - Qi Li
- Institute of Chinese Materia Medica, China Academy of Chinese Medical Science, Beijing 100700, China; State key laboratory for quality ensurance and sustainable use ofdao-di herbs, Beijing 100700, China.
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Katkenov N, Mukhatayev Z, Kozhakhmetov S, Sailybayeva A, Bekbossynova M, Kushugulova A. Systematic Review on the Role of IL-6 and IL-1β in Cardiovascular Diseases. J Cardiovasc Dev Dis 2024; 11:206. [PMID: 39057626 PMCID: PMC11277031 DOI: 10.3390/jcdd11070206] [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: 05/22/2024] [Revised: 06/19/2024] [Accepted: 06/25/2024] [Indexed: 07/28/2024] Open
Abstract
Cardiovascular diseases (CVDs) are a leading cause of global morbidity and mortality, significantly driven by chronic inflammation. Interleukin-6 (IL-6) and interleukin-1β (IL-1β) are critical inflammatory cytokines implicated in CVD progression. This systematic review evaluates the roles of IL-6 and IL-1β in CVDs by synthesizing data from relevant studies to understand their impact on cardiovascular outcomes and identify potential therapeutic interventions. A comprehensive literature search was conducted using PubMed and Embase, covering studies from January 2014 to December 2024. Inclusion criteria encompassed studies investigating IL-6 and/or IL-1β in CVDs, including human and relevant animal models, and reporting clinical outcomes, molecular mechanisms, or therapeutic interventions. Data extraction and quality assessment were performed independently by two reviewers. Our review included 12 studies focusing on the roles of IL-6 and IL-1β in various CVDs. Elevated IL-6 levels were significantly associated with peripheral artery disease, myocardial infarction, and heart failure, while IL-1β levels were linked to worse outcomes in coronary artery disease and heart failure. Meta-analyses indicated a significant association between higher IL-6 and IL-1β levels and increased risk of adverse cardiovascular events. These findings suggest that targeting IL-6 and IL-1β could offer promising therapeutic strategies for reducing inflammation and improving cardiovascular outcomes.
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Affiliation(s)
- Nurlubek Katkenov
- Laboratory of Microbiome, National Laboratory Astana, Nazarbayev University, Astana 010000, Kazakhstan; (N.K.); (Z.M.); (S.K.)
| | - Zhussipbek Mukhatayev
- Laboratory of Microbiome, National Laboratory Astana, Nazarbayev University, Astana 010000, Kazakhstan; (N.K.); (Z.M.); (S.K.)
| | - Samat Kozhakhmetov
- Laboratory of Microbiome, National Laboratory Astana, Nazarbayev University, Astana 010000, Kazakhstan; (N.K.); (Z.M.); (S.K.)
| | - Aliya Sailybayeva
- Heart Center, CF “University Medical Center”, Astana 010000, Kazakhstan; (A.S.); (M.B.)
| | | | - Almagul Kushugulova
- Laboratory of Microbiome, National Laboratory Astana, Nazarbayev University, Astana 010000, Kazakhstan; (N.K.); (Z.M.); (S.K.)
- Heart Center, CF “University Medical Center”, Astana 010000, Kazakhstan; (A.S.); (M.B.)
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Skarżyńska E, Jakimiuk A, Issat T, Lisowska-Myjak B. Meconium Proteins Involved in Iron Metabolism. Int J Mol Sci 2024; 25:6948. [PMID: 39000056 PMCID: PMC11240925 DOI: 10.3390/ijms25136948] [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: 05/22/2024] [Revised: 06/15/2024] [Accepted: 06/21/2024] [Indexed: 07/14/2024] Open
Abstract
The lack of specific biological materials and biomarkers limits our knowledge of the mechanisms underlying intrauterine regulation of iron supply to the fetus. Determining the meconium content of proteins commonly used in the laboratory to assess the transport, storage, and distribution of iron in the body may elucidate their roles in fetal development. Ferritin, transferrin, haptoglobin, ceruloplasmin, lactoferrin, myeloperoxidase (MPO), neutrophil gelatinase-associated lipocalin (NGAL), and calprotectin were determined by ELISA in meconium samples obtained from 122 neonates. There were strong correlations between the meconium concentrations of haptoglobin, transferrin, and NGAL (p < 0.05). Meconium concentrations of ferritin were several-fold higher than the concentrations of the other proteins, with the exception of calprotectin whose concentration was approximately three-fold higher than that of ferritin. Meconium ceruloplasmin concentration significantly correlated with the concentrations of MPO, NGAL, lactoferrin, and calprotectin. Correlations between the meconium concentrations of haptoglobin, transferrin, and NGAL may reflect their collaborative involvement in the storage and transport of iron in the intrauterine environment in line with their recognized biological properties. High meconium concentrations of ferritin may provide information about the demand for iron and its utilization by the fetus. The associations between ceruloplasmin and neutrophil proteins may indicate the involvement of ceruloplasmin in the regulation of neutrophil activity in the intrauterine environment.
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Affiliation(s)
- Ewa Skarżyńska
- Department of Laboratory Medicine, Medical University of Warsaw, 02-097 Warsaw, Poland
| | - Artur Jakimiuk
- Department of Obstetrics, Women's Diseases and Gynecologic Oncology, National Medical Institute of the Ministry of the Interior and Administration, 02-507 Warsaw, Poland
- Center for Reproductive Health, Institute of Mother and Child, 01-211 Warsaw, Poland
| | - Tadeusz Issat
- Department of Obstetrics and Gynecology, Institute of Mother and Child, 01-211 Warsaw, Poland
| | - Barbara Lisowska-Myjak
- Department of Biochemistry and Pharmacogenomics, Medical University of Warsaw, 02-097 Warsaw, Poland
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Sun Y, Peng W, Lin S, Cui J, Lu J. Iron Metabolic Biomarkers and the Mortality Risk in the General Population: A Nationwide Population-Based Cohort Study. J Endocr Soc 2024; 8:bvae063. [PMID: 38623382 PMCID: PMC11017327 DOI: 10.1210/jendso/bvae063] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/23/2023] [Indexed: 04/17/2024] Open
Abstract
Context Iron is an essential element in the human body and plays a critical role in many physiological and cellular processes. However, the association between iron status and the risk of all-cause or cause-specific mortality has not been well-investigated. And it is unclear whether the association between iron metabolic biomarkers and the risk of mortality differs between people with and without diabetes mellitus (DM). Objective This work aimed to investigate associations between iron metabolic biomarkers and all-cause and cause-specific mortality risk in the general population, and heterogeneities in the associations among population with and without DM.. Methods A total of 29 166 adults from the National Health and Nutrition Examination Survey (NHANES) III and NHANES 1999 to 2010 were included, with linkage to the National Death Index to December 31, 2019. Cox proportional-hazard models and Fine-Gray subdistribution hazard models were used to estimate associations between iron metabolic biomarkers and outcomes. Results During a median follow-up of 18.83 years, 9378 deaths were observed, including 3420 cardiovascular disease (CVD) deaths and 1969 cancer deaths. A significant linear association between serum ferritin (SF) and all-cause mortality was observed among the overall population and those without DM. J-shaped associations between transferrin saturation (TSAT) and all-cause and CVD mortality were observed among all populations. In the overall population, compared to the first quartile (Q1) group, the adjusted hazard ratio (HR) (95% CI) for all-cause mortality was 1.07 (1.00-1.15), 1.05 (0.98-1.12), 1.13 (1.05-1.21) in Q2, Q3, and Q4 groups for SF, while the HR was 0.94 (0.88-0.99), 0.92 (0.86-0.97), and 0.93 (0.88-0.99) for TSAT. In individuals without DM, the adjusted HR of the Q4 of SF were 1.19 (1.03-1.37) for CVD mortality and 1.25 (1.05-1.48) for cancer mortality. In individuals with DM, the adjusted HRs of the Q4 of TSAT were 0.76 (0.62-0.93) for CVD mortality and 1.47 (1.07-2.03) for cancer mortality. Conclusion Iron metabolism abnormalities increase mortality risk in the general population. The associations of iron status with mortality were significantly different between individuals with and without DM, which indicated tailored strategies for iron homeostasis are needed.
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Affiliation(s)
- Yuanyuan Sun
- Department of Geriatric Cardiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong 250021, People's Republic of China
| | - Wenyao Peng
- National Clinical Research Center for Cardiovascular Diseases, State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100037, People's Republic of China
| | - Siqi Lin
- National Clinical Research Center for Cardiovascular Diseases, State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100037, People's Republic of China
| | - Jingjing Cui
- Department of Geriatric Endocrinology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong 250021, People's Republic of China
| | - Jiapeng Lu
- National Clinical Research Center for Cardiovascular Diseases, State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100037, People's Republic of China
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Teschke R. Hemochromatosis: Ferroptosis, ROS, Gut Microbiome, and Clinical Challenges with Alcohol as Confounding Variable. Int J Mol Sci 2024; 25:2668. [PMID: 38473913 DOI: 10.3390/ijms25052668] [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: 01/29/2024] [Revised: 02/21/2024] [Accepted: 02/23/2024] [Indexed: 03/14/2024] Open
Abstract
Hemochromatosis represents clinically one of the most important genetic storage diseases of the liver caused by iron overload, which is to be differentiated from hepatic iron overload due to excessive iron release from erythrocytes in patients with genetic hemolytic disorders. This disorder is under recent mechanistic discussion regarding ferroptosis, reactive oxygen species (ROS), the gut microbiome, and alcohol abuse as a risk factor, which are all topics of this review article. Triggered by released intracellular free iron from ferritin via the autophagic process of ferritinophagy, ferroptosis is involved in hemochromatosis as a specific form of iron-dependent regulated cell death. This develops in the course of mitochondrial injury associated with additional iron accumulation, followed by excessive production of ROS and lipid peroxidation. A low fecal iron content during therapeutic iron depletion reduces colonic inflammation and oxidative stress. In clinical terms, iron is an essential trace element required for human health. Humans cannot synthesize iron and must take it up from iron-containing foods and beverages. Under physiological conditions, healthy individuals allow for iron homeostasis by restricting the extent of intestinal iron depending on realistic demand, avoiding uptake of iron in excess. For this condition, the human body has no chance to adequately compensate through removal. In patients with hemochromatosis, the molecular finetuning of intestinal iron uptake is set off due to mutations in the high-FE2+ (HFE) genes that lead to a lack of hepcidin or resistance on the part of ferroportin to hepcidin binding. This is the major mechanism for the increased iron stores in the body. Hepcidin is a liver-derived peptide, which impairs the release of iron from enterocytes and macrophages by interacting with ferroportin. As a result, iron accumulates in various organs including the liver, which is severely injured and causes the clinically important hemochromatosis. This diagnosis is difficult to establish due to uncharacteristic features. Among these are asthenia, joint pain, arthritis, chondrocalcinosis, diabetes mellitus, hypopituitarism, hypogonadotropic hypogonadism, and cardiopathy. Diagnosis is initially suspected by increased serum levels of ferritin, a non-specific parameter also elevated in inflammatory diseases that must be excluded to be on the safer diagnostic side. Diagnosis is facilitated if ferritin is combined with elevated fasting transferrin saturation, genetic testing, and family screening. Various diagnostic attempts were published as algorithms. However, none of these were based on evidence or quantitative results derived from scored key features as opposed to other known complex diseases. Among these are autoimmune hepatitis (AIH) or drug-induced liver injury (DILI). For both diseases, the scored diagnostic algorithms are used in line with artificial intelligence (AI) principles to ascertain the diagnosis. The first-line therapy of hemochromatosis involves regular and life-long phlebotomy to remove iron from the blood, which improves the prognosis and may prevent the development of end-stage liver disease such as cirrhosis and hepatocellular carcinoma. Liver transplantation is rarely performed, confined to acute liver failure. In conclusion, ferroptosis, ROS, the gut microbiome, and concomitant alcohol abuse play a major contributing role in the development and clinical course of genetic hemochromatosis, which requires early diagnosis and therapy initiation through phlebotomy as a first-line treatment.
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Affiliation(s)
- Rolf Teschke
- Department of Internal Medicine II, Division of Gastroenterology and Hepatology, Klinikum Hanau, D-63450 Hanau, Germany
- Academic Teaching Hospital of the Medical Faculty, Goethe University Frankfurt/Main, D-60590 Frankfurt am Main, Germany
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12
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He X, Ji J, Chen X, Luo Z, Fang S, Yan H, Guo L. Serum ferritin as a significant biomarker for patients with idiopathic inflammatory myopathy-associated interstitial lung disease: A systematic review and meta-analysis. Semin Arthritis Rheum 2024; 64:152350. [PMID: 38086199 DOI: 10.1016/j.semarthrit.2023.152350] [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: 08/21/2023] [Revised: 11/14/2023] [Accepted: 12/05/2023] [Indexed: 01/12/2024]
Abstract
OBJECTIVE The biomarkers for predicting the occurrence, progression, and death of idiopathic inflammatory myopathy-associated interstitial lung disease (IIM-ILD) remain unclear. Serum ferritin (SF) is a potential candidate and this systematic review and meta-analysis aimed to reveal the clinical significance of SF in IIM-ILD. METHODS Eligible English studies were selected from PubMed, Embase, Web of science and Scopus up to 9 June 2023. The SF levels in patients with IIM-ILD were extracted and pooled. Subgroup analysis was performed based on disease types, sensitivity analysis was conducted by excluding one class of literature at a time, and publication bias was assessed by funnel plot and Egger's test. RESULTS Pooled analysis of 1,933 patients with IIM from 19 studies showed that SF levels were significantly higher in IIM-ILD group (WMD=263.53ng/mL, 95% CI: 146.44-380.62, p<0.001) than IIM without ILD, subgroup analysis showed that SF levels in DM-ILD (WMD = 397.67ng/mL, 95% CI:142.84-652.50, p = 0.002) and PM/DM-ILD (WMD = 117.68 ng/mL, 95% CI: 86.32-149.04, p < 0.001) were significantly higher compared to those without ILD. SF levels were significantly higher in rapidly progressive interstitial lung disease group (RP-ILD)(WMD = 484.99 ng/mL, 95% CI: 211.12-758.87, p= 0.001) than chronic ILD(C-ILD) group, subgroup analysis showed that SF levels in DM-RP-ILD (WMD= 509.75 ng/mL, 95% CI: 215.34-804.16, p=0.001) were significantly higher than those in DM-C-ILD group. SF levels were significantly higher in death group (WMD= 722.16 ng/mL, 95% CI: 572.32-872.00, p< 0.001) compared to the survival group, subgroup analysis showed that death patients with DM-ILD(WMD= 735.62 ng/mL, 95% CI:574.92-896.32, p<0.001) and PM-ILD (WMD= 632.56 ng/mL, 95% CI:217.92-1047.19, p=0.003) had significantly higher SF levels than survival group respectively. CONCLUSION Increased SF levels can serve as a biomarker for predicting the occurrence, progression and death of patients with IIM-ILD, which can provide early warning sign for intervention and prognosis evaluation for IIM-ILD patients.
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Affiliation(s)
- Xing He
- Department of Pulmonary and Critical Care Medicine, Sichuan Provincial People's Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China; Department of Pulmonary and Critical Care Medicine, Cheng Du Qing Cheng Mt. hospital, Chongzhou City, Chengdu, China
| | - Jiaqi Ji
- Department of Pulmonary and Critical Care Medicine, Sichuan Provincial People's Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Xixi Chen
- Department of Rheumatology and Immunology, Sichuan Provincial People's Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Zeli Luo
- Department of Critical Care Medicine, Wenjiang District People's Hospital, Chengdu, China
| | - Siyu Fang
- Department of Critical Care Medicine,The Third People's Hospital of Chengdu, Chengdu, China
| | - Haiying Yan
- Department of Pulmonary and Critical Care Medicine, Sichuan Provincial People's Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China; Department of Pulmonary and Critical Care Medicine, Cheng Du Qing Cheng Mt. hospital, Chongzhou City, Chengdu, China
| | - Lu Guo
- Department of Pulmonary and Critical Care Medicine, Sichuan Provincial People's Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China.
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13
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Seyyar SA, Tokuc EO, Güngör K. Evaluation of serum iron status indicators in patients with primary open angle glaucoma. Eur J Ophthalmol 2024; 34:175-180. [PMID: 37424261 DOI: 10.1177/11206721231187427] [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] [Indexed: 07/11/2023]
Abstract
PURPOSE To investigate the relationship between serum iron status indicators (ferritin) levels and POAG. METHODS The files of all glaucoma patients who applied to the ophthalmology clinic between January 2018 and January 2022 were reviewed retrospectively. Laboratory data from fasting blood tests, internal medicine outpatient clinic reports, and extensive ophthalmologic examination data, including fundus photographs showing the optic disc, were collected from the files. A control group was formed from individuals with adequate general and eye health, age- and gender-matched individuals who had undergone examination in the ophthalmology clinic within the same date range. Serum iron status indicators and some laboratory data of POAG patients and healthy controls were compared. RESULT Of our participants, consisting of 65 patients with POAG and 72 healthy controls, 84 (61.32%) were female and 53 (38.68%) were male. It was observed that serum ferritin level was significantly higher in POAG patients compared to healthy controls, and the total iron binding capacity was significantly lower (respectively (p = 0.022), (p = 0.002). In logistic regression analysis, it was found that the risk of POAG increased in cases with high serum ferritin levels (OR = 0.982; p = 0.012). In addition, the risk of POAG was found to increase in cases where MCV was lower (OR = 1.121; p = 0.039). CONCLUSION This study shows that higher serum ferritin levels are associated with a higher risk of POAG.
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Affiliation(s)
- Sevim Ayça Seyyar
- Ophthalmology Department, Gaziantep University Hospital, Gaziantep, Turkey
| | - Ecem Onder Tokuc
- Ophthalmology Department, Kocaeli University Hospital, Kocaeli, Turkey
| | - Kıvanç Güngör
- Ophthalmology Department, Gaziantep University Hospital, Gaziantep, Turkey
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14
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Skakun O, Vandzhura Y, Vandzhura I, Symchych K, Symchych A. Impact of Age on Predictive Capabilities of Ferritin, Ferritin-Hemoglobin Ratio, IL-6, and sIL-2R for COVID-19 Severity and Mortality. ACTA MEDICA (HRADEC KRALOVE) 2024; 67:53-59. [PMID: 39434671 DOI: 10.14712/18059694.2024.20] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/23/2024]
Abstract
The study aimed to establish the impact of age on the predictive capability of ferritin, ferritin-hemoglobin ratio (FHR), IL-6, and sIL-2R in COVID-19 patients. Compared to patients with moderate condition, patients with severe condition had higher ferritin level (441.0 [188.0-829.8] ng/mL vs 281.0 [172.0-388.0] ng/mL, p = 0.002), sIL-2R level (6.0 [4.7-9.0] pg/mL vs 5.3 [3.7-6.9] pg/mL, p = 0.020), FHR (38.4 [15.1-63.4] vs 22.0 [12.1-32.1], p = 0.002). The area under the curves (AUC) for discriminative capabilities of the following biomarkers for severe condition were assessed in patients aged <65 years and patients aged ≥65 years: ferritin (AUC = 0.585, p = 0.309 vs AUC = 0.683, p = 0.002), FHR (AUC = 0.589, p = 0.302 vs AUC = 0.688, p = 0.002), IL-6 (AUC = 0.503, p = 0.972 vs AUC = 0.647, p = 0.019), and sIL-2R (AUC = 0.549, p = 0.552 vs AUC = 0.646, p = 0.017). Also AUCs for discriminative capabilities for in-hospital mortality were compared in patients aged <65 years and ≥65 years: ferritin (AUC = 0.607, p = 0.628 vs AUC = 0.661, p = 0.105), FHR (AUC = 0.612, p = 0.621 vs AUC = 0.688, p = 0.002), IL-6 (AUC = 0.580, p = 0.724 vs AUC = 0.695, p = 0.016), and sIL-2R (AUC = 0.620, p = 0.491 vs AUC = 0.695, p = 0.029). Thus, ferritin, FHR, IL-6, and sIL-2R didn't show acceptable predictive value for severe condition and lethal outcome in patients aged <65 years but had high predictive value for lethal outcome in patients aged ≥65 years.
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Affiliation(s)
| | - Yaroslava Vandzhura
- Ivano-Frankivsk National Medical University, Department of Internal Medicine #2 and Nursing, Ivano-Frankivsk, Ukraine
| | - Ihor Vandzhura
- Ivano-Frankivsk National Medical University, Department of Internal Medicine #2 and Nursing, Ivano-Frankivsk, Ukraine
| | - Khrystyna Symchych
- Ivano-Frankivsk National Medical University, Department of Therapy, Family and Emergency Medicine Postgraduate Education, Ivano-Frankivsk, Ukraine
| | - Anton Symchych
- Ivano-Frankivsk National Medical University, Department of General and Vascular Surgery, Ivano-Frankivsk, Ukraine
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15
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Cao M, Zheng S, Zhang W, Hu G. Progress in the study of nutritional status and selenium in dialysis patients. Ann Med 2023; 55:2197296. [PMID: 37038353 PMCID: PMC10101670 DOI: 10.1080/07853890.2023.2197296] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/18/2022] [Accepted: 03/25/2023] [Indexed: 04/12/2023] Open
Abstract
Malnutrition is very common in patients with chronic kidney disease, especially in those on maintenance dialysis. Malnutrition is one of the major factors affecting survival and death of dialysis patients, and reducing their activity tolerance and immunity. There are numerous and interacting risk factors for malnutrition, such as reduced nutritional intake, increased energy expenditure, hormonal disorders, and inflammation. Selenium, in the form of selenoproteins, is involved in many physiological processes in the body and plays an important role in maintaining redox homeostasis. Oxidative stress and infection are very common in dialysis patients, and selenium levels in dialysis patients are significantly lower than those in the healthy population. It has been shown that there is a correlation between selenium levels in hemodialysis patients and their nutrition-related indicators, and that selenium supplementation may improve malnutrition in patients. However, further studies are needed to support this conclusion and there is a lack of basic research to further characterize the potential mechanisms by which selenium may improve malnutrition in dialysis patients. The purpose of this review is to provide a comprehensive overview of factors associated with malnutrition in dialysis patients and to describe the progress of research on nutritional status and selenium levels in dialysis patients.
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Affiliation(s)
- Meiran Cao
- Department of Nephrology, Affiliated Hospital of Chengde Medical University, Chengde, China
| | - Shuai Zheng
- Department of Gastrointestinal Surgery, Affiliated Hospital of Chengde Medical University, Chengde, China
| | - Wenhua Zhang
- Department of Nephrology, Affiliated Hospital of Chengde Medical University, Chengde, China
| | - Guicai Hu
- Department of Nephrology, Affiliated Hospital of Chengde Medical University, Chengde, China
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16
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Fonseca Ó, Ramos AS, Gomes LTS, Gomes MS, Moreira AC. New Perspectives on Circulating Ferritin: Its Role in Health and Disease. Molecules 2023; 28:7707. [PMID: 38067440 PMCID: PMC10708148 DOI: 10.3390/molecules28237707] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2023] [Revised: 11/16/2023] [Accepted: 11/19/2023] [Indexed: 12/18/2023] Open
Abstract
The diagnosis of iron disturbances usually includes the evaluation of serum parameters. Serum iron is assumed to be entirely bound to transferrin, and transferrin saturation-the ratio between the serum iron concentration and serum transferrin-usually reflects iron availability. Additionally, serum ferritin is commonly used as a surrogate of tissue iron levels. Low serum ferritin values are interpreted as a sign of iron deficiency, and high values are the main indicator of pathological iron overload. However, in situations of inflammation, serum ferritin levels may be very high, independently of tissue iron levels. This presents a particularly puzzling challenge for the clinician evaluating the overall iron status of the patient in the presence of an inflammatory condition. The increase in serum ferritin during inflammation is one of the enigmas regarding iron metabolism. Neither the origin, the mechanism of release, nor the effects of serum ferritin are known. The use of serum ferritin as a biomarker of disease has been rising, and it has become increasingly diverse, but whether or not it contributes to controlling the disease or host pathology, and how it would do it, are important, open questions. These will be discussed here, where we spotlight circulating ferritin and revise the recent clinical and preclinical data regarding its role in health and disease.
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Affiliation(s)
- Óscar Fonseca
- i3S—Instituto de Investigação e Inovação em Saúde, Universidade do Porto, 4200-135 Porto, Portugal; (Ó.F.); (A.S.R.); (L.T.S.G.); (M.S.G.)
| | - Ana S. Ramos
- i3S—Instituto de Investigação e Inovação em Saúde, Universidade do Porto, 4200-135 Porto, Portugal; (Ó.F.); (A.S.R.); (L.T.S.G.); (M.S.G.)
- FCUP—Faculdade de Ciências, Universidade do Porto, 4169-007 Porto, Portugal
- ICBAS—Instituto de Ciências Biomédicas Abel Salazar, Universidade do Porto, 4050-313 Porto, Portugal
| | - Leonor T. S. Gomes
- i3S—Instituto de Investigação e Inovação em Saúde, Universidade do Porto, 4200-135 Porto, Portugal; (Ó.F.); (A.S.R.); (L.T.S.G.); (M.S.G.)
- FCUP—Faculdade de Ciências, Universidade do Porto, 4169-007 Porto, Portugal
- ICBAS—Instituto de Ciências Biomédicas Abel Salazar, Universidade do Porto, 4050-313 Porto, Portugal
| | - Maria Salomé Gomes
- i3S—Instituto de Investigação e Inovação em Saúde, Universidade do Porto, 4200-135 Porto, Portugal; (Ó.F.); (A.S.R.); (L.T.S.G.); (M.S.G.)
- ICBAS—Instituto de Ciências Biomédicas Abel Salazar, Universidade do Porto, 4050-313 Porto, Portugal
| | - Ana C. Moreira
- i3S—Instituto de Investigação e Inovação em Saúde, Universidade do Porto, 4200-135 Porto, Portugal; (Ó.F.); (A.S.R.); (L.T.S.G.); (M.S.G.)
- ICBAS—Instituto de Ciências Biomédicas Abel Salazar, Universidade do Porto, 4050-313 Porto, Portugal
- IBMC—Instituto de Biologia Molecular e Celular, Universidade do Porto, 4200-135 Porto, Portugal
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17
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Djahanpour N, Ahsan N, Li B, Khan H, Connelly K, Leong-Poi H, Qadura M. A Systematic Review of Interleukins as Diagnostic and Prognostic Biomarkers for Peripheral Artery Disease. Biomolecules 2023; 13:1640. [PMID: 38002322 PMCID: PMC10669432 DOI: 10.3390/biom13111640] [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: 10/09/2023] [Revised: 11/09/2023] [Accepted: 11/09/2023] [Indexed: 11/26/2023] Open
Abstract
Background: Peripheral artery disease (PAD) involves atherosclerosis of the lower extremity arteries and is a major contributor to limb loss and death worldwide. Several studies have demonstrated that interleukins (ILs) play an important role in the development and progression of PAD; however, a comprehensive literature review has not been performed. Methods: A systematic review was conducted and reported according to PRISMA guidelines. MEDLINE was searched from inception to 5 December 2022, and all studies assessing the association between ILs and PAD were included. Results: We included 17 studies from a pool of 771 unique articles. Five pro-inflammatory ILs (IL-1β, IL-2, IL-5, IL-6, and IL-8) and one pro-atherogenic IL (IL-12) were positively correlated with PAD diagnosis and progression. In contrast, two anti-inflammatory ILs (IL-4 and IL-10) were protective against PAD diagnosis and adverse limb events. Specifically, IL-6 and IL-8 were the most strongly associated with PAD and can act as potential disease biomarkers to support the identification and treatment of PAD. Conclusions: Ongoing work to identify and validate diagnostic/prognostic inflammatory biomarkers for PAD has the potential to assist clinicians in identifying high-risk patients for further evaluation and management which could reduce the risk of adverse cardiovascular and limb events.
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Affiliation(s)
- Niousha Djahanpour
- Division of Vascular Surgery, St. Michael’s Hospital, Unity Health Toronto, University of Toronto, Toronto, ON M5B 1W8, Canada
| | - Naiyara Ahsan
- Division of Vascular Surgery, St. Michael’s Hospital, Unity Health Toronto, University of Toronto, Toronto, ON M5B 1W8, Canada
| | - Ben Li
- Division of Vascular Surgery, St. Michael’s Hospital, Unity Health Toronto, University of Toronto, Toronto, ON M5B 1W8, Canada
| | - Hamzah Khan
- Division of Vascular Surgery, St. Michael’s Hospital, Unity Health Toronto, University of Toronto, Toronto, ON M5B 1W8, Canada
| | - Kim Connelly
- Keenan Research Center for Biomedical Science, Li Ka Shing Knowledge Institute, St. Michael’s Hospital, Unity Health Toronto, University of Toronto, Toronto, ON M5B 1W8, Canada
- Division of Cardiology, St. Michael’s Hospital, Unity Health Toronto, University of Toronto, Toronto, ON M5B 1W8, Canada
| | - Howard Leong-Poi
- Keenan Research Center for Biomedical Science, Li Ka Shing Knowledge Institute, St. Michael’s Hospital, Unity Health Toronto, University of Toronto, Toronto, ON M5B 1W8, Canada
- Division of Cardiology, St. Michael’s Hospital, Unity Health Toronto, University of Toronto, Toronto, ON M5B 1W8, Canada
| | - Mohammad Qadura
- Division of Vascular Surgery, St. Michael’s Hospital, Unity Health Toronto, University of Toronto, Toronto, ON M5B 1W8, Canada
- Keenan Research Center for Biomedical Science, Li Ka Shing Knowledge Institute, St. Michael’s Hospital, Unity Health Toronto, University of Toronto, Toronto, ON M5B 1W8, Canada
- Department of Surgery, University of Toronto, Toronto, ON M5B 1W8, Canada
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18
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Zhang Y, Meng Y, Chen M, Baral K, Fu Y, Yang Y, Cao L, Zhao M. Correlation between the systemic immune-inflammation indicator (SII) and serum ferritin in US adults: a cross-sectional study based on NHANES 2015-2018. Ann Med 2023; 55:2275148. [PMID: 37883981 PMCID: PMC10836291 DOI: 10.1080/07853890.2023.2275148] [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: 04/05/2023] [Accepted: 10/20/2023] [Indexed: 10/28/2023] Open
Abstract
BACKGROUND & OBJECTIVE The systemic immune-inflammation indicator (SII) has been extensively employed in various diseases for course change, treatment efficacy, or prediction, whereas whether it applies to iron overload or iron deficiency remains unclear. This study aimed at investigating the correlation between SII and serum ferritin in people aged over 20 in the US. METHODS The measurements of the systemic immune-inflammation indicator (SII = platelet count × neutrophil-to-lymphocyte ratio) and serum ferritin of 5491 participants in the NHANES database served as the independent and dependent variables for the present cross-sectional study, respectively. Moreover, the correlation was investigated through and used multiple linear regression, smooth curve fitting, and threshold effect. RESULTS After rigorous inclusion and exclusion of 19,225 participants, a grand total of 5,491 participants conforming to the requirements were covered for relevant analysis. SII showed a significant negative correlation with serum ferritin in unregulated ([β=-0.05,p < 0.0001], micro-regulated [β=-0.02,p = 0.0010], and fully regulated models[β=-0.03,p < 0.0001]). In all participants, the negative correlation between SII and serum ferritin served as a non-linear relationship, as indicated by a smooth curve. Subsequently, in the subgroup analysis (stratified by age, sex, and race) fitted by the smooth curve, the above-mentioned negative correlation turned out to be nonlinear in the subgroups aged ≥40 years, Non-Hispanic Black and female, with U-shaped inflection points reaching 874.59, 930.22, and 615 for SII in the above-described subgroups, respectively. The correlation between SII and serum ferritin in Mexican American, Other Hispanic, Non-Hispanic White, and those aged less than 40 developed a linear negative correlation. CONCLUSIONS To the best of our knowledge, this study examined the correlation between SII and serum ferritin for the first time. The correlation between SII and serum ferritin was varied with sex, age and race in people aged 20 and older. Therefore, higher or lower SII may be relevant for identifying iron overload and iron deficiency.
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Affiliation(s)
- Yang Zhang
- Department of Pediatrics, The Third Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Yang Meng
- Department of Pediatrics, The Third Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Mingcong Chen
- Department of Pediatrics, The Third Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Krishna Baral
- Department of Pediatrics, The Third Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Yicheng Fu
- Department of Pediatrics, The Third Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Yang Yang
- Department of Pediatrics, The Third Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Lin Cao
- Academician Workstation, Changsha Medical University, Changsha, Hunan, China
- Hunan Provincial Key Laboratory of the Research and Development of Novel Pharmaceutical Preparations, Changsha Medical University, Changsha, Hunan, China
| | - Mingyi Zhao
- Department of Pediatrics, The Third Xiangya Hospital, Central South University, Changsha, Hunan, China
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19
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Villanueva-Cotrina F, Velarde J, Rodriguez R, Bonilla A, Laura M, Saavedra T, Portillo-Alvarez D, Bustamante Y, Fernandez C, Galvez-Nino M. Active cancer as the main predictor of mortality for COVID-19 in oncology patients in a specialized center. Pathol Oncol Res 2023; 29:1611236. [PMID: 37746553 PMCID: PMC10511753 DOI: 10.3389/pore.2023.1611236] [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: 04/10/2023] [Accepted: 08/11/2023] [Indexed: 09/26/2023]
Abstract
Introduction: The role of the type, stage and status of cancer in the outcome of COVID-19 remains unclear. Moreover, the characteristic pathological changes of severe COVID-19 reveled by laboratory and radiological findings are similar to those due to the development of cancer itself and antineoplastic therapies. Objective: To identify potential predictors of mortality of COVID-19 in cancer patients. Materials and methods: A retrospective and cross-sectional study was carried out in patients with clinical suspicion of COVID-19 who were confirmed for COVID-19 diagnosis by RT-PCR testing at the National Institute of Neoplastic Diseases between April and December 2020. Demographic, clinical, laboratory and radiological data were analyzed. Statistical analyses included area under the curve and univariate and multivariate logistic regression analyses. Results: A total of 226 patients had clinical suspicion of COVID-19, the diagnosis was confirmed in 177 (78.3%), and 70/177 (39.5%) died. Age, active cancer, leukocyte count ≥12.8 × 109/L, urea ≥7.4 mmol/L, ferritin ≥1,640, lactate ≥2.0 mmol/L, and lung involvement ≥35% were found to be independent predictors of COVID-19 mortality. Conclusion: Active cancer represents the main prognosis factor of death, while the role of cancer stage and type is unclear. Chest CT is a useful tool in the prognosis of death from COVID-19 in cancer patients. It is a challenge to establish the prognostic utility of laboratory markers as their altered values it could have either oncological or pandemic origins.
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Affiliation(s)
- Freddy Villanueva-Cotrina
- Department of Pathology, Instituto Nacional de Enfermedades Neoplasicas, Lima, Peru
- Academic Department of Medical Microbiology, Universidad Nacional Mayor de San Marcos, Lima, Peru
| | - Juan Velarde
- Department of Infectious Diseases, Instituto Nacional de Enfermedades Neoplasicas, Lima, Peru
| | - Ricardo Rodriguez
- Department of Pathology, Instituto Nacional de Enfermedades Neoplasicas, Lima, Peru
- Academic Department of Medical Technologist, Universidad Nacional Mayor de San Marcos, Lima, Peru
| | - Alejandra Bonilla
- Department of Radiodiagnosis, Instituto Nacional de Enfermedades Neoplasicas, Lima, Peru
| | - Marco Laura
- Department of Radiodiagnosis, Instituto Nacional de Enfermedades Neoplasicas, Lima, Peru
| | - Tania Saavedra
- Department of Critical Care Medicine, Instituto Nacional de Enfermedades Neoplasicas, Lima, Peru
- Professional School of Human Medicine, Universidad Privada San Juan Bautista, Lima, Peru
| | - Diana Portillo-Alvarez
- Department of Infectious Diseases, Instituto Nacional de Enfermedades Neoplasicas, Lima, Peru
- Professional School of Human Medicine, Universidad de Piura, Lima, Peru
| | - Yovel Bustamante
- Department of Pathology, Instituto Nacional de Enfermedades Neoplasicas, Lima, Peru
- Academic Department of Medical Microbiology, Universidad Nacional Mayor de San Marcos, Lima, Peru
| | - Cesar Fernandez
- Department of Pathology, Instituto Nacional de Enfermedades Neoplasicas, Lima, Peru
| | - Marco Galvez-Nino
- Professional School of Human Medicine, Universidad Privada San Juan Bautista, Lima, Peru
- Department of Medical Oncology, Instituto Nacional de Enfermedades Neoplasicas, Lima, Peru
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Guo S, Ge JX, Liu SN, Zhou JY, Li C, Chen HJ, Chen L, Shen YQ, Zhou QL. Development of a convenient and effective hypertension risk prediction model and exploration of the relationship between Serum Ferritin and Hypertension Risk: a study based on NHANES 2017-March 2020. Front Cardiovasc Med 2023; 10:1224795. [PMID: 37736023 PMCID: PMC10510409 DOI: 10.3389/fcvm.2023.1224795] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Accepted: 07/28/2023] [Indexed: 09/23/2023] Open
Abstract
Background Hypertension is a major public health problem, and its resulting other cardiovascular diseases are the leading cause of death worldwide. In this study, we constructed a convenient and high-performance hypertension risk prediction model to assist in clinical diagnosis and explore other important influencing factors. Methods We included 8,073 people from NHANES (2017-March 2020), using their 120 features to form the original dataset. After data pre-processing, we removed several redundant features through LASSO regression and correlation analysis. Thirteen commonly used machine learning methods were used to construct prediction models, and then, the methods with better performance were coupled with recursive feature elimination to determine the optimal feature subset. After data balancing through SMOTE, we integrated these better-performing learners to construct a fusion model based for predicting hypertension risk on stacking strategy. In addition, to explore the relationship between serum ferritin and the risk of hypertension, we performed a univariate analysis and divided it into four level groups (Q1 to Q4) by quartiles, with the lowest level group (Q1) as the reference, and performed multiple logistic regression analysis and trend analysis. Results The optimal feature subsets were: age, BMI, waist, SBP, DBP, Cre, UACR, serum ferritin, HbA1C, and doctors recommend reducing salt intake. Compared to other machine learning models, the constructed fusion model showed better predictive performance with precision, accuracy, recall, F1 value and AUC of 0.871, 0.873, 0.871, 0.869 and 0.966, respectively. For the analysis of the relationship between serum ferritin and hypertension, after controlling for all co-variates, OR and 95% CI from Q2 to Q4, compared to Q1, were 1.396 (1.176-1.658), 1.499 (1.254-1.791), and 1.645 (1.360-1.989), respectively, with P < 0.01 and P for trend <0.001. Conclusion The hypertension risk prediction model developed in this study is efficient in predicting hypertension with only 10 low-cost and easily accessible features, which is cost-effective in assisting clinical diagnosis. We also found a trend correlation between serum ferritin levels and the risk of hypertension.
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Affiliation(s)
- Shuang Guo
- Information Center, The Fourth Affiliated Hospital, Zhejiang University School of Medicine, Yiwu, China
| | - Jiu-Xin Ge
- Department of Cardiology, The Fourth Affiliated Hospital, Zhejiang University School of Medicine, Yiwu, China
| | - Shan-Na Liu
- Information Center, The Fourth Affiliated Hospital, Zhejiang University School of Medicine, Yiwu, China
| | - Jia-Yu Zhou
- Xinjiang Second Medical College, Karamay, China
| | - Chang Li
- Information Center, The Fourth Affiliated Hospital, Zhejiang University School of Medicine, Yiwu, China
| | - Han-Jie Chen
- Information Center, The Fourth Affiliated Hospital, Zhejiang University School of Medicine, Yiwu, China
| | - Li Chen
- Information Center, The Fourth Affiliated Hospital, Zhejiang University School of Medicine, Yiwu, China
| | - Yu-Qiang Shen
- Information Center, The Fourth Affiliated Hospital, Zhejiang University School of Medicine, Yiwu, China
| | - Qing-Li Zhou
- Information Center, The Fourth Affiliated Hospital, Zhejiang University School of Medicine, Yiwu, China
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21
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Liu J, Xuan B, Quan Q, Gong S, Mu X. The crucial value of serum ferritin in assessing high-risk factors and prognosis for patients with endometrial carcinoma. BMC Womens Health 2023; 23:415. [PMID: 37550644 PMCID: PMC10408112 DOI: 10.1186/s12905-023-02575-x] [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: 07/28/2022] [Accepted: 07/26/2023] [Indexed: 08/09/2023] Open
Abstract
BACKGROUND Endometrial carcinoma is a common malignant tumor in female reproductive system. At present, there is no effective and economic prognostic index. This study aimed to investigate the effect of serum ferritin levels on the prognosis of endometrial carcinoma. METHODS Data of 367 patients who diagnosed with endometrial carcinoma at the First Affiliated Hospital of Chongqing Medical University between January 2012 and August 2018 was retrospectively analyzed. The prediction accuracy was evaluated by receiver operating characteristics curves and Youden's J statistics. Hosmer-lemeshow test was used to confirm the goodness of fit of the model. The prognostic value of serum ferritin on disease free survival (DFS) and overall survival (OS) of endometrial carcinoma was evaluated by univariate log-rank tests and multivariate cox regression models. RESULTS Preoperative high serum ferritin was correlated with older age, high grade, specific histological subtypes and recurrence of endometrial carcinoma (P < 0.05). The DFS and OS of 198 patients with elevated serum ferritin levels were significantly lower than those with low serum ferritin levels (P = 0.001 and P = 0.002, respectively). In multivariate analysis, serum ferritin was an independent prognostic factor for DFS and OS in endometrial carcinoma (P = 0.012, P = 0.028). CONCLUSION Through our research, we found that the high expression of serum ferritin level was not only related to low DFS and OS in patients with endometrial carcinoma, but also related to the high-risk factors of endometrial carcinoma recurrence. So serum ferritin levels may be used to predict the poor prognosis of patients with endometrial carcinoma.
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Affiliation(s)
- Jiali Liu
- Department of Gynecology, The First Affiliated Hospital of Chongqing Medical University, No. 1 Youyi Road, Yuanjiagang, Yuzhong District, 400016, Chongqing, China
| | - Beibei Xuan
- Department of Gynecology, The First Affiliated Hospital of Chongqing Medical University, No. 1 Youyi Road, Yuanjiagang, Yuzhong District, 400016, Chongqing, China
| | - Quan Quan
- Department of Gynecology, The First Affiliated Hospital of Chongqing Medical University, No. 1 Youyi Road, Yuanjiagang, Yuzhong District, 400016, Chongqing, China
| | - Sainan Gong
- Department of Gynecology, The First Affiliated Hospital of Chongqing Medical University, No. 1 Youyi Road, Yuanjiagang, Yuzhong District, 400016, Chongqing, China
| | - Xiaoling Mu
- Department of Gynecology, The First Affiliated Hospital of Chongqing Medical University, No. 1 Youyi Road, Yuanjiagang, Yuzhong District, 400016, Chongqing, China.
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22
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Rizzi M, D'Onghia D, Tonello S, Minisini R, Colangelo D, Bellan M, Castello LM, Gavelli F, Avanzi GC, Pirisi M, Sainaghi PP. COVID-19 Biomarkers at the Crossroad between Patient Stratification and Targeted Therapy: The Role of Validated and Proposed Parameters. Int J Mol Sci 2023; 24:ijms24087099. [PMID: 37108262 PMCID: PMC10138390 DOI: 10.3390/ijms24087099] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Revised: 04/06/2023] [Accepted: 04/10/2023] [Indexed: 04/29/2023] Open
Abstract
Clinical knowledge about SARS-CoV-2 infection mechanisms and COVID-19 pathophysiology have enormously increased during the pandemic. Nevertheless, because of the great heterogeneity of disease manifestations, a precise patient stratification at admission is still difficult, thus rendering a rational allocation of limited medical resources as well as a tailored therapeutic approach challenging. To date, many hematologic biomarkers have been validated to support the early triage of SARS-CoV-2-positive patients and to monitor their disease progression. Among them, some indices have proven to be not only predictive parameters, but also direct or indirect pharmacological targets, thus allowing for a more tailored approach to single-patient symptoms, especially in those with severe progressive disease. While many blood test-derived parameters quickly entered routine clinical practice, other circulating biomarkers have been proposed by several researchers who have investigated their reliability in specific patient cohorts. Despite their usefulness in specific contexts as well as their potential interest as therapeutic targets, such experimental markers have not been implemented in routine clinical practice, mainly due to their higher costs and low availability in general hospital settings. This narrative review will present an overview of the most commonly adopted biomarkers in clinical practice and of the most promising ones emerging from specific population studies. Considering that each of the validated markers reflects a specific aspect of COVID-19 evolution, embedding new highly informative markers into routine clinical testing could help not only in early patient stratification, but also in guiding a timely and tailored method of therapeutic intervention.
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Affiliation(s)
- Manuela Rizzi
- Department of Health Sciences, Università del Piemonte Orientale, 28100 Novara, Italy
| | - Davide D'Onghia
- Department of Translational Medicine, Università del Piemonte Orientale, 28100 Novara, Italy
| | - Stelvio Tonello
- Department of Translational Medicine, Università del Piemonte Orientale, 28100 Novara, Italy
| | - Rosalba Minisini
- Department of Translational Medicine, Università del Piemonte Orientale, 28100 Novara, Italy
| | - Donato Colangelo
- Department of Health Sciences, Università del Piemonte Orientale, 28100 Novara, Italy
| | - Mattia Bellan
- Department of Translational Medicine, Università del Piemonte Orientale, 28100 Novara, Italy
| | - Luigi Mario Castello
- Department of Translational Medicine, Università del Piemonte Orientale, 28100 Novara, Italy
| | - Francesco Gavelli
- Department of Translational Medicine, Università del Piemonte Orientale, 28100 Novara, Italy
| | - Gian Carlo Avanzi
- Department of Translational Medicine, Università del Piemonte Orientale, 28100 Novara, Italy
| | - Mario Pirisi
- Department of Translational Medicine, Università del Piemonte Orientale, 28100 Novara, Italy
| | - Pier Paolo Sainaghi
- Department of Translational Medicine, Università del Piemonte Orientale, 28100 Novara, Italy
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Zamelska K, Rzepka M, Olszewska-Słonina D, Woźniak A, Szewczyk-Golec K, Hołyńska-Iwan I. Evaluation of Serum Iron Parameters among Men Performing Regular Physical Activity—A Preliminary Study. Life (Basel) 2023; 13:life13030670. [PMID: 36983826 PMCID: PMC10057427 DOI: 10.3390/life13030670] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2023] [Revised: 02/22/2023] [Accepted: 02/27/2023] [Indexed: 03/06/2023] Open
Abstract
Iron deficiency anemia is one of the most common issues in clinical practice. It can be caused by intense physical activity, among other things. The aim of the study was to assess serum iron parameters in a group of men who engage in regular physical activity. The study group was composed of 20 men who regularly perform strength or endurance sports, whereas the control group consisted of 20 men without any sports activity. The red blood cell (RBC) parameters, platelet count (PLT), and white blood cell (WBC) count in venous blood samples were assessed with an automated hematology analyzer. The serum concentration of ferritin was determined through an immunology assay. There were no statistically significant differences between groups comparing RBC parameters and WBC. However, statistical analysis showed dissimilarity in PLT count and serum ferritin concentration comparing control and study groups (p < 0.05). It was shown that lower serum ferritin concentration concerns men with regular physical activity, whereas other blood parameters were not affected in this group.
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Affiliation(s)
- Klaudia Zamelska
- Department of Pathobiochemistry and Clinical Chemistry, Faculty of Pharmacy, Ludwik Rydygier Collegium Medicum in Bydgoszcz, Nicolaus Copernicus University, 87-100 Toruń, Poland
| | - Mateusz Rzepka
- Department of Microbiology, Faculty of Pharmacy, Ludwik Rydygier Collegium Medicum in Bydgoszcz, Nicolaus Copernicus University, 87-100 Toruń, Poland
| | - Dorota Olszewska-Słonina
- Department of Pathobiochemistry and Clinical Chemistry, Faculty of Pharmacy, Ludwik Rydygier Collegium Medicum in Bydgoszcz, Nicolaus Copernicus University, 87-100 Toruń, Poland
| | - Alina Woźniak
- Department of Medical Biology and Biochemistry, Faculty of Medicine, Ludwik Rydygier Collegium Medicum in Bydgoszcz, Nicolaus Copernicus University, 87-100 Toruń, Poland
- Correspondence: (A.W.); (I.H.-I.)
| | - Karolina Szewczyk-Golec
- Department of Medical Biology and Biochemistry, Faculty of Medicine, Ludwik Rydygier Collegium Medicum in Bydgoszcz, Nicolaus Copernicus University, 87-100 Toruń, Poland
| | - Iga Hołyńska-Iwan
- Department of Pathobiochemistry and Clinical Chemistry, Faculty of Pharmacy, Ludwik Rydygier Collegium Medicum in Bydgoszcz, Nicolaus Copernicus University, 87-100 Toruń, Poland
- Correspondence: (A.W.); (I.H.-I.)
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Aslan ES, Aydın H, Tekin YK, Keleş S, White KN, Hekim N. Association between iron metabolism and SARS-COV-2 infection, determined by ferritin, hephaestin and hypoxia-induced factor-1 alpha levels in COVID-19 patients. Mol Biol Rep 2023; 50:2471-2478. [PMID: 36600108 PMCID: PMC9812738 DOI: 10.1007/s11033-022-08221-3] [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: 06/07/2022] [Accepted: 12/19/2022] [Indexed: 01/06/2023]
Abstract
BACKGROUND Due to the growing evidence of the importance of iron status in immune responses, the biomarkers of iron metabolism are of interest in novel Coronavirus Disease 2019 (COVID-19). The present prospective study was carried out to compare iron status indicated by levels of ferritin with the levels of two novel biomarkers related to iron homeostasis, hephaestin and hypoxia-inducible factors-1 (HIF-1α) in the serum of patients with COVID-19 in comparison with a control group. METHODS AND RESULTS Blood samples from 34 COVID-19 patients and from 43 healthy volunteers were collected and the levels of HEPH and HIF-1α were measured by ELISA and compared with levels of serum ferritin. COVID-19 patients had higher serum levels of ferritin than those levels in control group (P < 0.0001). Conversely levels of HIF-1α and HEPH in the COVID-19 group were significantly lower than those of control group (P < 0.0001 for both). An inverse correlation between hephaestin and ferritin as well as between HIF-1α and ferritin was found among all subjects (P < 0.0001), and among COVID-19 patients, but not to statistical significance. CONCLUSION Levels of hephaestin and HIF-1α were found to be inversely related levels of ferritin across all participants in the study, and to our knowledge this is the first report of hephaestin and HIF-1α as potential markers of iron status. Further studies are needed to corroborate the findings, utilizing a broader range of markers to monitor inflammatory as well as iron status.
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Affiliation(s)
- Elif Sibel Aslan
- Molecular Biology and Genetic Department, Faculty of Engineering and Natural Sciences, Biruni University, 10. Yıl Street. Protokol Road, Topkapı, Istanbul, Turkey.
| | - Hüseyin Aydın
- Medical Biochemistry, Department of Basic Medical Sciences, Sivas Cumhuriyet University, Sivas, Turkey
| | - Yusuf Kenan Tekin
- Medical Biochemistry, Department of Basic Medical Sciences, Sivas Cumhuriyet University, Sivas, Turkey
| | - Sami Keleş
- Ahenk Medical Diagnosis and Research Laboratory, Yeditepe University, Istanbul, Turkey
| | - Kenneth N White
- Molecular Systems for Health Research Group, School of Human Sciences, London Metropolitan University, London, UK
| | - Nezih Hekim
- Molecular Biology and Genetic Department, Faculty of Engineering and Natural Sciences, Biruni University, 10. Yıl Street. Protokol Road, Topkapı, Istanbul, Turkey
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Marhaeni W, Felicia FV, Sumadi Jap AL, Hartoyo E, Andayani P. Comparing serum ferritin levels during COVID-19 infection and recovery period in pediatric patients with transfusion-dependent thalassemia, a single-center study. Front Med (Lausanne) 2023; 10:1056599. [PMID: 36844235 PMCID: PMC9947356 DOI: 10.3389/fmed.2023.1056599] [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: 09/29/2022] [Accepted: 01/25/2023] [Indexed: 02/11/2023] Open
Abstract
Background Ferritin has been recognized as a predictor of severity among Coronavirus-19 disease (COVID-19) patients. Studies have shown higher levels of ferritin in patients with COVID-19 than in healthy children. Patients with transfusion-dependent thalassemia (TDT) basically have high ferritin level due to iron overload. It is uncertain whether serum ferritin level in these patients is associated with COVID-19 infection. Objective To evaluate ferritin levels in TDT with COVID-19 before, during, and after the course of infection. Methods This retrospective study enrolled all TDT children with COVID-19 infection that were hospitalized in Ulin General Hospital Banjarmasin during the COVID-19 pandemic (March 2020 to June 2022). Data were collected from medical records. Results There were 14 patients included in this study, 5 patients had mild symptoms and 9 patients were asymptomatic. The mean of hemoglobin level upon admission was 8.1 ± 3 g/dL and serum ferritin level were 5148.5 ± 2651.8 ng/mL. The average serum ferritin level during COVID-19 infection was 2373.2 ng/mL higher than before infection and then decreased by 952.4 ng/mL after infection. We found no association of increasing serum ferritin with patients' symptoms (p = 0.27). The severity of anemia also was not correlated with the presentation of COVID-19 infection (p = 0.902). Conclusion Serum ferritin levels in TDT children may not reflect disease severity or predict poor outcomes during COVID-19 infection. However, the presence of other co-morbid conditions/confounders warrants cautious interpretation.
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Affiliation(s)
- Wulandewi Marhaeni
- Division of Hematology and Oncology, Department of Pediatrics of Ulin General Hospital, Faculty of Medicine, Universitas Lambung Mangkurat, Banjarmasin, Indonesia,*Correspondence: Wulandewi Marhaeni,
| | - Fabiola Vania Felicia
- Department of Pediatrics of Ulin General Hospital, Faculty of Medicine, Universitas Lambung Mangkurat, Banjarmasin, Indonesia
| | - Arvin Leonard Sumadi Jap
- Department of Pediatrics of Ulin General Hospital, Faculty of Medicine, Universitas Lambung Mangkurat, Banjarmasin, Indonesia
| | - Edi Hartoyo
- Division of Tropic Infection, Department of Pediatrics of Ulin General Hospital, Faculty of Medicine, Universitas Lambung Mangkurat, Banjarmasin, Indonesia
| | - Pudji Andayani
- Department of Pediatrics of Ulin General Hospital, Faculty of Medicine, Universitas Lambung Mangkurat, Banjarmasin, Indonesia
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Ciotti M, Nuccetelli M, Pieri M, Petrangeli CM, Giovannelli A, Cosio T, Rosa L, Valenti P, Leonardis F, Legramante JM, Bernardini S, Campione E, Minieri M. Evaluation of Hepcidin Level in COVID-19 Patients Admitted to the Intensive Care Unit. Diagnostics (Basel) 2022; 12:2665. [PMID: 36359509 PMCID: PMC9689230 DOI: 10.3390/diagnostics12112665] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2022] [Revised: 10/25/2022] [Accepted: 10/31/2022] [Indexed: 11/06/2022] Open
Abstract
Coronavirus disease 2019 (COVID-19) presents a clinical spectrum that ranges from a mild condition to critical illness. Patients with critical illness present respiratory failure, septic shock and/or multi-organ failure induced by the so called "cytokine storm". Inflammatory cytokines affect iron metabolism, mainly inducing the synthesis of hepcidin, a hormone peptide not routinely measured. High levels of hepcidin have been associated with the severity of COVID-19. The aim of this study was to analyze, retrospectively, the levels of hepcidin in a group of COVID-19 patients admitted to the intensive care unit (ICU) of the Policlinico Tor Vergata of Rome, Italy. Thirty-eight patients from November 2020 to May 2021 were enrolled in the study. Based on the clinical outcome, the patients were assigned to two groups: survivors and non-survivors. Moreover, a series of routine laboratory parameters were monitored during the stay of the patients in the ICU and their levels correlated to the outcome. Statistical differences in the level of hepcidin, D-dimer, IL-6, LDH, NLR, neutrophils level, CRP, TNF-α and transferrin were observed between the groups. In particular, hepcidin values showed significantly different median concentrations (88 ng/mL vs. 146 ng/mL) between survivors and non-survivors. In addition, ROC curves analysis revealed sensitivity and specificity values of 74% and 76%, respectively, at a cut-off of 127 (ng/mL), indicating hepcidin as a good biomarker in predicting the severity and mortality of COVID-19 in ICU patients.
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Affiliation(s)
- Marco Ciotti
- Virology Unit, Polyclinic Tor Vergata, Viale Oxford 81, 00133 Rome, Italy
| | - Marzia Nuccetelli
- Department of Laboratory Medicine, Polyclinic Tor Vergata, Viale Oxford 81, 00133 Rome, Italy
| | - Massimo Pieri
- Department of Laboratory Medicine, Polyclinic Tor Vergata, Viale Oxford 81, 00133 Rome, Italy
- Department of Experimental Medicine, University of Tor Vergata, 00133 Rome, Italy
| | | | - Alfredo Giovannelli
- Department of Laboratory Medicine, Polyclinic Tor Vergata, Viale Oxford 81, 00133 Rome, Italy
| | - Terenzio Cosio
- Department of Experimental Medicine, University of Tor Vergata, 00133 Rome, Italy
- Dermatology Unit, Department of Systems Medicine, Polyclinic Tor Vergata, 00133 Rome, Italy
| | - Luigi Rosa
- Department of Public Health and Infectious Diseases, University of Rome “La Sapienza”, 00185 Rome, Italy
| | - Piera Valenti
- Department of Public Health and Infectious Diseases, University of Rome “La Sapienza”, 00185 Rome, Italy
| | - Francesca Leonardis
- Intensive Care Unit, Polyclinic Tor Vergata, Viale Oxford 81, 00133 Rome, Italy
| | | | - Sergio Bernardini
- Department of Laboratory Medicine, Polyclinic Tor Vergata, Viale Oxford 81, 00133 Rome, Italy
- Department of Experimental Medicine, University of Tor Vergata, 00133 Rome, Italy
- Emerging Technologies Division (ETD) of the International Federation Clinical Chemistry and Laboratory Medicine (IFCC), 20159 Milan, Italy
| | - Elena Campione
- Dermatology Unit, Department of Systems Medicine, Polyclinic Tor Vergata, 00133 Rome, Italy
| | - Marilena Minieri
- Department of Laboratory Medicine, Polyclinic Tor Vergata, Viale Oxford 81, 00133 Rome, Italy
- Department of Experimental Medicine, University of Tor Vergata, 00133 Rome, Italy
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Tao Y, Kang J, Liu J, Duan J, Wang F, Shi Y, Li Y, Wang C, Xu D, Qu X, Guo J, Ma J, Zhang Y. Association of low birthweight and small for gestational age with maternal ferritin levels: A retrospective cohort study in China. Front Nutr 2022; 9:1002702. [PMID: 36299991 PMCID: PMC9589249 DOI: 10.3389/fnut.2022.1002702] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2022] [Accepted: 09/20/2022] [Indexed: 12/02/2022] Open
Abstract
Background Birthweight have profound impacts on health status throughout lifetime, however, the relationship between maternal ferritin level in pregnancy and birthweight of the newborn remains controversial. Objective This retrospective cohort research was to analyze the association between maternal ferritin levels during pregnancy with birthweight outcomes, primarily for low birthweight (LBW) and small for gestational age (SGA). Methods Newborns weighing lower than 2,500 grams were defined as LBW. SGA is defined as birthweight lower than the 10th percentile of the distribution of newborns' birthweight of the same gestational age. Multivariable logistic regressions have been used to explore the association of maternal ferritin levels and birthweight related outcomes, in which the ferritin concentration was logarithm transformed in the model. We further used restricted cubic spline models to explore linear/non-linear dose–response manners of ferritin level and birthweight outcomes. Results A total of 3,566 pregnant women were included in the study. In the results of the present study, we observed that maternal ferritin levels were linearly associated with the risk of LBW (p-trend = 0.005) and SGA (p-trend = 0.04), with the adjusted odds ratios (ORs) of 1.78 (95% CI 1.37–2.32) for LBW and 1.87 (95% CI 1.38–2.54) for SGA with an increase in Ln-ferritin concentrations per unit. The adjusted ORs across quartiles of ferritin levels were 2.14 (95% CI 1.03–4.47) for Quartile 2, 3.13 (95% CI 1.47–6.69) for Quartile 3, and 3.63 (95% CI 1.52–8.68) for Quartile 4 for LBW. The adjusted ORs of LBW and SGA among women using supplemental iron were 0.56 (95% CI 0.38, 0.85) and 0.65 (95% CI 0.40, 1.05) compared with non-users, respectively. Conclusions Our findings found a linear dose–response relationship between ferritin levels and an increased risk of poor birthweight outcomes, suggesting that maternal ferritin level during pregnancy may provide an additional predictor for differentiating poor birthweight related outcomes. Further exploration should be conducted to ensure maternal ferritin thresholds and iron supplement doses.
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Affiliation(s)
- Yun Tao
- Department of Obstetrics and Gynecology, Zhongnan Hospital of Wuhan University, Wuhan, China,Hubei Clinical Research Center for Prenatal Diagnosis and Birth Health, Wuhan, China,Wuhan Clinical Research Center for Reproductive Science and Birth Health, Wuhan, China
| | - Jiawei Kang
- Department of Obstetrics and Gynecology, Zhongnan Hospital of Wuhan University, Wuhan, China,Hubei Clinical Research Center for Prenatal Diagnosis and Birth Health, Wuhan, China,Wuhan Clinical Research Center for Reproductive Science and Birth Health, Wuhan, China
| | - Juan Liu
- Department of Obstetrics and Gynecology, Zhongnan Hospital of Wuhan University, Wuhan, China,Hubei Clinical Research Center for Prenatal Diagnosis and Birth Health, Wuhan, China,Wuhan Clinical Research Center for Reproductive Science and Birth Health, Wuhan, China
| | - Jie Duan
- Department of Obstetrics and Gynecology, Zhongnan Hospital of Wuhan University, Wuhan, China,Hubei Clinical Research Center for Prenatal Diagnosis and Birth Health, Wuhan, China,Wuhan Clinical Research Center for Reproductive Science and Birth Health, Wuhan, China
| | - Fang Wang
- Department of Obstetrics and Gynecology, Zhongnan Hospital of Wuhan University, Wuhan, China,Hubei Clinical Research Center for Prenatal Diagnosis and Birth Health, Wuhan, China,Wuhan Clinical Research Center for Reproductive Science and Birth Health, Wuhan, China
| | - Yue Shi
- Information Center, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Yujuan Li
- Department of Obstetrics and Gynecology, Zhongnan Hospital of Wuhan University, Wuhan, China,Hubei Clinical Research Center for Prenatal Diagnosis and Birth Health, Wuhan, China,Wuhan Clinical Research Center for Reproductive Science and Birth Health, Wuhan, China
| | - Cheng Wang
- Department of Obstetrics and Gynecology, Zhongnan Hospital of Wuhan University, Wuhan, China,Hubei Clinical Research Center for Prenatal Diagnosis and Birth Health, Wuhan, China,Wuhan Clinical Research Center for Reproductive Science and Birth Health, Wuhan, China
| | - Dan Xu
- Department of Obstetrics and Gynecology, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Xinlan Qu
- Department of Obstetrics and Gynecology, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Juanjuan Guo
- Department of Obstetrics and Gynecology, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Jianhong Ma
- Department of Obstetrics and Gynecology, Zhongnan Hospital of Wuhan University, Wuhan, China,Hubei Clinical Research Center for Prenatal Diagnosis and Birth Health, Wuhan, China,Wuhan Clinical Research Center for Reproductive Science and Birth Health, Wuhan, China,Jianhong Ma
| | - Yuanzhen Zhang
- Department of Obstetrics and Gynecology, Zhongnan Hospital of Wuhan University, Wuhan, China,Hubei Clinical Research Center for Prenatal Diagnosis and Birth Health, Wuhan, China,Wuhan Clinical Research Center for Reproductive Science and Birth Health, Wuhan, China,*Correspondence: Yuanzhen Zhang
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Therapeutic potential of induced iron depletion using iron chelators in Covid-19. Saudi J Biol Sci 2022; 29:1947-1956. [PMID: 34924800 PMCID: PMC8666385 DOI: 10.1016/j.sjbs.2021.11.061] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2021] [Revised: 10/24/2021] [Accepted: 11/28/2021] [Indexed: 01/09/2023] Open
Abstract
Ferritin, which includes twenty-four light and heavy chains in varying proportions in different tissues, is primarily responsible for maintaining the body's iron metabolism. Its normal value is between 10 and 200 ngmL-1 in men and between 30 and 300 ngmL-1 in women. Iron is delivered to the tissue via them, and they act as immunomodulators, signaling molecules, and inflammatory markers. When ferritin level exceeds 1000 µgL-1, the patient is categorized as having hyperferritinemia. Iron chelators such as deferiprone, deferirox, and deferoxamine are currently FDA approved to treat iron overload. The inflammation cascade and poor prognosis of COVID-19 may be attributed to high ferritin levels. Critically ill patients can benefit from deferasirox, an iron chelator administered orally at 20-40 mgkg-1 once daily, as well as intravenous deferoxamine at 1000 mg initially followed by 500 mg every 4 to 12 h. It can be combined with monoclonal antibodies, antioxidants, corticosteroids, and lactoferrin to make iron chelation therapy effective for COVID-19 victims. In this article, we analyze the antiviral and antifibrotic activity of iron chelators, thereby promoting iron depletion therapy as a potentially innovative treatment strategy for COVID-19.
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Majidpoor J, Mortezaee K. Interleukin-6 in SARS-CoV-2 induced disease: Interactions and therapeutic applications. Biomed Pharmacother 2022; 145:112419. [PMID: 34781146 PMCID: PMC8585600 DOI: 10.1016/j.biopha.2021.112419] [Citation(s) in RCA: 38] [Impact Index Per Article: 12.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2021] [Revised: 11/07/2021] [Accepted: 11/10/2021] [Indexed: 02/07/2023] Open
Abstract
Interleukin-6 (IL-6) is a multi-tasking cytokine that represents high activity in patients with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and cancer. High concentration of this pleiotropic cytokine accounts for hyperinflammation and cytokine storm, and is related to multi-organ failure in patients with SARS-CoV-2 induced disease. IL-6 promotes lymphopenia and increases C-reactive protein (CRP) in such cases. However, blockade of IL-6 is not a full-proof of complete response. Hypoxia, hypoxemia, aberrant angiogenesis and chronic inflammation are inter-related events occurring as a response to the SARS-CoV-2 stimulatory effect on high IL-6 activity. Taking both pro- and anti-inflammatory activities will make complex targeting IL-6 in patient with SARS-CoV-2 induced disease. The aim of this review was to discuss about interactions occurring within the body of patients with SARS-CoV-2 induced disease who are representing high IL-6 levels, and to determine whether IL-6 inhibition therapy is effective for such patients or not. We also address the interactions and targeted therapies in cancer patients who also have SARS-CoV-2 induced disease.
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Affiliation(s)
- Jamal Majidpoor
- Department of Anatomy, School of Medicine, Infectious Disease Research Center, Gonabad University of Medical Sciences, Gonabad, Iran
| | - Keywan Mortezaee
- Department of Anatomy, School of Medicine, Kurdistan University of Medical Sciences, Sanandaj, Iran.
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Moreira AC, Teles MJ, Silva T, Bento CM, Alves IS, Pereira L, Guimarães JT, Porto G, Oliveira P, Gomes MS. Iron Related Biomarkers Predict Disease Severity in a Cohort of Portuguese Adult Patients during COVID-19 Acute Infection. Viruses 2021; 13:v13122482. [PMID: 34960751 PMCID: PMC8703662 DOI: 10.3390/v13122482] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2021] [Revised: 12/03/2021] [Accepted: 12/07/2021] [Indexed: 02/07/2023] Open
Abstract
Large variability in COVID-19 clinical progression urges the need to find the most relevant biomarkers to predict patients' outcomes. We evaluated iron metabolism and immune response in 303 patients admitted to the main hospital of the northern region of Portugal with variable clinical pictures, from September to November 2020. One hundred and twenty-seven tested positive for SARS-CoV-2 and 176 tested negative. Iron-related laboratory parameters and cytokines were determined in blood samples collected soon after admission. Demographic data, comorbidities and clinical outcomes were recorded. Patients were assigned into five groups according to severity. Serum iron and transferrin levels at admission were lower in COVID-19-positive than in COVID-19-negative patients. The levels of interleukin (IL)-6 and monocyte chemoattractant protein 1 (MCP-1) were increased in COVID-19-positive patients. The lowest serum iron and transferrin levels at diagnosis were associated with the worst outcomes. Iron levels negatively correlated with IL-6 and higher levels of this cytokine were associated with a worse prognosis. Serum ferritin levels at diagnosis were higher in COVID-19-positive than in COVID-19-negative patients. Serum iron is the simplest laboratory test to be implemented as a predictor of disease progression in COVID-19-positive patients.
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Affiliation(s)
- Ana C. Moreira
- i3S—Instituto de Investigação e Inovação em Saúde, Universidade do Porto, 4200-135 Porto, Portugal; (A.C.M.); (M.J.T.); (T.S.); (C.M.B.); (I.S.A.); (L.P.); (G.P.)
- IBMC—Instituto de Biologia Molecular e Celular, Universidade do Porto, 4200-135 Porto, Portugal
- ICBAS—Instituto de Ciências Biomédicas Abel Salazar, Universidade do Porto, 4050-313 Porto, Portugal;
| | - Maria Jose Teles
- i3S—Instituto de Investigação e Inovação em Saúde, Universidade do Porto, 4200-135 Porto, Portugal; (A.C.M.); (M.J.T.); (T.S.); (C.M.B.); (I.S.A.); (L.P.); (G.P.)
- CHUSJ—Centro Hospitalar Universitário São João, 4200-319 Porto, Portugal;
- ISPUP-EPIUnit—Instituto de Saúde Pública da Universidade do Porto, 4050-091 Porto, Portugal
| | - Tânia Silva
- i3S—Instituto de Investigação e Inovação em Saúde, Universidade do Porto, 4200-135 Porto, Portugal; (A.C.M.); (M.J.T.); (T.S.); (C.M.B.); (I.S.A.); (L.P.); (G.P.)
- IBMC—Instituto de Biologia Molecular e Celular, Universidade do Porto, 4200-135 Porto, Portugal
- ICBAS—Instituto de Ciências Biomédicas Abel Salazar, Universidade do Porto, 4050-313 Porto, Portugal;
| | - Clara M. Bento
- i3S—Instituto de Investigação e Inovação em Saúde, Universidade do Porto, 4200-135 Porto, Portugal; (A.C.M.); (M.J.T.); (T.S.); (C.M.B.); (I.S.A.); (L.P.); (G.P.)
- IBMC—Instituto de Biologia Molecular e Celular, Universidade do Porto, 4200-135 Porto, Portugal
- MCBiology—Programa Doutoral em Biologia Molecular e Celular, Instituto de Ciências Biomédicas Abel Salazar da Universidade do Porto, 4200-135 Porto, Portugal
| | - Inês Simões Alves
- i3S—Instituto de Investigação e Inovação em Saúde, Universidade do Porto, 4200-135 Porto, Portugal; (A.C.M.); (M.J.T.); (T.S.); (C.M.B.); (I.S.A.); (L.P.); (G.P.)
| | - Luisa Pereira
- i3S—Instituto de Investigação e Inovação em Saúde, Universidade do Porto, 4200-135 Porto, Portugal; (A.C.M.); (M.J.T.); (T.S.); (C.M.B.); (I.S.A.); (L.P.); (G.P.)
- IPATIMUP—Instituto de Patologia e Imunologia Molecular da Universidade do Porto, 4200-135 Porto, Portugal
| | - João Tiago Guimarães
- CHUSJ—Centro Hospitalar Universitário São João, 4200-319 Porto, Portugal;
- ISPUP-EPIUnit—Instituto de Saúde Pública da Universidade do Porto, 4050-091 Porto, Portugal
- FMUP—Faculdade de Medicina da Universidade do Porto, 4200-319 Porto, Portugal
| | - Graça Porto
- i3S—Instituto de Investigação e Inovação em Saúde, Universidade do Porto, 4200-135 Porto, Portugal; (A.C.M.); (M.J.T.); (T.S.); (C.M.B.); (I.S.A.); (L.P.); (G.P.)
- IBMC—Instituto de Biologia Molecular e Celular, Universidade do Porto, 4200-135 Porto, Portugal
- ICBAS—Instituto de Ciências Biomédicas Abel Salazar, Universidade do Porto, 4050-313 Porto, Portugal;
- CHPorto—Centro Hospitalar do Porto, 4099-001 Porto, Portugal
| | - Pedro Oliveira
- ICBAS—Instituto de Ciências Biomédicas Abel Salazar, Universidade do Porto, 4050-313 Porto, Portugal;
- ISPUP-EPIUnit—Instituto de Saúde Pública da Universidade do Porto, 4050-091 Porto, Portugal
| | - Maria Salomé Gomes
- i3S—Instituto de Investigação e Inovação em Saúde, Universidade do Porto, 4200-135 Porto, Portugal; (A.C.M.); (M.J.T.); (T.S.); (C.M.B.); (I.S.A.); (L.P.); (G.P.)
- IBMC—Instituto de Biologia Molecular e Celular, Universidade do Porto, 4200-135 Porto, Portugal
- ICBAS—Instituto de Ciências Biomédicas Abel Salazar, Universidade do Porto, 4050-313 Porto, Portugal;
- Correspondence:
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Sonnenschein K, Stojanović SD, Dickel N, Fiedler J, Bauersachs J, Thum T, Kunz M, Tongers J. Artificial Intelligence Identifies an Urgent Need for Peripheral Vascular Intervention by Multiplexing Standard Clinical Parameters. Biomedicines 2021; 9:1456. [PMID: 34680572 PMCID: PMC8533252 DOI: 10.3390/biomedicines9101456] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2021] [Revised: 09/30/2021] [Accepted: 10/04/2021] [Indexed: 01/22/2023] Open
Abstract
BACKGROUND Peripheral artery disease (PAD) is a significant burden, particularly among patients with severe disease requiring invasive treatment. We applied a general Machine Learning (ML) workflow and investigated if a multi-dimensional marker set of standard clinical parameters can identify patients in need of vascular intervention without specialized intra-hospital diagnostics. METHODS This is a retrospective study involving patients with stable PAD (sPAD, Fontaine Class I and II, n = 38) and unstable PAD (unPAD, Fontaine Class III and IV, n = 18) in need of invasive therapeutic measures. ML algorithms such as Random Forest were utilized to evaluate a matrix consisting of multiple routinely clinically available parameters (age, complete blood count, inflammation, lipid, iron metabolism). RESULTS ML has enabled a generation of an Artificial Intelligence (AI) PAD score (AI-PAD) that successfully divided sPAD from unPAD patients (high AI-PAD in sPAD, low AI-PAD in unPAD, cutoff at 50 AI-PAD units). Furthermore, the probability score positively coincided with gold-standard intra-hospital mean ankle-brachial index (ABI). CONCLUSION AI-based tools may be promising to enable the correct identification of patients with unstable PAD by using existing clinical information, thus supplementing clinical decision making. Additional studies in larger prospective cohorts are necessary to determine the usefulness of this approach in comparison to standard diagnostic measures.
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Affiliation(s)
- Kristina Sonnenschein
- Institute of Molecular and Translational Therapeutic Strategies (IMTTS), Hannover Medical School, 30625 Hannover, Germany; (S.D.S.); (J.F.); (T.T.)
- Department of Cardiology and Angiology, Hannover Medical School, 30625 Hannover, Germany; (J.B.); (J.T.)
| | - Stevan D. Stojanović
- Institute of Molecular and Translational Therapeutic Strategies (IMTTS), Hannover Medical School, 30625 Hannover, Germany; (S.D.S.); (J.F.); (T.T.)
- Department of Cardiology and Angiology, Hannover Medical School, 30625 Hannover, Germany; (J.B.); (J.T.)
| | - Nicholas Dickel
- Chair of Medical Informatics, Friedrich-Alexander University (FAU) of Erlangen-Nürnberg, 91054 Erlangen, Germany; (N.D.); (M.K.)
| | - Jan Fiedler
- Institute of Molecular and Translational Therapeutic Strategies (IMTTS), Hannover Medical School, 30625 Hannover, Germany; (S.D.S.); (J.F.); (T.T.)
- Fraunhofer Institute of Toxicology and Experimental Medicine, 30625 Hannover, Germany
| | - Johann Bauersachs
- Department of Cardiology and Angiology, Hannover Medical School, 30625 Hannover, Germany; (J.B.); (J.T.)
- Center for Regenerative Translational Medicine, 30625 Hannover, Germany
| | - Thomas Thum
- Institute of Molecular and Translational Therapeutic Strategies (IMTTS), Hannover Medical School, 30625 Hannover, Germany; (S.D.S.); (J.F.); (T.T.)
- Fraunhofer Institute of Toxicology and Experimental Medicine, 30625 Hannover, Germany
- Center for Regenerative Translational Medicine, 30625 Hannover, Germany
| | - Meik Kunz
- Chair of Medical Informatics, Friedrich-Alexander University (FAU) of Erlangen-Nürnberg, 91054 Erlangen, Germany; (N.D.); (M.K.)
- Fraunhofer Institute of Toxicology and Experimental Medicine, 30625 Hannover, Germany
| | - Jörn Tongers
- Department of Cardiology and Angiology, Hannover Medical School, 30625 Hannover, Germany; (J.B.); (J.T.)
- Department of Internal Medicine III, Martin-Luther-University Halle-Wittenberg, 06097 Halle, Germany
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