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Mearelli F, Nunnari A, Rombini A, Chitti F, Spagnol F, Casarsa C, Bolzan G, Martini I, Marinelli A, Rizzo S, Teso C, Macor A, Fiotti N, Barbati G, Tascini C, Costantino V, Di Bella S, Di Girolamo FG, Bove T, Orso D, Berlot G, Klompas M, Biolo G. Inhibitory Immune Checkpoints Predict 7-Day, In-Hospital, and 1-Year Mortality of Internal Medicine Patients Admitted With Bacterial Sepsis. J Infect Dis 2025; 231:706-715. [PMID: 39041838 DOI: 10.1093/infdis/jiae370] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2024] [Revised: 07/15/2024] [Accepted: 07/19/2024] [Indexed: 07/24/2024] Open
Abstract
BACKGROUND Sepsis is a life-threatening syndrome with complex pathophysiology and great clinical heterogeneity, which complicates the delivery of personalized therapies. Our goal was to demonstrate that some biomarkers identified as regulatory immune checkpoints in preclinical studies could guide the stratification of patients with sepsis into subgroups with shared characteristics of immune response or survival outcomes. METHODS We assayed the soluble counterparts of 12 biomarkers of immune response in 113 internal medicine patients with bacterial sepsis. RESULTS IL-1 receptor-associated kinase M (IRAK-M) exhibited the highest hazard ratios (HRs) for increased 7-day (1.94; 95% confidence interval [CI], 1.17-3.20) and 30-day mortality (1.61; 95% CI, 1.14-2.28). HRs of IRAK-M and galectin-1 for predicting 1-year mortality were 1.52 (95% CI, 1.20-1.92) and 1.64 (95% CI, 1.13-2.36), respectively. Patients with elevated serum levels of IRAK-M and galectin-1 had clinical traits of immune suppression and low survival rates. CONCLUSIONS Two inhibitory immune checkpoint biomarkers (IRAK-M and galectin-1) helped identify 3 distinct sepsis phenotypes with distinct prognoses. These biomarkers shed light on the interplay between immune dysfunction and prognosis in patients with bacterial sepsis and may prove to be useful prognostic markers, therapeutic targets, and biochemical markers for targeted enrollment in therapeutic trials.
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Affiliation(s)
- Filippo Mearelli
- Clinica Medica, Dipartimento Scienze Mediche, Chirurgiche e della Salute, Università di Trieste, Trieste, Italy
| | - Alessio Nunnari
- Clinica Medica, Dipartimento Scienze Mediche, Chirurgiche e della Salute, Università di Trieste, Trieste, Italy
| | - Annalisa Rombini
- Clinica Medica, Dipartimento Scienze Mediche, Chirurgiche e della Salute, Università di Trieste, Trieste, Italy
| | - Federica Chitti
- Clinica Medica, Dipartimento Scienze Mediche, Chirurgiche e della Salute, Università di Trieste, Trieste, Italy
| | - Francesca Spagnol
- Clinica Medica, Dipartimento Scienze Mediche, Chirurgiche e della Salute, Università di Trieste, Trieste, Italy
| | - Chiara Casarsa
- Clinica Medica, Dipartimento Scienze Mediche, Chirurgiche e della Salute, Università di Trieste, Trieste, Italy
| | - Giulia Bolzan
- Clinica Medica, Dipartimento Scienze Mediche, Chirurgiche e della Salute, Università di Trieste, Trieste, Italy
| | - Ilaria Martini
- Clinica Medica, Dipartimento Scienze Mediche, Chirurgiche e della Salute, Università di Trieste, Trieste, Italy
| | - Anna Marinelli
- Clinica Medica, Dipartimento Scienze Mediche, Chirurgiche e della Salute, Università di Trieste, Trieste, Italy
| | - Stefania Rizzo
- Clinica Medica, Dipartimento Scienze Mediche, Chirurgiche e della Salute, Università di Trieste, Trieste, Italy
| | - Cristiana Teso
- Clinica Medica, Dipartimento Scienze Mediche, Chirurgiche e della Salute, Università di Trieste, Trieste, Italy
| | - Alessandra Macor
- Clinica Medica, Dipartimento Scienze Mediche, Chirurgiche e della Salute, Università di Trieste, Trieste, Italy
| | - Nicola Fiotti
- Clinica Medica, Dipartimento Scienze Mediche, Chirurgiche e della Salute, Università di Trieste, Trieste, Italy
| | - Giulia Barbati
- Unità di Biostatistica, Dipartimento di Scienze Mediche, Università di Trieste, Trieste, Italy
| | - Carlo Tascini
- Clinica Malattie Infettive, Dipartimento di Area Medica, Università di Udine, Udine, Italy
| | - Venera Costantino
- Microbiologia e Virologia, Dipartimento e Attivitá Integrata di Medicina dei Servizi, Trieste, Italy
| | - Stefano Di Bella
- Clinica Malattie Infettive, Dipartimento Scienze Mediche, Chirurgiche e della Salute, Università di Trieste, Trieste, Italy
| | - Filippo Giorgio Di Girolamo
- Clinica Medica, Dipartimento Scienze Mediche, Chirurgiche e della Salute, Università di Trieste, Trieste, Italy
| | - Tiziana Bove
- Clinica di Anestesia e Rianimazione Udine, Dipartimento di Anestesia e Terapia Intensiva, Università di Udine, Udine, Italy
| | - Daniele Orso
- Clinica di Anestesia e Rianimazione Udine, Dipartimento di Anestesia e Terapia Intensiva, Università di Udine, Udine, Italy
| | - Giorgio Berlot
- Anestesia Rianimazione e Terapia Antalgica, Dipartimento Emergenza Urgenza Accettazione, Università di Trieste, Trieste, Italy
| | - Michael Klompas
- Department of Population Medicine, Harvard Medical School, Boston, Massachusetts, USA
| | - Gianni Biolo
- Clinica Medica, Dipartimento Scienze Mediche, Chirurgiche e della Salute, Università di Trieste, Trieste, Italy
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Peng W, Zhang Y, Gao L, Wang S, Liu M, Sun E, Lu K, Zhang Y, Li B, Li G, Cao J, Yang M, Guo Y, Wang M, Zhang Y, Wang Z, Han Y, Fan S, Huang L. Investigation of selection signatures of dairy goats using whole-genome sequencing data. BMC Genomics 2025; 26:234. [PMID: 40069586 PMCID: PMC11899394 DOI: 10.1186/s12864-025-11437-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2024] [Accepted: 03/04/2025] [Indexed: 03/14/2025] Open
Abstract
Dairy goats, a livestock species with a long history of milk production, are essential for the economic advancement of nations, particularly in regions experiencing growth. In this study, we gathered whole-genome resequencing data of 58 goats, including 34 dairy goats and 24 wild goats (Bezoar), to explore the selection signatures linked to milk production traits using ROH (Runs of homozygosity), CLR (composite likelihood ratio), Fst (Fixation index), XP-EHH (Ex-tended haplotype homozygosity across populations) and XP-CLR(Cross-population composite likelihood ratio test) methods. Analysis of five tests of selection signatures for dairy goats revealed a total of 210 genes, with 24 genes consistently identified in at least two approaches. These genes are associated with milk fat, milk protein, and fat yield. Gene enrichment analysis highlighted important GO and KEGG pathways related to milk production, such as the "acyl-CoA metabolic process", "glycerolipid biosynthetic process", "cellular response to fatty ac-id", "hormone metabolic process", "Galactose metabolism". Additionally, genes linked to repro-duction, immune response, and environmental adaptation were identified in dairy goats. The findings from our study offer profound understanding into the critical economic features of dairy goats and offer practical guidance for the improvement and development of crossbreeding initiatives across different dairy goat breeds.
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Affiliation(s)
- Weifeng Peng
- College of Life Science and Agronomy, Zhoukou Normal University, Zhoukou, China.
| | - Yiyuan Zhang
- State Key Laboratory for Sheep Genetic Improvement and Healthy Production, Xinjiang Academy of Agricultural and Reclamation Sciences, Shihezi, China
| | - Lei Gao
- State Key Laboratory for Sheep Genetic Improvement and Healthy Production, Xinjiang Academy of Agricultural and Reclamation Sciences, Shihezi, China
| | - Shuping Wang
- State Key Laboratory of Environmental Criteria and Risk Assessment, Chinese Research Academy of Environmental Sciences, Beijing, China
| | - Mengting Liu
- College of Life Science and Agronomy, Zhoukou Normal University, Zhoukou, China
| | - Enrui Sun
- College of Life Science and Agronomy, Zhoukou Normal University, Zhoukou, China
| | - Kaixin Lu
- College of Life Science and Agronomy, Zhoukou Normal University, Zhoukou, China
| | - Yunxia Zhang
- College of Life Science and Agronomy, Zhoukou Normal University, Zhoukou, China
| | - Bing Li
- College of Life Science and Agronomy, Zhoukou Normal University, Zhoukou, China
| | - Guoyin Li
- College of Life Science and Agronomy, Zhoukou Normal University, Zhoukou, China
| | - Jingya Cao
- College of Life Science and Agronomy, Zhoukou Normal University, Zhoukou, China
| | - Mingsheng Yang
- College of Life Science and Agronomy, Zhoukou Normal University, Zhoukou, China
- Field Observation and Research Station of Green Agriculture in Dancheng County, Zhoukou, China
| | - Yanfeng Guo
- College of Life Science and Agronomy, Zhoukou Normal University, Zhoukou, China
| | - Mengyun Wang
- College of Life Science and Agronomy, Zhoukou Normal University, Zhoukou, China
| | - Yuming Zhang
- College of Life Science and Agronomy, Zhoukou Normal University, Zhoukou, China
| | - Zihan Wang
- College of Life Science and Agronomy, Zhoukou Normal University, Zhoukou, China
| | - Yan Han
- College of Life Science and Agronomy, Zhoukou Normal University, Zhoukou, China
| | - Shuhua Fan
- College of Life Science and Agronomy, Zhoukou Normal University, Zhoukou, China.
- Fuxi Laboratory, Zhoukou, China.
| | - Li Huang
- College of Life Science and Agronomy, Zhoukou Normal University, Zhoukou, China.
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3
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Narovlyansky A, Pronin A, Poloskov V, Sanin A, Mezentseva M, Fedyakina I, Suetina I, Zubashev I, Ershov F, Filimonova M, Surinova V, Volkova I, Bogdanov E. Expression of Toll-like Receptor Genes and Antiviral Cytokines in Macrophage-like Cells in Response to Indole-3-carboxylic Acid Derivative. Viruses 2024; 16:1718. [PMID: 39599833 PMCID: PMC11598892 DOI: 10.3390/v16111718] [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: 09/16/2024] [Revised: 10/25/2024] [Accepted: 10/28/2024] [Indexed: 11/29/2024] Open
Abstract
Ongoing outbreaks and often rapid spread of infections caused by coronaviruses, influenza, Nipah, Dengue, Marburg, monkeypox, and other viruses are a concern for health authorities in most countries. Therefore, the search for and study of new antiviral compounds are in great demand today. Since almost all viruses with pandemic potential have immunotoxic properties of various origins, particular attention is paid to the search and development of immunomodulatory drugs. We have synthesised a new compound related to indole-3-carboxylic acid derivatives (hereinafter referred to as the XXV) that has antiviral and interferon-inducing activity. The purpose of this work is to study the effect of the XXV on the stimulation of the expression of toll-like receptor genes, interferons, and immunoregulatory cytokines in a macrophage-like cell model. In this study, real-time PCR methods were used to obtain data on the transcriptional activity of genes in macrophage-like cells. Stimulation of the genes of toll-like receptors TLR2, TLR3, TLR4, TLR7, TLR8, and TLR9 was detected. A high-fold increase in stimulation (from 6.5 to 16,000) of the expression of the TLR3 and TLR4 genes was detected after 4 h of exposure to the XXV. Increased activity of interferon (IFNA1, IFNA2, IFNB1, IFNK, and IFNλ1) genes with simultaneous stimulation of the expression of interferon receptor (IFNAR1 and IFNAR2) genes and signalling molecule (JAK1 and ISG15) genes was detected. Increased fold stimulation of the expression of the cytokine genes IL6, TNFA, IL12A, and IL12B was also observed. Thus, it is shown that the XXV is an activator of TLR genes of innate immunity, which trigger signalling mechanisms of pathogen "recognition" and lead to stimulation of the expression of genes of proinflammatory cytokines and interferons.
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Affiliation(s)
- Alexander Narovlyansky
- National Research Centre for Epidemiology and Microbiology Named after the Honorary Academician N.F. Gamaleya, Ministry of Health of the Russian Federation, Moscow 123098, Russia; (V.P.); (A.S.); (M.M.); (I.F.); (I.S.); (I.Z.); (F.E.)
| | - Alexander Pronin
- National Research Centre for Epidemiology and Microbiology Named after the Honorary Academician N.F. Gamaleya, Ministry of Health of the Russian Federation, Moscow 123098, Russia; (V.P.); (A.S.); (M.M.); (I.F.); (I.S.); (I.Z.); (F.E.)
| | - Vladislav Poloskov
- National Research Centre for Epidemiology and Microbiology Named after the Honorary Academician N.F. Gamaleya, Ministry of Health of the Russian Federation, Moscow 123098, Russia; (V.P.); (A.S.); (M.M.); (I.F.); (I.S.); (I.Z.); (F.E.)
| | - Alexander Sanin
- National Research Centre for Epidemiology and Microbiology Named after the Honorary Academician N.F. Gamaleya, Ministry of Health of the Russian Federation, Moscow 123098, Russia; (V.P.); (A.S.); (M.M.); (I.F.); (I.S.); (I.Z.); (F.E.)
| | - Marina Mezentseva
- National Research Centre for Epidemiology and Microbiology Named after the Honorary Academician N.F. Gamaleya, Ministry of Health of the Russian Federation, Moscow 123098, Russia; (V.P.); (A.S.); (M.M.); (I.F.); (I.S.); (I.Z.); (F.E.)
| | - Irina Fedyakina
- National Research Centre for Epidemiology and Microbiology Named after the Honorary Academician N.F. Gamaleya, Ministry of Health of the Russian Federation, Moscow 123098, Russia; (V.P.); (A.S.); (M.M.); (I.F.); (I.S.); (I.Z.); (F.E.)
| | - Irina Suetina
- National Research Centre for Epidemiology and Microbiology Named after the Honorary Academician N.F. Gamaleya, Ministry of Health of the Russian Federation, Moscow 123098, Russia; (V.P.); (A.S.); (M.M.); (I.F.); (I.S.); (I.Z.); (F.E.)
| | - Igor Zubashev
- National Research Centre for Epidemiology and Microbiology Named after the Honorary Academician N.F. Gamaleya, Ministry of Health of the Russian Federation, Moscow 123098, Russia; (V.P.); (A.S.); (M.M.); (I.F.); (I.S.); (I.Z.); (F.E.)
| | - Felix Ershov
- National Research Centre for Epidemiology and Microbiology Named after the Honorary Academician N.F. Gamaleya, Ministry of Health of the Russian Federation, Moscow 123098, Russia; (V.P.); (A.S.); (M.M.); (I.F.); (I.S.); (I.Z.); (F.E.)
| | - Marina Filimonova
- A. Tsyb Medical Radiological Research Center—Branch of the National Medical Research Radiological Center of the Ministry of Health of the Russian Federation, Obninsk 249036, Russia; (M.F.); (V.S.); (I.V.)
| | - Valentina Surinova
- A. Tsyb Medical Radiological Research Center—Branch of the National Medical Research Radiological Center of the Ministry of Health of the Russian Federation, Obninsk 249036, Russia; (M.F.); (V.S.); (I.V.)
| | - Irina Volkova
- A. Tsyb Medical Radiological Research Center—Branch of the National Medical Research Radiological Center of the Ministry of Health of the Russian Federation, Obninsk 249036, Russia; (M.F.); (V.S.); (I.V.)
| | - Egor Bogdanov
- Faculty of Biotechnology, Lomonosov Moscow University of Fine Chemical Technology, Moscow 119571, Russia;
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4
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Watany MM, Elhosary MM, El-Horany HE, El-Horany ME. Methylation of Interleukin-1 receptor-associated kinase-3 and the risk of multiple sclerosis relapse/activity. Clin Immunol 2024; 266:110327. [PMID: 39053866 DOI: 10.1016/j.clim.2024.110327] [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: 05/03/2024] [Revised: 07/05/2024] [Accepted: 07/21/2024] [Indexed: 07/27/2024]
Abstract
This study retrospectively investigated the impact of interleukin-1 receptor-associated kinase-3 (IRAK-3/IRAK-M) silencing by methylation on the likelihood of multiple sclerosis (MS) activity. This cross-sectional study included 90 patients with MS: 45 with active disease (Group 1), 45 in remission (Group 2), and 45 healthy controls. The study included quantitation of IRAK-3 methylation index (MI%), IRAK-3 mRNA, and myeloid differentiation factor88 (MyD88) and assessment of NF-κB activity. IRAK-3 MI% was significantly higher in group 1 compared to group 2, accompanied by lower IRAK-3 mRNA expression, elevated circulating MyD88, and increased NF-κB activity. IRAK-3 MI% correlated negatively with its transcript and positively with MyD88 and NF-κB activity. A logistic regression model was created to predict active demyelination. The C-index was 0.924, which indicates a very strong prediction model. Within the limitations of current work, IRAK-3 methylation level seems to be a promising candidate biomarker for identifying MS patients at risk of relapse.
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Affiliation(s)
- Mona M Watany
- Clinical pathology department, Faculty of Medicine, Tanta University, Tanta 31527, Egypt.
| | - Marwa M Elhosary
- Msc Immunology from Tanta university, Faculty of Science, Tanta 31527, Egypt
| | - Hemat E El-Horany
- Medical biochemistry department, Faculty of Medicine. Tanta University, Tanta 31527, Egypt; Biochemistry Department, College of Medicine, Ha'il University, Ha'il 55211, Saudi Arabia
| | - Mahmoud E El-Horany
- Neurology department, Faculty of Medicine. Tanta University, Tanta 31527, Egypt
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Huang J, Chen J, Wang C, Lai L, Mi H, Chen S. Deciphering the molecular classification of pediatric sepsis: integrating WGCNA and machine learning-based classification with immune signatures for the development of an advanced diagnostic model. Front Genet 2024; 15:1294381. [PMID: 38348451 PMCID: PMC10859440 DOI: 10.3389/fgene.2024.1294381] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Accepted: 01/16/2024] [Indexed: 02/15/2024] Open
Abstract
Introduction: Pediatric sepsis (PS) is a life-threatening infection associated with high mortality rates, necessitating a deeper understanding of its underlying pathological mechanisms. Recently discovered programmed cell death induced by copper has been implicated in various medical conditions, but its potential involvement in PS remains largely unexplored. Methods: We first analyzed the expression patterns of cuproptosis-related genes (CRGs) and assessed the immune landscape of PS using the GSE66099 dataset. Subsequently, PS samples were isolated from the same dataset, and consensus clustering was performed based on differentially expressed CRGs. We applied weighted gene co-expression network analysis to identify hub genes associated with PS and cuproptosis. Results: We observed aberrant expression of 27 CRGs and a specific immune landscape in PS samples. Our findings revealed that patients in the GSE66099 dataset could be categorized into two cuproptosis clusters, each characterized by unique immune landscapes and varying functional classifications or enriched pathways. Among the machine learning approaches, Extreme Gradient Boosting demonstrated optimal performance as a diagnostic model for PS. Discussion: Our study provides valuable insights into the molecular mechanisms underlying PS, highlighting the involvement of cuproptosis-related genes and immune cell infiltration.
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Affiliation(s)
- Junming Huang
- Department of Urology, Guangxi Medical University Cancer Hospital, Nanning, Guangxi, China
- Department of Urology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China
| | - Jinji Chen
- Department of Urology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China
| | - Chengbang Wang
- Department of Urology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China
| | - Lichuan Lai
- Department of Laboratory, The People’s Hospital of Guangxi Zhuang Autonomous Region, Nanning, Guangxi, China
| | - Hua Mi
- Department of Urology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China
| | - Shaohua Chen
- Department of Urology, Guangxi Medical University Cancer Hospital, Nanning, Guangxi, China
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Tang X, Shen Y, Lu Y, He W, Nie Y, Fang X, Cai J, Si X, Zhu Y. Identification and validation of pyroptosis-related genes as potential biomarkers for hypertrophic cardiomyopathy: A comprehensive bioinformatics analysis. Medicine (Baltimore) 2024; 103:e36799. [PMID: 38277535 PMCID: PMC10817039 DOI: 10.1097/md.0000000000036799] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Accepted: 12/06/2023] [Indexed: 01/28/2024] Open
Abstract
Pyroptosis plays a key role in the death of cells including cardiomyocytes, and it is associated with a variety of cardiovascular diseases. However, the role of pyroptosis-related genes (PRGs) in hypertrophic cardiomyopathy (HCM) is not well characterized. This study aimed to identify key biomarkers and explore the molecular mechanisms underlying the functions of the PRGs in HCM. The differentially expressed genes were identified by GEO2R, and the differentially expressed pyroptosis-related genes (DEPRGs) of HCM were identified by combining with PRGs. Enrichment analysis was performed using the "clusterProfiler" package of the R software. Protein-protein interactions (PPI) network analysis was performed using the STRING database, and hub genes were screened using cytoHubba. TF-miRNA coregulatory networks and protein-chemical interactions were analyzed using NetworkAnalyst. RT-PCR/WB was used for expression validation of HCM diagnostic markers. Quantitative reverse transcription-polymerase chain reaction (qRT-PCR) and Western Blot (WB) were used to measure and compare the expression of the identified genes in the cardiac hypertrophy model and the control group. A total of 20 DEPRGs were identified, which primarily showed enrichment for the positive regulation of cytokine production, regulation of response to biotic stimulus, tumor necrosis factor production, and other biological processes. These processes primarily involved pathways related to Renin-angiotensin system, Adipocytokine signaling pathway and NF-kappa B signaling pathway. Then, a PPI network was constructed, and 8 hub genes were identified. After verification analysis, the finally identified HCM-related diagnostic markers were upregulated gene protein tyrosine phosphatase non-receptor type 11 (PTPN11), downregulated genes interleukin-1 receptor-associated kinase 3 (IRAK3), and annexin A2 (ANXA2). Further GSEA analysis revealed these 3 biomarkers primarily related to cardiac muscle contraction, hypertrophic cardiomyopathy, fatty acid degradation and ECM - receptor interaction. Moreover, we also elucidated the interaction network of these biomarkers with the miRNA network and known compounds, respectively. RT-PCR/WB results indicated that PTPN11 expression was significantly increased, and IRAK3 and ANXA2 expressions were significantly decreased in HCM. This study identified PTPN11, IRAK3, and ANXA2 as pyroptosis-associated biomarkers of HCM, with the potential to reveal the development and pathogenesis of HCM and could be potential therapeutic targets.
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Affiliation(s)
- Xin Tang
- School of Public Health, Guizhou Medical University, Guiyang, China
| | - Yi Shen
- Department of Cardiovascular Medicine, the Affiliated Hospital of Guizhou Medical University, Guiyang, China
| | - Yun Lu
- School of Public Health, Guizhou Medical University, Guiyang, China
| | - Wanya He
- School of Public Health, Guizhou Medical University, Guiyang, China
| | - Ying Nie
- School of Public Health, Guizhou Medical University, Guiyang, China
| | - Xue Fang
- School of Public Health, Guizhou Medical University, Guiyang, China
| | - Jinghui Cai
- School of Public Health, Guizhou Medical University, Guiyang, China
| | - Xiaoyun Si
- Department of Cardiovascular Medicine, the Affiliated Hospital of Guizhou Medical University, Guiyang, China
| | - Yan Zhu
- School of Public Health, Guizhou Medical University, Guiyang, China
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7
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Yang K, Yang L, Chen X, Li J, Zheng B, Hu J, Wang H, Yu Q, Song G. Importance of serum IRAK3 as a biochemical marker in relation to severity and neurological outcome of human severe traumatic brain injury: A prospective longitudinal cohort study. Clin Chim Acta 2024; 553:117754. [PMID: 38169195 DOI: 10.1016/j.cca.2023.117754] [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: 12/05/2023] [Revised: 12/22/2023] [Accepted: 12/29/2023] [Indexed: 01/05/2024]
Abstract
BACKGROUND Interleukin-1 receptor-associated kinase 3 (IRAK3) may modulate inflammation in brain immunity. We determined the prognostic role of serum IRAK3 in severe traumatic brain injury (sTBI). METHODS In this prospective longitudinal cohort study, serum IRAK3 concentrations of 131 sTBI patients and 131 controls were quantified. Extended Glasgow outcome scale (GOSE) scores of 1-4 at 180 days after trauma signified a poor prognosis. Univariate and multivariate analyses were sequentially adopted to appraise severity correlations and prognosis associations. RESULTS There were significantly higher serum IRAK3 concentrations in patients than in controls. Serum IRAK3 concentrations of patients were independently correlated with Glasgow coma scale (GCS) scores, Rotterdam computed tomography (CT) scores and posttraumatic180-day GOSE scores. Also, IRAK3 concentrations were independently associated with 180-day poor prognosis, but not with death. Prognosis prediction model, in which GCS scores, Rotterdam scores and serum IRAK3 concentrations were merged, was portrayed using the nomogram. The model was rather stable, clinically usable and efficiently discriminative of poor prognosis under calibration curve, decision curve and receiver operating characteristic curve. CONCLUSIONS A substantial enhancement of serum IRAK3 concentrations after head trauma is independently related to severity and neurological outcome, substantializing serum IRAK3 as a promising prognostic biomarker of sTBI.
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Affiliation(s)
- Kai Yang
- Department of Neurosurgery, Jiangshan People's Hospital, Jiangshan 324100, Zhejiang Province, China.
| | - Lijun Yang
- Department of Neurosurgery, Jiangshan People's Hospital, Jiangshan 324100, Zhejiang Province, China
| | - Xiaoyan Chen
- Department of Neurosurgery, Jiangshan People's Hospital, Jiangshan 324100, Zhejiang Province, China
| | - Jian Li
- Department of Neurosurgery, Jiangshan People's Hospital, Jiangshan 324100, Zhejiang Province, China
| | - Bokun Zheng
- Department of Neurosurgery, Jiangshan People's Hospital, Jiangshan 324100, Zhejiang Province, China
| | - Juheng Hu
- Department of Neurosurgery, Jiangshan People's Hospital, Jiangshan 324100, Zhejiang Province, China
| | - Hailong Wang
- Department of Neurosurgery, Jiangshan People's Hospital, Jiangshan 324100, Zhejiang Province, China
| | - Quanwang Yu
- Department of Neurosurgery, Jiangshan People's Hospital, Jiangshan 324100, Zhejiang Province, China
| | - Guangtai Song
- Department of Neurosurgery, Jiangshan People's Hospital, Jiangshan 324100, Zhejiang Province, China
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Ayalew W, Wu X, Tarekegn GM, Sisay Tessema T, Naboulsi R, Van Damme R, Bongcam-Rudloff E, Edea Z, Enquahone S, Yan P. Whole-Genome Resequencing Reveals Selection Signatures of Abigar Cattle for Local Adaptation. Animals (Basel) 2023; 13:3269. [PMID: 37893993 PMCID: PMC10603685 DOI: 10.3390/ani13203269] [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: 09/01/2023] [Revised: 10/02/2023] [Accepted: 10/11/2023] [Indexed: 10/29/2023] Open
Abstract
Over time, indigenous cattle breeds have developed disease resistance, heat tolerance, and adaptability to harsh environments. Deciphering the genetic mechanisms underlying adaptive traits is crucial for their improvement and sustainable utilization. For the first time, we performed whole-genome sequencing to unveil the genomic diversity, population structure, and selection signatures of Abigar cattle living in a tropical environment. The population structure analysis revealed that Abigar cattle exhibit high nucleotide diversity and heterozygosity, with low runs of homozygosity and linkage disequilibrium, suggesting a genetic landscape less constrained by inbreeding and enriched by diversity. Using nucleotide diversity (Pi) and population differentiation (FST) selection scan methods, we identified 83 shared genes that are likely associated with tropical adaption. The functional annotation analysis revealed that some of these genes are potentially linked to heat tolerance (HOXC13, DNAJC18, and RXFP2), immune response (IRAK3, MZB1, and STING1), and oxidative stress response (SLC23A1). Given the wider spreading impacts of climate change on cattle production, understanding the genetic mechanisms of adaptation of local breeds becomes crucial to better respond to climate and environmental changes. In this context, our finding establishes a foundation for further research into the mechanisms underpinning cattle adaptation to tropical environments.
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Affiliation(s)
- Wondossen Ayalew
- Key Laboratory of Animal Genetics and Breeding on Tibetan Plateau, Ministry of Agriculture and Rural Affairs, Key Laboratory of Yak Breeding Engineering, Lanzhou Institute of Husbandry and Pharmaceutical Sciences, Chinese Academy of Agricultural Sciences, Lanzhou 730050, China;
- Institute of Biotechnology, Addis Ababa University, Addis Ababa P.O. Box 1176, Ethiopia; (G.M.T.); (T.S.T.)
| | - Xiaoyun Wu
- Key Laboratory of Animal Genetics and Breeding on Tibetan Plateau, Ministry of Agriculture and Rural Affairs, Key Laboratory of Yak Breeding Engineering, Lanzhou Institute of Husbandry and Pharmaceutical Sciences, Chinese Academy of Agricultural Sciences, Lanzhou 730050, China;
| | - Getinet Mekuriaw Tarekegn
- Institute of Biotechnology, Addis Ababa University, Addis Ababa P.O. Box 1176, Ethiopia; (G.M.T.); (T.S.T.)
- Scotland’s Rural College (SRUC), Roslin Institute Building, University of Edinburgh, Edinburgh EH25 9RG, UK
| | - Tesfaye Sisay Tessema
- Institute of Biotechnology, Addis Ababa University, Addis Ababa P.O. Box 1176, Ethiopia; (G.M.T.); (T.S.T.)
| | - Rakan Naboulsi
- Childhood Cancer Research Unit, Department of Women’s and Children’s Health, Karolinska Institute, Tomtebodavägen 18A, 17177 Stockholm, Sweden
| | - Renaud Van Damme
- Department of Animal Breeding and Genetics, Bioinformatics Section, Swedish University of Agricultural Sciences, P.O. Box 7023, S-750 07 Uppsala, Sweden; (R.V.D.); (E.B.-R.)
| | - Erik Bongcam-Rudloff
- Department of Animal Breeding and Genetics, Bioinformatics Section, Swedish University of Agricultural Sciences, P.O. Box 7023, S-750 07 Uppsala, Sweden; (R.V.D.); (E.B.-R.)
| | - Zewdu Edea
- Ethiopian Bio and Emerging Technology Institute, Addis Ababa P.O. Box 5954, Ethiopia;
| | - Solomon Enquahone
- Institute of Biotechnology, Addis Ababa University, Addis Ababa P.O. Box 1176, Ethiopia; (G.M.T.); (T.S.T.)
| | - Ping Yan
- Key Laboratory of Animal Genetics and Breeding on Tibetan Plateau, Ministry of Agriculture and Rural Affairs, Key Laboratory of Yak Breeding Engineering, Lanzhou Institute of Husbandry and Pharmaceutical Sciences, Chinese Academy of Agricultural Sciences, Lanzhou 730050, China;
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Turek I, Nguyen TH, Galea C, Abad I, Freihat L, Manallack DT, Velkov T, Irving H. Mutations in the Vicinity of the IRAK3 Guanylate Cyclase Center Impact Its Subcellular Localization and Ability to Modulate Inflammatory Signaling in Immortalized Cell Lines. Int J Mol Sci 2023; 24:ijms24108572. [PMID: 37239919 DOI: 10.3390/ijms24108572] [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: 03/28/2023] [Revised: 05/05/2023] [Accepted: 05/08/2023] [Indexed: 05/28/2023] Open
Abstract
Interleukin-1 receptor-associated kinase 3 (IRAK3) modulates the magnitude of cellular responses to ligands perceived by interleukin-1 receptors (IL-1Rs) and Toll-like receptors (TLRs), leading to decreases in pro-inflammatory cytokines and suppressed inflammation. The molecular mechanism of IRAK3's action remains unknown. IRAK3 functions as a guanylate cyclase, and its cGMP product suppresses lipopolysaccharide (LPS)-induced nuclear factor kappa-light-chain-enhancer of activated B cell (NFκB) activity. To understand the implications of this phenomenon, we expanded the structure-function analyses of IRAK3 through site-directed mutagenesis of amino acids known or predicted to impact different activities of IRAK3. We verified the capacity of the mutated IRAK3 variants to generate cGMP in vitro and revealed residues in and in the vicinity of its GC catalytic center that impact the LPS-induced NFκB activity in immortalized cell lines in the absence or presence of an exogenous membrane-permeable cGMP analog. Mutant IRAK3 variants with reduced cGMP generating capacity and differential regulation of NFκB activity influence subcellular localization of IRAK3 in HEK293T cells and fail to rescue IRAK3 function in IRAK3 knock-out THP-1 monocytes stimulated with LPS unless the cGMP analog is present. Together, our results shed new light on the mechanism by which IRAK3 and its enzymatic product control the downstream signaling, affecting inflammatory responses in immortalized cell lines.
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Affiliation(s)
- Ilona Turek
- Department of Rural Clinical Sciences, La Trobe Rural Health School, La Trobe University, Bendigo, VIC 3552, Australia
- La Trobe Institute for Molecular Science, La Trobe University, Bendigo, VIC 3552, Australia
| | - Trang H Nguyen
- Department of Rural Clinical Sciences, La Trobe Rural Health School, La Trobe University, Bendigo, VIC 3552, Australia
- La Trobe Institute for Molecular Science, La Trobe University, Bendigo, VIC 3552, Australia
| | - Charles Galea
- Monash Institute of Pharmaceutical Sciences, Monash University, Melbourne, VIC 3052, Australia
| | - Isaiah Abad
- Monash Institute of Pharmaceutical Sciences, Monash University, Melbourne, VIC 3052, Australia
| | - Lubna Freihat
- Monash Institute of Pharmaceutical Sciences, Monash University, Melbourne, VIC 3052, Australia
| | - David T Manallack
- Monash Institute of Pharmaceutical Sciences, Monash University, Melbourne, VIC 3052, Australia
| | - Tony Velkov
- Department of Microbiology, Monash University, Wellington Rd, Clayton, VIC 3800, Australia
| | - Helen Irving
- Department of Rural Clinical Sciences, La Trobe Rural Health School, La Trobe University, Bendigo, VIC 3552, Australia
- La Trobe Institute for Molecular Science, La Trobe University, Bendigo, VIC 3552, Australia
- Monash Institute of Pharmaceutical Sciences, Monash University, Melbourne, VIC 3052, Australia
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Ishikawa F, Matsubara T, Koyama T, Iwamoto H, Miyaji K. Whey protein hydrolysate mitigates both inflammation and endotoxin tolerance in THP-1 human monocytic leukemia cells. Immun Inflamm Dis 2022; 10:e737. [PMID: 36444621 PMCID: PMC9639455 DOI: 10.1002/iid3.737] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2022] [Revised: 10/10/2022] [Accepted: 10/25/2022] [Indexed: 11/09/2022] Open
Abstract
INTRODUCTION It is important to control both inflammation and immunosuppression after severe insults, such as sepsis, trauma, and surgery. Endotoxin tolerance is one of the immunosuppressive conditions and it has been known that endotoxin tolerance relates to poorer clinical outcomes in patients with severe insults. This study investigated whether whey protein hydrolysate (WPH) mitigates inflammation and endotoxin tolerance in THP-1 human monocytic leukemia cells. METHODS Endotoxin tolerance can be experimentally reproduced by two consecutive stimulations with lipopolysaccharide (LPS). THP-1 cells were incubated with LPS and WPH (first stimulation). After collecting the culture supernatant to evaluate the effect on inflammation, the cells were washed and restimulated by 100 ng/ml LPS (second stimulation). The culture supernatant was again collected to evaluate the effect on endotoxin tolerance. Concentrations of LPS and WPH in the first stimulation were adjusted to evaluate their dose dependency. Cytokine levels in the supernatant were determined by enzyme-linked immunosorbent assay. Statistical analysis was performed using the student's t-test or Dunnett's test. RESULTS Five mg/ml WPH significantly decreased interleukin (IL)-6 (p = .006) and IL-10 (p < .001) levels after the first LPS stimulation (1000 ng/ml). WPH significantly increased tumor necrosis factor-alpha (p < .001) and IL-10 (p = .014) levels after the second LPS stimulation. The suppressive effect of WPH on inflammation and endotoxin tolerance was dependent on the concentrations of LPS and WPH. The effective dose of WPH for endotoxin tolerance was lower than its effective dose for inflammation. CONCLUSION WPH mitigated both inflammation and endotoxin tolerance. Therefore, WPH might be a candidate for valuable food ingredients to control both inflammation and immunosuppression after severe insults.
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Affiliation(s)
- Fuka Ishikawa
- Health Care & Nutrition Science InstituteR&D Division, Morinaga Milk Industry Co. Ltd.KanagawaZamaJapan
| | - Takeshi Matsubara
- Health Care & Nutrition Science InstituteR&D Division, Morinaga Milk Industry Co. Ltd.KanagawaZamaJapan
| | - Takahiro Koyama
- Health Care & Nutrition Science InstituteR&D Division, Morinaga Milk Industry Co. Ltd.KanagawaZamaJapan
| | - Hiroshi Iwamoto
- Health Care & Nutrition Science InstituteR&D Division, Morinaga Milk Industry Co. Ltd.KanagawaZamaJapan
| | - Kazuhiro Miyaji
- Health Care & Nutrition Science InstituteR&D Division, Morinaga Milk Industry Co. Ltd.KanagawaZamaJapan
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11
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Tijjani A, Salim B, da Silva MVB, Eltahir HA, Musa TH, Marshall K, Hanotte O, Musa HH. Genomic signatures for drylands adaptation at gene-rich regions in African zebu cattle. Genomics 2022; 114:110423. [PMID: 35803449 PMCID: PMC9388378 DOI: 10.1016/j.ygeno.2022.110423] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Revised: 06/20/2022] [Accepted: 06/30/2022] [Indexed: 11/25/2022]
Abstract
Background Indigenous Sudanese cattle are mainly indicine/zebu (humped) type. They thrive in the harshest dryland environments characterised by high temperatures, long seasonal dry periods, nutritional shortages, and vector disease challenges. Here, we sequenced 60 indigenous Sudanese cattle from six indigenous breeds and analysed the data using three genomic scan approaches to unravel cattle adaptation to the African dryland region. Results We identified a set of gene-rich selective sweep regions, detected mostly on chromosomes 5, 7 and 19, shared across African and Gir zebu. These include genes involved in immune response, body size and conformation, and heat stress response. We also identified selective sweep regions unique to Sudanese zebu. Of these, a 250 kb selective sweep on chromosome 16 spans seven genes, including PLCH2, PEX10, PRKCZ, and SKI, which are involved in alternative adaptive metabolic strategies of insulin signalling, glucose homeostasis, and fat metabolism. Conclusions Our results suggest that environmental adaptation may involve recent and ancient selection at gene-rich regions, which might be under a common regulatory genetic control, in zebu cattle. Sudanese cattle thrive in the harshest environments of the African drylands. Bos indicus shared selected genes are involved in immune response, conformation, and heat stress response. Sudanese zebu-specific sweep includes genes involved in alternative adaptive metabolic strategies of insulin signalling, glucose homeostasis, and fat metabolism. Environmental adaptation in zebu cattle may involve recent and ancient selection at gene-rich regions, which might be under a common regulatory genetic control.
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Affiliation(s)
- Abdulfatai Tijjani
- International Livestock Research Institute (ILRI), PO 5689, Addis Ababa, Ethiopia; Centre for Tropical Livestock Genetics and Health (CTLGH), ILRI Ethiopia, PO Box 5689, Addis Ababa, Ethiopia; Cells, Organisms and Molecular Genetics, School of Life Sciences, University of Nottingham, United Kingdom.
| | - Bashir Salim
- Faculty of Veterinary Medicine, University of Khartoum, Sudan
| | | | | | - Taha H Musa
- Biomedical Research Institute, Darfur College, Sudan
| | - Karen Marshall
- International Livestock Research Institute (ILRI), PO Box 30709, Nairobi 00100, Kenya; Centre for Tropical Livestock Genetics and Health (CTLGH), ILRI Kenya, P.O. Box 30709, Nairobi 00100, Kenya
| | - Olivier Hanotte
- International Livestock Research Institute (ILRI), PO 5689, Addis Ababa, Ethiopia; Centre for Tropical Livestock Genetics and Health (CTLGH), ILRI Ethiopia, PO Box 5689, Addis Ababa, Ethiopia; Cells, Organisms and Molecular Genetics, School of Life Sciences, University of Nottingham, United Kingdom.
| | - Hassan H Musa
- Institute of Molecular Biology, University of Nyala, Sudan; Faculty of Medical Laboratory Sciences, University of Khartoum, Sudan.
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Modulation of Inflammatory Cytokine Production in Human Monocytes by cGMP and IRAK3. Int J Mol Sci 2022; 23:ijms23052552. [PMID: 35269704 PMCID: PMC8909980 DOI: 10.3390/ijms23052552] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Revised: 02/23/2022] [Accepted: 02/24/2022] [Indexed: 12/13/2022] Open
Abstract
Interleukin-1 receptor-associated kinase-3 (IRAK3) is a critical checkpoint molecule of inflammatory responses in the innate immune system. The pseudokinase domain of IRAK3 contains a guanylate cyclase (GC) centre that generates small amounts of cyclic guanosine monophosphate (cGMP) associated with IRAK3 functions in inflammation. However, the mechanisms of IRAK3 actions are poorly understood. The effects of low cGMP levels on inflammation are unknown, therefore a dose–response effect of cGMP on inflammatory markers was assessed in THP-1 monocytes challenged with lipopolysaccharide (LPS). Sub-nanomolar concentrations of membrane permeable 8-Br-cGMP reduced LPS-induced NFκB activity, IL-6 and TNF-α cytokine levels. Pharmacologically upregulating cellular cGMP levels using a nitric oxide donor reduced cytokine secretion. Downregulating cellular cGMP using a soluble GC inhibitor increased cytokine levels. Knocking down IRAK3 in THP-1 cells revealed that unlike the wild type cells, 8-Br-cGMP did not suppress inflammatory responses. Complementation of IRAK3 knockdown cells with wild type IRAK3 suppressed cytokine production while complementation with an IRAK3 mutant at GC centre only partially restored this function. Together these findings indicate low levels of cGMP form a critical component in suppressing cytokine production and in mediating IRAK3 action, and this may be via a cGMP enriched nanodomain formed by IRAK3 itself.
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Nguyen TH, Turek I, Meehan-Andrews T, Zacharias A, Irving HR. A systematic review and meta-analyses of interleukin-1 receptor associated kinase 3 (IRAK3) action on inflammation in in vivo models for the study of sepsis. PLoS One 2022; 17:e0263968. [PMID: 35167625 PMCID: PMC8846508 DOI: 10.1371/journal.pone.0263968] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Accepted: 02/01/2022] [Indexed: 12/27/2022] Open
Abstract
Background Interleukin-1 receptor associated kinase 3 (IRAK3) is a critical modulator of inflammation and is associated with endotoxin tolerance and sepsis. Although IRAK3 is known as a negative regulator of inflammation, several studies have reported opposing functions, and the temporal actions of IRAK3 on inflammation remain unclear. A systematic review and meta-analyses were performed to investigate IRAK3 expression and its effects on inflammatory markers (TNF-α and IL-6) after one- or two-challenge interventions, which mimic the hyperinflammatory and immunosuppression phases of sepsis, respectively, using human or animal in vivo models. Methods This systematic review and meta-analyses has been registered in the Open Science Framework (OSF) (Registration DOI: 10.17605/OSF.IO/V39UR). A systematic search was performed to identify in vivo studies reporting outcome measures of expression of IRAK3 and inflammatory markers. Meta-analyses were performed where sufficient data was available. Results The search identified 7778 studies for screening. After screening titles, abstracts and full texts, a total of 49 studies were included in the systematic review. The review identified significant increase of IRAK3 mRNA and protein expression at different times in humans compared to rodents following one-challenge, whereas the increases of IL-6 and TNF-α protein expression in humans were similar to rodent in vivo models. Meta-analyses confirmed the inhibitory effect of IRAK3 on TNF-α mRNA and protein expression after two challenges. Conclusions A negative correlation between IRAK3 and TNF-α expression in rodents following two challenges demonstrates the association of IRAK3 in the immunosuppression phase of sepsis. Species differences in underlying biology affect the translatability of immune responses of animal models to human, as shown by the dissimilarity in patterns of IRAK3 mRNA and protein expression between humans and rodents following one challenge that are further influenced by variations in experimental procedures.
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Affiliation(s)
- Trang H. Nguyen
- Department of Pharmacy and Biomedical Sciences, La Trobe Institute for Molecular Science, La Trobe University, Bendigo, Victoria, Australia
- * E-mail: (HRI); (THN)
| | - Ilona Turek
- Department of Pharmacy and Biomedical Sciences, La Trobe Institute for Molecular Science, La Trobe University, Bendigo, Victoria, Australia
| | - Terri Meehan-Andrews
- Department of Pharmacy and Biomedical Sciences, La Trobe Institute for Molecular Science, La Trobe University, Bendigo, Victoria, Australia
| | - Anita Zacharias
- Department of Pharmacy and Biomedical Sciences, La Trobe Institute for Molecular Science, La Trobe University, Bendigo, Victoria, Australia
| | - Helen R. Irving
- Department of Pharmacy and Biomedical Sciences, La Trobe Institute for Molecular Science, La Trobe University, Bendigo, Victoria, Australia
- * E-mail: (HRI); (THN)
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Jia F, Chen L, Fang L, Chen W. IRAK-M deletion aggravates acute inflammatory response and mitochondrial respiratory dysfunction following myocardial infarction: A bioinformatics analysis. J Proteomics 2022; 257:104512. [DOI: 10.1016/j.jprot.2022.104512] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2021] [Revised: 01/11/2022] [Accepted: 01/31/2022] [Indexed: 10/19/2022]
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