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Vázquez-Mera S, Miguéns-Suárez P, Martelo-Vidal L, Rivas-López S, Uller L, Bravo SB, Domínguez-Arca V, Muñoz X, González-Barcala FJ, Nieto Fontarigo JJ, Salgado FJ. Signature Proteins in Small Extracellular Vesicles of Granulocytes and CD4 + T-Cell Subpopulations Identified by Comparative Proteomic Analysis. Int J Mol Sci 2024; 25:10848. [PMID: 39409176 PMCID: PMC11476868 DOI: 10.3390/ijms251910848] [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: 09/27/2024] [Revised: 10/04/2024] [Accepted: 10/07/2024] [Indexed: 10/19/2024] Open
Abstract
Several studies have described the proteomic profile of different immune cell types, but only a few have also analysed the content of their delivered small extracellular vesicles (sEVs). The aim of the present study was to compare the protein signature of sEVs delivered from granulocytes (i.e., neutrophils and eosinophils) and CD4+ T cells (i.e., TH1, TH2, and TH17) to identify potential biomarkers of the inflammatory profile in chronic inflammatory diseases. Qualitative (DDA) and quantitative (DIA-SWATH) analyses of in vitro-produced sEVs revealed proteome variations depending on the cell source. The main differences were found between granulocyte- and TH cell-derived sEVs, with a higher abundance of antimicrobial proteins (e.g., LCN2, LTF, MPO) in granulocyte-derived sEVs and an enrichment of ribosomal proteins (RPL and RPS proteins) in TH-derived sEVs. Additionally, we found differentially abundant proteins between neutrophil and eosinophil sEVs (e.g., ILF2, LTF, LCN2) and between sEVs from different TH subsets (e.g., ISG15, ITGA4, ITGB2, or NAMPT). A "proof-of-concept" assay was also performed, with TH2 biomarkers ITGA4 and ITGB2 displaying a differential abundance in sEVs from T2high and T2low asthma patients. Thus, our findings highlight the potential use of these sEVs as a source of biomarkers for diseases where the different immune cell subsets studied participate, particularly chronic inflammatory pathologies such as asthma or chronic obstructive pulmonary disease (COPD).
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Affiliation(s)
- Sara Vázquez-Mera
- BioLympho Research Group, Department of Biochemistry and Molecular Biology, Faculty of Biology-Biological Research Centre (CIBUS), Universidade de Santiago de Compostela, 15782 Santiago de Compostela, Spain; (S.V.-M.); (P.M.-S.); (L.M.-V.); (S.R.-L.); (J.J.N.F.); (F.J.S.)
- Translational Research in Airway Diseases Group (TRIAD), Health Research Institute of Santiago de Compostela (IDIS), 15706 Santiago de Compostela, Spain
| | - Pablo Miguéns-Suárez
- BioLympho Research Group, Department of Biochemistry and Molecular Biology, Faculty of Biology-Biological Research Centre (CIBUS), Universidade de Santiago de Compostela, 15782 Santiago de Compostela, Spain; (S.V.-M.); (P.M.-S.); (L.M.-V.); (S.R.-L.); (J.J.N.F.); (F.J.S.)
- Translational Research in Airway Diseases Group (TRIAD), Health Research Institute of Santiago de Compostela (IDIS), 15706 Santiago de Compostela, Spain
| | - Laura Martelo-Vidal
- BioLympho Research Group, Department of Biochemistry and Molecular Biology, Faculty of Biology-Biological Research Centre (CIBUS), Universidade de Santiago de Compostela, 15782 Santiago de Compostela, Spain; (S.V.-M.); (P.M.-S.); (L.M.-V.); (S.R.-L.); (J.J.N.F.); (F.J.S.)
- Translational Research in Airway Diseases Group (TRIAD), Health Research Institute of Santiago de Compostela (IDIS), 15706 Santiago de Compostela, Spain
| | - Sara Rivas-López
- BioLympho Research Group, Department of Biochemistry and Molecular Biology, Faculty of Biology-Biological Research Centre (CIBUS), Universidade de Santiago de Compostela, 15782 Santiago de Compostela, Spain; (S.V.-M.); (P.M.-S.); (L.M.-V.); (S.R.-L.); (J.J.N.F.); (F.J.S.)
- Translational Research in Airway Diseases Group (TRIAD), Health Research Institute of Santiago de Compostela (IDIS), 15706 Santiago de Compostela, Spain
| | - Lena Uller
- Department of Experimental Medical Science, Lund University, 22362 Lund, Sweden;
| | - Susana B. Bravo
- Proteomic Service, Health Research Institute of Santiago de Compostela (IDIS), 15706 Santiago de Compostela, Spain;
| | - Vicente Domínguez-Arca
- Biophysics and Interfaces Group, Applied Physics Department, Faculty of Physics, Universidade de Santiago de Compostela, 15782 Santiago de Compostela, Spain
| | - Xavier Muñoz
- Centro de Investigación en Red de Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III (ISCIII), 08035 Barcelona, Spain;
- Pneumology Service, Hospital Vall d’Hebron Barcelona, 08035 Barcelona, Spain
| | - Francisco J. González-Barcala
- BioLympho Research Group, Department of Biochemistry and Molecular Biology, Faculty of Biology-Biological Research Centre (CIBUS), Universidade de Santiago de Compostela, 15782 Santiago de Compostela, Spain; (S.V.-M.); (P.M.-S.); (L.M.-V.); (S.R.-L.); (J.J.N.F.); (F.J.S.)
- Translational Research in Airway Diseases Group (TRIAD), Health Research Institute of Santiago de Compostela (IDIS), 15706 Santiago de Compostela, Spain
- Centro de Investigación en Red de Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III (ISCIII), 08035 Barcelona, Spain;
- Department of Respiratory Medicine, University Hospital Complex of Santiago de Compostela, 15706 Santiago de Compostela, Spain
- Department of Medicine, Universidade de Santiago de Compostela, 15782 Santiago de Compostela, Spain
| | - Juan J. Nieto Fontarigo
- BioLympho Research Group, Department of Biochemistry and Molecular Biology, Faculty of Biology-Biological Research Centre (CIBUS), Universidade de Santiago de Compostela, 15782 Santiago de Compostela, Spain; (S.V.-M.); (P.M.-S.); (L.M.-V.); (S.R.-L.); (J.J.N.F.); (F.J.S.)
- Translational Research in Airway Diseases Group (TRIAD), Health Research Institute of Santiago de Compostela (IDIS), 15706 Santiago de Compostela, Spain
- Department of Experimental Medical Science, Lund University, 22362 Lund, Sweden;
| | - Francisco J. Salgado
- BioLympho Research Group, Department of Biochemistry and Molecular Biology, Faculty of Biology-Biological Research Centre (CIBUS), Universidade de Santiago de Compostela, 15782 Santiago de Compostela, Spain; (S.V.-M.); (P.M.-S.); (L.M.-V.); (S.R.-L.); (J.J.N.F.); (F.J.S.)
- Translational Research in Airway Diseases Group (TRIAD), Health Research Institute of Santiago de Compostela (IDIS), 15706 Santiago de Compostela, Spain
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Wang HP, He J, He JR, Li DD, Huang H, Chen B. Single-cell transcriptome analysis of the mouse lungs during the injury and recovery periods after lipopolysaccharide administration. Inflamm Res 2024:10.1007/s00011-024-01951-z. [PMID: 39377802 DOI: 10.1007/s00011-024-01951-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2024] [Revised: 09/22/2024] [Accepted: 09/25/2024] [Indexed: 10/09/2024] Open
Abstract
OBJECTIVE This study sought to investigate the cellular and molecular alterations during the injury and recovery periods of ALI and develop effective treatments for ALI. METHODS Pulmonary histology at 1, 3, 6, and 9 days after lipopolysaccharide administration mice were assessed. An unbiased single-cell RNA sequencing was performed in alveoli tissues from injury (day 3) and recovery (day 6) mice after lipopolysaccharide administration. The roles of Fpr2 and Dpp4 in ALI were assessed. RESULTS The most severe lung injury occurred on day 3, followed by recovery entirely on day 9 after lipopolysaccharide administration. The numbers of Il1a+ neutrophils, monocytes/macrophages, and Cd4+ and Cd8+ T cells significantly increased at day 3 after LPS administration; subsequently, the number of Il1a+ neutrophils greatly decreased, the numbers of monocytes/macrophages and Cd4+ and Cd8+ T cells continuously increased, and the number of resident alveolar macrophages significantly increased at day 6. The interactions between monocytes/macrophages and pneumocytes during the injury period were enhanced by the Cxcl10/Dpp4 pair, and inhibiting Dpp4 improved ALI significantly, while inhibiting Fpr2 did not. CONCLUSIONS Our results offer valuable insights into the cellular and molecular mechanisms underlying its progression and identify Dpp4 as an effective therapeutic target for ALI.
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Affiliation(s)
- Hou-Ping Wang
- Department of Anesthesia, The Second Affiliated Hospital of Chongqing Medical University, No. 74 Linjianglu, Yuzhong District, Chongqing, 400010, China
| | - Jian He
- Department of Spine Surgery, Center of Orthopedics, State Key Laboratory of Trauma and Chemical Poisoning, Daping Hospital, Army Medical University, Third Military Medical University), Chongqing, 400042, China
- Pancreatic Injury and Repair Key Laboratory of Sichuan Province, The General Hospital of Western Theater Command, Chengdu, 610031, China
| | - Jian-Rong He
- Department of Anesthesia, The Second Affiliated Hospital of Chongqing Medical University, No. 74 Linjianglu, Yuzhong District, Chongqing, 400010, China
| | - Dan-Dan Li
- Department of Anesthesia, The Second Affiliated Hospital of Chongqing Medical University, No. 74 Linjianglu, Yuzhong District, Chongqing, 400010, China
| | - He Huang
- Department of Anesthesia, The Second Affiliated Hospital of Chongqing Medical University, No. 74 Linjianglu, Yuzhong District, Chongqing, 400010, China
| | - Bing Chen
- Department of Anesthesia, The Second Affiliated Hospital of Chongqing Medical University, No. 74 Linjianglu, Yuzhong District, Chongqing, 400010, China.
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Lin Q, Huang E, Fan K, Zhang Z, Shangguan H, Zhang W, Fang W, Ou Q, Liu X. Cerebrospinal Fluid Neutrophil Gelatinase-Associated Lipocalin as a Novel Biomarker for Postneurosurgical Bacterial Meningitis: A Prospective Observational Cohort Study. Neurosurgery 2024:00006123-990000000-01205. [PMID: 38856216 DOI: 10.1227/neu.0000000000003021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2024] [Accepted: 04/08/2024] [Indexed: 06/11/2024] Open
Abstract
BACKGROUND AND OBJECTIVES Postneurosurgical bacterial meningitis (PNBM) was a significant clinical challenge, as early identification remains difficult. This study aimed to explore the potential of neutrophil gelatinase-associated lipocalin (NGAL) as a novel biomarker for the early diagnosis of PNBM in patients who have undergone neurosurgery. METHODS A total of 436 postneurosurgical adult patients were enrolled in this study. Clinical information, cerebrospinal fluid (CSF), and blood samples were collected. After the screening, the remaining 267 patients were divided into the PNBM and non-PNBM groups, and measured CSF and serum NGAL levels to determine the diagnostic utility of PNBM. Subsequently, patients with PNBM were categorized into gram-positive and gram-negative bacterial infection groups to assess the effectiveness of CSF NGAL in differentiating between these types of infections. We analyzed the changes in CSF NGAL expression before and after anti-infection treatment in PNBM. Finally, an additional 60 patients were included as an independent validation cohort to further validate the diagnostic performance of CSF NGAL. RESULTS Compared with the non-PNBM group, CSF NGAL was significantly higher in the PNBM group (305.1 [151.6-596.5] vs 58.5 [30.7-105.8] ng/mL; P < .0001). The area under the curve of CSF NGAL for diagnosing PNBM was 0.928 (95% CI: 0.897-0.960), at a threshold of 119.7 ng/mL. However, there was no significant difference in serum NGAL between the 2 groups (142.5 [105.0-248.6] vs 161.9 [126.6-246.6] ng/mL, P = .201). Furthermore, CSF NGAL levels were significantly higher in patients with gram-negative bacterial infections than those with gram-positive bacteria (P = .023). In addition, CSF NGAL levels decrease after treatment compared with the initial stage of infection (P < .0001). Finally, in this validation cohort, the threshold of 119.7 ng/mL CSF NGAL shows good diagnostic performance with a sensitivity and specificity of 90% and 80%, respectively. CONCLUSION CSF NGAL holds promise as a potential biomarker for the diagnosis, early drug selection, and efficacy monitoring of PNBM.
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Affiliation(s)
- Qingwen Lin
- Department of Laboratory Medicine, Gene Diagnosis Research Center, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China
- Department of Laboratory Medicine, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, China
- Fujian Key Laboratory of Laboratory Medicine, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China
- Fujian Clinical Research Center for Clinical Immunology Laboratory Test, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China
| | - Er Huang
- Department of Laboratory Medicine, Gene Diagnosis Research Center, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China
- Department of Laboratory Medicine, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, China
- Fujian Key Laboratory of Laboratory Medicine, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China
- Fujian Clinical Research Center for Clinical Immunology Laboratory Test, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China
| | - Kengna Fan
- Department of Laboratory Medicine, Gene Diagnosis Research Center, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China
- Department of Laboratory Medicine, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, China
- Fujian Key Laboratory of Laboratory Medicine, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China
- Fujian Clinical Research Center for Clinical Immunology Laboratory Test, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China
| | - Zeqin Zhang
- Department of Laboratory Medicine, Gene Diagnosis Research Center, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China
| | - Huangcheng Shangguan
- Department of Neurosurgery, Neurosurgery Research Institute, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China
| | - Weiqing Zhang
- Department of Laboratory Medicine, Gene Diagnosis Research Center, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China
- Department of Laboratory Medicine, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, China
- Fujian Key Laboratory of Laboratory Medicine, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China
- Fujian Clinical Research Center for Clinical Immunology Laboratory Test, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China
| | - Wenhua Fang
- Department of Neurosurgery, Neurosurgery Research Institute, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China
| | - Qishui Ou
- Department of Laboratory Medicine, Gene Diagnosis Research Center, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China
- Department of Laboratory Medicine, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, China
- Fujian Key Laboratory of Laboratory Medicine, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China
- Fujian Clinical Research Center for Clinical Immunology Laboratory Test, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China
| | - Xiaofeng Liu
- Department of Laboratory Medicine, Gene Diagnosis Research Center, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China
- Department of Laboratory Medicine, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, China
- Fujian Key Laboratory of Laboratory Medicine, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China
- Fujian Clinical Research Center for Clinical Immunology Laboratory Test, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China
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Konrad ER, Soo J, Conroy AL, Namasopo S, Opoka RO, Hawkes MT. Circulating markers of neutrophil activation and lung injury in pediatric pneumonia in low-resource settings. Pathog Glob Health 2023; 117:708-716. [PMID: 36562081 PMCID: PMC10614712 DOI: 10.1080/20477724.2022.2160885] [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: 12/24/2022] Open
Abstract
Diagnostic biomarkers for childhood pneumonia could guide management and improve antibiotic stewardship in low-resource settings where chest x-ray (CXR) is not always available. In this cross-sectional study, we measured chitinase 3-like protein 1 (CHI3L1), surfactant protein D (SP-D), lipocalin-2 (LCN2), and tissue inhibitor of metalloproteinases-1 (TIMP-1) in Ugandan children under the age of five hospitalized with acute lower respiratory tract infection. We determined the association between biomarker levels and primary end-point pneumonia, indicated by CXR consolidation. We included 89 children (median age 11 months, 39% female). Primary endpoint pneumonia was present in 22 (25%). Clinical signs were similar in children with and without CXR consolidation. Broad-spectrum antibiotics (ceftriaxone) were administered in 83 (93%). Levels of CHI3L1, SP-D, LCN2 and TIMP-1 were higher in patients with primary end-point pneumonia compared to patients with normal CXR or other infiltrates. All markers were moderately accurate predictors of primary end-point pneumonia, with area under receiver operator characteristic curves of 0.66-0.70 (p<0.05 for all markers). The probability of CXR consolidation increased monotonically with the number of markers above cut-off. Among 28 patients (31%) in whom all four markers were below the cut-off, the likelihood ratio of CXR consolidation was 0.11 (95%CI 0.015 to 0.73). CHI3L1, SP-D, LCN2 and TIMP-1 were associated with CXR consolidation in children with clinical pneumonia in a low-resource setting. Combinations of quantitative biomarkers may be useful to safely withhold antibiotics in children with a low probability of bacterial infection.
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Affiliation(s)
- Emily R. Konrad
- Department of Pediatrics, University of Alberta, Edmonton, Canada
| | - Jeremy Soo
- Department of Pediatrics, University of Alberta, Edmonton, Canada
| | - Andrea L. Conroy
- Ryan White Center for Pediatric Infectious Diseases and Global Health, Indiana University School of Medicine, Indianapolis, USA
| | - Sophie Namasopo
- Department of Pediatrics, Kabale District Hospital, Kabale, Uganda
| | - Robert O. Opoka
- Department of Paediatrics and Child Health, Mulago Hospital and Makerere University, Kampala, Uganda
| | - Michael T. Hawkes
- Department of Pediatrics, University of Alberta, Edmonton, Canada
- School of Public Health, University of Alberta, Edmonton, Canada
- Department of Medical Microbiology and Immunology, University of Alberta, Edmonton, Canada
- Distinguished Researcher, Stollery Science Lab, Edmonton, Canada
- Member, Women and Children’s Health Research Institute, Edmonton, Canada
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Balanza N, Erice C, Ngai M, McDonald CR, Weckman AM, Wright J, Richard-Greenblatt M, Varo R, López-Varela E, Sitoe A, Vitorino P, Bramugy J, Lanaspa M, Acácio S, Madrid L, Baro B, Kain KC, Bassat Q. Prognostic accuracy of biomarkers of immune and endothelial activation in Mozambican children hospitalized with pneumonia. PLOS GLOBAL PUBLIC HEALTH 2023; 3:e0001553. [PMID: 36963048 PMCID: PMC10021812 DOI: 10.1371/journal.pgph.0001553] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Accepted: 01/24/2023] [Indexed: 02/25/2023]
Abstract
Pneumonia is a leading cause of child mortality. However, currently we lack simple, objective, and accurate risk-stratification tools for pediatric pneumonia. Here we test the hypothesis that measuring biomarkers of immune and endothelial activation in children with pneumonia may facilitate the identification of those at risk of death. We recruited children <10 years old fulfilling WHO criteria for pneumonia and admitted to the Manhiça District Hospital (Mozambique) from 2010 to 2014. We measured plasma levels of IL-6, IL-8, Angpt-2, sTREM-1, sFlt-1, sTNFR1, PCT, and CRP at admission, and assessed their prognostic accuracy for in-hospital, 28-day, and 90-day mortality. Healthy community controls, within same age strata and location, were also assessed. All biomarkers were significantly elevated in 472 pneumonia cases versus 80 controls (p<0.001). IL-8, sFlt-1, and sTREM-1 were associated with in-hospital mortality (p<0.001) and showed the best discrimination with AUROCs of 0.877 (95% CI: 0.782 to 0.972), 0.832 (95% CI: 0.729 to 0.935) and 0.822 (95% CI: 0.735 to 0.908), respectively. Their performance was superior to CRP, PCT, oxygen saturation, and clinical severity scores. IL-8, sFlt-1, and sTREM-1 remained good predictors of 28-day and 90-day mortality. These findings suggest that measuring IL-8, sFlt-1, or sTREM-1 at hospital presentation can guide risk-stratification of children with pneumonia, which could enable prioritized care to improve survival and resource allocation.
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Affiliation(s)
- Núria Balanza
- ISGlobal, Hospital Clínic, Universitat de Barcelona, Barcelona, Spain
| | - Clara Erice
- Sandra-Rotman Centre for Global Health, Toronto General Research Institute, University Health Network-Toronto General Hospital, Toronto, Ontario, Canada
| | - Michelle Ngai
- Sandra-Rotman Centre for Global Health, Toronto General Research Institute, University Health Network-Toronto General Hospital, Toronto, Ontario, Canada
- Tropical Disease Unit, Division of Infectious Diseases, Department of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Chloe R. McDonald
- Sandra-Rotman Centre for Global Health, Toronto General Research Institute, University Health Network-Toronto General Hospital, Toronto, Ontario, Canada
| | - Andrea M. Weckman
- Sandra-Rotman Centre for Global Health, Toronto General Research Institute, University Health Network-Toronto General Hospital, Toronto, Ontario, Canada
- Tropical Disease Unit, Division of Infectious Diseases, Department of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Julie Wright
- Sandra-Rotman Centre for Global Health, Toronto General Research Institute, University Health Network-Toronto General Hospital, Toronto, Ontario, Canada
- Tropical Disease Unit, Division of Infectious Diseases, Department of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Melissa Richard-Greenblatt
- Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Rosauro Varo
- ISGlobal, Hospital Clínic, Universitat de Barcelona, Barcelona, Spain
- Centro de Investigação em Saúde de Manhiça, Maputo, Mozambique
| | - Elisa López-Varela
- ISGlobal, Hospital Clínic, Universitat de Barcelona, Barcelona, Spain
- Centro de Investigação em Saúde de Manhiça, Maputo, Mozambique
- Desmond Tutu TB Centre, Department of Pediatrics and Child Health, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa
| | - Antonio Sitoe
- Centro de Investigação em Saúde de Manhiça, Maputo, Mozambique
| | - Pio Vitorino
- Centro de Investigação em Saúde de Manhiça, Maputo, Mozambique
| | - Justina Bramugy
- Centro de Investigação em Saúde de Manhiça, Maputo, Mozambique
| | - Miguel Lanaspa
- ISGlobal, Hospital Clínic, Universitat de Barcelona, Barcelona, Spain
- Centro de Investigação em Saúde de Manhiça, Maputo, Mozambique
| | - Sozinho Acácio
- Centro de Investigação em Saúde de Manhiça, Maputo, Mozambique
| | - Lola Madrid
- ISGlobal, Hospital Clínic, Universitat de Barcelona, Barcelona, Spain
- Centro de Investigação em Saúde de Manhiça, Maputo, Mozambique
- Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, United Kingdom
| | - Bàrbara Baro
- ISGlobal, Hospital Clínic, Universitat de Barcelona, Barcelona, Spain
| | - Kevin C. Kain
- Sandra-Rotman Centre for Global Health, Toronto General Research Institute, University Health Network-Toronto General Hospital, Toronto, Ontario, Canada
- Tropical Disease Unit, Division of Infectious Diseases, Department of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Quique Bassat
- ISGlobal, Hospital Clínic, Universitat de Barcelona, Barcelona, Spain
- Centro de Investigação em Saúde de Manhiça, Maputo, Mozambique
- ICREA, Barcelona, Spain
- Pediatrics Department, Hospital Sant Joan de Déu (University of Barcelona), Barcelona, Spain
- Consorcio de Investigación Biomédica en Red de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain
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Tang Z, Zhang F, Wang Y, Zhang C, Li X, Yin M, Shu J, Yu H, Liu X, Guo Y, Li Z. Diagnosis of hepatocellular carcinoma based on salivary protein glycopatterns and machine learning algorithms. Clin Chem Lab Med 2022; 60:1963-1973. [DOI: 10.1515/cclm-2022-0715] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Accepted: 09/08/2022] [Indexed: 11/15/2022]
Abstract
Abstract
Objectives
Hepatocellular carcinoma (HCC) is difficult to diagnose early and progresses rapidly, making it one of the most deadly malignancies worldwide. This study aimed to evaluate whether salivary glycopattern changes combined with machine learning algorithms could help in the accurate diagnosis of HCC.
Methods
Firstly, we detected the alteration of salivary glycopatterns by lectin microarrays in 118 saliva samples. Subsequently, we constructed diagnostic models for hepatic cirrhosis (HC) and HCC using three machine learning algorithms: Least Absolute Shrinkage and Selector Operation, Support Vector Machine (SVM), and Random Forest (RF). Finally, the performance of the diagnostic models was assessed in an independent validation cohort of 85 saliva samples by a series of evaluation metrics, including area under the receiver operator curve (AUC), accuracy, specificity, and sensitivity.
Results
We identified alterations in the expression levels of salivary glycopatterns in patients with HC and HCC. The results revealed that the glycopatterns recognized by 22 lectins showed significant differences in the saliva of HC and HCC patients and healthy volunteers. In addition, after Boruta feature selection, the best predictive performance was obtained with the RF algorithm for the construction of models for HC and HCC. The AUCs of the RF-HC model and RF-HCC model in the validation cohort were 0.857 (95% confidence interval [CI]: 0.780–0.935) and 0.886 (95% CI: 0.814–0.957), respectively.
Conclusions
Detecting alterations in salivary protein glycopatterns with lectin microarrays combined with machine learning algorithms could be an effective strategy for diagnosing HCC in the future.
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Affiliation(s)
- Zhen Tang
- Laboratory for Functional Glycomics , College of Life Sciences, Northwest University , Xi’an , P.R. China
| | - Fan Zhang
- Laboratory for Functional Glycomics , College of Life Sciences, Northwest University , Xi’an , P.R. China
| | - Yuan Wang
- Department of Infectious Diseases , Second Affiliated Hospital of Xi’an Jiaotong University , Xi’an , P.R. China
| | - Chen Zhang
- Laboratory for Functional Glycomics , College of Life Sciences, Northwest University , Xi’an , P.R. China
| | - Xia Li
- Laboratory for Functional Glycomics , College of Life Sciences, Northwest University , Xi’an , P.R. China
| | - Mengqi Yin
- Laboratory for Functional Glycomics , College of Life Sciences, Northwest University , Xi’an , P.R. China
| | - Jian Shu
- Laboratory for Functional Glycomics , College of Life Sciences, Northwest University , Xi’an , P.R. China
| | - Hanjie Yu
- Laboratory for Functional Glycomics , College of Life Sciences, Northwest University , Xi’an , P.R. China
| | - Xiawei Liu
- Laboratory for Functional Glycomics , College of Life Sciences, Northwest University , Xi’an , P.R. China
| | - Yonghong Guo
- The infectious disease department , Gongli Hospital , Pudong New Area, Shanghai , P.R. China
| | - Zheng Li
- Laboratory for Functional Glycomics , College of Life Sciences, Northwest University , Xi’an , P.R. China
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7
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Britto C, Mohorianu I, Yeung T, Cheung E, Novak T, Hall MW, Mourani PM, Weiss SL, Thomas NJ, Markovitz B, Randolph AG, Moffitt KL. Host respiratory transcriptome signature associated with poor outcome in children with influenza-Staphylococcus aureus pneumonia. J Infect Dis 2022; 226:1286-1294. [PMID: 35899844 DOI: 10.1093/infdis/jiac325] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Accepted: 07/25/2022] [Indexed: 11/14/2022] Open
Abstract
Respiratory coinfection of influenza with Staphylococcus aureus often causes severe disease; methicillin resistant S. aureus (MRSA) coinfection is frequently fatal. Understanding disease pathogenesis may inform therapies. We aimed to identify host and pathogen transcriptomic (mRNA) signatures from the respiratory compartment of patients with influenza-S. aureus coinfection (ISAC) critical illness that predict worse outcomes. mRNA extracted from endotracheal aspirates was evaluated for S. aureus and host transcriptomic biosignatures. Influenza-MRSA outcomes were worse, but of 190 S. aureus virulence-associated genes, 6 were differentially expressed between MRSA- versus methicillin-susceptible S. aureus coinfected patients and none discriminated outcome. Host gene expression in ISAC patients was compared to influenza infection alone. Patients with poor clinical outcomes (death or prolonged multi-organ dysfunction) had relatively reduced expression of interferons and down-regulation of interferon gamma-induced immune cell chemoattractants CXCL10 and CXCL11. In influenza-S. aureus respiratory coinfection, airway host but not pathogen gene expression profiles predicted worse clinical outcomes.
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Affiliation(s)
- Carl Britto
- Department of Pediatrics, Boston Children's Hospital, Boston, MA, USA.,Oxford Vaccine Group, Department of Paediatrics, University of Oxford, UK.,Division of Infectious Disease, St. John's Research Institute, Bengaluru, India
| | - Irina Mohorianu
- Oxford Vaccine Group, Department of Paediatrics, University of Oxford, UK.,Wellcome-MRC Cambridge, Stem Cell Institute, University of Cambridge, UK
| | - Tracy Yeung
- Division of Infectious Diseases, Boston Children's Hospital, Boston, MA, USA
| | - Elaine Cheung
- Division of Infectious Diseases, Boston Children's Hospital, Boston, MA, USA
| | - Tanya Novak
- Department of Anesthesia, Critical Care and Pain Medicine, Boston Children's Hospital, Boston, MA, USA.,Department of Anesthesia, Harvard Medical School, Boston, MA, USA
| | - Mark W Hall
- Division of Critical Care Medicine, Department of Pediatrics, Nationwide Children's Hospital, Columbus, OH, USA
| | - Peter M Mourani
- Department of Pediatrics, Section of Critical Care Medicine, University of Arkansas for Medical Sciences and Arkansas Children's Research Institute, Little Rock, AR, USA
| | - Scott L Weiss
- Division of Critical Care, Department of Anesthesiology and Critical Care, The Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Neal J Thomas
- Department of Pediatrics, Penn State Hershey Children's Hospital, Penn State University College of Medicine, Hershey, PA, USA
| | - Barry Markovitz
- Department of Anesthesiology Critical Care Medicine, Children's Hospital Los Angeles, Los Angeles, CA, USA
| | - Adrienne G Randolph
- Department of Anesthesia, Critical Care and Pain Medicine, Boston Children's Hospital, Boston, MA, USA.,Department of Anesthesia, Harvard Medical School, Boston, MA, USA.,Department of Pediatrics, Harvard Medical School, Boston, MA, USA
| | - Kristin L Moffitt
- Division of Infectious Diseases, Boston Children's Hospital, Boston, MA, USA.,Department of Pediatrics, Harvard Medical School, Boston, MA, USA
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Ojuawo OB, Iroh Tam PY. Childhood Pneumonia Diagnostics in Sub-Saharan Africa: A Systematic Review. J Trop Pediatr 2022; 68:6604072. [PMID: 35674266 DOI: 10.1093/tropej/fmac045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
BACKGROUND The prompt and accurate aetiological diagnosis of childhood pneumonia remains a challenge, especially in sub-Saharan Africa (SSA) because of limited resources for disease management. OBJECTIVE To review existing diagnostics for childhood pneumonia and potential modalities available to differentiate between bacterial and viral aetiologies in SSA. METHODS Online databases were searched for relevant articles published between January 2010 and December 2020 regarding childhood pneumonia diagnosis, conducted in SSA in children less than 18 years of age. The 2020 PRISMA checklist was utilized in appraising the selected studies and the QUADAS-2 tool was employed to assess the risk of bias in each of the studies selected. RESULTS A total of 1542 study titles and abstracts were screened following which 45 studies (39 on childhood pneumonia diagnostics and 6 on discriminating between bacterial and viral childhood pneumonia) were selected for review. Microbiological investigations (79.7%) constituted the most utilized index tests with blood-related specimen (32.8%) being the most utilized specimen. The most performed index diagnostic modality was polymerase chain reaction (PCR) (53.1%). The commonest reference gold standard technique was based on clinical diagnosis of the disease (46.2%). Only six studies in SSA attempted at using serum biomarkers, either singly or in combination to distinguish between aetiologies with use of combined biomarkers showing promise. CONCLUSION Microbiological investigations are the most employed diagnostic methods for childhood pneumonia in SSA. More studies are required to evaluate the potential use of serum biomarkers; either singly or in combination with the goal of discriminating bacterial and viral childhood pneumonia.
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Affiliation(s)
| | - Pui-Ying Iroh Tam
- Respiratory Department, Sandwell and West Birmingham Hospitals NHS Trust, Dudley Road, Birmingham B187QH, UK.,Department of Paediatrics and Child Health, Kamuzu University of Health Sciences, Blantyre, Malawi.,Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, UK
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9
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Bekis Bozkurt H, Gümüs A, Ergüven M. Is Serum Endocan Level an Indicator of the Severity of Childhood Community-Acquired Pneumonia? J PEDIAT INF DIS-GER 2022. [DOI: 10.1055/s-0042-1743576] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
Abstract
Objective We aimed to investigate the relationship between serum endocan, procalcitonin (PCT), C-reactive protein (CRP), white blood cell count (WBC), neutrophil/lymphocyte ratios (NLR), and the severity of the disease in childhood community-acquired pneumonia (CAP) cases.
Methods This cross-sectional designed study included 30 pneumonia cases and 30 severe pneumonia cases aged between 3 months and 18 years who were hospitalized and treated in our hospital with the diagnosis of CAP. We also included 30 healthy controls in the same age range. Pearson's correlation and receiver operating characteristic (ROC) curve analyzes were performed.
Results PCT, endocan, NLR, and CRP levels were found to be significantly higher in patients with severe pneumonia. Sensitivity and specificity values in detecting pneumonia were 72.5 and 93% for PCT, 78.4 and 83.3% for CRP, 78.4 and 76.7% for endocan, and 64.7 and 63.3% for NLR. However, the area under the curve in ROC analysis were 0.821, 0.840, 0.842, and 0.670 for PCT, CRP, endocan, and NLR respectively.
Conclusion Endocan may be a marker of the diagnosis of pneumonia and not clinical severity, but studies are needed in large patient populations.
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Affiliation(s)
| | - Abdullah Gümüs
- Department of Microbiology, Faculty of Medicine, Kafkas University, Kars, Turkey
| | - Müferet Ergüven
- Department of Pediatrics, Faculty of Medicine, Kafkas University, Kars, Turkey
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