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Viz-Lasheras S, Gómez-Carballa A, Pardo-Seco J, Bello X, Rivero-Calle I, Dacosta AI, Kaforou M, Habgood-Coote D, Cunnington AJ, Emonts M, Herberg JA, Wright VJ, Carrol ED, Paulus SC, Zenz W, Kohlfürst DS, Van der Flier M, de Groot R, Schlapbach LJ, Agyeman P, Pollard AJ, Fink C, Kuijpers TT, Anderson S, Calvo C, Martínez-Padilla MDC, Pérez-Aragón A, Gómez-Sánchez E, Valencia-Ramos J, Giménez-Sánchez F, Alonso-Quintela P, Moreno-Galarraga L, von Both U, Pokorn M, Zavadska D, Tsolia M, Vermont CL, Moll HA, Levin M, Martinón-Torres F, Salas A. A 5-transcript signature for discriminating viral and bacterial etiology in pediatric pneumonia. iScience 2025; 28:111747. [PMID: 39906557 PMCID: PMC11791257 DOI: 10.1016/j.isci.2025.111747] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2024] [Revised: 10/24/2024] [Accepted: 01/02/2025] [Indexed: 02/06/2025] Open
Abstract
Pneumonia stands as the primary cause of death among children under five, yet current diagnosis methods often result in inadequate or unnecessary treatments. Our research seeks to address this gap by identifying host transcriptomic biomarkers in the blood of children with definitive viral and bacterial pneumonia. We performed RNA sequencing on 192 prospectively collected whole blood samples, including 38 controls and 154 pneumonia cases, uncovering a 5-transcript signature (genes FAM20A, BAG3, TDRD9, MXRA7, and KLF14) that effectively distinguishes bacterial from viral pneumonia (area under the curve (AUC): 0.95 [0.88-1.00]). Initial validation using combined definitive and probable cases yielded an AUC of 0.87 [0.77-0.97], while full validation in a new prospective cohort of 32 patients achieved an AUC of 0.92 [0.83-1.00]. This robust signature holds significant potential to enhance diagnostics accuracy for pediatric pneumonia, reducing diagnostic delays and unnecessary treatments and potentially transforming clinical practice.
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Affiliation(s)
- Sandra Viz-Lasheras
- Unidade de Xenética, Instituto de Ciencias Forenses, Facultade de Medicina, Universidade de Santiago de Compostela, and Genética de Poblaciones en Biomedicina (GenPoB) Research Group, Instituto de Investigación Sanitaria (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), Galicia, Spain
- Genetics, Vaccines and Infections Research Group (GenViP), Instituto de Investigación Sanitaria de Santiago, 15706 Universidade de Santiago de Compostela, Santiago de Compostela, Galicia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
| | - Alberto Gómez-Carballa
- Unidade de Xenética, Instituto de Ciencias Forenses, Facultade de Medicina, Universidade de Santiago de Compostela, and Genética de Poblaciones en Biomedicina (GenPoB) Research Group, Instituto de Investigación Sanitaria (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), Galicia, Spain
- Genetics, Vaccines and Infections Research Group (GenViP), Instituto de Investigación Sanitaria de Santiago, 15706 Universidade de Santiago de Compostela, Santiago de Compostela, Galicia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
| | - Jacobo Pardo-Seco
- Unidade de Xenética, Instituto de Ciencias Forenses, Facultade de Medicina, Universidade de Santiago de Compostela, and Genética de Poblaciones en Biomedicina (GenPoB) Research Group, Instituto de Investigación Sanitaria (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), Galicia, Spain
- Genetics, Vaccines and Infections Research Group (GenViP), Instituto de Investigación Sanitaria de Santiago, 15706 Universidade de Santiago de Compostela, Santiago de Compostela, Galicia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
| | - Xabier Bello
- Unidade de Xenética, Instituto de Ciencias Forenses, Facultade de Medicina, Universidade de Santiago de Compostela, and Genética de Poblaciones en Biomedicina (GenPoB) Research Group, Instituto de Investigación Sanitaria (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), Galicia, Spain
- Genetics, Vaccines and Infections Research Group (GenViP), Instituto de Investigación Sanitaria de Santiago, 15706 Universidade de Santiago de Compostela, Santiago de Compostela, Galicia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
| | - Irene Rivero-Calle
- Genetics, Vaccines and Infections Research Group (GenViP), Instituto de Investigación Sanitaria de Santiago, 15706 Universidade de Santiago de Compostela, Santiago de Compostela, Galicia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, 15706 Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Galicia, Spain
| | - Ana Isabel Dacosta
- Genetics, Vaccines and Infections Research Group (GenViP), Instituto de Investigación Sanitaria de Santiago, 15706 Universidade de Santiago de Compostela, Santiago de Compostela, Galicia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, 15706 Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Galicia, Spain
| | - Myrsini Kaforou
- Department of Infectious Disease, Imperial College London, London W2 1PG, UK
| | | | | | - Marieke Emonts
- Great North Children’s Hospital, Paediatric Immunology, Infectious Diseases & Allergy, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne NE1 4LP, UK
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
- NIHR Newcastle Biomedical Research Centre based at Newcastle upon Tyne Hospitals NHS Trust and Newcastle University, Newcastle upon Tyne NE4 5PL, UK
| | - Jethro A. Herberg
- Department of Infectious Disease, Imperial College London, London W2 1PG, UK
| | - Victoria J. Wright
- Department of Infectious Disease, Imperial College London, London W2 1PG, UK
| | - Enitan D. Carrol
- Department of Infectious Diseases, Alder Hey Children’s NHS Foundation Trust, Liverpool L12 2AP, UK
- Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool L69 7BE, UK
| | - Stephane C. Paulus
- Department of Paediatrics, University of Oxford and the NIHR Oxford Biomedical Research Centre, Oxford OX3 9DU, UK
| | - Werner Zenz
- Department of General Paediatrics, Medical University of Graz, Graz, Auenbruggerplatz 34/2 8036, Graz, Austria
| | - Daniela S. Kohlfürst
- Department of General Paediatrics, Medical University of Graz, Graz, Auenbruggerplatz 34/2 8036, Graz, Austria
| | - Michiel Van der Flier
- Pediatric Infectious Diseases and Immunology, Wilhelmina Children’s Hospital, University Medical Center Utrecht, Utrecht 3508 AB, the Netherlands
- Pediatric Infectious Diseases and Immunology, Amalia Children’s Hospital, and Section Pediatric Infectious Diseases, Laboratory of Medical Immunology, Department of Laboratory Medicine, Radboud Institute for Molecular Life Sciences, Radboud University Medical Center, Nijmegen 6500 HB, the Netherlands
| | - Ronald de Groot
- Pediatric Infectious Diseases and Immunology, Amalia Children’s Hospital, and Section Pediatric Infectious Diseases, Laboratory of Medical Immunology, Department of Laboratory Medicine, Radboud Institute for Molecular Life Sciences, Radboud University Medical Center, Nijmegen 6500 HB, the Netherlands
| | - Luregn J. Schlapbach
- Department of Intensive Care and Neonatology, and Children’s Research Center, University Children’s Hospital Zürich, University of Zürich, Zürich, Switzerland
| | - Philipp Agyeman
- Department of Pediatrics, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Andrew J. Pollard
- Department of Paediatrics, University of Oxford and the NIHR Oxford Biomedical Research Centre, Oxford OX3 9DU, UK
| | - Colin Fink
- Micropathology Ltd, University of Warwick, Warwick CV4 7EZ, UK
| | - Taco T. Kuijpers
- Division of Pediatric Immunology, Rheumatology and Infectious diseases, Emma Children’s Hospital, Amsterdam Univiersyt Medical Center (Amsterdam UMC), Amsterdam 1105 AZ, the Netherlands
| | - Suzanne Anderson
- Medical Research Council Unit at the London School of Hygiene & Tropical Medicine, Banjul, The Gambia
| | - Cristina Calvo
- General Pediatrics, Infectious and Tropical Diseases Department, Hospital La Paz, 28046 Madrid, Spain
- La Paz Research Institute (IdiPAZ), 28029 Madrid, Spain
- Faculty of Medicine, Universidad Autónoma de Madrid (UAM), 28049 Madrid, Spain
- Centro de Investigación Biomédica en Red en Enfermedades Infecciosas (CIBERINFEC), Madrid, Spain
- Red de Investigación Traslacional en Infectología Pediátrica (RITIP), Madrid, Spain
| | | | - Ana Pérez-Aragón
- Hospital Universitario Virgen de las Nieves, Servicio de Pediatría, Granada, Spain
| | - Esteban Gómez-Sánchez
- Department of Pediatric Intensive Care Unit, Hospital Universitario de Burgos, Burgos, Spain
| | - Juan Valencia-Ramos
- Department of Pediatric Intensive Care Unit, Hospital Universitario de Burgos, Burgos, Spain
| | | | - Paula Alonso-Quintela
- Neonatal Intensive Care Unit, Complejo Asistencial Universitario de León, León, Spain
| | - Laura Moreno-Galarraga
- Department of Pediatrics, Complejo Hospitalario de Navarra, Servicio Navarro de Salud, Pamplona, Spain
- IdiSNA (Instituto de Investigación Sanitaria de Navarra), Navarra Institute for Health Research, Pamplona, Spain
| | - Ulrich von Both
- Infectious Diseases, Department of Pediatrics, Dr von Hauner Children’s Hospital, University Hospital, LMU Munich, Munich, Germany
| | - Marko Pokorn
- Division of Paediatrics, University Medical Centre Ljubljana and Medical Faculty, University of Ljubljana, Ljubljana, Slovenia
| | - Dace Zavadska
- Children’s Clinical University Hospital, Rīga Stradins University, Rïga, Latvia
| | - María Tsolia
- Second Department of Paediatrics, National and Kapodistrian University of Athens (NKUA), School of Medicine, Panagiotis & Aglaia, Kyriakou Children’s Hospital, Athens, Greece
| | | | | | - Michael Levin
- Department of Infectious Disease, Imperial College London, London W2 1PG, UK
| | - Federico Martinón-Torres
- Genetics, Vaccines and Infections Research Group (GenViP), Instituto de Investigación Sanitaria de Santiago, 15706 Universidade de Santiago de Compostela, Santiago de Compostela, Galicia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, 15706 Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Galicia, Spain
| | - Antonio Salas
- Unidade de Xenética, Instituto de Ciencias Forenses, Facultade de Medicina, Universidade de Santiago de Compostela, and Genética de Poblaciones en Biomedicina (GenPoB) Research Group, Instituto de Investigación Sanitaria (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), Galicia, Spain
- Genetics, Vaccines and Infections Research Group (GenViP), Instituto de Investigación Sanitaria de Santiago, 15706 Universidade de Santiago de Compostela, Santiago de Compostela, Galicia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
| | - on behalf of EUCLIDS
- Unidade de Xenética, Instituto de Ciencias Forenses, Facultade de Medicina, Universidade de Santiago de Compostela, and Genética de Poblaciones en Biomedicina (GenPoB) Research Group, Instituto de Investigación Sanitaria (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), Galicia, Spain
- Genetics, Vaccines and Infections Research Group (GenViP), Instituto de Investigación Sanitaria de Santiago, 15706 Universidade de Santiago de Compostela, Santiago de Compostela, Galicia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, 15706 Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Galicia, Spain
- Department of Infectious Disease, Imperial College London, London W2 1PG, UK
- Great North Children’s Hospital, Paediatric Immunology, Infectious Diseases & Allergy, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne NE1 4LP, UK
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
- NIHR Newcastle Biomedical Research Centre based at Newcastle upon Tyne Hospitals NHS Trust and Newcastle University, Newcastle upon Tyne NE4 5PL, UK
- Department of Infectious Diseases, Alder Hey Children’s NHS Foundation Trust, Liverpool L12 2AP, UK
- Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool L69 7BE, UK
- Department of Paediatrics, University of Oxford and the NIHR Oxford Biomedical Research Centre, Oxford OX3 9DU, UK
- Department of General Paediatrics, Medical University of Graz, Graz, Auenbruggerplatz 34/2 8036, Graz, Austria
- Pediatric Infectious Diseases and Immunology, Wilhelmina Children’s Hospital, University Medical Center Utrecht, Utrecht 3508 AB, the Netherlands
- Pediatric Infectious Diseases and Immunology, Amalia Children’s Hospital, and Section Pediatric Infectious Diseases, Laboratory of Medical Immunology, Department of Laboratory Medicine, Radboud Institute for Molecular Life Sciences, Radboud University Medical Center, Nijmegen 6500 HB, the Netherlands
- Department of Intensive Care and Neonatology, and Children’s Research Center, University Children’s Hospital Zürich, University of Zürich, Zürich, Switzerland
- Department of Pediatrics, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
- Micropathology Ltd, University of Warwick, Warwick CV4 7EZ, UK
- Division of Pediatric Immunology, Rheumatology and Infectious diseases, Emma Children’s Hospital, Amsterdam Univiersyt Medical Center (Amsterdam UMC), Amsterdam 1105 AZ, the Netherlands
- Medical Research Council Unit at the London School of Hygiene & Tropical Medicine, Banjul, The Gambia
- General Pediatrics, Infectious and Tropical Diseases Department, Hospital La Paz, 28046 Madrid, Spain
- La Paz Research Institute (IdiPAZ), 28029 Madrid, Spain
- Faculty of Medicine, Universidad Autónoma de Madrid (UAM), 28049 Madrid, Spain
- Centro de Investigación Biomédica en Red en Enfermedades Infecciosas (CIBERINFEC), Madrid, Spain
- Red de Investigación Traslacional en Infectología Pediátrica (RITIP), Madrid, Spain
- Unidad de Cuidados Intensivos Pediátricos, Complejo Hospitalario de Jaen, Jaen, Spain
- Hospital Universitario Virgen de las Nieves, Servicio de Pediatría, Granada, Spain
- Department of Pediatric Intensive Care Unit, Hospital Universitario de Burgos, Burgos, Spain
- Instituto Hispalense de Pediatría, Instituto Balmis de Vacunas, Almería, Spain
- Neonatal Intensive Care Unit, Complejo Asistencial Universitario de León, León, Spain
- Department of Pediatrics, Complejo Hospitalario de Navarra, Servicio Navarro de Salud, Pamplona, Spain
- IdiSNA (Instituto de Investigación Sanitaria de Navarra), Navarra Institute for Health Research, Pamplona, Spain
- Infectious Diseases, Department of Pediatrics, Dr von Hauner Children’s Hospital, University Hospital, LMU Munich, Munich, Germany
- Division of Paediatrics, University Medical Centre Ljubljana and Medical Faculty, University of Ljubljana, Ljubljana, Slovenia
- Children’s Clinical University Hospital, Rīga Stradins University, Rïga, Latvia
- Second Department of Paediatrics, National and Kapodistrian University of Athens (NKUA), School of Medicine, Panagiotis & Aglaia, Kyriakou Children’s Hospital, Athens, Greece
- Department of Pediatrics, Erasmus MC, Rotterdam, the Netherlands
| | - DIAMONDS
- Unidade de Xenética, Instituto de Ciencias Forenses, Facultade de Medicina, Universidade de Santiago de Compostela, and Genética de Poblaciones en Biomedicina (GenPoB) Research Group, Instituto de Investigación Sanitaria (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), Galicia, Spain
- Genetics, Vaccines and Infections Research Group (GenViP), Instituto de Investigación Sanitaria de Santiago, 15706 Universidade de Santiago de Compostela, Santiago de Compostela, Galicia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, 15706 Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Galicia, Spain
- Department of Infectious Disease, Imperial College London, London W2 1PG, UK
- Great North Children’s Hospital, Paediatric Immunology, Infectious Diseases & Allergy, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne NE1 4LP, UK
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
- NIHR Newcastle Biomedical Research Centre based at Newcastle upon Tyne Hospitals NHS Trust and Newcastle University, Newcastle upon Tyne NE4 5PL, UK
- Department of Infectious Diseases, Alder Hey Children’s NHS Foundation Trust, Liverpool L12 2AP, UK
- Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool L69 7BE, UK
- Department of Paediatrics, University of Oxford and the NIHR Oxford Biomedical Research Centre, Oxford OX3 9DU, UK
- Department of General Paediatrics, Medical University of Graz, Graz, Auenbruggerplatz 34/2 8036, Graz, Austria
- Pediatric Infectious Diseases and Immunology, Wilhelmina Children’s Hospital, University Medical Center Utrecht, Utrecht 3508 AB, the Netherlands
- Pediatric Infectious Diseases and Immunology, Amalia Children’s Hospital, and Section Pediatric Infectious Diseases, Laboratory of Medical Immunology, Department of Laboratory Medicine, Radboud Institute for Molecular Life Sciences, Radboud University Medical Center, Nijmegen 6500 HB, the Netherlands
- Department of Intensive Care and Neonatology, and Children’s Research Center, University Children’s Hospital Zürich, University of Zürich, Zürich, Switzerland
- Department of Pediatrics, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
- Micropathology Ltd, University of Warwick, Warwick CV4 7EZ, UK
- Division of Pediatric Immunology, Rheumatology and Infectious diseases, Emma Children’s Hospital, Amsterdam Univiersyt Medical Center (Amsterdam UMC), Amsterdam 1105 AZ, the Netherlands
- Medical Research Council Unit at the London School of Hygiene & Tropical Medicine, Banjul, The Gambia
- General Pediatrics, Infectious and Tropical Diseases Department, Hospital La Paz, 28046 Madrid, Spain
- La Paz Research Institute (IdiPAZ), 28029 Madrid, Spain
- Faculty of Medicine, Universidad Autónoma de Madrid (UAM), 28049 Madrid, Spain
- Centro de Investigación Biomédica en Red en Enfermedades Infecciosas (CIBERINFEC), Madrid, Spain
- Red de Investigación Traslacional en Infectología Pediátrica (RITIP), Madrid, Spain
- Unidad de Cuidados Intensivos Pediátricos, Complejo Hospitalario de Jaen, Jaen, Spain
- Hospital Universitario Virgen de las Nieves, Servicio de Pediatría, Granada, Spain
- Department of Pediatric Intensive Care Unit, Hospital Universitario de Burgos, Burgos, Spain
- Instituto Hispalense de Pediatría, Instituto Balmis de Vacunas, Almería, Spain
- Neonatal Intensive Care Unit, Complejo Asistencial Universitario de León, León, Spain
- Department of Pediatrics, Complejo Hospitalario de Navarra, Servicio Navarro de Salud, Pamplona, Spain
- IdiSNA (Instituto de Investigación Sanitaria de Navarra), Navarra Institute for Health Research, Pamplona, Spain
- Infectious Diseases, Department of Pediatrics, Dr von Hauner Children’s Hospital, University Hospital, LMU Munich, Munich, Germany
- Division of Paediatrics, University Medical Centre Ljubljana and Medical Faculty, University of Ljubljana, Ljubljana, Slovenia
- Children’s Clinical University Hospital, Rīga Stradins University, Rïga, Latvia
- Second Department of Paediatrics, National and Kapodistrian University of Athens (NKUA), School of Medicine, Panagiotis & Aglaia, Kyriakou Children’s Hospital, Athens, Greece
- Department of Pediatrics, Erasmus MC, Rotterdam, the Netherlands
| | - GENDRES and
- Unidade de Xenética, Instituto de Ciencias Forenses, Facultade de Medicina, Universidade de Santiago de Compostela, and Genética de Poblaciones en Biomedicina (GenPoB) Research Group, Instituto de Investigación Sanitaria (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), Galicia, Spain
- Genetics, Vaccines and Infections Research Group (GenViP), Instituto de Investigación Sanitaria de Santiago, 15706 Universidade de Santiago de Compostela, Santiago de Compostela, Galicia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, 15706 Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Galicia, Spain
- Department of Infectious Disease, Imperial College London, London W2 1PG, UK
- Great North Children’s Hospital, Paediatric Immunology, Infectious Diseases & Allergy, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne NE1 4LP, UK
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
- NIHR Newcastle Biomedical Research Centre based at Newcastle upon Tyne Hospitals NHS Trust and Newcastle University, Newcastle upon Tyne NE4 5PL, UK
- Department of Infectious Diseases, Alder Hey Children’s NHS Foundation Trust, Liverpool L12 2AP, UK
- Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool L69 7BE, UK
- Department of Paediatrics, University of Oxford and the NIHR Oxford Biomedical Research Centre, Oxford OX3 9DU, UK
- Department of General Paediatrics, Medical University of Graz, Graz, Auenbruggerplatz 34/2 8036, Graz, Austria
- Pediatric Infectious Diseases and Immunology, Wilhelmina Children’s Hospital, University Medical Center Utrecht, Utrecht 3508 AB, the Netherlands
- Pediatric Infectious Diseases and Immunology, Amalia Children’s Hospital, and Section Pediatric Infectious Diseases, Laboratory of Medical Immunology, Department of Laboratory Medicine, Radboud Institute for Molecular Life Sciences, Radboud University Medical Center, Nijmegen 6500 HB, the Netherlands
- Department of Intensive Care and Neonatology, and Children’s Research Center, University Children’s Hospital Zürich, University of Zürich, Zürich, Switzerland
- Department of Pediatrics, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
- Micropathology Ltd, University of Warwick, Warwick CV4 7EZ, UK
- Division of Pediatric Immunology, Rheumatology and Infectious diseases, Emma Children’s Hospital, Amsterdam Univiersyt Medical Center (Amsterdam UMC), Amsterdam 1105 AZ, the Netherlands
- Medical Research Council Unit at the London School of Hygiene & Tropical Medicine, Banjul, The Gambia
- General Pediatrics, Infectious and Tropical Diseases Department, Hospital La Paz, 28046 Madrid, Spain
- La Paz Research Institute (IdiPAZ), 28029 Madrid, Spain
- Faculty of Medicine, Universidad Autónoma de Madrid (UAM), 28049 Madrid, Spain
- Centro de Investigación Biomédica en Red en Enfermedades Infecciosas (CIBERINFEC), Madrid, Spain
- Red de Investigación Traslacional en Infectología Pediátrica (RITIP), Madrid, Spain
- Unidad de Cuidados Intensivos Pediátricos, Complejo Hospitalario de Jaen, Jaen, Spain
- Hospital Universitario Virgen de las Nieves, Servicio de Pediatría, Granada, Spain
- Department of Pediatric Intensive Care Unit, Hospital Universitario de Burgos, Burgos, Spain
- Instituto Hispalense de Pediatría, Instituto Balmis de Vacunas, Almería, Spain
- Neonatal Intensive Care Unit, Complejo Asistencial Universitario de León, León, Spain
- Department of Pediatrics, Complejo Hospitalario de Navarra, Servicio Navarro de Salud, Pamplona, Spain
- IdiSNA (Instituto de Investigación Sanitaria de Navarra), Navarra Institute for Health Research, Pamplona, Spain
- Infectious Diseases, Department of Pediatrics, Dr von Hauner Children’s Hospital, University Hospital, LMU Munich, Munich, Germany
- Division of Paediatrics, University Medical Centre Ljubljana and Medical Faculty, University of Ljubljana, Ljubljana, Slovenia
- Children’s Clinical University Hospital, Rīga Stradins University, Rïga, Latvia
- Second Department of Paediatrics, National and Kapodistrian University of Athens (NKUA), School of Medicine, Panagiotis & Aglaia, Kyriakou Children’s Hospital, Athens, Greece
- Department of Pediatrics, Erasmus MC, Rotterdam, the Netherlands
| | - PERFORM consortia
- Unidade de Xenética, Instituto de Ciencias Forenses, Facultade de Medicina, Universidade de Santiago de Compostela, and Genética de Poblaciones en Biomedicina (GenPoB) Research Group, Instituto de Investigación Sanitaria (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), Galicia, Spain
- Genetics, Vaccines and Infections Research Group (GenViP), Instituto de Investigación Sanitaria de Santiago, 15706 Universidade de Santiago de Compostela, Santiago de Compostela, Galicia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, 15706 Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Galicia, Spain
- Department of Infectious Disease, Imperial College London, London W2 1PG, UK
- Great North Children’s Hospital, Paediatric Immunology, Infectious Diseases & Allergy, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne NE1 4LP, UK
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
- NIHR Newcastle Biomedical Research Centre based at Newcastle upon Tyne Hospitals NHS Trust and Newcastle University, Newcastle upon Tyne NE4 5PL, UK
- Department of Infectious Diseases, Alder Hey Children’s NHS Foundation Trust, Liverpool L12 2AP, UK
- Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool L69 7BE, UK
- Department of Paediatrics, University of Oxford and the NIHR Oxford Biomedical Research Centre, Oxford OX3 9DU, UK
- Department of General Paediatrics, Medical University of Graz, Graz, Auenbruggerplatz 34/2 8036, Graz, Austria
- Pediatric Infectious Diseases and Immunology, Wilhelmina Children’s Hospital, University Medical Center Utrecht, Utrecht 3508 AB, the Netherlands
- Pediatric Infectious Diseases and Immunology, Amalia Children’s Hospital, and Section Pediatric Infectious Diseases, Laboratory of Medical Immunology, Department of Laboratory Medicine, Radboud Institute for Molecular Life Sciences, Radboud University Medical Center, Nijmegen 6500 HB, the Netherlands
- Department of Intensive Care and Neonatology, and Children’s Research Center, University Children’s Hospital Zürich, University of Zürich, Zürich, Switzerland
- Department of Pediatrics, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
- Micropathology Ltd, University of Warwick, Warwick CV4 7EZ, UK
- Division of Pediatric Immunology, Rheumatology and Infectious diseases, Emma Children’s Hospital, Amsterdam Univiersyt Medical Center (Amsterdam UMC), Amsterdam 1105 AZ, the Netherlands
- Medical Research Council Unit at the London School of Hygiene & Tropical Medicine, Banjul, The Gambia
- General Pediatrics, Infectious and Tropical Diseases Department, Hospital La Paz, 28046 Madrid, Spain
- La Paz Research Institute (IdiPAZ), 28029 Madrid, Spain
- Faculty of Medicine, Universidad Autónoma de Madrid (UAM), 28049 Madrid, Spain
- Centro de Investigación Biomédica en Red en Enfermedades Infecciosas (CIBERINFEC), Madrid, Spain
- Red de Investigación Traslacional en Infectología Pediátrica (RITIP), Madrid, Spain
- Unidad de Cuidados Intensivos Pediátricos, Complejo Hospitalario de Jaen, Jaen, Spain
- Hospital Universitario Virgen de las Nieves, Servicio de Pediatría, Granada, Spain
- Department of Pediatric Intensive Care Unit, Hospital Universitario de Burgos, Burgos, Spain
- Instituto Hispalense de Pediatría, Instituto Balmis de Vacunas, Almería, Spain
- Neonatal Intensive Care Unit, Complejo Asistencial Universitario de León, León, Spain
- Department of Pediatrics, Complejo Hospitalario de Navarra, Servicio Navarro de Salud, Pamplona, Spain
- IdiSNA (Instituto de Investigación Sanitaria de Navarra), Navarra Institute for Health Research, Pamplona, Spain
- Infectious Diseases, Department of Pediatrics, Dr von Hauner Children’s Hospital, University Hospital, LMU Munich, Munich, Germany
- Division of Paediatrics, University Medical Centre Ljubljana and Medical Faculty, University of Ljubljana, Ljubljana, Slovenia
- Children’s Clinical University Hospital, Rīga Stradins University, Rïga, Latvia
- Second Department of Paediatrics, National and Kapodistrian University of Athens (NKUA), School of Medicine, Panagiotis & Aglaia, Kyriakou Children’s Hospital, Athens, Greece
- Department of Pediatrics, Erasmus MC, Rotterdam, the Netherlands
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2
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Abebaw D, Akelew Y, Adugna A, Teffera ZH, Belew H, Selabat B, Getie M, Mulu AT, Atnaf A. Recent updates of interferon-derived myxovirus resistance protein A as a biomarker for acute viral infection. Eur J Med Res 2024; 29:612. [PMID: 39710743 DOI: 10.1186/s40001-024-02221-8] [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: 08/26/2024] [Accepted: 12/14/2024] [Indexed: 12/24/2024] Open
Abstract
BACKGROUND Antibiotic resistance (AMR) remains a global public health threat with a high burden in sub-Saharan countries. The overuse of antimicrobials in the clinical setting is the main factor for the spread of antibiotic resistance. Diagnostic uncertainty in differentiating between bacterial and viral infections is the major contributor to antimicrobial overuse. The available biomarkers lack specificity in guiding clinicians to make antibiotic decisions and only estimate bacterial infection. MAIN BODY Myxovirus resistance (Mx) proteins are a type of interferon (IFN)-inducible protein that belongs to the dynamin superfamily of large guanine triphosphates (GTPases) involved in broad antiviral responses. Myxovirus resistance protein A (MxA) is a host-derived biomarker with antiviral properties against various viruses. It is induced by IFN I and IFN III as part of the innate immune response. Its basal level is < 15 ng/ml and elevated levels are detectable 1-2 h after IFN induction and remain detectable in serum up to 10 days after viral infection. Increased levels in the blood are associated with viral infection and remain low during bacterial infections. This biomarker showed promising performance in diagnosing undifferentiated febrile patients with respiratory tract infections. In this review, we discuss the role of Mx proteins, specifically MxA, in diagnosing acute viral infections, including how they are induced and their potential as diagnostic tools. METHODS A comprehensive electronic search was conducted in Scopus and Medline (using the PubMed interface) regarding myxovirus resistance protein A as a biomarker for acute viral infection. In the search strategy, English language was used without date restriction. Manual search was also performed when appropriate. CONCLUSIONS Elevated MxA combined with other biomarkers, such as CRP and PCT, is a promising tool for identifying patients with viral infections. Therefore, incorporating MxA in the existing point of care formats help to improve the antibiotic stewardship programs and future randomized controlled trials are recommended to evaluate its utility in medical practice.
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Affiliation(s)
- Desalegn Abebaw
- Department of Medical Laboratory Science, College of Medicine and Health Sciences, Debre Markos University, 269, Debre Markos, Ethiopia.
| | - Yibeltal Akelew
- Department of Medical Laboratory Science, College of Medicine and Health Sciences, Debre Markos University, 269, Debre Markos, Ethiopia
- Department of Medicine, Centre for Inflammatory Diseases, Monash University, Clayton, VIC, 3168, Australia
| | - Adane Adugna
- Department of Medical Laboratory Science, College of Medicine and Health Sciences, Debre Markos University, 269, Debre Markos, Ethiopia
| | - Zigale Hibstu Teffera
- Department of Medical Laboratory Science, College of Medicine and Health Sciences, Debre Markos University, 269, Debre Markos, Ethiopia
| | - Habtamu Belew
- Department of Medical Laboratory Science, College of Medicine and Health Sciences, Debre Markos University, 269, Debre Markos, Ethiopia
| | - Bantegzie Selabat
- Department of Medical Laboratory Science, College of Medicine and Health Sciences, Debre Markos University, 269, Debre Markos, Ethiopia
| | - Molla Getie
- Department of Medical Laboratory Science, College of Medicine and Health Sciences, Injibara University, 40, Injibara, Ethiopia
| | - Anemut Tilahun Mulu
- Department of Biomedical Sciences, College of Health Sciences, Debre Tabor University, 272, Debre Tabor, Ethiopia
| | - Aytenew Atnaf
- Department of Medical Laboratory Science, College of Medicine and Health Sciences, Debre Markos University, 269, Debre Markos, Ethiopia
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3
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Du J, Luo H, Ye S, Zhang H, Zheng Z, Liu K. Unraveling IFI44L's biofunction in human disease. Front Oncol 2024; 14:1436576. [PMID: 39737399 PMCID: PMC11682996 DOI: 10.3389/fonc.2024.1436576] [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: 05/22/2024] [Accepted: 11/26/2024] [Indexed: 01/01/2025] Open
Abstract
Interferon-induced protein 44-like (IFI44L) is regarded as an immune-related gene and is a member of interferon-stimulated genes (ISGs). They participate in network transduction, and its own epigenetic modifications, apoptosis, cell-matrix formation, and many other pathways in tumors, autoimmune diseases, and viral infections. The current review provides a comprehensive overview of the onset and biological mechanisms of IFI44L and its potential clinical applications in malignant tumors and non-neoplastic diseases.
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4
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Rosenheim J, Gupta RK, Thakker C, Mann T, Bell LCK, Broderick CM, Madon K, Papargyris L, Dayananda P, Kwok AJ, Greenan-Barrett J, Wagstaffe HR, Conibear E, Fenn J, Hakki S, Lindeboom RGH, Dratva LM, Lemetais B, Weight CM, Venturini C, Kaforou M, Levin M, Kalinova M, Mann AJ, Catchpole A, Knight JC, Nikolić MZ, Teichmann SA, Killingley B, Barclay W, Chain BM, Lalvani A, Heyderman RS, Chiu C, Noursadeghi M. SARS-CoV-2 human challenge reveals biomarkers that discriminate early and late phases of respiratory viral infections. Nat Commun 2024; 15:10434. [PMID: 39616162 PMCID: PMC11608262 DOI: 10.1038/s41467-024-54764-3] [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: 07/21/2023] [Accepted: 11/19/2024] [Indexed: 02/27/2025] Open
Abstract
Blood transcriptional biomarkers of acute viral infections typically reflect type 1 interferon (IFN) signalling, but it is not known whether there are biological differences in their regulation that can be leveraged for distinct translational applications. We use high frequency sampling in the SARS-CoV-2 human challenge model to show induction of IFN-stimulated gene (ISG) expression with different temporal and cellular profiles. MX1 gene expression correlates with a rapid and transient wave of ISG expression across all cell types, which may precede PCR detection of replicative infection. Another ISG, IFI27, shows a delayed but sustained response restricted to myeloid cells, attributable to gene and cell-specific epigenetic regulation. These findings are reproducible in experimental and naturally acquired infections with influenza, respiratory syncytial virus and rhinovirus. Blood MX1 expression is superior to IFI27 expression for diagnosis of early infection, as a correlate of viral load and for discrimination of virus culture positivity. Therefore, MX1 expression offers potential to stratify patients for antiviral therapy or infection control interventions. Blood IFI27 expression is superior to MX1 expression for diagnostic accuracy across the time course of symptomatic infection and thereby, offers higher diagnostic yield for respiratory virus infections that incur a delay between transmission and testing.
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Affiliation(s)
- Joshua Rosenheim
- Division of Infection and Immunity, University College London, London, UK
| | - Rishi K Gupta
- Institute of Health Informatics, University College London, London, UK
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Clare Thakker
- Division of Infection and Immunity, University College London, London, UK
| | - Tiffeney Mann
- Division of Infection and Immunity, University College London, London, UK
| | - Lucy C K Bell
- Division of Infection and Immunity, University College London, London, UK
| | | | - Kieran Madon
- NIHR Health Protection Research Unit in Respiratory Infections, National Heart and Lung Institute, Imperial College London, London, UK
| | - Loukas Papargyris
- Department of Infectious Disease, Imperial College London, London, UK
| | - Pete Dayananda
- Department of Infectious Disease, Imperial College London, London, UK
| | - Andrew J Kwok
- Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Department of Medicine and Therapeutics, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, Hong Kong
| | | | - Helen R Wagstaffe
- Department of Infectious Disease, Imperial College London, London, UK
| | - Emily Conibear
- NIHR Health Protection Research Unit in Respiratory Infections, National Heart and Lung Institute, Imperial College London, London, UK
| | - Joe Fenn
- NIHR Health Protection Research Unit in Respiratory Infections, National Heart and Lung Institute, Imperial College London, London, UK
| | - Seran Hakki
- NIHR Health Protection Research Unit in Respiratory Infections, National Heart and Lung Institute, Imperial College London, London, UK
| | | | - Lisa M Dratva
- Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge, UK
| | - Briac Lemetais
- Division of Infection and Immunity, University College London, London, UK
| | - Caroline M Weight
- Division of Infection and Immunity, University College London, London, UK
| | - Cristina Venturini
- Infection, Immunity and Inflammation Department, Great Ormond Street Institute of Child Health, University College London, London, UK
| | - Myrsini Kaforou
- Department of Infectious Disease, Imperial College London, London, UK
| | - Michael Levin
- Department of Infectious Disease, Imperial College London, London, UK
| | | | | | | | - Julian C Knight
- Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Marko Z Nikolić
- UCL Respiratory, Division of Medicine, University College London, London, UK
- Department of Respiratory Medicine, University College London Hospitals NHS Foundation Trust, London, UK
| | - Sarah A Teichmann
- Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge, UK
| | - Ben Killingley
- Department of Infectious Diseases, University College London Hospital NHS Foundation Trust, London, UK
| | - Wendy Barclay
- Department of Infectious Disease, Imperial College London, London, UK
| | - Benjamin M Chain
- Division of Infection and Immunity, University College London, London, UK
| | - Ajit Lalvani
- NIHR Health Protection Research Unit in Respiratory Infections, National Heart and Lung Institute, Imperial College London, London, UK
| | - Robert S Heyderman
- Division of Infection and Immunity, University College London, London, UK
| | - Christopher Chiu
- Department of Infectious Disease, Imperial College London, London, UK
| | - Mahdad Noursadeghi
- Division of Infection and Immunity, University College London, London, UK.
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5
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Channon-Wells S, Habgood-Coote D, Vito O, Galassini R, Wright VJ, Brent AJ, Heyderman RS, Anderson ST, Eley B, Martinón-Torres F, Levin M, Kaforou M, Herberg JA. Integration and validation of host transcript signatures, including a novel 3-transcript tuberculosis signature, to enable one-step multiclass diagnosis of childhood febrile disease. J Transl Med 2024; 22:802. [PMID: 39210372 PMCID: PMC11360490 DOI: 10.1186/s12967-024-05241-4] [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: 01/09/2024] [Accepted: 04/27/2024] [Indexed: 09/04/2024] Open
Abstract
BACKGROUND Whole blood host transcript signatures show great potential for diagnosis of infectious and inflammatory illness, with most published signatures performing binary classification tasks. Barriers to clinical implementation include validation studies, and development of strategies that enable simultaneous, multiclass diagnosis of febrile illness based on gene expression. METHODS We validated five distinct diagnostic signatures for paediatric infectious diseases in parallel using a single NanoString nCounter® experiment. We included a novel 3-transcript signature for childhood tuberculosis, and four published signatures which differentiate bacterial infection, viral infection, or Kawasaki disease from other febrile illnesses. Signature performance was assessed using receiver operating characteristic curve statistics. We also explored conceptual frameworks for multiclass diagnostic signatures, including additional transcripts found to be significantly differentially expressed in previous studies. Relaxed, regularised logistic regression models were used to derive two novel multiclass signatures: a mixed One-vs-All model (MOVA), running multiple binomial models in parallel, and a full-multiclass model. In-sample performance of these models was compared using radar-plots and confusion matrix statistics. RESULTS Samples from 91 children were included in the study: 23 bacterial infections (DB), 20 viral infections (DV), 14 Kawasaki disease (KD), 18 tuberculosis disease (TB), and 16 healthy controls. The five signatures tested demonstrated cross-platform performance similar to their primary discovery-validation cohorts. The signatures could differentiate: KD from other diseases with area under ROC curve (AUC) of 0.897 [95% confidence interval: 0.822-0.972]; DB from DV with AUC of 0.825 [0.691-0.959] (signature-1) and 0.867 [0.753-0.982] (signature-2); TB from other diseases with AUC of 0.882 [0.787-0.977] (novel signature); TB from healthy children with AUC of 0.910 [0.808-1.000]. Application of signatures outside of their designed context reduced performance. In-sample error rates for the multiclass models were 13.3% for the MOVA model and 0.0% for the full-multiclass model. The MOVA model misclassified DB cases most frequently (18.7%) and TB cases least (2.7%). CONCLUSIONS Our study demonstrates the feasibility of NanoString technology for cross-platform validation of multiple transcriptomic signatures in parallel. This external cohort validated performance of all five signatures, including a novel sparse TB signature. Two exploratory multi-class models showed high potential accuracy across four distinct diagnostic groups.
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Affiliation(s)
- Samuel Channon-Wells
- Section of Paediatric Infectious Disease, Department of Infectious Disease, Imperial College London, London, UK
- Centre for Paediatrics and Child Health, Imperial College London, London, UK
| | - Dominic Habgood-Coote
- Section of Paediatric Infectious Disease, Department of Infectious Disease, Imperial College London, London, UK
- Centre for Paediatrics and Child Health, Imperial College London, London, UK
| | - Ortensia Vito
- Section of Paediatric Infectious Disease, Department of Infectious Disease, Imperial College London, London, UK
- Centre for Paediatrics and Child Health, Imperial College London, London, UK
| | - Rachel Galassini
- Section of Paediatric Infectious Disease, Department of Infectious Disease, Imperial College London, London, UK
- Centre for Paediatrics and Child Health, Imperial College London, London, UK
| | - Victoria J Wright
- Section of Paediatric Infectious Disease, Department of Infectious Disease, Imperial College London, London, UK
- Centre for Paediatrics and Child Health, Imperial College London, London, UK
| | - Andrew J Brent
- Oxford University Hospitals NHS Foundation Trust, Headley Way, Headington, Oxford, UK
- Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Robert S Heyderman
- Research Department of Infection, Division of Infection and Immunity, University College London, London, UK
| | | | - Brian Eley
- Department of Paediatrics and Child Health, Faculty of Health Sciences, University of Cape Town, Cape Town, South Africa
| | - Federico Martinón-Torres
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Galicia, Spain
- Genetics, Vaccines, Infections and Pediatrics Research Group (GENVIP), Instituto de Investigación Santiaria de Santiago, Universidade de Santiago de Compostela, Santiago de Compostela, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Instituto de Salud Carlos III, Madrid, Spain
| | - Michael Levin
- Section of Paediatric Infectious Disease, Department of Infectious Disease, Imperial College London, London, UK
- Centre for Paediatrics and Child Health, Imperial College London, London, UK
| | - Myrsini Kaforou
- Section of Paediatric Infectious Disease, Department of Infectious Disease, Imperial College London, London, UK
- Centre for Paediatrics and Child Health, Imperial College London, London, UK
| | - Jethro A Herberg
- Section of Paediatric Infectious Disease, Department of Infectious Disease, Imperial College London, London, UK.
- Centre for Paediatrics and Child Health, Imperial College London, London, UK.
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6
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Liu Z, Qiu E, Yang B, Zeng Y. Uncovering hub genes in sepsis through bioinformatics analysis. Medicine (Baltimore) 2023; 102:e36237. [PMID: 38050254 PMCID: PMC10695588 DOI: 10.1097/md.0000000000036237] [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: 07/07/2023] [Accepted: 10/31/2023] [Indexed: 12/06/2023] Open
Abstract
In-depth studies on the mechanisms of pathogenesis of sepsis and diagnostic biomarkers in the early stages may be the key to developing individualized and effective treatment strategies. This study aimed to identify sepsis-related hub genes and evaluate their diagnostic reliability. The gene expression profiles of GSE4607 and GSE131761 were obtained from the Gene Expression Omnibus. Differentially co-expressed genes between the sepsis and control groups were screened. Single-sample gene set enrichment analysis and gene set variation analysis were performed to investigate the biological functions of the hub genes. A receiver operating characteristic curve was used to evaluate diagnostic value. Datasets GSE154918 and GSE185263 were used as external validation datasets to verify the reliability of the hub genes. Four differentially co-expressed genes, FAM89A, FFAR3, G0S2, and FGF13, were extracted using a weighted gene co-expression network analysis and differential gene expression analysis methods. These 4 genes were upregulated in the sepsis group and were distinct from those in the controls. Moreover, the receiver operating characteristic curves of the 4 genes exhibited considerable diagnostic value in discriminating septic blood samples from those of the non-septic control group. The reliability and consistency of these 4 genes were externally validated. Single-sample gene set enrichment analysis and gene set variation analysis analyses indicated that the 4 hub genes were significantly correlated with the regulation of immunity and metabolism in sepsis. The identified FAM89A, FFAR3, G0S2, and FGF13 genes may help elucidate the molecular mechanisms underlying sepsis and drive the introduction of new biomarkers to advance diagnosis and treatment.
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Affiliation(s)
- Zhao Liu
- Department of Critical Care Medicine, Zhuzhou Central Hospital, Zhuzhou, China
| | - Eryue Qiu
- Department of Trauma Center, Zhuzhou Central Hospital, Zhuzhou, China
| | - Bihui Yang
- Department of Hematology, Zhuzhou Central Hospital, Zhuzhou, China
| | - Yiqian Zeng
- Department of Trauma Center, Zhuzhou Central Hospital, Zhuzhou, China
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7
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Kelly E, Whelan SO, Harriss E, Murphy S, Pollard AJ, O' Connor D. Systematic review of host genomic biomarkers of invasive bacterial disease: Distinguishing bacterial from non-bacterial causes of acute febrile illness. EBioMedicine 2022; 81:104110. [PMID: 35792524 PMCID: PMC9256842 DOI: 10.1016/j.ebiom.2022.104110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2021] [Revised: 05/27/2022] [Accepted: 05/28/2022] [Indexed: 12/03/2022] Open
Abstract
Background Infectious diseases play a significant role in the global burden of disease. The gold standard for the diagnosis of bacterial infection, bacterial culture, can lead to diagnostic delays and inappropriate antibiotic use. The advent of high- throughput technologies has led to the discovery of host-based genomic biomarkers of infection, capable of differentiating bacterial from other causes of infection, but few have achieved validation for use in a clinical setting. Methods A systematic review was performed. PubMed/Ovid Medline, Ovid Embase and Scopus databases were searched for relevant studies from inception up to 30/03/2022 with forward and backward citation searching of key references. Studies assessing the diagnostic performance of human host genomic biomarkers of bacterial infection were included. Study selection and assessment of quality were conducted by two independent reviewers. A meta-analysis was undertaken using a diagnostic random-effects model. The review was registered with PROSPERO (ID: CRD42021208462). Findings Seventy-two studies evaluating the performance of 116 biomarkers in 16,216 patients were included. Forty-six studies examined TB-specific biomarker performance and twenty-four studies assessed biomarker performance in a paediatric population. The results of pooled sensitivity, specificity, negative and positive likelihood ratio, and diagnostic odds ratio of genomic biomarkers of bacterial infection were 0.80 (95% CI 0.78 to 0.82), 0.86 (95% CI 0.84 to 0.88), 0.18 (95% CI 0.16 to 0.21), 5.5 (95% CI 4.9 to 6.3), 30.1 (95% CI 24 to 37), respectively. Significant between-study heterogeneity (I2 77%) was present. Interpretation Host derived genomic biomarkers show significant potential for clinical use as diagnostic tests of bacterial infection however, further validation and attention to test platform is warranted before clinical implementation can be achieved. Funding No funding received.
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Affiliation(s)
- Eimear Kelly
- Oxford Vaccine Group, Department of Paediatrics, University of Oxford, Oxford. UK; NIHR Oxford Biomedical Research Centre, Oxford, UK.
| | - Seán Olann Whelan
- Department of Clinical Microbiology, Galway University Hospital, Galway, Ireland
| | - Eli Harriss
- Bodleian Health Care Libraries, University of Oxford
| | - Sarah Murphy
- Department of Paediatrics, Cork University Maternity Hospital, Wilton, Cork, Ireland
| | - Andrew J Pollard
- Oxford Vaccine Group, Department of Paediatrics, University of Oxford, Oxford. UK; NIHR Oxford Biomedical Research Centre, Oxford, UK
| | - Daniel O' Connor
- Oxford Vaccine Group, Department of Paediatrics, University of Oxford, Oxford. UK; NIHR Oxford Biomedical Research Centre, Oxford, UK
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8
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Atallah J, Mansour MK. Implications of Using Host Response-Based Molecular Diagnostics on the Management of Bacterial and Viral Infections: A Review. Front Med (Lausanne) 2022; 9:805107. [PMID: 35186993 PMCID: PMC8850635 DOI: 10.3389/fmed.2022.805107] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2021] [Accepted: 01/03/2022] [Indexed: 12/15/2022] Open
Abstract
Host-based diagnostics are a rapidly evolving field that may serve as an alternative to traditional pathogen-based diagnostics for infectious diseases. Understanding the exact mechanisms underlying a host-immune response and deriving specific host-response signatures, biomarkers and gene transcripts will potentially achieve improved diagnostics that will ultimately translate to better patient outcomes. Several studies have focused on novel techniques and assays focused on immunodiagnostics. In this review, we will highlight recent publications on the current use of host-based diagnostics alone or in combination with traditional microbiological assays and their potential future implications on the diagnosis and prognostic accuracy for the patient with infectious complications. Finally, we will address the cost-effectiveness implications from a healthcare and public health perspective.
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Affiliation(s)
- Johnny Atallah
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, United States
- Department of Medicine, Harvard Medical School, Boston, MA, United States
| | - Michael K. Mansour
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, United States
- Department of Medicine, Harvard Medical School, Boston, MA, United States
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9
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Buonsenso D, Sodero G, Valentini P. Transcript host-RNA signatures to discriminate bacterial and viral infections in febrile children. Pediatr Res 2022; 91:454-463. [PMID: 34912024 DOI: 10.1038/s41390-021-01890-z] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/23/2021] [Revised: 11/08/2021] [Accepted: 11/30/2021] [Indexed: 12/29/2022]
Abstract
Traditional laboratory markers, such as white blood cell count, C-reactive protein, and procalcitonin, failed to discriminate viral and bacterial infections in children. The lack of an accurate diagnostic test has a negative impact on child's care, limiting the ability of early diagnosis and appropriate management of children. This, on the one hand, may lead to delayed recognition of sepsis and severe bacterial infections, which still represent the leading causes of child morbidity and mortality. On the other hand, this may lead to overuse of empiric antibiotic therapies, particularly for specific subgroups of patients, such as infants younger than 90 days of life or neutropenic patients. This approach has an adverse effect on costs, antibiotic resistance, and pediatric microbiota. Transcript host-RNA signatures are a new tool used to differentiate viral from bacterial infections by analyzing the transcriptional biosignatures of RNA in host leukocytes. In this systematic review, we evaluate the efficacy and the possible application of this new diagnostic method in febrile children, along with challenges in its implementation. Our review support the growing evidence that the application of these new tools can improve the characterization of the spectrum of bacterial and viral infections and optimize the use of antibiotics in children. IMPACT: Transcript host RNA signatures may allow to better characterize the spectrum of viral, bacterial, and inflammatory illnesses in febrile children and can be used with traditional diagnostic methods to determine if and when to start antibiotic therapy. This is the first review on the use of transcript RNA signatures in febrile children to distinguish viral from bacterial infections. Our review identified a wide variability of target populations and gold standards used to define sepsis and SBIs, limiting the generalization of our findings.
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Affiliation(s)
- Danilo Buonsenso
- Department of Woman and Child Health and Public Health, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168, Rome, Italy. .,Global Health Research Institute, Istituto di Igiene, Università Cattolica del Sacro Cuore, 00168, Rome, Italy. .,Dipartimento di Scienze Biotecnologiche di Base, Cliniche Intensivologiche e Perioperatorie, Università Cattolica del Sacro Cuore, 00168, Rome, Italy. .,Danilo Buonsenso, Largo A. Gemelli 8, 00168, Rome, Italy.
| | - Giorgio Sodero
- Istituto di Pediatria, Università Cattolica del Sacro Cuore, 00168, Rome, Italy
| | - Piero Valentini
- Global Health Research Institute, Istituto di Igiene, Università Cattolica del Sacro Cuore, 00168, Rome, Italy.,Dipartimento di Scienze Biotecnologiche di Base, Cliniche Intensivologiche e Perioperatorie, Università Cattolica del Sacro Cuore, 00168, Rome, Italy.,Istituto di Pediatria, Università Cattolica del Sacro Cuore, 00168, Rome, Italy
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10
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Novel Biomarkers Differentiating Viral from Bacterial Infection in Febrile Children: Future Perspectives for Management in Clinical Praxis. CHILDREN (BASEL, SWITZERLAND) 2021; 8:children8111070. [PMID: 34828783 PMCID: PMC8623137 DOI: 10.3390/children8111070] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 09/15/2021] [Revised: 10/31/2021] [Accepted: 11/18/2021] [Indexed: 01/12/2023]
Abstract
Differentiating viral from bacterial infections in febrile children is challenging and often leads to an unnecessary use of antibiotics. There is a great need for more accurate diagnostic tools. New molecular methods have improved the particular diagnostics of viral respiratory tract infections, but defining etiology can still be challenging, as certain viruses are frequently detected in asymptomatic children. For the detection of bacterial infections, time consuming cultures with limited sensitivity are still the gold standard. As a response to infection, the immune system elicits a cascade of events, which aims to eliminate the invading pathogen. Recent studies have focused on these host–pathogen interactions to identify pathogen-specific biomarkers (gene expression profiles), or “pathogen signatures”, as potential future diagnostic tools. Other studies have assessed combinations of traditional bacterial and viral biomarkers (C-reactive protein, interleukins, myxovirus resistance protein A, procalcitonin, tumor necrosis factor-related apoptosis-inducing ligand) to establish etiology. In this review we discuss the performance of such novel diagnostics and their potential role in clinical praxis. In conclusion, there are several promising novel biomarkers in the pipeline, but well-designed randomized controlled trials are needed to evaluate the safety of using these novel biomarkers to guide clinical decisions.
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11
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Giobbe GG, Bonfante F, Jones BC, Gagliano O, Luni C, Zambaiti E, Perin S, Laterza C, Busslinger G, Stuart H, Pagliari M, Bortolami A, Mazzetto E, Manfredi A, Colantuono C, Di Filippo L, Pellegata AF, Panzarin V, Thapar N, Li VSW, Eaton S, Cacchiarelli D, Clevers H, Elvassore N, De Coppi P. SARS-CoV-2 infection and replication in human gastric organoids. Nat Commun 2021; 12:6610. [PMID: 34785679 PMCID: PMC8595698 DOI: 10.1038/s41467-021-26762-2] [Citation(s) in RCA: 48] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2021] [Accepted: 10/20/2021] [Indexed: 12/13/2022] Open
Abstract
COVID-19 typically manifests as a respiratory illness, but several clinical reports have described gastrointestinal symptoms. This is particularly true in children in whom gastrointestinal symptoms are frequent and viral shedding outlasts viral clearance from the respiratory system. These observations raise the question of whether the virus can replicate within the stomach. Here we generate gastric organoids from fetal, pediatric, and adult biopsies as in vitro models of SARS-CoV-2 infection. To facilitate infection, we induce reverse polarity in the gastric organoids. We find that the pediatric and late fetal gastric organoids are susceptible to infection with SARS-CoV-2, while viral replication is significantly lower in undifferentiated organoids of early fetal and adult origin. We demonstrate that adult gastric organoids are more susceptible to infection following differentiation. We perform transcriptomic analysis to reveal a moderate innate antiviral response and a lack of differentially expressed genes belonging to the interferon family. Collectively, we show that the virus can efficiently infect the gastric epithelium, suggesting that the stomach might have an active role in fecal-oral SARS-CoV-2 transmission.
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Affiliation(s)
- Giovanni Giuseppe Giobbe
- Stem Cell and Regenerative Medicine Section, GOS Institute of Child Health, University College London, London, UK.
| | - Francesco Bonfante
- Lab. of Experimental Animal Models, Division of Comparative Biomedical Sciences, Istituto Zooprofilattico Sperimentale delle Venezie, Legnaro, Italy
| | - Brendan C Jones
- Stem Cell and Regenerative Medicine Section, GOS Institute of Child Health, University College London, London, UK
| | - Onelia Gagliano
- Veneto Institute of Molecular Medicine (VIMM), Padova, Italy
| | - Camilla Luni
- Shanghai Institute for Advanced Immunochemical Studies (SIAIS), ShanghaiTech University, Shanghai, China
| | - Elisa Zambaiti
- Stem Cell and Regenerative Medicine Section, GOS Institute of Child Health, University College London, London, UK
- Veneto Institute of Molecular Medicine (VIMM), Padova, Italy
- Dept. Women's and Children's Health, University of Padova, Padova, Italy
| | - Silvia Perin
- Stem Cell and Regenerative Medicine Section, GOS Institute of Child Health, University College London, London, UK
| | - Cecilia Laterza
- Veneto Institute of Molecular Medicine (VIMM), Padova, Italy
| | - Georg Busslinger
- Oncode Institute, Hubrecht Institute, Royal Netherlands Academy of Arts and Sciences (KNAW) and University Medical Center (UMC) Utrecht, Utrecht, Netherlands
| | - Hannah Stuart
- Veneto Institute of Molecular Medicine (VIMM), Padova, Italy
| | - Matteo Pagliari
- Lab. of Experimental Animal Models, Division of Comparative Biomedical Sciences, Istituto Zooprofilattico Sperimentale delle Venezie, Legnaro, Italy
| | - Alessio Bortolami
- Lab. of Experimental Animal Models, Division of Comparative Biomedical Sciences, Istituto Zooprofilattico Sperimentale delle Venezie, Legnaro, Italy
| | - Eva Mazzetto
- Lab. of Experimental Animal Models, Division of Comparative Biomedical Sciences, Istituto Zooprofilattico Sperimentale delle Venezie, Legnaro, Italy
| | - Anna Manfredi
- Telethon Institute of Genetics and Medicine (TIGEM), Armenise/Harvard Laboratory of Integrative Genomics, Pozzuoli, Italy
- Next Generation Diagnostic srl, Pozzuoli, Italy
| | - Chiara Colantuono
- Telethon Institute of Genetics and Medicine (TIGEM), Armenise/Harvard Laboratory of Integrative Genomics, Pozzuoli, Italy
- Next Generation Diagnostic srl, Pozzuoli, Italy
| | - Lucio Di Filippo
- Telethon Institute of Genetics and Medicine (TIGEM), Armenise/Harvard Laboratory of Integrative Genomics, Pozzuoli, Italy
- Next Generation Diagnostic srl, Pozzuoli, Italy
| | - Alessandro Filippo Pellegata
- Stem Cell and Regenerative Medicine Section, GOS Institute of Child Health, University College London, London, UK
| | - Valentina Panzarin
- Lab. of Experimental Animal Models, Division of Comparative Biomedical Sciences, Istituto Zooprofilattico Sperimentale delle Venezie, Legnaro, Italy
| | - Nikhil Thapar
- Gastroenterology, Hepatology and Liver Transplant, Queensland Children's Hospital, Brisbane, Australia
| | - Vivian Sze Wing Li
- Stem Cell and Cancer Biology Lab, the Francis Crick Institute, London, UK
| | - Simon Eaton
- Stem Cell and Regenerative Medicine Section, GOS Institute of Child Health, University College London, London, UK
| | - Davide Cacchiarelli
- Telethon Institute of Genetics and Medicine (TIGEM), Armenise/Harvard Laboratory of Integrative Genomics, Pozzuoli, Italy
- Department of Translational Medicine, University of Naples Federico II, Naples, Italy
| | - Hans Clevers
- Oncode Institute, Hubrecht Institute, Royal Netherlands Academy of Arts and Sciences (KNAW) and University Medical Center (UMC) Utrecht, Utrecht, Netherlands
- Princess Máxima Center (PMC) for Pediatric Oncology, Utrecht, Netherlands
| | - Nicola Elvassore
- Stem Cell and Regenerative Medicine Section, GOS Institute of Child Health, University College London, London, UK.
- Veneto Institute of Molecular Medicine (VIMM), Padova, Italy.
- Shanghai Institute for Advanced Immunochemical Studies (SIAIS), ShanghaiTech University, Shanghai, China.
- Dept. of Industrial Engineering, University of Padova, Padova, Italy.
| | - Paolo De Coppi
- Stem Cell and Regenerative Medicine Section, GOS Institute of Child Health, University College London, London, UK.
- Dept. of Specialist Neonatal and Paediatric Surgery, Great Ormond Street Hospital, London, UK.
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12
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Omar M, Marchionni L, Häcker G, Badr MT. Host Blood Gene Signatures Can Detect the Progression to Severe and Cerebral Malaria. Front Cell Infect Microbiol 2021; 11:743616. [PMID: 34746025 PMCID: PMC8569259 DOI: 10.3389/fcimb.2021.743616] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2021] [Accepted: 09/23/2021] [Indexed: 11/16/2022] Open
Abstract
Malaria is a major international public health problem that affects millions of patients worldwide especially in sub-Saharan Africa. Although many tests have been developed to diagnose malaria infections, we still lack reliable diagnostic biomarkers for the identification of disease severity, especially in endemic areas where the diagnosis of cerebral malaria is very difficult and requires the exclusion of all other possible causes. Previous host and pathogen transcriptomic studies have not yielded homogenous results that can be harnessed into a reliable diagnostic tool. Here we utilized a multi-cohort analysis approach using machine-learning algorithms to identify blood gene signatures that can distinguish severe and cerebral malaria from moderate and non-cerebral cases. Using a Regularized Random Forest model, we identified 28-gene and 32-gene signatures that can reliably distinguish severe and cerebral malaria, respectively. We tested the specificity of both signatures against other common infectious diseases to ensure the signatures reliability and suitability as diagnostic markers. The severe and cerebral malaria gene-signatures were further integrated through k-top scoring pairs classifiers into ten and nine gene pairs that could distinguish severe and cerebral malaria, respectively. These signatures have various implications that can be utilized as blood diagnostic tools for malaria severity in endemic countries.
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Affiliation(s)
- Mohamed Omar
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, NY, United States
| | - Luigi Marchionni
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, NY, United States
| | - Georg Häcker
- Institute of Medical Microbiology and Hygiene, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany.,BIOSS Centre for Biological Signaling Studies, University of Freiburg, Freiburg, Germany
| | - Mohamed Tarek Badr
- Institute of Medical Microbiology and Hygiene, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany.,IMM-PACT-Program, Faculty of Medicine, University of Freiburg, Freiburg, Germany
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13
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Huo J, Wang L, Tian Y, Sun W, Zhang G, Zhang Y, Liu Y, Zhang J, Yang X, Liu Y. Gene Co-Expression Analysis Identified Preserved and Survival-Related Modules in Severe Blunt Trauma, Burns, Sepsis, and Systemic Inflammatory Response Syndrome. Int J Gen Med 2021; 14:7065-7076. [PMID: 34707398 PMCID: PMC8544272 DOI: 10.2147/ijgm.s336785] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2021] [Accepted: 10/06/2021] [Indexed: 12/30/2022] Open
Abstract
Background Severe trauma and burns accompanied by sepsis are associated with high morbidity and mortality. Little is known about the transcriptional similarity between trauma, burns, sepsis, and systemic inflammatory response syndrome (SIRS). Uncovering key genes and molecular networks is critical to understanding the biology of disease. Conventional analysis of gene changes (fold change) analysis is difficult for time-serial data such as post-injury blood transcriptome. Methods Weighted gene co-expression network analysis (WGCNA) was applied to the trauma dataset to identify modules and hub genes. Module stability was tested by half sampling. Module preservations of burns, sepsis, and SIRS were calculated using trauma as reference. Module functional enrichment was analyzed in gProfiler server. Candidate drugs were screened using Connectivity Map based on hub genes. The modules were visualized in Cytoscape. Results Seventeen modules were identified. The modules were robust to the exclusion of half the sample. They were involved in lymphocyte and platelet activation, erythrocyte differentiation, cell cycle, translation, and interferon signaling. In addition, highly connected hub genes were identified in each module, such as GUCY1B1, BCL11B, HMMR, and CEACAM6. High BCL11B (M13) or low CEACAM6 (M27) expression indicates better survival prognosis in sepsis patients regardless of endotype class and age. Network preservation in burns, sepsis, and SIRS showed a general similarity between trauma and burns. M4, M5, M13, M16, M20, and M27 were significantly associated with injury time in trauma and burns. High M13 (T cell activation), low M15 (cell cycle), and low M27 (neutrophil activation) indicate better survival of sepsis patients, regardless of endotype class and age. Moreover, the modules can efficiently separate patients with different diseases. Some modules and hub genes have good prognostic performance in sepsis. Based on the hub genes of each module, six candidate drugs were screened. Conclusion This study first compared the gene co-expression modules in trauma, burns, sepsis, and SIRS. The identified modules are useful for disease prognosis and drug discovery. BCL11B and CEACAM6 may be promising biomarkers for sepsis risk assessment.
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Affiliation(s)
- Jingrui Huo
- Science and Technology Experiment Center, Cangzhou Medical College, Cangzhou, 061001, People's Republic of China
| | - Lei Wang
- Microbiology and Immunology Department, Cangzhou Medical College, Cangzhou, 061001, People's Republic of China
| | - Yi Tian
- Microbiology and Immunology Department, Cangzhou Medical College, Cangzhou, 061001, People's Republic of China
| | - Wenjie Sun
- Science and Technology Experiment Center, Cangzhou Medical College, Cangzhou, 061001, People's Republic of China
| | - Guoan Zhang
- Science and Technology Experiment Center, Cangzhou Medical College, Cangzhou, 061001, People's Republic of China
| | - Yan Zhang
- Science and Technology Experiment Center, Cangzhou Medical College, Cangzhou, 061001, People's Republic of China
| | - Ying Liu
- Science and Technology Experiment Center, Cangzhou Medical College, Cangzhou, 061001, People's Republic of China
| | - Jingjing Zhang
- Science and Technology Experiment Center, Cangzhou Medical College, Cangzhou, 061001, People's Republic of China
| | - Xiaohui Yang
- Science and Technology Experiment Center, Cangzhou Medical College, Cangzhou, 061001, People's Republic of China
| | - Yingfu Liu
- Cangzhou Nanobody Technology Innovation Center, Cangzhou Medical College, Cangzhou, 061001, People's Republic of China
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14
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Gupta RK, Rosenheim J, Bell LC, Chandran A, Guerra-Assuncao JA, Pollara G, Whelan M, Artico J, Joy G, Kurdi H, Altmann DM, Boyton RJ, Maini MK, McKnight A, Lambourne J, Cutino-Moguel T, Manisty C, Treibel TA, Moon JC, Chain BM, Noursadeghi M. Blood transcriptional biomarkers of acute viral infection for detection of pre-symptomatic SARS-CoV-2 infection: a nested, case-control diagnostic accuracy study. THE LANCET. MICROBE 2021; 2:e508-e517. [PMID: 34250515 PMCID: PMC8260104 DOI: 10.1016/s2666-5247(21)00146-4] [Citation(s) in RCA: 40] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
BACKGROUND We hypothesised that host-response biomarkers of viral infections might contribute to early identification of individuals infected with SARS-CoV-2, which is critical to breaking the chains of transmission. We aimed to evaluate the diagnostic accuracy of existing candidate whole-blood transcriptomic signatures for viral infection to predict positivity of nasopharyngeal SARS-CoV-2 PCR testing. METHODS We did a nested case-control diagnostic accuracy study among a prospective cohort of health-care workers (aged ≥18 years) at St Bartholomew's Hospital (London, UK) undergoing weekly blood and nasopharyngeal swab sampling for whole-blood RNA sequencing and SARS-CoV-2 PCR testing, when fit to attend work. We identified candidate blood transcriptomic signatures for viral infection through a systematic literature search. We searched MEDLINE for articles published between database inception and Oct 12, 2020, using comprehensive MeSH and keyword terms for "viral infection", "transcriptome", "biomarker", and "blood". We reconstructed signature scores in blood RNA sequencing data and evaluated their diagnostic accuracy for contemporaneous SARS-CoV-2 infection, compared with the gold standard of SARS-CoV-2 PCR testing, by quantifying the area under the receiver operating characteristic curve (AUROC), sensitivities, and specificities at a standardised Z score of at least 2 based on the distribution of signature scores in test-negative controls. We used pairwise DeLong tests compared with the most discriminating signature to identify the subset of best performing biomarkers. We evaluated associations between signature expression, viral load (using PCR cycle thresholds), and symptom status visually and using Spearman rank correlation. The primary outcome was the AUROC for discriminating between samples from participants who tested negative throughout the study (test-negative controls) and samples from participants with PCR-confirmed SARS-CoV-2 infection (test-positive participants) during their first week of PCR positivity. FINDINGS We identified 20 candidate blood transcriptomic signatures of viral infection from 18 studies and evaluated their accuracy among 169 blood RNA samples from 96 participants over 24 weeks. Participants were recruited between March 23 and March 31, 2020. 114 samples were from 41 participants with SARS-CoV-2 infection, and 55 samples were from 55 test-negative controls. The median age of participants was 36 years (IQR 27-47) and 69 (72%) of 96 were women. Signatures had little overlap of component genes, but were mostly correlated as components of type I interferon responses. A single blood transcript for IFI27 provided the highest accuracy for discriminating between test-negative controls and test-positive individuals at the time of their first positive SARS-CoV-2 PCR result, with AUROC of 0·95 (95% CI 0·91-0·99), sensitivity 0·84 (0·70-0·93), and specificity 0·95 (0·85-0·98) at a predefined threshold (Z score >2). The transcript performed equally well in individuals with and without symptoms. Three other candidate signatures (including two to 48 transcripts) had statistically equivalent discrimination to IFI27 (AUROCs 0·91-0·95). INTERPRETATION Our findings support further urgent evaluation and development of blood IFI27 transcripts as a biomarker for early phase SARS-CoV-2 infection for screening individuals at high risk of infection, such as contacts of index cases, to facilitate early case isolation and early use of antiviral treatments as they emerge. FUNDING Barts Charity, Wellcome Trust, and National Institute of Health Research.
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Affiliation(s)
- Rishi K Gupta
- Institute of Global Health, University College London, London, UK
- Division of Infection and Immunity, University College London, London, UK
| | - Joshua Rosenheim
- Division of Infection and Immunity, University College London, London, UK
| | - Lucy C Bell
- Division of Infection and Immunity, University College London, London, UK
| | - Aneesh Chandran
- Division of Infection and Immunity, University College London, London, UK
| | | | - Gabriele Pollara
- Division of Infection and Immunity, University College London, London, UK
| | - Matthew Whelan
- Division of Infection and Immunity, University College London, London, UK
| | - Jessica Artico
- Barts Heart Centre, St Bartholomew's Hospital, Barts Health NHS Trust, London, UK
| | - George Joy
- Barts Heart Centre, St Bartholomew's Hospital, Barts Health NHS Trust, London, UK
| | - Hibba Kurdi
- Barts Heart Centre, St Bartholomew's Hospital, Barts Health NHS Trust, London, UK
| | - Daniel M Altmann
- Department of Immunology and Inflammation, Imperial College London, London, UK
| | - Rosemary J Boyton
- Lung Division, Royal Brompton & Harefield NHS Foundation Trust, London, UK
| | - Mala K Maini
- Division of Infection and Immunity, University College London, London, UK
| | - Aine McKnight
- Blizard Institute, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Jonathan Lambourne
- Department of Infection, St Bartholomew's Hospital, Barts Health NHS Trust, London, UK
| | - Teresa Cutino-Moguel
- Department of Virology, St Bartholomew's Hospital, Barts Health NHS Trust, London, UK
| | - Charlotte Manisty
- Institute of Cardiovascular Sciences, University College London, London, UK
- Barts Heart Centre, St Bartholomew's Hospital, Barts Health NHS Trust, London, UK
| | - Thomas A Treibel
- Institute of Cardiovascular Sciences, University College London, London, UK
- Barts Heart Centre, St Bartholomew's Hospital, Barts Health NHS Trust, London, UK
| | - James C Moon
- Institute of Cardiovascular Sciences, University College London, London, UK
- Barts Heart Centre, St Bartholomew's Hospital, Barts Health NHS Trust, London, UK
| | - Benjamin M Chain
- Division of Infection and Immunity, University College London, London, UK
| | - Mahdad Noursadeghi
- Division of Infection and Immunity, University College London, London, UK
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15
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Development of a 3-transcript host expression assay to differentiate between viral and bacterial infections in pigs. PLoS One 2021; 16:e0256106. [PMID: 34555028 PMCID: PMC8459988 DOI: 10.1371/journal.pone.0256106] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2020] [Accepted: 07/31/2021] [Indexed: 11/19/2022] Open
Abstract
Indiscriminate use of antibiotics to treat infections that are of viral origin contributes to unnecessary use which potentially may induce resistance in commensal bacteria. To counteract this a number of host gene transcriptional studies have been conducted to identify genes that are differently expressed during bacterial and viral infections in humans, and thus could be used as a tool to base decisions on the use of antibiotics. In this paper, we aimed to evaluate the potential of a selection of genes that have been considered biomarkers in humans, to differentially diagnose bacterial from viral infections in the pig. First porcine PBMC were induced with six toll-like receptor (TLR) agonists (FliC, LPS, ODN 2216, Pam3CSK4, poly I:C, R848) to mimic host gene expression induced by bacterial or viral pathogens, or exposed to heat-killed Actinobacillus pleuropneumoniae or a split influenza virus. Genes that were differentially expressed between bacterial and viral inducers were further evaluated on clinical material comprising eleven healthy pigs, and six pigs infected with A. pleuropneumoniae. This comprised three virally upregulated genes (IFI44L, MxA, RSAD2) and four bacterially upregulated genes (IL-1β, IL-8, FAM89A, S100PBP). All six infected pigs could be differentially diagnosed to healthy pigs using a host gene transcription assay based on the geometric average of the bacterially induced genes IL-8 and S100PBP over that of the virally induced gene MxA.
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16
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Hagedoorn NN, Borensztajn D, Nijman RG, Nieboer D, Herberg JA, Balode A, von Both U, Carrol E, Eleftheriou I, Emonts M, van der Flier M, de Groot R, Kohlmaier B, Lim E, Maconochie I, Martinón-Torres F, Pokorn M, Strle F, Tsolia M, Zavadska D, Zenz W, Levin M, Vermont C, Moll HA. Development and validation of a prediction model for invasive bacterial infections in febrile children at European Emergency Departments: MOFICHE, a prospective observational study. Arch Dis Child 2021; 106:641-647. [PMID: 33208397 PMCID: PMC8237171 DOI: 10.1136/archdischild-2020-319794] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/22/2020] [Revised: 10/25/2020] [Accepted: 10/27/2020] [Indexed: 11/03/2022]
Abstract
OBJECTIVES To develop and cross-validate a multivariable clinical prediction model to identify invasive bacterial infections (IBI) and to identify patient groups who might benefit from new biomarkers. DESIGN Prospective observational study. SETTING 12 emergency departments (EDs) in 8 European countries. PATIENTS Febrile children aged 0-18 years. MAIN OUTCOME MEASURES IBI, defined as bacteraemia, meningitis and bone/joint infection. We derived and cross-validated a model for IBI using variables from the Feverkidstool (clinical symptoms, C reactive protein), neurological signs, non-blanching rash and comorbidity. We assessed discrimination (area under the receiver operating curve) and diagnostic performance at different risk thresholds for IBI: sensitivity, specificity, negative and positive likelihood ratios (LRs). RESULTS Of 16 268 patients, 135 (0.8%) had an IBI. The discriminative ability of the model was 0.84 (95% CI 0.81 to 0.88) and 0.78 (95% CI 0.74 to 0.82) in pooled cross-validations. The model performed well for the rule-out threshold of 0.1% (sensitivity 0.97 (95% CI 0.93 to 0.99), negative LR 0.1 (95% CI 0.0 to 0.2) and for the rule-in threshold of 2.0% (specificity 0.94 (95% CI 0.94 to 0.95), positive LR 8.4 (95% CI 6.9 to 10.0)). The intermediate thresholds of 0.1%-2.0% performed poorly (ranges: sensitivity 0.59-0.93, negative LR 0.14-0.57, specificity 0.52-0.88, positive LR 1.9-4.8) and comprised 9784 patients (60%). CONCLUSIONS The rule-out threshold of this model has potential to reduce antibiotic treatment while the rule-in threshold could be used to target treatment in febrile children at the ED. In more than half of patients at intermediate risk, sensitive biomarkers could improve identification of IBI and potentially reduce unnecessary antibiotic prescriptions.
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Affiliation(s)
- Nienke N Hagedoorn
- General Paediatrics, Erasmus MC Sophia Children's Hospital, Rotterdam, Zuid-Holland, The Netherlands
| | - Dorine Borensztajn
- General Paediatrics, Erasmus MC Sophia Children's Hospital, Rotterdam, Zuid-Holland, The Netherlands
| | - Ruud Gerard Nijman
- Section of Paediatric Infectious Diseases, Imperial College London, London, UK
| | - Daan Nieboer
- Public Health, Erasmus MC, Rotterdam, Zuid-Holland, The Netherlands
| | - Jethro Adam Herberg
- Section of Paediatric Infectious Diseases, Imperial College London, London, UK
| | - Anda Balode
- Paediatrics, Children clinical university hospital, Rigas Stradinas Universitate, Riga, Latvia
| | - Ulrich von Both
- Division of Paediatric Infectious Diseases, Dr von Haunersches Kinderspital Kinderklinik und Kinderpoliklinik der Ludwig Maximilian Universitat Munchen, Munchen, Bayern, Germany,Partner site Munich, German Centre for Infection Research, Braunschweig, Niedersachsen, Germany
| | - Enitan Carrol
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, Merseyside, UK,Alder Hey Children's NHS Foundation Trust, Liverpool, Merseyside, UK
| | - Irini Eleftheriou
- Second Department of Paediatrics, P & A Kyriakou Children's Hospital, National and Kapodistrian University of Athens, Athinon, Greece
| | - Marieke Emonts
- Paediatric Immunology, Infectious Diseases & Allergy, Great North Children's Hospital, Newcastle upon Tyne, UK,Newcastle upon Tyne Hospital NHS Trust and Newcastle University, NIHR Newcastle Biomedical Research Centre, Newcastle upon Tyne, Tyne and Wear, UK
| | - Michiel van der Flier
- Paediatric Infectious Diseases and Immunology, Amalia Children's Hospital, Radboudumc, Nijmegen, Gelderland, The Netherlands,Wilhelmina Children's Hospital, Paediatric Infectious Diseases and Immunology, UMC Utrecht, Utrecht, The Netherlands
| | - Ronald de Groot
- Paediatric Infectious Diseases and Immunology, Amalia Children's Hospital, Radboudumc, Nijmegen, Gelderland, The Netherlands
| | - Benno Kohlmaier
- Department of General Paediatrics, Medical University of Graz, Graz, Steiermark, Austria
| | - Emma Lim
- Paediatric Immunology, Infectious Diseases & Allergy, Great North Children's Hospital, Newcastle upon Tyne, UK,Newcastle upon Tyne Hospital NHS Trust and Newcastle University, NIHR Newcastle Biomedical Research Centre, Newcastle upon Tyne, Tyne and Wear, UK
| | - Ian Maconochie
- Paediatric Emergency Medicine, Imperial College Healthcare NHS Trust, London, UK
| | - Federico Martinón-Torres
- Genetics, Vaccines, Infections and Paediatrics Research group (GENVIP), Hospital Clinico Universitario de Santiago de Compostela, Santiago de Compostela, Galicia, Spain
| | - Marko Pokorn
- Department of Infectious Diseases and Faculty of Medicine, Ljubljanski Univerzitetni klinicni center, Ljubljana, Slovenia
| | - Franc Strle
- Department of Infectious Diseases and Faculty of Medicine, Ljubljanski Univerzitetni klinicni center, Ljubljana, Slovenia
| | - Maria Tsolia
- Second Department of Paediatrics, P & A Kyriakou Children's Hospital, National and Kapodistrian University of Athens, Athinon, Greece
| | - Dace Zavadska
- Paediatrics, Children clinical university hospital, Rigas Stradinas Universitate, Riga, Latvia
| | - Werner Zenz
- Department of General Paediatrics, Medical University of Graz, Graz, Steiermark, Austria
| | - Michael Levin
- Section of Paediatric Infectious Diseases, Imperial College London, London, UK
| | - Clementien Vermont
- Department of Paediatric Infectious Diseases and Immunology, Erasmus MC Sophia Children's Hospital, Rotterdam, Nederland, The Netherlands
| | - Henriette A Moll
- General Paediatrics, Erasmus MC Sophia Children's Hospital, Rotterdam, Zuid-Holland, The Netherlands
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17
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Zandstra J, Jongerius I, Kuijpers TW. Future Biomarkers for Infection and Inflammation in Febrile Children. Front Immunol 2021; 12:631308. [PMID: 34079538 PMCID: PMC8165271 DOI: 10.3389/fimmu.2021.631308] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2020] [Accepted: 04/12/2021] [Indexed: 01/08/2023] Open
Abstract
Febrile patients, suffering from an infection, inflammatory disease or autoimmunity may present with similar or overlapping clinical symptoms, which makes early diagnosis difficult. Therefore, biomarkers are needed to help physicians form a correct diagnosis and initiate the right treatment to improve patient outcomes following first presentation or admittance to hospital. Here, we review the landscape of novel biomarkers and approaches of biomarker discovery. We first discuss the use of current plasma parameters and whole blood biomarkers, including results obtained by RNA profiling and mass spectrometry, to discriminate between bacterial and viral infections. Next we expand upon the use of biomarkers to distinguish between infectious and non-infectious disease. Finally, we discuss the strengths as well as the potential pitfalls of current developments. We conclude that the use of combination tests, using either protein markers or transcriptomic analysis, have advanced considerably and should be further explored to improve current diagnostics regarding febrile infections and inflammation. If proven effective when combined, these biomarker signatures will greatly accelerate early and tailored treatment decisions.
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Affiliation(s)
- Judith Zandstra
- Division Research and Landsteiner Laboratory, Department of Immunopathology, Sanquin Blood Supply, Amsterdam University Medical Center (UMC), Amsterdam, Netherlands
- Department of Pediatric Immunology, Rheumatology and Infectious Diseases, Emma Children’s Hospital, Amsterdam UMC, Amsterdam, Netherlands
| | - Ilse Jongerius
- Division Research and Landsteiner Laboratory, Department of Immunopathology, Sanquin Blood Supply, Amsterdam University Medical Center (UMC), Amsterdam, Netherlands
- Department of Pediatric Immunology, Rheumatology and Infectious Diseases, Emma Children’s Hospital, Amsterdam UMC, Amsterdam, Netherlands
| | - Taco W. Kuijpers
- Department of Pediatric Immunology, Rheumatology and Infectious Diseases, Emma Children’s Hospital, Amsterdam UMC, Amsterdam, Netherlands
- Division Research and Landsteiner Laboratory, Department of Blood Cell Research, Sanquin Blood Supply, Amsterdam UMC, Amsterdam, Netherlands
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18
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Park J, Woo S, Kim J, Lee H, Yoo YE, Hong S. Rapid and simple single-chamber nucleic acid detection system prepared through nature-inspired surface engineering. Am J Cancer Res 2021; 11:6735-6745. [PMID: 34093850 PMCID: PMC8171086 DOI: 10.7150/thno.57153] [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: 12/14/2020] [Accepted: 04/16/2021] [Indexed: 11/18/2022] Open
Abstract
Background: Nucleic acid (NA)-based diagnostics enable a rapid response to various diseases, but current techniques often require multiple labor-intensive steps, which is a major obstacle to successful translation to a clinical setting. Methods: We report on a surface-engineered single-chamber device for NA extraction and in situ amplification without sample transfer. Our system has two reaction sites: a NA extraction chamber whose surface is patterned with micropillars and a reaction chamber filled with reagents for in situ polymerase-based NA amplification. These two sites are integrated in a single microfluidic device; we applied plastic injection molding for cost-effective, mass-production of the designed device. The micropillars were chemically activated via a nature-inspired silica coating to possess a specific affinity to NA. Results: As a proof-of-concept, a colorimetric pH indicator was coupled to the on-chip analysis of NA for the rapid and convenient detection of pathogens. The NA enrichment efficiency was dependent on the lysate incubation time, as diffusion controls the NA contact with the engineered surface. We could detect down to 1×103 CFU by the naked eye within one hour of the total assay time. Conclusion: We anticipate that the surface engineering technique for NA enrichment could be easily integrated as a part of various types of microfluidic chips for rapid and convenient nucleic acid-based diagnostics.
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Gómez-Carballa A, Barral-Arca R, Cebey-López M, Bello X, Pardo-Seco J, Martinón-Torres F, Salas A. Identification of a Minimal 3-Transcript Signature to Differentiate Viral from Bacterial Infection from Best Genome-Wide Host RNA Biomarkers: A Multi-Cohort Analysis. Int J Mol Sci 2021; 22:ijms22063148. [PMID: 33808774 PMCID: PMC8003556 DOI: 10.3390/ijms22063148] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2021] [Revised: 03/11/2021] [Accepted: 03/15/2021] [Indexed: 12/24/2022] Open
Abstract
The fight against the spread of antibiotic resistance is one of the most important challenges facing health systems worldwide. Given the limitations of current diagnostic methods, the development of fast and accurate tests for the diagnosis of viral and bacterial infections would improve patient management and treatment, as well as contribute to reducing antibiotic misuse in clinical settings. In this scenario, analysis of host transcriptomics constitutes a promising target to develop new diagnostic tests based on the host-specific response to infections. We carried out a multi-cohort meta-analysis of blood transcriptomic data available in public databases, including 11 different studies and 1209 samples from virus- (n = 695) and bacteria- (n = 514) infected patients. We applied a Parallel Regularized Regression Model Search (PReMS) on a set of previously reported genes that distinguished viral from bacterial infection to find a minimum gene expression bio-signature. This strategy allowed us to detect three genes, namely BAFT, ISG15 and DNMT1, that clearly differentiate groups of infection with high accuracy (training set: area under the curve (AUC) 0.86 (sensitivity: 0.81; specificity: 0.87); testing set: AUC 0.87 (sensitivity: 0.82; specificity: 0.86)). BAFT and ISG15 are involved in processes related to immune response, while DNMT1 is related to the preservation of methylation patterns, and its expression is modulated by pathogen infections. We successfully tested this three-transcript signature in the 11 independent studies, demonstrating its high performance under different scenarios. The main advantage of this three-gene signature is the low number of genes needed to differentiate both groups of patient categories.
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Affiliation(s)
- Alberto Gómez-Carballa
- GenPoB Research Group, Instituto de Investigación Sanitaria (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), 15706 Galicia, Spain; (A.G.-C.); (R.B.-A.); (M.C.-L.); (X.B.); (J.P.-S.)
- Genetics, Vaccines and Infections Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago de Compostela, 15706 Galicia, Spain;
| | - Ruth Barral-Arca
- GenPoB Research Group, Instituto de Investigación Sanitaria (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), 15706 Galicia, Spain; (A.G.-C.); (R.B.-A.); (M.C.-L.); (X.B.); (J.P.-S.)
- Genetics, Vaccines and Infections Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago de Compostela, 15706 Galicia, Spain;
| | - Miriam Cebey-López
- GenPoB Research Group, Instituto de Investigación Sanitaria (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), 15706 Galicia, Spain; (A.G.-C.); (R.B.-A.); (M.C.-L.); (X.B.); (J.P.-S.)
- Genetics, Vaccines and Infections Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago de Compostela, 15706 Galicia, Spain;
| | - Xabier Bello
- GenPoB Research Group, Instituto de Investigación Sanitaria (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), 15706 Galicia, Spain; (A.G.-C.); (R.B.-A.); (M.C.-L.); (X.B.); (J.P.-S.)
- Genetics, Vaccines and Infections Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago de Compostela, 15706 Galicia, Spain;
| | - Jacobo Pardo-Seco
- GenPoB Research Group, Instituto de Investigación Sanitaria (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), 15706 Galicia, Spain; (A.G.-C.); (R.B.-A.); (M.C.-L.); (X.B.); (J.P.-S.)
- Genetics, Vaccines and Infections Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago de Compostela, 15706 Galicia, Spain;
| | - Federico Martinón-Torres
- Genetics, Vaccines and Infections Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago de Compostela, 15706 Galicia, Spain;
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, 15706 Galicia, Spain
| | - Antonio Salas
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, 15706 Galicia, Spain
- Unidade de Xenética, Instituto de Ciencias Forenses, Facultade de Medicina, Universidade de Santiago de Compostela, 15706 Galicia, Spain
- Correspondence:
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20
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Bhat A, Irizar H, Thygesen JH, Kuchenbaecker K, Pain O, Adams RA, Zartaloudi E, Harju-Seppänen J, Austin-Zimmerman I, Wang B, Muir R, Summerfelt A, Du XM, Bruce H, O'Donnell P, Srivastava DP, Friston K, Hong LE, Hall MH, Bramon E. Transcriptome-wide association study reveals two genes that influence mismatch negativity. Cell Rep 2021; 34:108868. [PMID: 33730571 PMCID: PMC7972991 DOI: 10.1016/j.celrep.2021.108868] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2020] [Revised: 12/09/2020] [Accepted: 02/24/2021] [Indexed: 01/22/2023] Open
Abstract
Mismatch negativity (MMN) is a differential electrophysiological response measuring cortical adaptability to unpredictable stimuli. MMN is consistently attenuated in patients with psychosis. However, the genetics of MMN are uncharted, limiting the validation of MMN as a psychosis endophenotype. Here, we perform a transcriptome-wide association study of 728 individuals, which reveals 2 genes (FAM89A and ENGASE) whose expression in cortical tissues is associated with MMN. Enrichment analyses of neurodevelopmental expression signatures show that genes associated with MMN tend to be overexpressed in the frontal cortex during prenatal development but are significantly downregulated in adulthood. Endophenotype ranking value calculations comparing MMN and three other candidate psychosis endophenotypes (lateral ventricular volume and two auditory-verbal learning measures) find MMN to be considerably superior. These results yield promising insights into sensory processing in the cortex and endorse the notion of MMN as a psychosis endophenotype.
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Affiliation(s)
- Anjali Bhat
- Division of Psychiatry, University College London, London, UK; Wellcome Centre for Human Neuroimaging, University College London, London, UK; Institute of Psychiatry, Psychology, and Neuroscience, King's College London, London, UK; Department of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology, and Neuroscience, King's College London, London, UK; MRC Centre for Neurodevelopmental Disorders, King's College London, London, UK.
| | - Haritz Irizar
- Division of Psychiatry, University College London, London, UK
| | | | - Karoline Kuchenbaecker
- Division of Psychiatry, University College London, London, UK; UCL Genetics Institute, University College London, London, UK
| | - Oliver Pain
- Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London, London, UK
| | - Rick A Adams
- Division of Psychiatry, University College London, London, UK; Institute of Cognitive Neuroscience, University College London, London, UK
| | | | - Jasmine Harju-Seppänen
- Division of Psychiatry, University College London, London, UK; Department of Clinical, Educational and Health Psychology, University College London, London, UK
| | | | - Baihan Wang
- Division of Psychiatry, University College London, London, UK
| | - Rebecca Muir
- Division of Psychiatry, University College London, London, UK
| | - Ann Summerfelt
- Maryland Psychiatric Research Center, Department of Psychiatry, University of Maryland, Baltimore, MD, USA
| | - Xiaoming Michael Du
- Maryland Psychiatric Research Center, Department of Psychiatry, University of Maryland, Baltimore, MD, USA
| | - Heather Bruce
- Maryland Psychiatric Research Center, Department of Psychiatry, University of Maryland, Baltimore, MD, USA
| | - Patricio O'Donnell
- Maryland Psychiatric Research Center, Department of Psychiatry, University of Maryland, Baltimore, MD, USA; Department of Psychiatry, Harvard Medical School, Boston, MA, USA; Takeda Pharmaceuticals, Cambridge, MA, USA
| | - Deepak P Srivastava
- Institute of Psychiatry, Psychology, and Neuroscience, King's College London, London, UK; Department of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology, and Neuroscience, King's College London, London, UK; MRC Centre for Neurodevelopmental Disorders, King's College London, London, UK
| | - Karl Friston
- Wellcome Centre for Human Neuroimaging, University College London, London, UK
| | - L Elliot Hong
- Maryland Psychiatric Research Center, Department of Psychiatry, University of Maryland, Baltimore, MD, USA
| | - Mei-Hua Hall
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA; Psychosis Neurobiology Laboratory, McLean Hospital, Belmont, MA, USA
| | - Elvira Bramon
- Division of Psychiatry, University College London, London, UK; Institute of Cognitive Neuroscience, University College London, London, UK; Institute of Psychiatry, Psychology, and Neuroscience, King's College London, London, UK; Camden and Islington NHS Foundation Trust, London, UK.
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21
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Rivero-Calle I, Gómez-Rial J, Bont L, Gessner BD, Kohn M, Dagan R, Payne DC, Bruni L, Pollard AJ, García-Sastre A, Faustman DL, Osterhaus A, Butler R, Giménez Sánchez F, Álvarez F, Kaforou M, Bello X, Martinón-Torres F. TIPICO X: report of the 10th interactive infectious disease workshop on infectious diseases and vaccines. Hum Vaccin Immunother 2021; 17:759-772. [PMID: 32755474 PMCID: PMC7996078 DOI: 10.1080/21645515.2020.1788301] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2020] [Accepted: 06/20/2020] [Indexed: 11/03/2022] Open
Abstract
TIPICO is an expert meeting and workshop that aims to provide the most recent evidence in the field of infectious diseases and vaccination. The 10th Interactive Infectious Disease TIPICO workshop took place in Santiago de Compostela, Spain, on November 21-22, 2019. Cutting-edge advances in vaccination against respiratory syncytial virus, Streptococcus pneumoniae, rotavirus, human papillomavirus, Neisseria meningitidis, influenza virus, and Salmonella Typhi were discussed. Furthermore, heterologous vaccine effects were updated, including the use of Bacillus Calmette-Guérin (BCG) vaccine as potential treatment for type 1 diabetes. Finally, the workshop also included presentations and discussion on emergent virus and zoonoses, vaccine resilience, building and sustaining confidence in vaccination, approaches to vaccine decision-making, pros and cons of compulsory vaccination, the latest advances in decoding infectious diseases by RNA gene signatures, and the application of big data approaches.
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Affiliation(s)
- Irene Rivero-Calle
- Translational Paediatrics and Infectious Diseases, Department of Paediatrics, Hospital Clínico Universitario De Santiago De Compostela, Santiago De Compostela, Spain
- Genetics, Vaccines and Infections Research Group (GENVIP), Instituto De Investigación Sanitaria De Santiago, Universidad De Santiago De Compostela, Santiago De Compostela, Spain
| | - Jose Gómez-Rial
- Genetics, Vaccines and Infections Research Group (GENVIP), Instituto De Investigación Sanitaria De Santiago, Universidad De Santiago De Compostela, Santiago De Compostela, Spain
| | - Louis Bont
- Wilhelmina’s Children’s Hospital University Medical Center Utrecht, The Netherlands
| | | | - Melvin Kohn
- Vaccines and Infectious Diseases Medical Affairs, Global Medical and Scientific Affairs, Merck & Co. Inc., Kenilworth, NJ, USA
| | - Ron Dagan
- The Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Daniel C. Payne
- Division of Viral Diseases, National Center for Immunization and Respiratory Diseases, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Laia Bruni
- Cancer Epidemiology Research Program, Institut Català d’Oncologia (ICO) - IDIBELL, L'Hospitalet de Llobregat, Barcelona, Spain
| | - Andrew J. Pollard
- Oxford Vaccines Group, Department of Paediatrics, University of Oxford and the NIHR Oxford Biomedical Research Centre, Oxford, UK
| | - Adolfo García-Sastre
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Medicine, Division of Infectious Diseases, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Denise L. Faustman
- The Immunobiology Laboratory, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Albert Osterhaus
- Artemis One Health, Utrecht, The Netherlands
- Research Center Emerging Infections and Zoonoses, Hannover, Germany
| | - Robb Butler
- WHO Regional Office for Europe, Copenhagen, Denmark
| | | | | | - Myrsini Kaforou
- Department of Infectious Disease, Imperial College London, London, UK
| | - Xabier Bello
- Genetics, Vaccines and Infections Research Group (GENVIP), Instituto De Investigación Sanitaria De Santiago, Universidad De Santiago De Compostela, Santiago De Compostela, Spain
| | - Federico Martinón-Torres
- Translational Paediatrics and Infectious Diseases, Department of Paediatrics, Hospital Clínico Universitario De Santiago De Compostela, Santiago De Compostela, Spain
- Genetics, Vaccines and Infections Research Group (GENVIP), Instituto De Investigación Sanitaria De Santiago, Universidad De Santiago De Compostela, Santiago De Compostela, Spain
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22
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Gómez-Carballa A, Barral-Arca R, Cebey-López M, Currás-Tuala MJ, Pischedda S, Gómez-Rial J, Habgood-Coote D, Herberg JA, Kaforou M, Martinón-Torres F, Salas A. Host Transcriptomic Response Following Administration of Rotavirus Vaccine in Infants' Mimics Wild Type Infection. Front Immunol 2021; 11:580219. [PMID: 33552046 PMCID: PMC7859632 DOI: 10.3389/fimmu.2020.580219] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2020] [Accepted: 12/02/2020] [Indexed: 12/13/2022] Open
Abstract
Background Rotavirus (RV) is an enteric pathogen that has devastating impact on childhood morbidity and mortality worldwide. The immunologic mechanism underlying the protection achieved after RV vaccination is not yet fully understood. Methods We compared the transcriptome of children affected by community-acquired RV infection and children immunized with a live attenuated RV vaccine (RotaTeq®). Results RV vaccination mimics the wild type infection causing similar changes in children's transcriptome, including transcripts associated with cell cycle, diarrhea, nausea, vomiting, intussusception, and abnormal morphology of midgut. A machine learning approach allowed to detect a combination of nine-transcripts that differentiates vaccinated from convalescent-naturally infected children (AUC: 90%; 95%CI: 70-100) and distinguishes between acute-infected and healthy control children (in both cases, AUC: 100%; 95%CI: 100-100). We identified a miRNA hsa-mir-149 that seems to play a role in the host defense against viral pathogens and may have an antiviral role. Discussion Our findings might shed further light in the understanding of RV infection, its functional link to intussusception causes, as well as guide development of antiviral treatments and safer and more effective vaccines. The nine-transcript signature may constitute a marker of vaccine protection and helps to differentiate vaccinated from naturally infected or susceptible children.
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Affiliation(s)
- Alberto Gómez-Carballa
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago (IDIS) and Universidad de Santiago de Compostela (USC), Santiago de Compostela, Spain
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Spain
- Unidade de Xenética, Instituto de Ciencias Forenses (INCIFOR), Facultade de Medicina, Universidade de Santiago de Compostela, and GenPoB Research Group, Instituto de Investigacinó Sanitaria (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), Santiago de Compostela, Spain
| | - Ruth Barral-Arca
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago (IDIS) and Universidad de Santiago de Compostela (USC), Santiago de Compostela, Spain
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Spain
- Unidade de Xenética, Instituto de Ciencias Forenses (INCIFOR), Facultade de Medicina, Universidade de Santiago de Compostela, and GenPoB Research Group, Instituto de Investigacinó Sanitaria (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), Santiago de Compostela, Spain
| | - Miriam Cebey-López
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago (IDIS) and Universidad de Santiago de Compostela (USC), Santiago de Compostela, Spain
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Spain
- Unidade de Xenética, Instituto de Ciencias Forenses (INCIFOR), Facultade de Medicina, Universidade de Santiago de Compostela, and GenPoB Research Group, Instituto de Investigacinó Sanitaria (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), Santiago de Compostela, Spain
| | - Maria José Currás-Tuala
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago (IDIS) and Universidad de Santiago de Compostela (USC), Santiago de Compostela, Spain
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Spain
- Unidade de Xenética, Instituto de Ciencias Forenses (INCIFOR), Facultade de Medicina, Universidade de Santiago de Compostela, and GenPoB Research Group, Instituto de Investigacinó Sanitaria (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), Santiago de Compostela, Spain
| | - Sara Pischedda
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago (IDIS) and Universidad de Santiago de Compostela (USC), Santiago de Compostela, Spain
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Spain
- Unidade de Xenética, Instituto de Ciencias Forenses (INCIFOR), Facultade de Medicina, Universidade de Santiago de Compostela, and GenPoB Research Group, Instituto de Investigacinó Sanitaria (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), Santiago de Compostela, Spain
| | - José Gómez-Rial
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago (IDIS) and Universidad de Santiago de Compostela (USC), Santiago de Compostela, Spain
- Unidade de Xenética, Instituto de Ciencias Forenses (INCIFOR), Facultade de Medicina, Universidade de Santiago de Compostela, and GenPoB Research Group, Instituto de Investigacinó Sanitaria (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), Santiago de Compostela, Spain
| | - Dominic Habgood-Coote
- Section of Pediatric Infectious Diseases, Imperial College London, London, United Kingdom
| | - Jethro A Herberg
- Section of Pediatric Infectious Diseases, Imperial College London, London, United Kingdom
| | - Myrsini Kaforou
- Section of Pediatric Infectious Diseases, Imperial College London, London, United Kingdom
| | - Federico Martinón-Torres
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago (IDIS) and Universidad de Santiago de Compostela (USC), Santiago de Compostela, Spain
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Spain
| | - Antonio Salas
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago (IDIS) and Universidad de Santiago de Compostela (USC), Santiago de Compostela, Spain
- Unidade de Xenética, Instituto de Ciencias Forenses (INCIFOR), Facultade de Medicina, Universidade de Santiago de Compostela, and GenPoB Research Group, Instituto de Investigacinó Sanitaria (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), Santiago de Compostela, Spain
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23
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Differential Markers of Bacterial and Viral Infections in Children for Point-of-Care Testing. Trends Mol Med 2020; 26:1118-1132. [PMID: 33008730 PMCID: PMC7522093 DOI: 10.1016/j.molmed.2020.09.004] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2020] [Revised: 08/22/2020] [Accepted: 09/02/2020] [Indexed: 02/08/2023]
Abstract
Children suffering from infectious diseases, both bacterial and viral, are often treated with empirical antibiotics. Keeping in mind both the menace of microorganisms and antibiotic toxicity, it is imperative to develop point-of-care testing (POCT) to discriminate bacterial from viral infections, and to define indications for antibiotic treatment. This article reviews potential protein biomarkers and host-derived gene expression signatures for differentiating between bacterial and viral infections in children, and focuses on emerging multiplex POCT devices for the simultaneous detection of sets of protein biomarkers or streamlined gene expression signatures that may provide rapid and cost-effective pathogen-discriminating tools. Bacteria and viruses activate or inhibit different signaling pathways in the cells they infect, and further give rise to different host transcriptional signatures as well as to unique protein biomarkers. Many of the newly evaluated protein biomarkers, especially in combination, have better discriminative value for distinguishing between bacterial and viral infections than the biomarkers that are currently used for examining infections in children. The transcriptomes of children undergo remarkable changes when they are infected by different types of bacteria and viruses. Approaches based on host-derived DNA/RNA signatures can accurately discriminate bacterial from viral infections. Emerging multiplex POCT techniques allow simultaneous testing of protein- or gene-based biomarkers in an outpatient setting.
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Papan C, Willersinn M, Weiß C, Karremann M, Schroten H, Tenenbaum T. Antibiotic utilization in hospitalized children under 2 years of age with influenza or respiratory syncytial virus infection - a comparative, retrospective analysis. BMC Infect Dis 2020; 20:606. [PMID: 32807104 PMCID: PMC7430130 DOI: 10.1186/s12879-020-05336-5] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2020] [Accepted: 08/11/2020] [Indexed: 12/26/2022] Open
Abstract
BACKGROUND Infections due to Respiratory Syncytial Virus (RSV) and Influenza virus (FLU) are leading causes of hospitalization in young children. Yet, there is little data on factors associated with antibiotic use in these patients. METHODS We conducted a retrospective, single-center study of all patients below 2 years of age hospitalized between 2014 and 2018. We compared children with RSV infection to children with FLU infection analyzing clinical characteristics and factors contributing to an increased rate of antimicrobial utilization. RESULTS RSV infection was diagnosed in 476/573 (83.1%), FLU in 95/573 (16.6%), and RSV-FLU-co-infection in 2/573 (0.3%) patients. Median age was lower for RSV compared to FLU (4 vs. 12 months; p < 0.0001). Children with RSV had longer hospitalization (5 vs. 4 days; p = 0.0023) and needed oxygen more frequently (314/476 vs. 23/95; p < 0.0001) than FLU patients. There was no significant difference in the overall antibiotic utilization between RSV and FLU patients (136/476 vs. 21/95; p = 0.2107). Logistic regression analyses revealed that septic appearance on admission (odds ratio [OR] 8.95, 95% confidence interval [CI] 1.5-54.1), acute otitis media (OR 4.5, 95% CI 2.1-9.4), a longer oxygen therapy (OR 1.40; 95% CI 1.13-1.74) and a higher C-reactive protein (CRP) (OR 1.7, 95% CI 1.5-2.0) were significantly associated with antibiotic use in both groups, but not age or pneumonia. CONCLUSIONS In our cohort, the rate of antibiotic utilization was comparable between RSV and FLU patients, while for both groups distinct clinical presentation and a high CRP value were associated with higher antibiotic use.
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Affiliation(s)
- Cihan Papan
- Pediatric Infectious Diseases, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.
- Center for Infectious Diseases, Institute of Medical Microbiology and Hygiene, Saarland University, Kirrberger Strasse, Building 43, 66421, Homburg, Germany.
| | - Meike Willersinn
- Pediatric Infectious Diseases, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Christel Weiß
- Institute of Medical Statistics and Biomathematics, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Michael Karremann
- Pediatric Infectious Diseases, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Horst Schroten
- Pediatric Infectious Diseases, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Tobias Tenenbaum
- Pediatric Infectious Diseases, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
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25
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Wahlund M, Sinha I, Broliden K, Saghafian-Hedengren S, Nilsson A, Berggren A. The Feasibility of Host Transcriptome Profiling as a Diagnostic Tool for Microbial Etiology in Childhood Cancer Patients with Febrile Neutropenia. Int J Mol Sci 2020; 21:ijms21155305. [PMID: 32722616 PMCID: PMC7432212 DOI: 10.3390/ijms21155305] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2020] [Revised: 07/13/2020] [Accepted: 07/21/2020] [Indexed: 12/23/2022] Open
Abstract
Infection is a common and serious complication of cancer treatment in children that often presents as febrile neutropenia (FN). Gene-expression profiling techniques can reveal transcriptional signatures that discriminate between viral, bacterial and asymptomatic infections in otherwise healthy children. Here, we examined whether gene-expression profiling was feasible in children with FN who were undergoing cancer treatment. The blood transcriptome of the children (n = 63) was investigated at time of FN diagnosed as viral, bacterial, co-infection or unknown etiology, respectively, and compared to control samples derived from 12 of the patients following the FN episode. RNA sequencing was successful in 43 (68%) of the FN episodes. Only two genes were significantly differentially expressed in the bacterial versus the control group. Significantly up-regulated genes in patients with the other three etiologies versus the control group were enriched with cellular processes related to proliferation and cellular stress response, with no clear enrichment with innate responses to pathogens. Among the significantly down-regulated genes, a few clustered into pathways connected to responses to infection. In the present study of children during cancer treatment, the blood transcriptome was not suitable for determining the etiology of FN because of too few circulating immune cells for reliable gene expression analysis.
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Affiliation(s)
- Martina Wahlund
- Department of Medicine Solna, Infectious Disease Unit, Center for Molecular Medicine, Karolinska University Hospital, Karolinska Institutet, 171 76 Stockholm, Sweden; (M.W.); (K.B.)
- Clinical Microbiology, Karolinska University Hospital, 171 76 Stockholm, Sweden
| | - Indranil Sinha
- Childhood Cancer Research Unit, Department of Women’s and Children’s Health, Karolinska Institutet, 171 76 Stockholm, Sweden; (I.S.); (S.S.-H.); (A.N.)
| | - Kristina Broliden
- Department of Medicine Solna, Infectious Disease Unit, Center for Molecular Medicine, Karolinska University Hospital, Karolinska Institutet, 171 76 Stockholm, Sweden; (M.W.); (K.B.)
| | - Shanie Saghafian-Hedengren
- Childhood Cancer Research Unit, Department of Women’s and Children’s Health, Karolinska Institutet, 171 76 Stockholm, Sweden; (I.S.); (S.S.-H.); (A.N.)
| | - Anna Nilsson
- Childhood Cancer Research Unit, Department of Women’s and Children’s Health, Karolinska Institutet, 171 76 Stockholm, Sweden; (I.S.); (S.S.-H.); (A.N.)
- Astrid Lindgren Children’s Hospital, Karolinska University Hospital, 171 76 Stockholm, Sweden
| | - Anna Berggren
- Department of Medicine Solna, Infectious Disease Unit, Center for Molecular Medicine, Karolinska University Hospital, Karolinska Institutet, 171 76 Stockholm, Sweden; (M.W.); (K.B.)
- Correspondence:
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26
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Lempainen J, Korhonen LS, Kantojärvi K, Heinonen S, Toivonen L, Räty P, Ramilo O, Mejias A, Laine AP, Vuorinen T, Waris M, Karlsson L, Karlsson H, Paunio T, Peltola V. Associations Between IFI44L Gene Variants and Rates of Respiratory Tract Infections During Early Childhood. J Infect Dis 2020; 223:157-165. [DOI: 10.1093/infdis/jiaa341] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2020] [Accepted: 06/15/2020] [Indexed: 12/16/2022] Open
Abstract
Abstract
Background
Genetic heterogeneity in type I interferon (IFN)–related gene IFI44L may account for variable susceptibility to respiratory tract infections (RTIs) in children.
Methods
In 2 prospective, population-based birth cohorts, the STEPS Study and the FinnBrain Birth Cohort Study, IFI44L genotypes for rs273259 and rs1333969 were determined in relation to the development of RTIs until 1 or 2 years of age, respectively. At age 3 months, whole-blood transcriptional profiles were analyzed and nasal samples were tested for respiratory viruses in a subset of children.
Results
In the STEPS Study (n = 1135), IFI44L minor/minor gene variants were associated with lower rates of acute otitis media episodes (adjusted incidence rate ratio, 0.77 [95% confidence interval, .61–.96] for rs273259 and 0.74 [.55–.99] for rs1333969) and courses of antibiotics for RTIs (0.76 [.62–.95] and 0.73 [.56–.97], respectively. In the FinnBrain cohort (n = 971), IFI44L variants were associated with lower rates of RTIs and courses of antibiotics for RTIs. In respiratory virus–positive 3-month-old children, IFI44L gene variants were associated with decreased expression levels of IFI44L and several other IFN-related genes.
Conclusions
Variant forms of IFI44L gene were protective against early-childhood RTIs or acute otitis media, and they attenuated IFN pathway activation by respiratory viruses.
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Affiliation(s)
- Johanna Lempainen
- Department of Paediatrics and Adolescent Medicine, University of Turku and Turku University Hospital, Turku, Finland
- Immunogenetics Laboratory, Institute of Biomedicine, University of Turku, Turku, Finland
- Clinical Microbiology, Turku University Hospital, Turku, Finland
| | - Laura S Korhonen
- Department of Paediatrics and Adolescent Medicine, University of Turku and Turku University Hospital, Turku, Finland
- FinnBrain Birth Cohort Study, Turku Brain and Mind Center, Department of Clinical Medicine, University of Turku, Turku, Finland
| | - Katri Kantojärvi
- FinnBrain Birth Cohort Study, Turku Brain and Mind Center, Department of Clinical Medicine, University of Turku, Turku, Finland
- Finnish Institute for Health and Welfare, Genomics and Biobank Unit, Helsinki, Finland
- Department of Psychiatry and SleepWell Research Program, Faculty of Medicine, University of Helsinki and Helsinki University Central Hospital, Helsinki, Finland
| | - Santtu Heinonen
- New Children’s Hospital, Pediatric Research Center, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Laura Toivonen
- Department of Paediatrics and Adolescent Medicine, University of Turku and Turku University Hospital, Turku, Finland
| | - Panu Räty
- FinnBrain Birth Cohort Study, Turku Brain and Mind Center, Department of Clinical Medicine, University of Turku, Turku, Finland
| | - Octavio Ramilo
- Center for Vaccines and Immunity, Abigail Wexner Research Institute at Nationwide Children’s Hospital, Columbus, Ohio, USA
| | - Asuncion Mejias
- Center for Vaccines and Immunity, Abigail Wexner Research Institute at Nationwide Children’s Hospital, Columbus, Ohio, USA
| | - Antti-Pekka Laine
- Immunogenetics Laboratory, Institute of Biomedicine, University of Turku, Turku, Finland
| | - Tytti Vuorinen
- Institute of Biomedicine, University of Turku and Department of Clinical Microbiology, Turku University Hospital, Turku, Finland
| | - Matti Waris
- Institute of Biomedicine, University of Turku and Department of Clinical Microbiology, Turku University Hospital, Turku, Finland
| | - Linnea Karlsson
- FinnBrain Birth Cohort Study, Turku Brain and Mind Center, Department of Clinical Medicine, University of Turku, Turku, Finland
- Centre for Population Health Research, University of Turku and Turku University Hospital, Turku, Finland
- Department of Child Psychiatry, University of Turku and Turku University Hospital, Turku, Finland
| | - Hasse Karlsson
- FinnBrain Birth Cohort Study, Turku Brain and Mind Center, Department of Clinical Medicine, University of Turku, Turku, Finland
- Centre for Population Health Research, University of Turku and Turku University Hospital, Turku, Finland
- Department of Psychiatry, University of Turku and Turku University Hospital, Turku, Finland
| | - Tiina Paunio
- FinnBrain Birth Cohort Study, Turku Brain and Mind Center, Department of Clinical Medicine, University of Turku, Turku, Finland
- Finnish Institute for Health and Welfare, Genomics and Biobank Unit, Helsinki, Finland
- Department of Psychiatry and SleepWell Research Program, Faculty of Medicine, University of Helsinki and Helsinki University Central Hospital, Helsinki, Finland
| | - Ville Peltola
- Department of Paediatrics and Adolescent Medicine, University of Turku and Turku University Hospital, Turku, Finland
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27
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Barral-Arca R, Gómez-Carballa A, Cebey-López M, Currás-Tuala MJ, Pischedda S, Viz-Lasheras S, Bello X, Martinón-Torres F, Salas A. RNA-Seq Data-Mining Allows the Discovery of Two Long Non-Coding RNA Biomarkers of Viral Infection in Humans. Int J Mol Sci 2020; 21:ijms21082748. [PMID: 32326627 PMCID: PMC7215422 DOI: 10.3390/ijms21082748] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2020] [Revised: 04/03/2020] [Accepted: 04/11/2020] [Indexed: 12/15/2022] Open
Abstract
There is a growing interest in unraveling gene expression mechanisms leading to viral host invasion and infection progression. Current findings reveal that long non-coding RNAs (lncRNAs) are implicated in the regulation of the immune system by influencing gene expression through a wide range of mechanisms. By mining whole-transcriptome shotgun sequencing (RNA-seq) data using machine learning approaches, we detected two lncRNAs (ENSG00000254680 and ENSG00000273149) that are downregulated in a wide range of viral infections and different cell types, including blood monocluclear cells, umbilical vein endothelial cells, and dermal fibroblasts. The efficiency of these two lncRNAs was positively validated in different viral phenotypic scenarios. These two lncRNAs showed a strong downregulation in virus-infected patients when compared to healthy control transcriptomes, indicating that these biomarkers are promising targets for infection diagnosis. To the best of our knowledge, this is the very first study using host lncRNAs biomarkers for the diagnosis of human viral infections.
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Affiliation(s)
- Ruth Barral-Arca
- Unidade de Xenética, Instituto de Ciencias Forenses (INCIFOR), Facultade de Medicina, Universidade de Santiago de Compostela, 15782 Galicia, Spain; (R.B.-A.); (A.G.-C.); (M.C.-L.); (M.J.C.-T.); (S.P.); (S.V.-L.); (X.B.)
- GenPoB Research Group, Instituto de Investigaciones Sanitarias (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), 15706 Galicia, Spain
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago (IDIS) and Universidad de Santiago de Compostela (USC), 15706 Galicia, Spain;
| | - Alberto Gómez-Carballa
- Unidade de Xenética, Instituto de Ciencias Forenses (INCIFOR), Facultade de Medicina, Universidade de Santiago de Compostela, 15782 Galicia, Spain; (R.B.-A.); (A.G.-C.); (M.C.-L.); (M.J.C.-T.); (S.P.); (S.V.-L.); (X.B.)
- GenPoB Research Group, Instituto de Investigaciones Sanitarias (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), 15706 Galicia, Spain
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago (IDIS) and Universidad de Santiago de Compostela (USC), 15706 Galicia, Spain;
| | - Miriam Cebey-López
- Unidade de Xenética, Instituto de Ciencias Forenses (INCIFOR), Facultade de Medicina, Universidade de Santiago de Compostela, 15782 Galicia, Spain; (R.B.-A.); (A.G.-C.); (M.C.-L.); (M.J.C.-T.); (S.P.); (S.V.-L.); (X.B.)
- GenPoB Research Group, Instituto de Investigaciones Sanitarias (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), 15706 Galicia, Spain
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago (IDIS) and Universidad de Santiago de Compostela (USC), 15706 Galicia, Spain;
| | - María José Currás-Tuala
- Unidade de Xenética, Instituto de Ciencias Forenses (INCIFOR), Facultade de Medicina, Universidade de Santiago de Compostela, 15782 Galicia, Spain; (R.B.-A.); (A.G.-C.); (M.C.-L.); (M.J.C.-T.); (S.P.); (S.V.-L.); (X.B.)
- GenPoB Research Group, Instituto de Investigaciones Sanitarias (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), 15706 Galicia, Spain
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago (IDIS) and Universidad de Santiago de Compostela (USC), 15706 Galicia, Spain;
| | - Sara Pischedda
- Unidade de Xenética, Instituto de Ciencias Forenses (INCIFOR), Facultade de Medicina, Universidade de Santiago de Compostela, 15782 Galicia, Spain; (R.B.-A.); (A.G.-C.); (M.C.-L.); (M.J.C.-T.); (S.P.); (S.V.-L.); (X.B.)
- GenPoB Research Group, Instituto de Investigaciones Sanitarias (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), 15706 Galicia, Spain
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago (IDIS) and Universidad de Santiago de Compostela (USC), 15706 Galicia, Spain;
| | - Sandra Viz-Lasheras
- Unidade de Xenética, Instituto de Ciencias Forenses (INCIFOR), Facultade de Medicina, Universidade de Santiago de Compostela, 15782 Galicia, Spain; (R.B.-A.); (A.G.-C.); (M.C.-L.); (M.J.C.-T.); (S.P.); (S.V.-L.); (X.B.)
- GenPoB Research Group, Instituto de Investigaciones Sanitarias (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), 15706 Galicia, Spain
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago (IDIS) and Universidad de Santiago de Compostela (USC), 15706 Galicia, Spain;
| | - Xabier Bello
- Unidade de Xenética, Instituto de Ciencias Forenses (INCIFOR), Facultade de Medicina, Universidade de Santiago de Compostela, 15782 Galicia, Spain; (R.B.-A.); (A.G.-C.); (M.C.-L.); (M.J.C.-T.); (S.P.); (S.V.-L.); (X.B.)
- GenPoB Research Group, Instituto de Investigaciones Sanitarias (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), 15706 Galicia, Spain
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago (IDIS) and Universidad de Santiago de Compostela (USC), 15706 Galicia, Spain;
| | - Federico Martinón-Torres
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago (IDIS) and Universidad de Santiago de Compostela (USC), 15706 Galicia, Spain;
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela (SERGAS), 15706 Galicia, Spain
| | - Antonio Salas
- Unidade de Xenética, Instituto de Ciencias Forenses (INCIFOR), Facultade de Medicina, Universidade de Santiago de Compostela, 15782 Galicia, Spain; (R.B.-A.); (A.G.-C.); (M.C.-L.); (M.J.C.-T.); (S.P.); (S.V.-L.); (X.B.)
- GenPoB Research Group, Instituto de Investigaciones Sanitarias (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), 15706 Galicia, Spain
- Genetics, Vaccines and Pediatric Infectious Diseases Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago (IDIS) and Universidad de Santiago de Compostela (USC), 15706 Galicia, Spain;
- Correspondence:
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28
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Barral-Arca R, Gómez-Carballa A, Cebey-López M, Bello X, Martinón-Torres F, Salas A. A Meta-Analysis of Multiple Whole Blood Gene Expression Data Unveils a Diagnostic Host-Response Transcript Signature for Respiratory Syncytial Virus. Int J Mol Sci 2020; 21:E1831. [PMID: 32155831 PMCID: PMC7084441 DOI: 10.3390/ijms21051831] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2020] [Revised: 02/26/2020] [Accepted: 03/03/2020] [Indexed: 12/30/2022] Open
Abstract
Respiratory syncytial virus (RSV) is one of the major causes of acute lower respiratory tract infection worldwide. The absence of a commercial vaccine and the limited success of current therapeutic strategies against RSV make further research necessary. We used a multi-cohort analysis approach to investigate host transcriptomic biomarkers and shed further light on the molecular mechanism underlying RSV-host interactions. We meta-analyzed seven transcriptome microarray studies from the public Gene Expression Omnibus (GEO) repository containing a total of 922 samples, including RSV, healthy controls, coronaviruses, enteroviruses, influenzas, rhinoviruses, and coinfections, from both adult and pediatric patients. We identified > 1500 genes differentially expressed when comparing the transcriptomes of RSV-infected patients against healthy controls. Functional enrichment analysis showed several pathways significantly altered, including immunologic response mediated by RSV infection, pattern recognition receptors, cell cycle, and olfactory signaling. In addition, we identified a minimal 17-transcript host signature specific for RSV infection by comparing transcriptomic profiles against other respiratory viruses. These multi-genic signatures might help to investigate future drug targets against RSV infection.
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Affiliation(s)
- Ruth Barral-Arca
- Unidade de Xenética, Instituto de Ciencias Forenses, Facultade de Medicina, Universidade de Santiago de Compostela, and GenPoB Research Group, Instituto de Investigaciones Sanitarias (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), 15706 Galicia, Spain; (R.B.-A.); (A.G.-C.); (M.C.-L.); (X.B.)
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, 15706 Galicia, Spain
- Genetics, Vaccines and Infections Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, 15706 Santiago de Compostela, Spain
| | - Alberto Gómez-Carballa
- Unidade de Xenética, Instituto de Ciencias Forenses, Facultade de Medicina, Universidade de Santiago de Compostela, and GenPoB Research Group, Instituto de Investigaciones Sanitarias (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), 15706 Galicia, Spain; (R.B.-A.); (A.G.-C.); (M.C.-L.); (X.B.)
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, 15706 Galicia, Spain
- Genetics, Vaccines and Infections Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, 15706 Santiago de Compostela, Spain
| | - Miriam Cebey-López
- Unidade de Xenética, Instituto de Ciencias Forenses, Facultade de Medicina, Universidade de Santiago de Compostela, and GenPoB Research Group, Instituto de Investigaciones Sanitarias (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), 15706 Galicia, Spain; (R.B.-A.); (A.G.-C.); (M.C.-L.); (X.B.)
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, 15706 Galicia, Spain
- Genetics, Vaccines and Infections Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, 15706 Santiago de Compostela, Spain
| | - Xabier Bello
- Unidade de Xenética, Instituto de Ciencias Forenses, Facultade de Medicina, Universidade de Santiago de Compostela, and GenPoB Research Group, Instituto de Investigaciones Sanitarias (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), 15706 Galicia, Spain; (R.B.-A.); (A.G.-C.); (M.C.-L.); (X.B.)
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, 15706 Galicia, Spain
- Genetics, Vaccines and Infections Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, 15706 Santiago de Compostela, Spain
| | - Federico Martinón-Torres
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, 15706 Galicia, Spain
- Genetics, Vaccines and Infections Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, 15706 Santiago de Compostela, Spain
| | - Antonio Salas
- Unidade de Xenética, Instituto de Ciencias Forenses, Facultade de Medicina, Universidade de Santiago de Compostela, and GenPoB Research Group, Instituto de Investigaciones Sanitarias (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), 15706 Galicia, Spain; (R.B.-A.); (A.G.-C.); (M.C.-L.); (X.B.)
- Genetics, Vaccines and Infections Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, 15706 Santiago de Compostela, Spain
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