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Viz-Lasheras S, Gómez-Carballa A, 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, Schweintzger N, Van der Flier M, de Groot R, Schlapbach LJ, Agyeman P, Pollard AJ, Fink C, Kuijpers TT, Anderson S, Von Both U, Pokorn M, Zavadska D, Tsolia M, Moll HA, Vermont C, Levin M, Martinón-Torres F, Salas A. A diagnostic host-specific transcriptome response for Mycoplasma pneumoniae pneumonia to guide pediatric patient treatment. Nat Commun 2025; 16:673. [PMID: 39809748 PMCID: PMC11733158 DOI: 10.1038/s41467-025-55932-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2024] [Accepted: 01/05/2025] [Indexed: 01/16/2025] Open
Abstract
Mycoplasma pneumoniae causes atypical pneumonia in children and young adults. Its lack of a cell wall makes it resistant to beta-lactams, which are the first-line treatment for typical pneumonia. Current diagnostic tests are time-consuming and have low specificity, leading clinicians to administer empirical antibiotics. Using a LASSO regression simulation approach and blood microarray data from 107 children with pneumonia (including 30 M. pneumoniae) we identify eight different transcriptomic signatures, ranging from 3-10 transcripts, that differentiate mycoplasma pneumonia from other bacterial/viral pneumonias with high accuracy (AUC: 0.84-0.95). Additionally, we demonstrate that existing signatures for broadly distinguishing viral/bacterial infections and viral/bacterial pneumonias are ineffective in distinguishing M. pneumoniae from viral pneumonia. The new signatures are successfully validated in an independent RNAseq cohort of children with pneumonia, demonstrating their robustness. The high sensibility of these signatures presents a valuable opportunity to guide the treatment and management of M. pneumoniae pneumonia patients.
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Affiliation(s)
- Sandra Viz-Lasheras
- Unidade de Xenética, Instituto de Ciencias Forenses, Facultade de Medicina, Universidade de Santiago de Compostela, 15782, Calle San Francisco sn, Galicia, Spain
- 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 (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), 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, 15782, Calle San Francisco sn, Galicia, Spain
- 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 (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), 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, 15782, Calle San Francisco sn, Galicia, Spain
- 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 (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), 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 (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), 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 (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), 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
| | | | - Aubrey J Cunnington
- Department of Infectious Disease, Imperial College London, London, W2 1PG, UK
| | - Marieke Emonts
- Paediatric Immunology, Infectious Diseases & Allergy, Great North Children's Hospital, 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
| | - Nina Schweintzger
- 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 Hygene & Tropical Medicine, Banjul, The Gambia
| | - 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
| | - Henriëtte A Moll
- Department of Paediatric Infectious Diseases and Immunology, Erasmus MC Sophia Children's Hospital, Rotterdam, Netherlands
| | - Clementien Vermont
- Department of Paediatric Infectious Diseases and Immunology, Erasmus MC Sophia Children's Hospital, Rotterdam, Netherlands
| | - 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 (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), 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, 15782, Calle San Francisco sn, Galicia, Spain.
- 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 (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), Galicia, Spain.
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain.
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