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Burg D, Schofield JPR, Brandsma J, Staykova D, Folisi C, Bansal A, Nicholas B, Xian Y, Rowe A, Corfield J, Wilson S, Ward J, Lutter R, Fleming L, Shaw DE, Bakke PS, Caruso M, Dahlen SE, Fowler SJ, Hashimoto S, Horváth I, Howarth P, Krug N, Montuschi P, Sanak M, Sandström T, Singer F, Sun K, Pandis I, Auffray C, Sousa AR, Adcock IM, Chung KF, Sterk PJ, Djukanović R, Skipp PJ, The U-Biopred Study Group. Large-Scale Label-Free Quantitative Mapping of the Sputum Proteome. J Proteome Res 2018; 17:2072-2091. [PMID: 29737851 DOI: 10.1021/acs.jproteome.8b00018] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Analysis of induced sputum supernatant is a minimally invasive approach to study the epithelial lining fluid and, thereby, provide insight into normal lung biology and the pathobiology of lung diseases. We present here a novel proteomics approach to sputum analysis developed within the U-BIOPRED (unbiased biomarkers predictive of respiratory disease outcomes) international project. We present practical and analytical techniques to optimize the detection of robust biomarkers in proteomic studies. The normal sputum proteome was derived using data-independent HDMSE applied to 40 healthy nonsmoking participants, which provides an essential baseline from which to compare modulation of protein expression in respiratory diseases. The "core" sputum proteome (proteins detected in ≥40% of participants) was composed of 284 proteins, and the extended proteome (proteins detected in ≥3 participants) contained 1666 proteins. Quality control procedures were developed to optimize the accuracy and consistency of measurement of sputum proteins and analyze the distribution of sputum proteins in the healthy population. The analysis showed that quantitation of proteins by HDMSE is influenced by several factors, with some proteins being measured in all participants' samples and with low measurement variance between samples from the same patient. The measurement of some proteins is highly variable between repeat analyses, susceptible to sample processing effects, or difficult to accurately quantify by mass spectrometry. Other proteins show high interindividual variance. We also highlight that the sputum proteome of healthy individuals is related to sputum neutrophil levels, but not gender or allergic sensitization. We illustrate the importance of design and interpretation of disease biomarker studies considering such protein population and technical measurement variance.
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Affiliation(s)
- Dominic Burg
- Centre for Proteomic Research, Biological Sciences , University of Southampton , Southampton SO17 1BJ , U.K.,NIHR Southampton Biomedical Research Centre, Clinical and Experimental Sciences, Faculty of Medicine , University of Southampton , Southampton SO16 6YD , U.K
| | - James P R Schofield
- Centre for Proteomic Research, Biological Sciences , University of Southampton , Southampton SO17 1BJ , U.K.,NIHR Southampton Biomedical Research Centre, Clinical and Experimental Sciences, Faculty of Medicine , University of Southampton , Southampton SO16 6YD , U.K
| | - Joost Brandsma
- NIHR Southampton Biomedical Research Centre, Clinical and Experimental Sciences, Faculty of Medicine , University of Southampton , Southampton SO16 6YD , U.K
| | - Doroteya Staykova
- Centre for Proteomic Research, Biological Sciences , University of Southampton , Southampton SO17 1BJ , U.K
| | - Caterina Folisi
- Centre for Proteomic Research, Biological Sciences , University of Southampton , Southampton SO17 1BJ , U.K
| | | | - Ben Nicholas
- NIHR Southampton Biomedical Research Centre, Clinical and Experimental Sciences, Faculty of Medicine , University of Southampton , Southampton SO16 6YD , U.K
| | - Yang Xian
- Data Science Institute , Imperial College London , London SW7 2AZ , U.K
| | - Anthony Rowe
- Janssen Research & Development , Buckinghamshire HP12 4DP , U.K
| | | | - Susan Wilson
- NIHR Southampton Biomedical Research Centre, Clinical and Experimental Sciences, Faculty of Medicine , University of Southampton , Southampton SO16 6YD , U.K
| | - Jonathan Ward
- NIHR Southampton Biomedical Research Centre, Clinical and Experimental Sciences, Faculty of Medicine , University of Southampton , Southampton SO16 6YD , U.K
| | - Rene Lutter
- AMC, Department of Experimental Immunology , University of Amsterdam , 1012 WX Amsterdam , The Netherlands.,AMC, Department of Respiratory Medicine , University of Amsterdam , 1012 WX Amsterdam , The Netherlands
| | - Louise Fleming
- Airways Disease , National Heart and Lung Institute, Imperial College, London & Royal Brompton NIHR Biomedical Research Unit , London SW7 2AZ , United Kingdom
| | - Dominick E Shaw
- Respiratory Research Unit , University of Nottingham , Nottingham NG7 2RD , U.K
| | - Per S Bakke
- Institute of Medicine , University of Bergen , 5007 Bergen , Norway
| | - Massimo Caruso
- Department of Clinical and Experimental Medicine Hospital University , University of Catania , 95124 Catania , Italy
| | - Sven-Erik Dahlen
- The Centre for Allergy Research , The Institute of Environmental Medicine, Karolinska Institutet , SE-171 77 Stockholm , Sweden
| | - Stephen J Fowler
- Respiratory and Allergy Research Group , University of Manchester , Manchester M13 9PL , U.K
| | - Simone Hashimoto
- Department of Respiratory Medicine, Academic Medical Centre , University of Amsterdam , 1012 WX Amsterdam , The Netherlands
| | - Ildikó Horváth
- Department of Pulmonology , Semmelweis University , Budapest 1085 , Hungary
| | - Peter Howarth
- NIHR Southampton Biomedical Research Centre, Clinical and Experimental Sciences, Faculty of Medicine , University of Southampton , Southampton SO16 6YD , U.K
| | - Norbert Krug
- Fraunhofer Institute for Toxicology and Experimental Medicine Hannover , 30625 Hannover , Germany
| | - Paolo Montuschi
- Faculty of Medicine , Catholic University of the Sacred Heart , 00168 Rome , Italy
| | - Marek Sanak
- Laboratory of Molecular Biology and Clinical Genetics, Medical College , Jagiellonian University , 31-007 Krakow , Poland
| | - Thomas Sandström
- Department of Medicine, Department of Public Health and Clinical Medicine Respiratory Medicine Unit , Umeå University , 901 87 Umeå , Sweden
| | - Florian Singer
- University Children's Hospital Zurich , 8032 Zurich , Switzerland
| | - Kai Sun
- Data Science Institute , Imperial College London , London SW7 2AZ , U.K
| | - Ioannis Pandis
- Data Science Institute , Imperial College London , London SW7 2AZ , U.K
| | - Charles Auffray
- European Institute for Systems Biology and Medicine, CNRS-ENS-UCBL-INSERM , Université de Lyon , 69007 Lyon , France
| | - Ana R Sousa
- Respiratory Therapeutic Unit, GSK , Stockley Park , Uxbridge UB11 1BT , U.K
| | - Ian M Adcock
- Cell and Molecular Biology Group, Airways Disease Section , National Heart and Lung Institute, Imperial College London , Dovehouse Street , London SW3 6LR , U.K
| | - Kian Fan Chung
- Airways Disease , National Heart and Lung Institute, Imperial College, London & Royal Brompton NIHR Biomedical Research Unit , London SW7 2AZ , United Kingdom
| | - Peter J Sterk
- AMC, Department of Experimental Immunology , University of Amsterdam , 1012 WX Amsterdam , The Netherlands
| | - Ratko Djukanović
- NIHR Southampton Biomedical Research Centre, Clinical and Experimental Sciences, Faculty of Medicine , University of Southampton , Southampton SO16 6YD , U.K
| | - Paul J Skipp
- Centre for Proteomic Research, Biological Sciences , University of Southampton , Southampton SO17 1BJ , U.K
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