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Angioli R, Santonico M, Pennazza G, Montera R, Luvero D, Gatti A, Zompanti A, Finamore P, Incalzi RA. Use of Sensor Array Analysis to Detect Ovarian Cancer through Breath, Urine, and Blood: A Case-Control Study. Diagnostics (Basel) 2024; 14:561. [PMID: 38473033 DOI: 10.3390/diagnostics14050561] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2024] [Revised: 02/26/2024] [Accepted: 02/27/2024] [Indexed: 03/14/2024] Open
Abstract
Ovarian cancer (OC) is the eighth most common cancer in women. Since screening programs do not exist, it is often diagnosed in advanced stages. Today, the detection of OC is based on clinical examination, transvaginal ultrasound (US), and serum biomarker (Carbohydrate Antigen 125 (CA 125) and Human Epididymis Protein 4 (HE4)) dosage, with a sensitivity of 88% and 95%, respectively, and a specificity of 84% for US and 76% for biomarkers. These methods are clearly not enough, and OC in its early stages is often missed. Many scientists have recently focused their attention on volatile organic compounds (VOCs). These are gaseous molecules, found in the breath, that could provide interesting information on several diseases, including solid tumors. To detect VOCs, an electronic nose was invented by a group of researchers. A similar device, the e-tongue, was later created to detect specific molecules in liquids. For the first time in the literature, we investigated the potential use of the electronic nose and the electronic tongue to detect ovarian cancer not just from breath but also from urine, blood, and plasma samples.
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Affiliation(s)
- Roberto Angioli
- Unit of Gynecology, University Campus Bio-Medico of Rome, Via Alvaro del Portillo 200, 00128 Rome, Italy
| | - Marco Santonico
- Unit of Electronics for Sensor Systems, Department of Science and Technology for Sustainable Development and One Health, University Campus Bio-Medico of Rome, Via Alvaro del Portillo 21, 00128 Rome, Italy
| | - Giorgio Pennazza
- Unit of Electronics for Sensor Systems, Department of Engineering, University Campus Bio-Medico of Rome, Via Alvaro del Portillo 21, 00128 Rome, Italy
| | - Roberto Montera
- Unit of Gynecology, University Campus Bio-Medico of Rome, Via Alvaro del Portillo 200, 00128 Rome, Italy
| | - Daniela Luvero
- Unit of Gynecology, University Campus Bio-Medico of Rome, Via Alvaro del Portillo 200, 00128 Rome, Italy
| | - Alessandra Gatti
- Unit of Gynecology, University Campus Bio-Medico of Rome, Via Alvaro del Portillo 200, 00128 Rome, Italy
| | - Alessandro Zompanti
- Unit of Electronics for Sensor Systems, Department of Engineering, University Campus Bio-Medico of Rome, Via Alvaro del Portillo 21, 00128 Rome, Italy
| | - Panaiotis Finamore
- Unit of Geriatrics, University Campus Bio-Medico of Rome, Via Alvaro del Portillo 200, 00128 Rome, Italy
| | - Raffaele Antonelli Incalzi
- Unit of Geriatrics, University Campus Bio-Medico of Rome, Via Alvaro del Portillo 200, 00128 Rome, Italy
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2
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Sas V, Cherecheș-Panța P, Borcau D, Schnell CN, Ichim EG, Iacob D, Coblișan AP, Drugan T, Man SC. Breath Prints for Diagnosing Asthma in Children. J Clin Med 2023; 12:2831. [PMID: 37109167 PMCID: PMC10146639 DOI: 10.3390/jcm12082831] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2023] [Revised: 04/04/2023] [Accepted: 04/10/2023] [Indexed: 04/29/2023] Open
Abstract
Electronic nose (e-nose) is a new technology applied for the identification of volatile organic compounds (VOC) in breath air. Measuring VOC in exhaled breath can adequately identify airway inflammation, especially in asthma. Its noninvasive character makes e-nose an attractive technology applicable in pediatrics. We hypothesized that an electronic nose could discriminate the breath prints of patients with asthma from controls. A cross-sectional study was conducted and included 35 pediatric patients. Eleven cases and seven controls formed the two training models (models A and B). Another nine cases and eight controls formed the external validation group. Exhaled breath samples were analyzed using Cyranose 320, Smith Detections, Pasadena, CA, USA. The discriminative ability of breath prints was investigated by principal component analysis (PCA) and canonical discriminative analysis (CDA). Cross-validation accuracy (CVA) was calculated. For the external validation step, accuracy, sensitivity and specificity were calculated. Duplicate sampling of exhaled breath was obtained for ten patients. E-nose was able to discriminate between the controls and asthmatic patient group with a CVA of 63.63% and an M-distance of 3.13 for model A and a CVA of 90% and an M-distance of 5.55 for model B in the internal validation step. In the second step of external validation, accuracy, sensitivity and specificity were 64%, 77% and 50%, respectively, for model A, and 58%, 66% and 50%, respectively, for model B. Between paired breath sample fingerprints, there were no significant differences. An electronic nose can discriminate pediatric patients with asthma from controls, but the accuracy obtained in the external validation was lower than the CVA obtained in the internal validation step.
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Affiliation(s)
- Valentina Sas
- Department of Pediatrics, “Iuliu Hațieganu” University of Medicine and Pharmacy Cluj-Napoca, 400124 Cluj-Napoca, Romania; (V.S.)
- Clinical Hospital for Pediatric Emergencies, 400124 Cluj-Napoca, Romania
| | - Paraschiva Cherecheș-Panța
- Department of Pediatrics, “Iuliu Hațieganu” University of Medicine and Pharmacy Cluj-Napoca, 400124 Cluj-Napoca, Romania; (V.S.)
- Clinical Hospital for Pediatric Emergencies, 400124 Cluj-Napoca, Romania
| | - Diana Borcau
- Clinical Hospital for Pediatric Emergencies, 400124 Cluj-Napoca, Romania
| | - Cristina-Nicoleta Schnell
- Department of Pediatrics, “Iuliu Hațieganu” University of Medicine and Pharmacy Cluj-Napoca, 400124 Cluj-Napoca, Romania; (V.S.)
- Clinical Hospital for Pediatric Emergencies, 400124 Cluj-Napoca, Romania
| | - Edita-Gabriela Ichim
- Department of Pediatrics, “Iuliu Hațieganu” University of Medicine and Pharmacy Cluj-Napoca, 400124 Cluj-Napoca, Romania; (V.S.)
- Clinical Hospital for Pediatric Emergencies, 400124 Cluj-Napoca, Romania
| | - Daniela Iacob
- Department of Pediatrics, “Iuliu Hațieganu” University of Medicine and Pharmacy Cluj-Napoca, 400124 Cluj-Napoca, Romania; (V.S.)
- Clinical Hospital for Pediatric Emergencies, 400124 Cluj-Napoca, Romania
| | - Alina-Petronela Coblișan
- Clinical Hospital for Pediatric Emergencies, 400124 Cluj-Napoca, Romania
- Department of Nursing, “Iuliu Hațieganu” University of Medicine and Pharmacy Cluj-Napoca, 400124 Cluj-Napoca, Romania
| | - Tudor Drugan
- Department of Medical Informatics and Biostatistics, “Iuliu Hațieganu” University of Medicine and Pharmacy Cluj-Napoca, 400124 Cluj-Napoca, Romania
| | - Sorin-Claudiu Man
- Department of Pediatrics, “Iuliu Hațieganu” University of Medicine and Pharmacy Cluj-Napoca, 400124 Cluj-Napoca, Romania; (V.S.)
- Clinical Hospital for Pediatric Emergencies, 400124 Cluj-Napoca, Romania
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3
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Sola-Martínez RA, Sanchez-Solis M, Lozano-Terol G, Gallego-Jara J, García-Marcos L, Cánovas Díaz M, de Diego Puente T. Relationship between lung function and exhaled volatile organic compounds in healthy infants. Pediatr Pulmonol 2022; 57:1282-1292. [PMID: 35092361 PMCID: PMC9304127 DOI: 10.1002/ppul.25849] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/02/2021] [Revised: 01/21/2022] [Accepted: 01/26/2022] [Indexed: 11/08/2022]
Abstract
OBJECTIVE The aim of this study is to assess, for the first time, the relationship between the volatilome and lung function in healthy infants, which may be of help for the early detection of certain respiratory diseases. Lung function tests are crucial in chronic respiratory diseases diagnosis. Moreover, volatile organic compounds (VOCs) analysis in exhaled breath is a noninvasive technique that enables the monitorization of oxidative stress, typical of some forms of airway inflammation. METHODS Lung function was studied in 50 healthy infants of 3-8 months of age and the following parameters were obtained: forced vital capacity (FVC), forced expiratory volume at 0.5 s (FEV0.5 ), forced expiratory flow at 75% of FVC (FEF75 ), forced expiratory flow at 25%-75% of FVC (FEF25-75 ), and FEV0.5 /FVC. Lung function was measured according to the raised volume rapid thoracoabdominal compression technique. In addition, a targeted analysis of six endogenous VOCs (acetone, isoprene, decane, undecane, tetradecane, and pentadecane) in the exhaled breath of the children was carried out by means of thermal desorption coupled gas chromatography-single quadrupole mass spectrometry system. RESULTS A negatively significant relationship has been observed between levels of acetone, tetradecane, and pentadecane in exhaled breath and several of the lung function parameters. Levels of acetone (feature m/z = 58) were significantly negatively associated with FVC and FVE0.5 , levels of tetradecane (feature m/z = 71) with FEV0.5, and levels of pentadecane (feature m/z = 71) with FEV0.5 and FEF25-75 . CONCLUSION The findings of this study highlight a significant association between VOCs related to oxidative stress and lung function in healthy infants.
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Affiliation(s)
- Rosa A Sola-Martínez
- Department of Biochemistry and Molecular Biology B and Immunology, University of Murcia, Murcia, Spain.,Group of Molecular Systems Biology, Biomedical Research Institute of Murcia, IMIB-Arrixaca, Murcia, Spain
| | - Manuel Sanchez-Solis
- Group of Pediatric Research, Biomedical Research Institute of Murcia, IMIB-Arrixaca, Murcia, Spain.,Respiratory and Allergy Units, Arrixaca Children's University Hospital, University of Murcia, Murcia, Spain.,Network of Asthma and Adverse and Allergy Reactions (ARADyAL), Health Institute Carlos III, Madrid, Spain
| | - Gema Lozano-Terol
- Department of Biochemistry and Molecular Biology B and Immunology, University of Murcia, Murcia, Spain.,Group of Molecular Systems Biology, Biomedical Research Institute of Murcia, IMIB-Arrixaca, Murcia, Spain
| | - Julia Gallego-Jara
- Department of Biochemistry and Molecular Biology B and Immunology, University of Murcia, Murcia, Spain.,Group of Molecular Systems Biology, Biomedical Research Institute of Murcia, IMIB-Arrixaca, Murcia, Spain
| | - Luis García-Marcos
- Group of Pediatric Research, Biomedical Research Institute of Murcia, IMIB-Arrixaca, Murcia, Spain.,Respiratory and Allergy Units, Arrixaca Children's University Hospital, University of Murcia, Murcia, Spain.,Network of Asthma and Adverse and Allergy Reactions (ARADyAL), Health Institute Carlos III, Madrid, Spain
| | - Manuel Cánovas Díaz
- Department of Biochemistry and Molecular Biology B and Immunology, University of Murcia, Murcia, Spain.,Group of Molecular Systems Biology, Biomedical Research Institute of Murcia, IMIB-Arrixaca, Murcia, Spain
| | - Teresa de Diego Puente
- Department of Biochemistry and Molecular Biology B and Immunology, University of Murcia, Murcia, Spain.,Group of Molecular Systems Biology, Biomedical Research Institute of Murcia, IMIB-Arrixaca, Murcia, Spain
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4
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Sola Martínez RA, Pastor Hernández JM, Yanes Torrado Ó, Cánovas Díaz M, de Diego Puente T, Vinaixa Crevillent M. Exhaled volatile organic compounds analysis in clinical pediatrics: a systematic review. Pediatr Res 2021; 89:1352-1363. [PMID: 32919397 DOI: 10.1038/s41390-020-01116-8] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/21/2020] [Revised: 07/09/2020] [Accepted: 08/04/2020] [Indexed: 02/08/2023]
Abstract
BACKGROUND Measured exhaled volatile organic compounds (VOCs) in breath also referred to as exhaled volatilome have been long claimed as a potential source of non-invasive and clinically applicable biomarkers. However, the feasibility of using exhaled volatilome in clinical practice remains to be demonstrated, particularly in pediatrics where the need for improved non-invasive diagnostic and monitoring methods is most urgent. This work presents the first formal evidence-based judgment of the clinical potential of breath volatilome in the pediatric population. METHODS A rigorous systematic review across Web of Science, SCOPUS, and PubMed databases following the PRISMA statement guidelines. A narrative synthesis of the evidence was conducted and QUADAS-2 was used to assess the quality of selected studies. RESULTS Two independent reviewers deemed 22 out of the 229 records initially found to satisfy inclusion criteria. A summary of breath VOCs found to be relevant for several respiratory, infectious, and metabolic pathologies was conducted. In addition, we assessed their associated metabolism coverage through a functional characterization analysis. CONCLUSION Our results indicate that current research remains stagnant in a preclinical exploratory setting. Designing exploratory experiments in compliance with metabolomics practice should drive forward the clinical translation of VOCs breath analysis. IMPACT What is the key message of your article? Metabolomics practice could help to achieve the clinical utility of exhaled volatilome analysis. What does it add to the existing literature? This work is the first systematic review focused on disease status discrimination using analysis of exhaled breath in the pediatric population. A summary of the reported exhaled volatile organic compounds is conducted together with a functional characterization analysis. What is the impact? Having noted challenges preventing the clinical translation, we summary metabolomics practices and the experimental designs that are closer to clinical practice to create a framework to guide future trials.
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Affiliation(s)
- Rosa A Sola Martínez
- Department of Biochemistry and Molecular Biology (B) and Immunology, University of Murcia and Murcian Institute of Biosanitary Research Virgen de la Arrixaca (IMIB), Murcia, Spain
| | - José M Pastor Hernández
- Department of Biochemistry and Molecular Biology (B) and Immunology, University of Murcia and Murcian Institute of Biosanitary Research Virgen de la Arrixaca (IMIB), Murcia, Spain
| | - Óscar Yanes Torrado
- Department of Electronic Engineering, Universitat Rovira i Virgili, Tarragona, Spain.,Institut d'Investigació Sanitària Pere Virgili (IISPV), Metabolomics Platform, Reus, Spain.,CIBER de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Instituto de Salud Carlos III, Madrid, Spain
| | - Manuel Cánovas Díaz
- Department of Biochemistry and Molecular Biology (B) and Immunology, University of Murcia and Murcian Institute of Biosanitary Research Virgen de la Arrixaca (IMIB), Murcia, Spain
| | - Teresa de Diego Puente
- Department of Biochemistry and Molecular Biology (B) and Immunology, University of Murcia and Murcian Institute of Biosanitary Research Virgen de la Arrixaca (IMIB), Murcia, Spain.
| | - María Vinaixa Crevillent
- Department of Electronic Engineering, Universitat Rovira i Virgili, Tarragona, Spain.,Institut d'Investigació Sanitària Pere Virgili (IISPV), Metabolomics Platform, Reus, Spain.,CIBER de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Instituto de Salud Carlos III, Madrid, Spain
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5
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Elenius V, Chawes B, Malmberg PL, Adamiec A, Ruszczyński M, Feleszko W, Jartti T. Lung function testing and inflammation markers for wheezing preschool children: A systematic review for the EAACI Clinical Practice Recommendations on Diagnostics of Preschool Wheeze. Pediatr Allergy Immunol 2021; 32:501-513. [PMID: 33222297 DOI: 10.1111/pai.13418] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/25/2020] [Revised: 11/06/2020] [Accepted: 11/13/2020] [Indexed: 01/22/2023]
Abstract
BACKGROUND Preschool wheeze is highly prevalent; 30%-50% of children have wheezed at least once before age six. Wheezing is not a disorder; it is a symptom of obstruction in the airways, and it is essential to identify the correct diagnosis behind this symptom. An increasing number of studies provide evidence for novel diagnostic tools for monitoring and predicting asthma in the pediatric population. Several techniques are available to measure airway obstruction and airway inflammation, including spirometry, impulse oscillometry, whole-body plethysmography, bronchial hyperresponsiveness test, multiple breath washout test, measurements of exhaled NO, and analyses of various other biomarkers. METHODS We systematically reviewed all the existing techniques available for measuring lung function and airway inflammation in preschool children to assess their potential and clinical value in the routine diagnostics and monitoring of airway obstruction. RESULTS If applicable, measuring FEV1 using spirometry is considered useful. For those unable to perform spirometry, whole-body plethysmography and IOS may be useful. Bronchial reversibility to beta2-agonist and hyperresponsiveness test with running exercise challenge may improve the sensitivity of these tests. CONCLUSIONS The difficulty of measuring lung function and the lack of large randomized controlled trials makes it difficult to establish guidelines for monitoring asthma in preschool children.
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Affiliation(s)
- Varpu Elenius
- Department of Pediatrics, Turku University Hospital and Turku University, Turku, Finland
| | - Bo Chawes
- COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark
| | - Pekka L Malmberg
- The Skin and Allergy Hospital, University of Helsinki, Helsinki, Finland
| | - Aleksander Adamiec
- Department of Pediatrics, Medical University of Warsaw, Warsaw, Poland.,Department of Pediatric Pneumology and Allergy, Medical University of Warsaw, Warsaw, Poland
| | - Marek Ruszczyński
- Department of Pediatrics, Medical University of Warsaw, Warsaw, Poland
| | - Wojciech Feleszko
- Department of Pediatric Pneumology and Allergy, Medical University of Warsaw, Warsaw, Poland
| | - Tuomas Jartti
- Department of Pediatrics, University of Oulu and Oulu University Hospital, Oulu, Finland
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6
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Baumann R, Untersmayr E, Zissler UM, Eyerich S, Adcock IM, Brockow K, Biedermann T, Ollert M, Chaker AM, Pfaar O, Garn H, Thwaites RS, Togias A, Kowalski ML, Hansel TT, Jakwerth CA, Schmidt‐Weber CB. Noninvasive and minimally invasive techniques for the diagnosis and management of allergic diseases. Allergy 2021; 76:1010-1023. [PMID: 33128851 DOI: 10.1111/all.14645] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2020] [Revised: 10/13/2020] [Accepted: 10/25/2020] [Indexed: 12/12/2022]
Abstract
Allergic diseases of the (upper and lower) airways, the skin and the gastrointestinal tract, are on the rise, resulting in impaired quality of life, decreased productivity, and increased healthcare costs. As allergic diseases are mostly tissue-specific, local sampling methods for respective biomarkers offer the potential for increased sensitivity and specificity. Additionally, local sampling using noninvasive or minimally invasive methods can be cost-effective and well tolerated, which may even be suitable for primary or home care sampling. Non- or minimally invasive local sampling and diagnostics may enable a more thorough endotyping, may help to avoid under- or overdiagnosis, and may provide the possibility to approach precision prevention, due to early diagnosis of these local diseases even before they get systemically manifested and detectable. At the same time, dried blood samples may help to facilitate minimal-invasive primary or home care sampling for classical systemic diagnostic approaches. This EAACI position paper contains a thorough review of the various technologies in allergy diagnosis available on the market, which analytes or biomarkers are employed, and which samples or matrices can be used. Based on this assessment, EAACI position is to drive these developments to efficiently identify allergy and possibly later also viral epidemics and take advantage of comprehensive knowledge to initiate preventions and treatments.
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Affiliation(s)
- Ralf Baumann
- Medical Faculty Institute for Molecular Medicine Medical School Hamburg (MSH) – Medical University Hamburg Germany
- RWTH Aachen University Hospital Institute for Occupational, Social and Environmental Medicine Aachen Germany
| | - Eva Untersmayr
- Institute of Pathophysiology and Allergy Research Center of Pathophysiology, Infectiology and Immunology Medical University of Vienna Vienna Austria
| | - Ulrich M. Zissler
- Center of Allergy and Environment (ZAUM) Technical University and Helmholtz Zentrum München München Germany
- Member of the German Center of Lung Research (DZL) and the Helmholtz I&I Initiative Munich Germany
| | - Stefanie Eyerich
- Center of Allergy and Environment (ZAUM) Technical University and Helmholtz Zentrum München München Germany
- Member of the German Center of Lung Research (DZL) and the Helmholtz I&I Initiative Munich Germany
| | - Ian M. Adcock
- National Heart and Lung Institute Imperial College London, and Royal Brompton and Harefield NHS Trust London UK
| | - Knut Brockow
- Department of Dermatology and Allergy Biederstein School of Medicine Technische Universität München Munich Germany
| | - Tilo Biedermann
- Department of Dermatology and Allergy Biederstein School of Medicine Technische Universität München Munich Germany
| | - Markus Ollert
- Department of Infection and Immunity Luxembourg Institute of Health (LIH) Esch‐sur‐Alzette Luxembourg
- Department of Dermatology and Allergy Center Odense Research Centre for Anaphylaxis (ORCA) University of Southern Denmark Odense Denmark
| | - Adam M. Chaker
- Center of Allergy and Environment (ZAUM) Technical University and Helmholtz Zentrum München München Germany
- Member of the German Center of Lung Research (DZL) and the Helmholtz I&I Initiative Munich Germany
- Department of Otolaryngology Allergy Section Klinikum Rechts der Isar Technical University of Munich Munich Germany
| | - Oliver Pfaar
- Department of Otorhinolaryngology, Head and Neck Surgery University Hospital Marburg Philipps‐Universität Marburg Marburg Germany
| | - Holger Garn
- Biochemical Pharmacological Center (BPC) ‐ Molecular Diagnostics, Translational Inflammation Research Division & Core Facility for Single Cell Multiomics Philipps University of Marburg ‐ Medical Faculty Member of the German Center for Lung Research (DZL) Universities of Giessen and Marburg Lung Center (UGMLC) Marburg Germany
| | - Ryan S. Thwaites
- National Heart and Lung Institute Imperial College London, and Royal Brompton and Harefield NHS Trust London UK
| | - Alkis Togias
- Division of Allergy, Immunology and Transplantation National Institute of Allergy and Infectious Diseases National Institutes of Health Bethesda MD USA
| | - Marek L. Kowalski
- Department of Immunology and Allergy Medical University of Lodz Lodz Poland
| | - Trevor T. Hansel
- National Heart and Lung Institute Imperial College London, and Royal Brompton and Harefield NHS Trust London UK
| | - Constanze A. Jakwerth
- Center of Allergy and Environment (ZAUM) Technical University and Helmholtz Zentrum München München Germany
- Member of the German Center of Lung Research (DZL) and the Helmholtz I&I Initiative Munich Germany
| | - Carsten B. Schmidt‐Weber
- Center of Allergy and Environment (ZAUM) Technical University and Helmholtz Zentrum München München Germany
- Member of the German Center of Lung Research (DZL) and the Helmholtz I&I Initiative Munich Germany
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7
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Abdel-Aziz MI, Brinkman P, Vijverberg SJH, Neerincx AH, de Vries R, Dagelet YWF, Riley JH, Hashimoto S, Montuschi P, Chung KF, Djukanovic R, Fleming LJ, Murray CS, Frey U, Bush A, Singer F, Hedlin G, Roberts G, Dahlén SE, Adcock IM, Fowler SJ, Knipping K, Sterk PJ, Kraneveld AD, Maitland-van der Zee AH. eNose breath prints as a surrogate biomarker for classifying patients with asthma by atopy. J Allergy Clin Immunol 2020; 146:1045-1055. [PMID: 32531371 DOI: 10.1016/j.jaci.2020.05.038] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2020] [Revised: 04/30/2020] [Accepted: 05/05/2020] [Indexed: 02/04/2023]
Abstract
BACKGROUND Electronic noses (eNoses) are emerging point-of-care tools that may help in the subphenotyping of chronic respiratory diseases such as asthma. OBJECTIVE We aimed to investigate whether eNoses can classify atopy in pediatric and adult patients with asthma. METHODS Participants with asthma and/or wheezing from 4 independent cohorts were included; BreathCloud participants (n = 429), Unbiased Biomarkers in Prediction of Respiratory Disease Outcomes adults (n = 96), Unbiased Biomarkers in Prediction of Respiratory Disease Outcomes pediatric participants (n = 100), and Pharmacogenetics of Asthma Medication in Children: Medication with Anti-Inflammatory Effects 2 participants (n = 30). Atopy was defined as a positive skin prick test result (≥3 mm) and/or a positive specific IgE level (≥0.35 kU/L) for common allergens. Exhaled breath profiles were measured by using either an integrated eNose platform or the SpiroNose. Data were divided into 2 training and 2 validation sets according to the technology used. Supervised data analysis involved the use of 3 different machine learning algorithms to classify patients with atopic versus nonatopic asthma with reporting of areas under the receiver operating characteristic curves as a measure of model performance. In addition, an unsupervised approach was performed by using a bayesian network to reveal data-driven relationships between eNose volatile organic compound profiles and asthma characteristics. RESULTS Breath profiles of 655 participants (n = 601 adults and school-aged children with asthma and 54 preschool children with wheezing [68.2% of whom were atopic]) were included in this study. Machine learning models utilizing volatile organic compound profiles discriminated between atopic and nonatopic participants with areas under the receiver operating characteristic curves of at least 0.84 and 0.72 in the training and validation sets, respectively. The unsupervised approach revealed that breath profiles classifying atopy are not confounded by other patient characteristics. CONCLUSION eNoses accurately detect atopy in individuals with asthma and wheezing in cohorts with different age groups and could be used in asthma phenotyping.
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Affiliation(s)
- Mahmoud I Abdel-Aziz
- Department of Respiratory Medicine, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands; Department of Clinical Pharmacy, Faculty of Pharmacy, Assiut University, Assiut, Egypt
| | - Paul Brinkman
- Department of Respiratory Medicine, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Susanne J H Vijverberg
- Department of Respiratory Medicine, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands; Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Faculty of Science, Utrecht University, Utrecht, The Netherlands
| | - Anne H Neerincx
- Department of Respiratory Medicine, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Rianne de Vries
- Department of Respiratory Medicine, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands; Breathomix BV, Reeuwijk, The Netherlands
| | - Yennece W F Dagelet
- Department of Respiratory Medicine, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
| | - John H Riley
- Respiratory Therapeutic Unit, GlaxoSmithKline, Stockley Park, United Kingdom
| | - Simone Hashimoto
- Department of Respiratory Medicine, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands; Department of Paediatric Respiratory Medicine, Emma Children's Hospital, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Paolo Montuschi
- Department of Pharmacology, Faculty of Medicine, Catholic University of the Sacred Heart, Fondazione Policlinico Universitario Agostino Gemelli, IRCCS, Rome
| | - Kian Fan Chung
- National Heart and Lung Institute, Imperial College London, and Royal Brompton and Harefield NHS Trust, London, United Kingdom
| | - Ratko Djukanovic
- NIHR Southampton Respiratory Biomedical Research Unit, Clinical and Experimental Sciences and Human Development and Health, University of Southampton, Southampton, United Kingdom
| | - Louise J Fleming
- National Heart and Lung Institute, Imperial College London, and Royal Brompton and Harefield NHS Trust, London, United Kingdom
| | - Clare S Murray
- Division of Infection, Immunity and Respiratory Medicine, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, and Manchester Academic Health Science Centre and NIHR Biomedical Research Centre, Manchester University Hospitals NHS Foundation Trust, Manchester, United Kingdom
| | - Urs Frey
- University Children's Hospital Basel, University of Basel, Basel, Switzerland
| | - Andrew Bush
- National Heart and Lung Institute, Imperial College London, and Royal Brompton and Harefield NHS Trust, London, United Kingdom
| | | | - Gunilla Hedlin
- Astrid Lindgren Children's Hospital, Karolinska University Hospital, Stockholm, Sweden; Department of Women's and Children's Health, Karolinska Institutet, Stockholm, Sweden
| | - Graham Roberts
- NIHR Southampton Respiratory Biomedical Research Unit, Clinical and Experimental Sciences and Human Development and Health, University of Southampton, Southampton, United Kingdom
| | - Sven-Erik Dahlén
- Centre for Allergy Research, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Ian M Adcock
- National Heart and Lung Institute, Imperial College London, and Royal Brompton and Harefield NHS Trust, London, United Kingdom
| | - Stephen J Fowler
- Division of Infection, Immunity and Respiratory Medicine, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, and Manchester Academic Health Science Centre and NIHR Biomedical Research Centre, Manchester University Hospitals NHS Foundation Trust, Manchester, United Kingdom
| | - Karen Knipping
- Danone Nutricia Research, Utrecht, The Netherlands; Division of Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Faculty of Science, Utrecht University, Utrecht, The Netherlands
| | - Peter J Sterk
- Department of Respiratory Medicine, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Aletta D Kraneveld
- Division of Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Faculty of Science, Utrecht University, Utrecht, The Netherlands; Institute for Risk Assessment Sciences, Faculty of Veterinary Medicine, Utrecht University, Utrecht, The Netherlands
| | - Anke H Maitland-van der Zee
- Department of Respiratory Medicine, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands; Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Faculty of Science, Utrecht University, Utrecht, The Netherlands; Department of Paediatric Respiratory Medicine, Emma Children's Hospital, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands.
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