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COVID-19 in patients with pulmonary alveolar proteinosis: a European multicentre study

Spyros A. Papiris, Ilaria Campo, Francesca Mariani, Maria Kallieri, Lykourgos Kolilekas, Andriana I. Papaioannou, Efsun Gonca Chousein, Erdogan Cetinkaya, Francesco Bonella, Raphael Borie, Maria Kokosi, Thomas Pickworth, Maria Molina-Molina, Mercè Gasa, Elżbieta Radzikowska, Justyna Fijolek, Stéphane Jouneau, Emmanuel Gomez, Cormac McCarthy, Elisabeth Bendstrup, Wojciech J. Piotrowski, Rishi Pabary, Alice Hadchouel, Nathalie Coolen-Allou, Tiago Alfaro, Carlos Robalo Cordeiro, Elvira-Markela Antonogiannaki, Ioannis P. Tomos, Despoina Papakosta, Theodoros Kontakiotis, Panagiota Panagiotou, Konstantinos Douros, Andrea Schams, Sara Lettieri, Vassiliki Papaevangelou, Christina Kanaka-Gantenbein, Anna Karakatsani, Stelios Loukides, Ulrich Costabel, Bruno Crestani, Cliff Morgan, Ryushi Tazawa, Andrew Bush, Matthias Griese, Effrosyni D. Manali
ERJ Open Research 2023 9: 00199-2022; DOI: 10.1183/23120541.00199-2022
Spyros A. Papiris
1General University Hospital “Attikon”, Medical School, National and Kapodistrian University of Athens, Athens, Greece
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Ilaria Campo
2Laboratorio di Biochimica e Genetica, UOC Pneumologia, Fondazione IRCCS Policlinico San Matteo, Pavia, Italy
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Francesca Mariani
2Laboratorio di Biochimica e Genetica, UOC Pneumologia, Fondazione IRCCS Policlinico San Matteo, Pavia, Italy
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Maria Kallieri
1General University Hospital “Attikon”, Medical School, National and Kapodistrian University of Athens, Athens, Greece
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Lykourgos Kolilekas
37th Pulmonary Dept, Athens Chest Hospital “Sotiria”, Athens, Greece
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Andriana I. Papaioannou
1General University Hospital “Attikon”, Medical School, National and Kapodistrian University of Athens, Athens, Greece
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Efsun Gonca Chousein
4University of Health Sciences Turkey, Yedikule Chest Diseases and Thoracic Surgery Research and Training Hospital, Istanbul, Turkey
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Erdogan Cetinkaya
4University of Health Sciences Turkey, Yedikule Chest Diseases and Thoracic Surgery Research and Training Hospital, Istanbul, Turkey
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Francesco Bonella
5Center for Interstitial and Rare Lung Diseases, Pneumology Dept, Ruhrlandklinik, University Hospital, University of Essen, Essen, Germany; European Reference Network (ERN)-LUNG, ILD Core Net
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Raphael Borie
6Université de Paris, INSERM UMR 1152, APHP, Hôpital Bichat, Service de Pneumologie A, FHU APOLLO, Centre de référence des maladies pulmonaires rares, Paris, France
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Maria Kokosi
7Interstitial Lung Disease Unit, Royal Brompton Hospital & Harefield NHS Foundation Trust and Interstitial Lung Disease Unit, Guy's and St Thomas’ Hospital NHS Foundation Trust, London, UK
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Thomas Pickworth
8Dept of Anaesthesia, Royal Brompton Hospital, London, UK
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Maria Molina-Molina
9ILD Multidisciplinary Unit, Hospital Universitari de Bellvitge-IDIBELL, L'Hospitalet del Llobregat, Barcelona, Spain
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Mercè Gasa
9ILD Multidisciplinary Unit, Hospital Universitari de Bellvitge-IDIBELL, L'Hospitalet del Llobregat, Barcelona, Spain
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Elżbieta Radzikowska
103rd Dept of Lung Diseases and Oncology, National Tuberculosis and Lung Diseases Research Institute, Warsaw, Poland
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  • ORCID record for Elżbieta Radzikowska
Justyna Fijolek
103rd Dept of Lung Diseases and Oncology, National Tuberculosis and Lung Diseases Research Institute, Warsaw, Poland
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Stéphane Jouneau
11IRSET UMR 1085, Université de Rennes Service de Pneumologie, CHU de Rennes, Rennes, France
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Emmanuel Gomez
12Pneumologie, CHU de Nancy, Nancy, France
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Cormac McCarthy
13University College Dublin School of Medicine Education and Research Centre, St Vincent's University Hospital, Dublin, Ireland
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Elisabeth Bendstrup
14Center for Rare Lung diseases, Dept of Respiratory Diseases and Allergy, Aarhus University Hospital, Aarhus, Denmark
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Wojciech J. Piotrowski
15Dept of Pneumonology, 2nd Chair of Internal Medicine, Medical University of Lodz, Lodz, Poland
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Rishi Pabary
16Paediatrics and Paediatric Respirology, Imperial College and Imperial Centre for Paediatrics and Child Health, Royal Brompton & Harefield NHS Foundation Trust, London, UK
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Alice Hadchouel
17AP-HP, Hôpital Necker-Enfants Malades, Service de Pneumologie Pédiatrique, Centre de Référence pour les Maladies Respiratoires Rares de l'Enfant and INSERM U1151, Institut Necker Enfants Malades, Université de Paris, Faculté de Médecine, Paris, France
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Nathalie Coolen-Allou
18Service de Pneumologie Hôpital Félix Guyon, CHU Réunion, Reunion, France
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Tiago Alfaro
19Dept of Pulmonology, Coimbra University Hospital, University of Coimbra, Coimbra, Portugal
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Carlos Robalo Cordeiro
19Dept of Pulmonology, Coimbra University Hospital, University of Coimbra, Coimbra, Portugal
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Elvira-Markela Antonogiannaki
1General University Hospital “Attikon”, Medical School, National and Kapodistrian University of Athens, Athens, Greece
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Ioannis P. Tomos
1General University Hospital “Attikon”, Medical School, National and Kapodistrian University of Athens, Athens, Greece
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Despoina Papakosta
20Dept of Pulmonary Medicine, Aristotle University of Thessaloniki, “G. Papanikolaou” Hospital, Exochi, Thessaloniki, Greece
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Theodoros Kontakiotis
20Dept of Pulmonary Medicine, Aristotle University of Thessaloniki, “G. Papanikolaou” Hospital, Exochi, Thessaloniki, Greece
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Panagiota Panagiotou
21First Dept of Paediatrics, Agia Sophia Children's Hospital, Medical School, National and Kapodistrian University of Athens, Athens, Greece
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Konstantinos Douros
22Third Dept of Pediatrics “Attikon” University Hospital, National and Kapodistrian University of Athens, School of Medicine, Athens, Greece
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Andrea Schams
23Dept of Pediatric Pneumology, Dr von Hauner Children's Hospital, Ludwig-Maximilians-University, German Center for Lung Research, Munich, Germany
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Sara Lettieri
2Laboratorio di Biochimica e Genetica, UOC Pneumologia, Fondazione IRCCS Policlinico San Matteo, Pavia, Italy
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Vassiliki Papaevangelou
22Third Dept of Pediatrics “Attikon” University Hospital, National and Kapodistrian University of Athens, School of Medicine, Athens, Greece
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Christina Kanaka-Gantenbein
21First Dept of Paediatrics, Agia Sophia Children's Hospital, Medical School, National and Kapodistrian University of Athens, Athens, Greece
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Anna Karakatsani
1General University Hospital “Attikon”, Medical School, National and Kapodistrian University of Athens, Athens, Greece
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Stelios Loukides
1General University Hospital “Attikon”, Medical School, National and Kapodistrian University of Athens, Athens, Greece
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Ulrich Costabel
5Center for Interstitial and Rare Lung Diseases, Pneumology Dept, Ruhrlandklinik, University Hospital, University of Essen, Essen, Germany; European Reference Network (ERN)-LUNG, ILD Core Net
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Bruno Crestani
6Université de Paris, INSERM UMR 1152, APHP, Hôpital Bichat, Service de Pneumologie A, FHU APOLLO, Centre de référence des maladies pulmonaires rares, Paris, France
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Cliff Morgan
7Interstitial Lung Disease Unit, Royal Brompton Hospital & Harefield NHS Foundation Trust and Interstitial Lung Disease Unit, Guy's and St Thomas’ Hospital NHS Foundation Trust, London, UK
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Ryushi Tazawa
24Health Administration Center, Tokyo Medical and Dental University, Tokyo, Japan
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Andrew Bush
16Paediatrics and Paediatric Respirology, Imperial College and Imperial Centre for Paediatrics and Child Health, Royal Brompton & Harefield NHS Foundation Trust, London, UK
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Matthias Griese
23Dept of Pediatric Pneumology, Dr von Hauner Children's Hospital, Ludwig-Maximilians-University, German Center for Lung Research, Munich, Germany
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Effrosyni D. Manali
1General University Hospital “Attikon”, Medical School, National and Kapodistrian University of Athens, Athens, Greece
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  • For correspondence: fmanali@otenet.gr
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Abstract

Adult PAP patients experience similar #COVID19 rates to the general population, and high rates of hospitalisation and deaths, underscoring their vulnerability and the need for measures to prevent infection. The impact of iGM-CSF must be considered. https://bit.ly/3M0wKnZ

To the Editor:

Granulocyte–macrophage colony-stimulating factor (GM-CSF) signalling is essential in both alveolar macrophage (AM) differentiation and activation of lung immune cells [1]. Differentiated AMs are crucial in both the elimination of alveolar microbes and surfactant clearance. The disruption of the GM-CSF axis in AMs leads to the development of pulmonary alveolar proteinosis (PAP) [1]. In the majority of patients, this relates to the presence of autoantibodies against GM-CSF (autoimmune (a)PAP) but there are multiple other causes [1–3]. GM-CSF-deficient animals may have impaired lung inflammatory response to commensal microbes and humans with PAP may occasionally develop opportunistic lung infections [4]. The mainstay of pharmacological treatment in aPAP is inhaled GM-CSF (iGM-CSF), which is off-label but increasingly used worldwide [5–9].

SARS-CoV-2, a new infection that causes COVID-19, is clearly associated with worse prognosis in adults with pre-existing lung disorders and might represent an additional risk factor for severe pneumonia in PAP patients [10, 11]. However, controversy exists regarding the relationship between GM-CSF signalling and outcome of COVID-19 [12] (figure 1). There have been no studies in patients with PAP who also have COVID-19. We hypothesised that patients with PAP would be at increased risk and have poor outcomes. This European collaborative study aimed to investigate prevalence and clinical consequences of COVID-19 in PAP patients and the impact of prior iGM-CSF treatment on outcome.

FIGURE 1
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FIGURE 1

Potential relationship between granulocyte–macrophage colony-stimulating factor (GM-CSF) signalling, and the early and late inflammatory response to COVID-19. SARS-CoV-2: severe acute respiratory syndrome coronavirus 2; CSF2RA: granulocyte–macrophage colony-stimulating factor receptor subunit α.

This multicentre, observational, retrospective, European collaborative study includes all adult and paediatric PAP patients with COVID-19 diagnosed in referral centres from 11 European countries from 24 January 24 2020 to 31 August 2021. PAP diagnosis was based on chest computed tomography findings and the results of either lung biopsy or cytologic analysis of bronchoalveolar lavage fluid. Further characterisation of aPAP or hereditary PAP was based on increased levels of GM-CSF autoantibodies or a positive genetic analysis for CSF2RA, CSF2RB or MARS mutations respectively [1]. PAP patients were eligible if COVID-19 was confirmed either by reverse transcriptase (RT)-PCR or by compatible clinical (acute onset of fever, influenza-like symptoms, headache and anosmia), radiological and serological findings [10]. Generally, hospitalisation was considered in patients with dyspnoea or increased respiratory rate (≥30 breaths per min), or oxygen saturation ≤94% on room air or decrease in saturation to <90% with ambulation, and also on the basis of overall clinical concern by emergency department staff, including perceived risk of high risk for complications from severe COVID-19 [13]. The prevalence of COVID-19 in PAP patients was calculated, and demographic, clinical and functional characteristics closest to the time of COVID-19 infection and outcomes were collected using anonymised data forms. Since the prevalence of COVID-19 has differed between countries during the pandemic, the median prevalence (interquartile range (IQR)) of COVID-19 in all European countries participating in the study was calculated at 14.8% (11.09–17.15%), taking into consideration the population of each country and the cumulative cases of COVID-19 officially reported (https://www.ecdc.europa.eu/en/covid-19/data) (table 1). The study was approved by all medical ethics committees, primarily that of the General University Hospital “Attikon”, Athens, Greece (ΒΠΝΕΥΜ, ΕΒΔ657/30–11-2021).

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TABLE 1

Demographic, clinical, functional characteristics and outcomes of patients with pulmonary alveolar proteinosis (PAP) who had COVID-19 (n=34)#

Normality of distributions was checked with the Kolmogorov–Smirnov test. Categorical variables are presented as n (%), whereas numerical variables are presented as median (interquartile range (IQR)) or as mean (range) for the results in the adult and child populations respectively. Comparisons between groups were performed using Chi-squared tests for categorical data and the Mann–Whitney U-test for numerical data. Cox regression univariate and multivariate analyses were performed to evaluate predictors of outcome. Data were analysed using SPSS 18.0 for Windows (SPSS Inc., Chicago, IL, USA) and p-values <0.05 were considered statistically significant.

COVID-19 infection was diagnosed in 34 out of 255 PAP patients (13.3%). 31 out of 34 were adults (91.2%), 30 out of 31 with aPAP; 19 out of 31 (61.3%) were male with a median (IQR) age at inclusion of 47 (35–56)  years and median disease duration 57 (35–115) months. 61.3% were ever-smokers. Median forced vital capacity was 78% (64.3–86%) predicted and median diffusing capacity of the lung for carbon monoxide (DLCO) was 62.9% (48.8–70.75%) predicted. Long-term oxygen therapy (LTOT) was administered to seven out of 31 (22.6%), Whole-lung lavage (WLL) had been performed in 27 out of 31 (87.1%) and iGM-CSF was prescribed in 15 (48.4%) (table 1).

In aPAP patients, COVID-19 presented mostly with fever (77.4%) and dyspnoea (61.3%). All patients were infected before the preventive option of vaccination was available. 11 out of 31 patients (35.5%) needed hospitalisation, five out of 31 patients (16.1%) in the ICU. All patients with mild disease treated at home survived. Among hospitalised patients, two died and one patient underwent lung transplantation (three out of 11, 27%). These three patients had worse DLCO % predicted (p=0.019) and had more often arterial hypertension (p=0.012) and a smoking history (p=0.002). Treatment with iGM-CSF was withheld during hospitalisation in all patients. Sex, age, disease duration, spirometry results, LTOT, comorbidities, and history of WLL and of iGM-CSF treatment had no impact upon hospitalisation or outcome. Among seven children (five with hereditary PAP), three developed COVID-19 (two with hereditary PAP); all needed hospitalisation and all survived (table 1).

To our knowledge, this is the only study of COVID-19 disease in PAP. The major findings are: 1) COVID-19 developed in 13.3% of patients, the majority were adults (91.2%), all with aPAP and all unvaccinated; 2) one third needed hospitalisation (35.5%), almost 50% in the ICU; 3) although the numbers are small, 27% hospitalised patients either died or were lung-transplanted, whereas all patients with mild disease treated at home survived; 4) poor prognosis was related to lower DLCO % predicted, arterial hypertension and smoking history; 5) previous treatment with iGM-CSF had no impact upon hospitalisation or outcome; and 6) all paediatric patients were hospitalised but survived.

The prevalence of COVID-19 in PAP patients was found to be similar to the calculated median prevalence of COVID-19 in the general population of participating European Countries (13.3% versus 14.8%, p=0.256). However, previous studies demonstrated that other groups with interstitial lung disease (ILD) experienced lower than expected COVID-19, most probably due to better use of prophylactic measures and remote contact with physicians for electronic prescription of treatment [14]. The younger age of PAP patients and presumably their higher sociability might partly explain discrepancy.

During the pandemic, it soon became clear that adults with chronic respiratory diseases, especially ILD, were at increased risk of developing severe COVID-19 and dying [10, 11]. There are very few data regarding COVID-19 and ultrarare diffuse parenchymal lung diseases. Lymphangioleiomyomatosis patients with COVID-19, compared to an age-matched general population (30–59 years), had increased rates of hospitalisation but not mortality [15]. In the present study, PAP patients showed increased rates of mortality and lung transplantation, but similar to the upper limits of in-hospital mortality ranges recently reported for certain European countries [16]. This could be explained by the presence of known risk factors, such as arterial hypertension and smoking, and possibly also due to macrophage immunosuppression in PAP [4, 10]. It is known that GM-CSF facilitates AMs and other immune cells in clearing pathogens, including viruses. Based on positive results from animal models, recombinant forms of iGM-CSF are under investigation in patients with COVID-19-related acute hypoxic respiratory failure (www.clinicaltrials.gov identifier number NCT04326920). Conversely, inhibition of GM-CSF pathways could reduce the exuberant lung inflammation in COVID-19. This study cannot distinguish between these possibilities.

Only a small number of children were included in the study because of the rarity of pediatric PAP [3]; half of the patients had COVID-19 with good outcome. The effects of COVID-19 on children are less severe than in adults but the effects on children with chronic rare respiratory diseases are unknown [17].

The present study has limitations. The number of PAP patients with COVID-19 might be underestimated because asymptomatic or newly diagnosed patients could have been missed; however, the close contact of patients with this ultrarare disease with specialised centres means that it is likely that at least all patients with a known diagnosis were included. Multivariate analysis was not performed to investigate predictors of mortality because univariate analysis did not demonstrate any significant association, probably due to the limited number of patients and events. Finally, the level of enforcement of prophylactic measures may have varied between countries, and determining the effects of this on the interpretation of the data is challenging and beyond the scope of the present study. However, this collaboration permitted the analysis of data of multiple specialised centres for both children and adults, providing a unique opportunity for examining COVID-19 in this ultrarare disease.

In conclusion, PAP patients experienced similar rates of COVID-19 to the general population and high rates of hospitalisations and deaths, underscoring the vulnerability of this population and the necessity of preventive measures to avoid infection. If infected, secondary prophylaxis with monoclonal antibodies and the impact of iGM-CSF must be considered.

Footnotes

  • Provenance: Submitted article, peer reviewed.

  • Author contributions: S.A. Papiris made major contribution to the concept and design of the study, to the acquisition, analysis and interpretation of data, had access to all data and wrote the manuscript with E.D. Manali. I. Campo, F. Mariani, M. Kallieri and L. Kolilekas made major contribution to the acquisition and interpretation of data, and revised critically the work for important intellectual content. A.I. Papaioannou performed the statistical analysis of the data, contributed substantially to the interpretation of data for the work and drafted part of the manuscript. E.G. Chousein, E. Cetinkaya, F. Bonella, R. Borie, M. Kokosi, T. Pickworth, M. Molina-Molina, M. Gasa, E. Radzikowska, J. Fijolek, S. Jouneau, E. Gomez, C. McCarthy, E. Bendstrup, W.J. Piotrowski, R. Pabary, A. Hadchouel, N. Coolen-Allou, T. Alfaro, C. Robalo Cordeiro, E-M. Antonogiannaki, I.P. Tomos, D. Papakosta, T. Kontakiotis, P. Panagiotou, K. Douros, A. Schams, S. Lettieri, V. Papaevangelou, C. Kanaka-Gantenbein, A. Karakatsani, S. Loukides, U. Costabel, B. Crestani, C. Morgan, A. Bush and M. Griese made major contribution to the acquisition and interpretation of data, and revised critically the work for important intellectual content. R. Tazawa contributed in interpreting the data and revised critically the work for important intellectual content. E.D. Manali made major contribution to the concept and design of the study, to the acquisition, analysis and interpretation of data, had access to all data, supervised the accuracy and integrity of any part of the work and wrote the manuscript with S.A. Papiris. All authors read and approved of the final version of the submitted publication.

  • Conflict of interest: S.A. Papiris reports grants, personal fees and nonfinancial support from La Roche Hoffman and Boehringer Ingelheim, and other support from Savara, outside the submitted work.

  • Conflict of interest: F. Bonella reports grants and personal fees from Savara Pharma outside the submitted work.

  • Conflict of interest: R. Borie has received consulting fees from Boehringer Ingelheim, Roche and Sanofi, outside the submitted work; payment or honoraria for lectures, presentations, speakers bureaus, manuscript writing or educational events from Boehringer Ingelheim and Roche, outside the submitted work; support for attending meetings and/or travel received from Boehringer Ingelheim, Roche and Chiesi outside the submitted work; and participation on a data safety monitoring or advisory board for Savara, outside the submitted work.

  • Conflict of interest: M. Molina-Molina reports personal fees and grants from Esteve-Teijin, Roche and Boehringer Ingelheim, outside the submitted work.

  • Conflict of interest: E. Jouneau reports personal fees and other support from Actelion, AIRB, AstraZeneca, Bellerophon Therapeutics, Biogen, BMS, Boehringer Ingelheim, Chiesi, FibroGen, Galecto Biotech, Genzyme, Gilead, GlaxoSmithKline, LVL, Mundipharma, Novartis, Pharm-Olam, Pfizer, Pliant Therapeutics, F. Hoffmann-La Roche, Ltd, Sanofi and Savara-Serendex, outside the submitted work.

  • Conflict of interest: C. McCarthy is a scientific advisory board member of Savara Inc. unrelated to this work and has not received any payment from Savara Inc. for any work to date.

  • Conflict of interest: E. Bendstrup reports grants and personal fees from Boehringer Ingelheim and Hofmann la Roche, and personal fees from Galapagos, outside the submitted work.

  • Conflict of interest: M. Griese has received grants or contracts from Boehringer Ingelheim, outside the submitted work; has participated on a data safety or advisory board for Boehringer Ingelheim, outside the submitted work; and is the Head of chILD-EU, outside the submitted work.

  • Conflict of interest: E.D. Manali reports personal fees and nonfinancial support from La Roche Hoffman; grants, personal fees and nonfinancial support from Boehringer Ingelheim; and other support from Savara, all outside the submitted work.

  • Conflict of interest: The remaining authors have nothing to disclose.

  • Received April 26, 2022.
  • Accepted May 23, 2022.
  • Copyright ©The authors 2023
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COVID-19 in patients with pulmonary alveolar proteinosis: a European multicentre study
Spyros A. Papiris, Ilaria Campo, Francesca Mariani, Maria Kallieri, Lykourgos Kolilekas, Andriana I. Papaioannou, Efsun Gonca Chousein, Erdogan Cetinkaya, Francesco Bonella, Raphael Borie, Maria Kokosi, Thomas Pickworth, Maria Molina-Molina, Mercè Gasa, Elżbieta Radzikowska, Justyna Fijolek, Stéphane Jouneau, Emmanuel Gomez, Cormac McCarthy, Elisabeth Bendstrup, Wojciech J. Piotrowski, Rishi Pabary, Alice Hadchouel, Nathalie Coolen-Allou, Tiago Alfaro, Carlos Robalo Cordeiro, Elvira-Markela Antonogiannaki, Ioannis P. Tomos, Despoina Papakosta, Theodoros Kontakiotis, Panagiota Panagiotou, Konstantinos Douros, Andrea Schams, Sara Lettieri, Vassiliki Papaevangelou, Christina Kanaka-Gantenbein, Anna Karakatsani, Stelios Loukides, Ulrich Costabel, Bruno Crestani, Cliff Morgan, Ryushi Tazawa, Andrew Bush, Matthias Griese, Effrosyni D. Manali
ERJ Open Research Jan 2023, 9 (1) 00199-2022; DOI: 10.1183/23120541.00199-2022

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COVID-19 in patients with pulmonary alveolar proteinosis: a European multicentre study
Spyros A. Papiris, Ilaria Campo, Francesca Mariani, Maria Kallieri, Lykourgos Kolilekas, Andriana I. Papaioannou, Efsun Gonca Chousein, Erdogan Cetinkaya, Francesco Bonella, Raphael Borie, Maria Kokosi, Thomas Pickworth, Maria Molina-Molina, Mercè Gasa, Elżbieta Radzikowska, Justyna Fijolek, Stéphane Jouneau, Emmanuel Gomez, Cormac McCarthy, Elisabeth Bendstrup, Wojciech J. Piotrowski, Rishi Pabary, Alice Hadchouel, Nathalie Coolen-Allou, Tiago Alfaro, Carlos Robalo Cordeiro, Elvira-Markela Antonogiannaki, Ioannis P. Tomos, Despoina Papakosta, Theodoros Kontakiotis, Panagiota Panagiotou, Konstantinos Douros, Andrea Schams, Sara Lettieri, Vassiliki Papaevangelou, Christina Kanaka-Gantenbein, Anna Karakatsani, Stelios Loukides, Ulrich Costabel, Bruno Crestani, Cliff Morgan, Ryushi Tazawa, Andrew Bush, Matthias Griese, Effrosyni D. Manali
ERJ Open Research Jan 2023, 9 (1) 00199-2022; DOI: 10.1183/23120541.00199-2022
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