Skip to main content

Asthma in elderly is characterized by increased sputum neutrophils, lower airway caliber variability and air trapping

Abstract

Background

Elderly asthmatics represent an important group that is often excluded from clinical studies. In this study we wanted to present characteristics of asthmatics older than 70 years old as compared to younger patients.

Methods

We conducted a retrospective analysis on a series of 758 asthmatics subdivided in three groups: lower than 40, between 40 and 70 and older than 70. All the patients who had a successful sputum induction were included in the study.

Results

Older patients had a higher Body Mass Index, had less active smokers and were more often treated with Long Acting anti-Muscarinic Agents. We found a significant increase in sputum neutrophil counts with ageing. There was no significant difference in blood inflammatory cell counts whatever the age group. Forced expiratory volume in one second (FEV1) and FEV1/FVC values were significantly lower in elderly who had lower bronchial hyperresponsiveness and signs of air trapping. We found a lower occurrence of the allergic component in advanced ages. Asthmatics older than 70 years old had later onset of the disease and a significant longer disease duration.

Conclusion

Our study highlights that asthmatics older than 70 years old have higher bronchial neutrophilic inflammation, a poorer lung function, signs of air trapping and lower airway variability. The role of immunosenescence inducing chronic low-grade inflammation in this asthma subtype remains to be elucidated.

Background

Bronchial asthma is a chronic inflammatory disease of the airways. Because of improved life expectancy, the proportion of individuals aged upper than 70 years old is growing worldwide. Elderly asthmatics represent an important group that is often excluded from clinical studies. However asthma in the elderly exacerbates as often as in non-elderly asthma and different predictors of exacerbations were recently identified with fixed airway obstruction and chronic rhinosinusitis being predictors in the elderly population while eosinophils was a strong predictor in non-elderly asthmatics [1].

Asthma in older adults is either diagnosed after the age of 70 or have a history of long-standing disease. The prevalence of asthma in the most advanced ages is similar to that of younger ages [2]. Asthma in the elderly is often underdiagnosed or diagnosed as COPD thus leading to improper treatment.

In elderly, comorbidities are more frequently encountered [3] and polypharmacy increases the risk of low adherence and interactions between drugs. Moreover, immunosenescence has been associated with chronic low-grade inflammation called inflammaging with incompletely elucidated underlying mechanisms [4, 5].

There are few data on asthma features in elderly people. Asthma is however not uncommon in subjects aged 70 years old or more with prevalence between 3 and 6% [2]. In this study, we wanted to compare clinical and functional features and bronchial inflammation in young, middle-aged and elderly asthmatics and discuss the potential treatment implications of these observations.

Material and methods

Subject characteristics

We conducted a retrospective study on a series of 758 patients with asthma recruited from the University Asthma Clinic of Liege between October 2010 and January 2019 after subdividing the population studied in three groups of age: lower than 40, between 40 and 70 and older than 70. The patients came from routine practice to University Hospital and were recruited by two clinicians involved in asthma. Entry criteria were any patients with asthma aged 18 years old or more who accepted to undergo detailed investigation at the Asthma Clinic. The visits were not parts of an asthma trial. All the patients that had a successful sputum induction were included in the study.

Asthma was diagnosed based on the presence of chronic respiratory symptoms such as cough, breathlessness or dyspnoea together with the demonstration of airflow variability. The latter was defined by airway hyper-responsiveness shown by one or more of the following: increase in Forced Expiratory Volume in 1 s (FEV1) of > 12% and 200 ml following inhalation of 400 µg salbutamol or inhaled concentration of methacholine provoking a 20% fall in FEV1 of < 16 mg/ml. Methacholine challenge was performed according to a standardised methodology as previously described [6]. Subjects were characterised as atopic if they had at least one positive specific IgE (> 0.35kU/l; Phadia) for at least one common aeroallergen (cat, dog, house dust mites, grass pollen, tree pollen and a mixture of moulds).

Study design

Patients underwent FeNO measurement at a flow rate of 50 ml/s according to the ERS/ATS recommendations (NIOX, Aerocrine, Sweden). FeNO was first measured and followed by spirometry with bronchodilation, sputum induction and blood sampling. All tests were performed on the same day.

Quality of life was assessed using the self-administered Asthma Quality of Life Questionnaire (AQLQ) [7] and asthma control by the Juniper Asthma Control Questionnaire (ACQ) [8].

Sputum was induced and processed as previously reported [9] and was successful in 78% of the patients encountered in our asthma clinic which is similar to previous report [10]. Cell count were estimated on samples centrifuged (Cytospin) and stained with Diff Quick after counting 500 cells (Dade, Brussels, Belgium).

This study was conducted with the approval of the ethics committee of CHU Liege.

Statistical analyses

The results were expressed as mean ± SD or mean ± SEM for continuous variables; median and interquartile ranges (IQR) were preferred for skewed distributions. For categorical variables, the number of observations and percentages were given in each category. Comparisons between different subgroups were performed with a Kruskal–Wallis test. The Spearman correlation coefficient was used to measure the association between clinical parameters.

The results were considered to be significant at the 5% critical level (p < 0.05).

Results

Demographic characteristics

Older asthmatics were more frequently overweight with a BMI of 27 as compared to 23 kg/m2 for asthmatics younger than 40 years old (p < 0.001). They also had lower rates of active smokers (8% versus 20%, p < 0.001) (Table 1). We did not find an increased risk of uncontrolled asthma or exacerbations in our asthmatic patients aged > 70. The lowest asthma quality of life was observed in the middle-aged asthmatics due to higher emotional trigger (score of 4.4 points as compared to 5.2 for asthmatics younger than 40 and to 5.4 for asthmatics older than 70 years old, p = 0.019). Asthmatics older than 70 years old had later onset of the disease (55 years old versus 15 for patients younger than 40 and 35 for patients aged between 40 and 70 years old, p < 0.0001) and a longer disease duration (15 years versus 13 years for patients aged between 40 and 70, p = 0.0013). Focusing on treatment characteristics, we did not find differences in terms of Inhaled Corticosteroids (ICS) treatment and ICS dose, treatment with Long Acting B2 Agonists (LABA) or anti-leukotrienes in the elderly asthmatics as compared to younger patients. However the proportion of patients treated with Long acting antimuscarinic agents (LAMA) was higher in older patients (8% as compared to 0.6% for patients younger than 40, p = 0.001).

Table 1 Demographic characteristics of patients according to the age group

Functional and inflammatory characteristics

Looking at inflammatory biomarkers, we did not find any significant difference in exhaled nitric oxide levels according to the age subgroup (Table 2). We found a significant increase in sputum neutrophil counts with ageing (37% for patients younger than 40, 48% for patients aged between 40 and 70 and 57% for patients older than 70 years old, p < 0.0001). Sputum eosinophils taken in absolute value were higher in the middle-aged group (35% versus 12% for patients younger than 40, p < 0.05). Sputum macrophages were higher in younger patients. There was no significant difference in blood inflammatory cell counts whatever the age group.

Table 2 Functional and inflammatory characteristics of patients according to the age group

FEV1 values were significantly lower in asthmatics older than 70 years old (84% versus 96% for < 40 years and 90% for 40–70 years old, p < 0.05). A same trend was observed for FEV1/FVC values that were significantly lower in asthmatics older than 70 years old (76% versus 82% for asthmatics younger than 40, p < 0.001) (Fig. 1, Table 2) while reversibility after bronchodilatation was not different as compared to younger groups. The dose of methacholine required to induce a bronchoconstriction was higher in the elderly asthmatics (8.8 mg/ml versus 2 mg/ml for < 40 years old, p = 0.021). Airway conductance were however significantly lower in asthmatics older than 70 years old (0.7 versus 0.8 kPa/sec for < 70 years old, p < 0.01). We also found signs of air trapping in older asthmatics with RV/TLC of 53% as compared to 29% for asthmatics < 40 years old and to 44% for asthmatics aged between 40 and 70 years old (p < 0.0001) (Fig. 2). Diffusion was found to be significantly lower but KCO was well preserved in elderly asthma.

Fig. 1
figure 1

FEV1% predicted value in asthmatics classified according to age. Patients younger than 40 years old (group 1), aged between 40 and 70 (group 2) or older than 70 years old (group 3). Group 1 different from group 2 (p < 0.05) and from group 3 (p < 0.001). Group 2 different from group 3 (p < 0.05)

Fig. 2
figure 2

Residual volume on total lung capacity ratio according to age group. Patients younger than 40 years old (group 1), aged between 40 and 70 (group 2) or older than 70 years old (group 3). Group 1 different from group 2 (p < 0.00001) and from group 3 (p < 0.00001). Group 2 different from group 3 (p < 0.00001)

We found lower levels of IgE (83 kU/l versus 330 kU/l for asthmatics < 40 years old and 112 kU/l for asthmatics aged between 40 and 70 years old, p = 0.001) and a lower rate of sensitization to common aeroallergens in advanced ages (Table 3). Looking at asthma inflammatory phenotypes, we found a higher proportion of neutrophilic asthma (22%, defined as sputum neutrophils > 76%) and mixed granulocytic asthma (10%, defined as sputum neutrophils > 76% and sputum eosinophils > 3%), while there was a lower proportion of paucigranulocytic (33%) and eosinophilic asthma (35%) in older asthmatics (Table 4).

Table 3 Proportions of positive skin prick test and/or specific IgE in patients younger or older than 70 years old
Table 4 Frequence of inflammatory phenotypes between different age subgroups

Link between air trapping and/or sputum neutrophils and functional and inflammatory characteristics

We found a significant correlation between sputum neutrophilic inflammation and air trapping (r = 0.25, p < 0.0001), reflected by RV/TLC ratio and asthma duration (r = 0.08, p = 0.049) while there was a negative association with FEV1/FVC (r = − 0.07, p = 0.048), FEV1 (r = − 0.15, p < 0.0001) and sGaw (r = − 0.08, p = 0.02) (Table 5).

Table 5 Correlations between sputum neutrophil counts in percentage and functional and inflammatory markers

Looking at increased residual volume on total lung capacity ratio, we found a significant negative correlation with FEV1/FVC (r = − 0.46, p < 0.0001), FEV1 (r = − 0.47, p < 0.0001) (Fig. 3) and sGaw (r = − 0.41, p < 0.0001) while there was a positive relationship with asthma duration (r = 0.16, p = 0.0001) (Table 6).

Fig. 3
figure 3

Correlations between FEV1 (a) and FEV1/FVC (b) and RV/TLC

Table 6 Correlations between RV/TLC ratio and functional and inflammatory markers

Discussion

We found that our elderly population of asthmatics was characterized by poorer lung function, limited response to methacholine challenge and signs of air trapping. We showed that older asthmatics exhibit increased sputum neutrophils without any change in blood neutrophils and lower levels of total and specific IgE.

Woodruff et al. previously showed that older age correlated with increased sputum neutrophil percentage but not eosinophil percentage [11]. Although it is well known that neutrophils are increased in elderly [12], it seems that neutrophil chemotactic activity [13] and extracellular DNA traps production [14] declines with age. Our study confirms an increase in sputum neutrophils with ageing with a consequent increase in neutrophilic and mixed granulocytic phenotypes. This increase in sputum neutrophils might not be due to smoking history as there were less smokers in patients older than 70 years old. We found that bronchial neutrophilic inflammation was correlated with air trapping, airway obstruction and asthma duration. We previously found from a multiple logistic regression that age and FRC were independently associated with sputum neutrophilia in a general population of asthmatics [15]. This suggests that airway neutrophils may contribute to reduction of inspiratory capacity seen in some asthmatics. Accordingly, two pediatric studies reported that percentage neutrophils in bronchoalveolar lavage directly correlated with air trapping (FRC) in children with cystic fibrosis [16, 17]. Neutrophils can be retained in the pulmonary microvasculature due to their low deformability, resulting in a higher concentration than in the systemic circulation. It is thought that this high concentration of cells facilitates their effective recruitment to sites of inflammation. It might be that ageing induce tissue remodeling with an increase in microvasculature permeability and air trapping due to a loss of elastic recoil and reduced radial traction in distal airways. The role of immunosenescence inducing chronic neutrophilic inflammation in this asthma subtype remains to be elucidated.

Older age was previously associated with worse lung function [11, 18] and lower bronchial hyperresponsiveness to methacholine. Chuang et al. [19] previously found poorer baseline lung function in the elderly asthmatics while there was no significant difference in percentage of FEV1 reversibility between the young and the elderly patients. Our older patients with asthma had a longer disease duration and this could increase the risk of airway remodeling. With regards to this lower lung function, we found a higher proportion of asthmatics treated with long acting anti-muscarinic agents in the older group. Further studies should be performed in elderly asthmatics to evaluate the effect of long acting bronchodilators on airway obstruction in this specific population of asthmatics, often excluded from clinical trials.

We found lower levels of IgE in asthmatics older than 70 years old as compared to younger asthmatics. Moreover, among the six aero-allergens tested, house dust mite was the most common in our population of elderly asthmatics, with one fifth of sensitized patients as compared to half of the younger population. This is line with the results of King et al. [20]. The decrease of prevalence of atopy that we observed in elderly may be explained by a gradual decline in immune function called immunosenescence and changes in tissue structure. The immunoinflammatory responses change during the ageing process as a consequence of continuous damage caused by chronic antigenic stress and repeated environmental aggressions throughout life. As an example it has been found that T cells expressing high levels of CD25 constitutively inhibit the activation of allergen-responsive T cells [21] and increase with age, particularly after 60 years old [22]. As allergen sensitive T-Cells are responsible for B cells activation and the production of IgE, this might explain the observed decreased proportions of patients sensitized to common aero-allergens and the decreased levels of IgE in asthmatics older than 70 years old. Moreover, the elderly have elevated NK cells, most of which are CD8+ and produce TH1 cytokines with an inhibitory effect on type-2 allergic inflammation [23] and that may induce neutrophilic inflammation. This anti-type-2 or pro-type-1 process is more pronounced in older asthmatics than in healthy elderly.

It was previously suggested that elderly patients were at risk for developing uncontrolled asthma [24]. In elderly, unintentional non adherence with inhalation therapy may lead to significant impairment in asthma control. Complexity of the treatment, cognitive, hearing and visual impairments, low coordination, tremor and arthritis may affect their ability to follow treatment prescribed. Our data show similar results for the asthma control questionnaires in the different age subgroups. Our data are in keeping with the paper of Ponte et al. [18] were age did not predict poor control of asthma if proper treatment was offered.

In a healthy population, FeNO levels evolution throughout ageing were found to reach a plateau between 14 and 45 years in female and between 16 and 59 years in males, then FeNO levels start to increase linearly until 80 [25]. We did not find the same trend in our asthmatic population as FeNO levels were found to be lower in the older subgroup.

In conclusion, our study highlights that asthmatics older than 70 years old have higher bronchial neutrophilic inflammation, a poorer lung function, signs of air trapping and lower airway caliber variability. Immunosenescence and airway remodeling, partly due to longer disease duration certainly play a role in higher airway obstruction, loss of caliber variability and in promoting type-1 inflammation.

Availability of data and materials

Data are available upon reasonable request.

Abbreviations

ACQ:

Asthma control questionnaire

AQLQ:

Asthma quality of life questionnaire

BMI:

Body mass index

COPD:

Chronic obstructive pulmonary disease

DNA:

Deoxyribonucleic acid

FeNO:

Fraction of exhaled nitric oxide

FEV1 :

Forced expiratory volume in one second.

FVC:

Forced vital capacity.

ICS:

Inhaled corticosteroids

IgE:

Immunoglobulin E

IQR:

Interquartile range

KCO:

Transfer coefficient of the lung for carbon monoxide

LAB:

Long acting B2 agonists

LAMA:

Long acting anti-muscarinic agents

NK:

Natural killer cells

SD:

Standard deviation

References

  1. Sohn K-H, Song W-J, Park J-S, Park H-W, Kim T-B, Park C-S, et al. Riskfactors for acute exacerbations in elderlyasthma: whatmakesasthma in olderadults distinctive? AllergyAsthmaImmunolRes. 2020;12:443–53.

    Google Scholar 

  2. Tessier JF, Nejjari C, Barberger-Gateau P, Dartigues JF. The epidemiology of asthma in the elderly. Apropos of a review of the literature. RevMalRespir. 1993;10:423–31.

    CAS  Google Scholar 

  3. Nejjari C, Tessier JF, Barberger-Gateau P, Jacqmin H, Dartigues JF, Salamon R. Functionalstatus of elderly people treated for asthma-relatedsymptoms: a population based case-control study. EurRespir J. 1994;7:1077–83.

    CAS  Google Scholar 

  4. Varricchi G, Bencivenga L, Poto R, Pecoraro A, Shamji M, Rengo G. The emergingrole of T follicularhelper (TFH) cells in aging: influence on the immune frailty. AgeingResRev. 2020;61:101071.

    CAS  Google Scholar 

  5. Franceschi C, Garagnani P, Parini P, Giuliani C, Santoro A. Inflammaging: a new immune–metabolicviewpoint for age-relateddiseases. Nat RevEndocrinol. 2018;14:576–90.

    CAS  Google Scholar 

  6. Louis R, Sele J, Henket M, Cataldo D, Bettiol J, Seiden L, et al. Sputumeosinophil count in a large population of patients withmild to moderatesteroid-naiveasthma: distribution and relationshipwithmethacholine bronchial hyperresponsiveness. Allergy. 2002;57:907–12.

    Article  CAS  Google Scholar 

  7. Juniper EF, Guyatt GH, Epstein RS, Ferrie PJ, Jaeschke R, Hiller TK. Evaluation of impairment of healthrelatedquality of life in asthma: development of a questionnaire for use in clinical trials 1. Thorax. 1992;47:76–83.

    Article  CAS  Google Scholar 

  8. Juniper EF, O’Byrne PM, Guyatt GH, Ferrie PJ, King DR. Development and validation of a questionnaire to measureasthma control 2. EurRespir J. 1999;14:902–7.

    Article  CAS  Google Scholar 

  9. Delvaux M, Henket M, Lau L, Kange P, Bartsch P, Djukanovic R, et al. Nebulisedsalbutamoladministeredduringsputum induction improvesbronchoprotection in patients withasthma 1. Thorax. 2004;59:111–5.

    Article  CAS  Google Scholar 

  10. Duncan CJA, Lawrie A, Blaylock MG, Douglas JG, Walsh GM. Reducedeosinophilapoptosis in inducedsputumcorrelateswithasthmaseverity. EurRespir J. 2003;22:484–90.

    Article  CAS  Google Scholar 

  11. Woodruff PG, Khashayar R, Janson S, Janson S, Avila P, Boushey HA, et al. Relationship betweenairway inflammation, hyperresponsiveness, and obstruction in asthma. J Allergy Clin Immunol. 2001;108:753–8.

    Article  CAS  Google Scholar 

  12. Leng SX, Xue QL, Tian J, Huang Y, Yeh SH, Fried LP. Associations of neutrophil and monocyte countswithfrailty in community-dwellingdisabledolderwomen: resultsfrom the Women’sHealth and AgingStudies I. ExpGerontol. 2009;44:511–6.

    Google Scholar 

  13. Hazeldine J, Lord JM. Innateimmunesenescence: underlyingmechanisms and clinical relevance. Biogerontology. 2015;16:187–201.

    Article  CAS  Google Scholar 

  14. Hazeldine J, Harris P, Chapple IL, Grant M, Greenwood H, Livesey A, et al. Impairedneutrophilextracellulartrap formation: anoveldefect in the innate immune system of agedindividuals. AgingCell. 2014;13:690–8.

    CAS  Google Scholar 

  15. Schleich FN, Manise M, Sele J, Henket M, Seidel L, Louis R. Distribution of sputum cellular phenotype in a large asthmacohort: Predictingfactors for eosinophilic vs neutrophilic inflammation. BMCPulm Med. 2013;13:11.

    CAS  Google Scholar 

  16. Dakin CJ, Numa AH, Wang H, Morton JR, Vertzyas CC, Henry RL. Inflammation, infection, and pulmonaryfunction in infants and youngchildrenwithcysticfibrosis 1. Am J RespirCrit Care Med. 2002;165:904–10.

    Article  Google Scholar 

  17. Peterson-Carmichael SL, Harris WT, Goel R, Noah TL, Johnson R, Leigh MW, et al. Association of lowerairway inflammation withphysiologicfindings in youngchildrenwithcysticfibrosis 1. PediatrPulmonol. 2009;44:503–11.

    Google Scholar 

  18. Ponte EV, Stelmach R, Franco R, Souza-Machado C, Souza-Machado A, Cruz AA. Age is not associatedwithhospital admission or uncontrolledsymptoms of asthma if propertreatmentisoffered. Int ArchAllergyImmunol. 2014;165:61–7.

    CAS  Google Scholar 

  19. Chuang CC, Wang SR, Lee HL. Bronchial responsiveness of agedasthmatic patients to bronchodilator and methacholine. AsianPac J AllergyImmunol. 1996;14:1–4.

    CAS  Google Scholar 

  20. King MJ, Bukantz SC, Phillips S, Mohapatra SS, Tamulis T, Lockey RF. Serum total IgE and specific IgE to Dermatophagoides pteronyssinus, but not eosinophil cationic protein, are more likely to be elevated in elderly asthmatic patients. Allergy Asthma Proc. 2004.

  21. Akdis M, Blaser K, Akdis CA. T regulatorycells in allergy: novel concepts in the pathogenesis, prevention, and treatment of allergicdiseases. J Allergy Clin Immunol. 2005;116:961–8.

    Article  CAS  Google Scholar 

  22. Gregg R, Smith CM, Clark FJ, Dunnion D, Khan N, Chakraverty R, et al. Thenumber of humanperipheralbloodCD4+ CD25 high regulatory T cellsincreaseswithage. Clin ExpImmunol. 2005;140:540–6.

    CAS  Google Scholar 

  23. Mota-Pinto A, Todo A, Alves V, Santos A, Santos M. Regulatory T cells in elderly patients withasthma. J InvestigAllergol Clin Immunol. 2011;21:199–206.

    CAS  Google Scholar 

  24. Marincu I, Frent S, Tomescu MC, Mihaicuta S. Rates and predictors of uncontrolled bronchial asthma in elderly patients from western Romania. Clin IntervAging. 2015;10:963.

    Google Scholar 

  25. Jacinto T, Malinovschi A, Janson C, Fonseca J, Alving K. Evolution of exhalednitricoxidelevelsthroughoutdevelopment and aging of healthyhumans. J BreathRes. 2015;9:36005.

    Article  Google Scholar 

Download references

Acknowledgements

Federal Belgian grant—EOS Project 30565447.

Funding

This study was supported by a Federal Belgian Grant—EOS Project 30565447.

Author information

Authors and Affiliations

Authors

Contributions

FS collected, analyzed and interpreted patient data, wrote the manuscript, SG: analyzed and interpreted patient data, FG: collected and analyzed patient data, MH: collected and analyzed patient data, VP: collected and analyzed patient data, RL: collected, analyzed and interpreted patient data, wrote the manuscript. All authors read and approved the final manuscript.

Corresponding author

Correspondence to F. Schleich.

Ethics declarations

Ethics approval and consent to participate

This study was conducted with the approval of the Ethics committee of the University of Liège—2005/181 and all participants gave informed consent.

Consent for publication

Not applicable.

Competing interests

The authors declare that they have no competing interests related to this manuscript. Renaud Louis received grants from GSK, Astrazeneca, Novartis and Chiesi and personal fees from GSK, Astrazeneca and Novartis. Florence Schleich received grants from GSK and Astrazeneca and personal fees from GSK and Chiesi. Other co-authors have nothing to declare.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Schleich, F., Graff, S., Guissard, F. et al. Asthma in elderly is characterized by increased sputum neutrophils, lower airway caliber variability and air trapping. Respir Res 22, 15 (2021). https://doi.org/10.1186/s12931-021-01619-w

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1186/s12931-021-01619-w

Keywords