Abstract
Background
Goblet cell metaplasia, a common feature of chronic obstructive pulmonary disease (COPD), is associated with mucus hypersecretion which contributes to the morbidity and mortality among patients. Transcription factors SAM-pointed domain-containing Ets-like factor (SPDEF) and forkhead box protein A2 (FOXA2) regulate goblet cell differentiation. This study aimed to (1) investigate DNA methylation and expression of SPDEF and FOXA2 during goblet cell differentiation and (2) compare this in airway epithelial cells from patients with COPD and controls during mucociliary differentiation.
Methods
To assess DNA methylation and expression of SPDEF and FOXA2 during goblet cell differentiation, primary airway epithelial cells, isolated from trachea (non-COPD controls) and bronchial tissue (patients with COPD), were differentiated by culture at the air-liquid interface (ALI) in the presence of cytokine interleukin (IL)-13 to promote goblet cell differentiation.
Results
We found that SPDEF expression was induced during goblet cell differentiation, while FOXA2 expression was decreased. Importantly, CpG number 8 in the SPDEF promoter was hypermethylated upon differentiation, whereas DNA methylation of FOXA2 promoter was not changed. In the absence of IL-13, COPD-derived ALI-cultured cells displayed higher SPDEF expression than control-derived ALI cultures, whereas no difference was found for FOXA2 expression. This was accompanied with hypomethylation of CpG number 6 in the SPDEF promoter and also hypomethylation of CpG numbers 10 and 11 in the FOXA2 promoter.
Conclusions
These findings suggest that aberrant DNA methylation of SPDEF and FOXA2 is one of the factors underlying mucus hypersecretion in COPD, opening new avenues for epigenetic-based inhibition of mucus hypersecretion.
Electronic supplementary material
The online version of this article (doi:10.1186/s13148-017-0341-7) contains supplementary material, which is available to authorized users.
Keywords: SPDEF, FOXA2, DNA methylation, Mucus, COPD
Background
Chronic bronchitis, one of the clinical phenotypes of chronic obstructive pulmonary disease (COPD), is characterized by goblet cell metaplasia and excessive mucus production and secretion, which contributes to the morbidity and mortality of patients [1–3]. The tracheobronchial epithelium of the human airways consists of basal cells, ciliated cells, club (Clara) cells, goblet cells, and neuroendocrine cells [4, 5]. Basal cells serve as the progenitor cells from which goblet cells and ciliated cells are derived, both in the normal airway epithelia renewal process and during abnormal remodeling in disease [6, 7]. Goblet cell differentiation is dictated by a large network of genes, in which transcription factors SAM-pointed domain-containing ETS-like factor (SPDEF) and forkhead box protein A2 (FOXA2) are two key regulators. SPDEF is required for goblet cell differentiation and mucus production, including the major secreted airway mucin MUC5AC (mucin 5AC) [8–10], whereas FOXA2 is a potent inhibitor of goblet cell differentiation in the lung [11–13]. Recent studies have shown that SPDEF is expressed higher (messenger RNA (mRNA)) in the large airway epithelium of smokers compared to non-smokers [14, 15] and also expressed higher (protein) in lung tissue of patients with asthma and COPD compared to healthy controls [16]. FOXA2 was shown to be reduced (both mRNA and protein) and was negatively correlated with MUC5AC in bronchial epithelium of patients with asthma [17] and in nasal tissue of individuals with chronic rhinosinusitis [18]. In addition, FOXA2 was expressed lower (mRNA) in small airway epithelium of both healthy smokers and COPD smokers compared to non-smokers [19].
DNA methylation is an important mechanism in the regulation of gene expression during adult stem cell renewal and differentiation, as is shown for the differentiation of hematopoietic, epidermal, and intestinal stem cells [20–23]. However, the role of DNA methylation in airway basal cell differentiation has not been evaluated. Other studies showed that aberrant DNA methylation was associated with dysregulation of SPDEF and FOXA2 expression in lung cancer [24, 25], although DNA methylation regulation of SPDEF and FOXA2 expression has not been assessed in lung tissue of patients with COPD.
In this study, we aimed to investigate the DNA methylation and expression of SPDEF and FOXA2 during goblet cell differentiation and further identify whether DNA methylation and expression of SPDEF and FOXA2 are different in patients with COPD compared to control subjects after in vitro airway epithelial cell differentiation. Expression of SPDEF target genes MUC5AC and anterior gradient 2 (AGR2) and the ciliated cell related gene Forkhead Box J1 (FOXJ1) were additionally assessed.
Methods
Culture of PBEC cells
Primary human bronchial epithelial cells (PBECs) were obtained from bronchial tissue harvested from transplant recipient lungs of 16 patients with GOLD (Global Initiative for Chronic Obstructive Lung Disease) stage IV COPD and residual tracheal and main stem bronchial tissue from 17 transplant donors (non-COPD controls). No information was available from the transplant donors. Selection criteria for transplant donors are listed in the Eurotransplant guidelines including the absence of primary lung disease, such as asthma and COPD, and no more than 20 pack years of smoking history. Characteristics of patients with COPD and details on the experimental design are shown in Table 1.
Table 1.
Culture condition | Age (years) | Sex | Smoking status | Pack years | FEV1%pred | FEV1/FVC% | N (RNA) | N (DNA) | |
---|---|---|---|---|---|---|---|---|---|
ALI with IL-13a | COPD 1 | 56 | M | Ex | 30 | 31 | 29 | 5 | 5 |
COPD 2 | 59 | F | Ex | 41 | 87 | 59 | |||
COPD 3 | 60 | F | Ex | 20 | 33 | 38 | |||
COPD 4 | 56 | F | Ex | 30 | 14 | 25 | |||
COPD 5 | 61 | F | Ex | 26 | 21 | 28 | |||
Non-COPD controls 1–6 | NA | NA | NA | NA | NA | NA | 6 | 6 | |
ALI without IL-13b | COPD 6 | 58 | F | Ex | 40 | 18 | 25 | 7 | 8 |
COPD 7 | 61 | F | Ex | 35 | 20 | 25 | |||
COPD 8 | 55 | F | Ex | 18 | 19 | 52 | |||
COPD 9 | 49 | M | Ex | 11 | 20 | 22 | |||
COPD 10 | 60 | M | Ex | 38 | 16 | 29 | |||
COPD 11 | 48 | M | Ex | 25 | 12 | 23 | |||
COPD 12 | 58 | F | Ex | 38 | 60 | 46 | |||
COPD 13 | 63 | M | Non | 0 | 41 | 45 | |||
COPD 14 | 53 | M | Ex | 30 | 25 | 25 | |||
COPD 15 | 57 | M | Ex | 30 | 11 | 31 | |||
COPD 16 | 57 | F | Ex | 45 | 23 | 24 | |||
Non-COPD controls 11–17 | NA | NA | NA | NA | NA | NA | 7 | 7 |
Abbreviations: COPD chronic obstructive pulmonary disease, M male, F female, Ex ex-smoker, Non non-smoker, NA not available, FEV1%pred forced expiratory volume during the first second as percentage of predicted, FEV1/FVC% the ratio of FEV1 to FVC (forced vital capacity), ALI air-liquid interface culture, IL-13 interleukin 13, N (RNA) number of RNA samples in total, N (DNA) number of DNA samples in total
aCells were cultured at ALI in the presence of IL-13 and harvested after 0, 14, 21 and 28 days
bCells were cultured at ALI without IL-13 and harvested after 14 days
For the initial experiments, the third passage PBECs from control subjects 1–6 and patients with COPD 1–5 (Table 1) were cultured in bronchial epithelium growth medium (BEGM, Lonza, Walkersville, MD, USA) until confluence on fibronectin/collagen pre-coated transwell inserts (0.4-μm pore size, 12-mm diameter; Corning, NY, USA) and were allowed to differentiate at air-liquid interface (ALI) culture in the presence of interleukin (IL)-13 (1 ng/ml; Peprotech, Rocky Hill, NJ, USA) to enhance goblet cell differentiation (Fig. 1a) as previously described [26]. Cells were harvested after 0, 14, 21, or 28 days of air exposure for analysis of morphology, mRNA expression, and DNA methylation. For the latter experiments, the third passage PBECs from control subjects 7–17 and COPD patients 6–16 (Table 1) were cultured in BEGM medium until confluence on pre-coated transwell inserts (0.4-μm pore size, 6.5-mm diameter; Corning) and allowed to differentiate at ALI culture without IL-13 (Fig. 4a) as described previously [27]. The cells were harvested after 14 days of air exposure for analysis of mRNA expression and DNA methylation.
For morphology analyses in transverse, the transwell inserts were formalin-fixed and embedded in paraffin according to Corning’s instructions, and cross sections (5 μm thick) were analyzed after immunohistochemistry staining. For morphology analyses in horizontal, transwell inserts were fixed with 4% (w/v) paraformaldehyde (Merck, Darmstadt, Germany), after which the membrane was cut into four quarters and analyzed after immunohistochemistry staining.
Immunohistochemistry
Paraffin sections and insert membranes were investigated for the presence of ciliated cells and goblet cells using standard immunohistochemical procedures. Ciliated cells were determined by staining slides with a monoclonal mouse anti-acetylated α-tubulin antibody (Sigma-Aldrich T7451, St. Louis, MO, USA) and visualized with diaminobenzidine (DAB, Sigma) solution. In the same sections, goblet cells were subsequently visualized after staining with Alcian Blue. MUC5AC-positive cells were determined with a monoclonal mouse anti-MUC5AC antibody (Abcam, ab3649, Cambridge, UK) and visualized with 3-amino-9-ethylcarbazole (AEC, Sigma).
mRNA expression by quantitative real-time PCR
Total RNA from PBEC was extracted using Trizol reagent (Thermo Fisher Scientific, Carlshad, USA), according to the manufacturer’s instructions. RNA quantity and purity were assessed using NanoDrop 2000 (Thermo Scientific). Then, 500 ng of total RNA was used for complementary DNA (cDNA) synthesis with random primers using Superscript II RNase H - Reverse transcriptase (Thermo Fisher Scientific). SPDEF, MUC5AC, AGR2, FOXA2, FOXJ1, and GAPDH expression were quantified using 5 ng cDNA, qPCRMasterMix Plus (Eurogentec, Belgium), and Taqman gene-specific primer/probes (SPDEF: Hs01026050_m1; MUC5AC: Hs00873651_Mh; AGR2: Hs00356521_m1; FOXA2: Hs00232764_m1; FOXJ1: Hs00230964_m1; GAPDH: Hs02758991_g1, Thermo Fisher Scientific) for 40 cycles with LightCycler® 480 Real-Time PCR System (Roche, Basel, Switzerland). Data were analyzed with LightCycler® 480 SW 1.5 software (Roche) and the Fit point method, according to the manufacturer’s instructions. Expression levels relative to GAPDH were determined with the formula 2−ΔCp (Cp means crossing points). Samples for which no amplification could be detected were assigned a Cp value of 40 (the total number of PCR cycles).
Methylation analysis by pyrosequencing
For DNA methylation analysis of the target regions, genomic DNA was extracted with chloroform-isopropanol and bisulfite converted using the EZ DNA Methylation-Kit (Zymo Research), following the manufacturer’s protocol. Bisulfite-converted DNA (10–20 ng) was amplified by PCR in a 25 μl reaction using the Pyromark PCR kit (Qiagen). Pyrosequencing was performed on the Pyromark Q24 pyrosequencer (Qiagen) according to the manufacturer’s guidelines, using a specific sequencing primer. Analysis of methylation levels at each CpG site was determined using Pyromark Q24 Software (Qiagen). The pyrosequencing primers’ information is presented in Additional file 1: Table S1.
Statistics
Results obtained from qRT-PCR and pyrosequencing are expressed as median and range, respectively. For comparisons between undifferentiated (day 0) and differentiated epithelial cells (days 14, 21, and 28), the Kruskal-Wallis non-parametric test with Dunn’s posttest was applied. For comparisons of expression levels between COPD and controls, the Mann-Whitney U test was applied. Correlation analyses of the level of methylation level and mRNA within the same sample was tested by Spearman non-parametric correlation test. All statistical analyses were performed with Prism v5.0.
Results
SPDEF and FOXA2 expression profiles during epithelial cell differentiation in the presence of IL-13
First, in order to validate the role of transcription factors SPDEF and FOXA2 in goblet cell differentiation, PBECs from six control individuals (Table 1, control subjects 1–6) were ALI cultured for 28 days in the presence of IL-13 to promote goblet cell differentiation (Fig. 1a). At days 0, 14, 21, and 28, the differentiation state of PBEC was characterized by immunohistochemistry staining and quantitative real-time PCR. As expected, this protocol induced the differentiation of goblet cells as shown by the Alcian Blue-positive cells and MUC5AC-positive cells after 14 to 28 days of ALI culture (Fig. 1b). Immunohistochemistry staining demonstrated that approximately 5% of the cells represented goblet cells, whereas the majority of cells consisted of ciliated cells (tubulin positive) or other cells (negative for both Alcian Blue and tubulin).
Goblet cell differentiation was accompanied by increased expression of MUC5AC (59.6-fold) and Anterior gradient 2 (AGR2) (4.5-fold), which encodes a potential chaperone required for mucin packaging (Fig. 1c, d). These changes were observed after 14 days of ALI culture compared to expression at day 0, and the expression levels remained consistent after 21 and 28 days of ALI culture (Fig. 1c, d). As expected, increased MUC5AC expression was accompanied by increased expression of transcription factor SPDEF (2.8-fold at day 21, 2.2-fold at day 28) and decreased expression of FOXA2 (to 28.6% of the start level at day 21, to 19.7% at day 28) (Fig. 1e, f). In line with the differentiation of ciliated cells, increased expression of the ciliated cell marker Forkhead Box J1 (FOXJ1, a key transcription factor for ciliated cell differentiation) was also found (Additional file 2: Figure S1).
DNA methylation dynamics within SPDEF and FOXA2 promoter during IL-13-induced goblet cell differentiation
Next, DNA methylation of SPDEF and FOXA2 was assessed in the total cell population at different time points during goblet cell differentiation (Table 1, control subjects 1–6). As DNA methylation of CpG sites in the region of the first exon and the promoter (including the TSS) has been described to be tightly correlated with the gene transcription [28], DNA methylation of CpG sites in these specific regions were analyzed in the following experiments. Fourteen CpG sites within the SPDEF promoter and first exon were analyzed at five loci (Fig. 2a, loci A to E) using pyrosequencing analysis. Compared to day 0 of ALI culture, methylation levels of CpG site numbers 3 and 8 increased significantly at day 14 (CpG number 3, from 88 to 93%; CpG number 8, from 16 to 27%) and the methylation level of CpG number 8 remained higher after 21 and 28 days of ALI culture (Fig. 2b). Importantly, the methylation level in CpG number 8 was positively correlated with mRNA expression of SPDEF (Spearman r = 0.567, p < 0.004, Additional file 3: Figure S2). CpG number 15 was the only CpG site of which methylation was decreased at day 28 of ALI culture compared to day 0 (from very low level of 3% at day 0 to 2% at day 28, Fig. 2b).
For FOXA2, six CpG sites that were part of a CpG island in the promoter and first exon were examined (Fig. 3a, CpG numbers 10–15). Methylation in these sites did not change despite of the observed FOXA2 downregulation during differentiation (Fig. 3b).
In order to investigate goblet cell differentiation in COPD, primary cells from five patients with COPD (Table 1, COPD patients 1–5) were cultured at ALI in the presence of IL-13 using the same protocol. Similar to the observations in cells from controls, increased expression of the goblet cell markers (MUC5AC, AGR2, and SPDEF) and the ciliated cell marker (FOXJ1) were observed after 14 to 28 days of ALI culture (Additional file 4: Figure S3a). In addition, a same trend of DNA methylation dynamics in the SPDEF promoter was observed (Additional file 5: Figure S4a) and the methylation level of CpG number 8 was positively correlated with mRNA expression of SPDEF (Spearman r = 0.6165, p < 0.004, Additional file 5: Figure S4b). However, different from the observations in control, FOXA2 expression did not decreased during the IL-13-induced goblet cell differentiation of cells from patients with COPD (Additional file 4: Figure S3b), whereas loss of DNA methylation in the FOXA2 promoter was observed (CpG number 14, from 12% at day 0 to 8% at day 28; CpG number 15, from 15% at day 0 to 11% at day 28, Additional file 6: Figure S5).
Aberrant expression and DNA methylation of SPDEF and FOXA2 in promotor region airway epithelial cells of COPD patients
In order to investigate putative differences in airway epithelial cell differentiation between COPD and control, PBECs from COPD and control subjects (Table 1, COPD patients 6–16 and control subjects 7–17) were differentiated at ALI culture in the absence of IL-13, and gene expression and DNA methylation levels were compared in the total cell population after 14 days of ALI culture (Fig. 4a). To exclude variables such as batch effects, cultures and analyses were performed simultaneously using the same reagents. We found that epithelial cells derived from patients with COPD had significantly higher mRNA expressions of MUC5AC, AGR2, and SPDEF than epithelial cells from controls (MUC5AC, 21.1-fold; SPDEF, 1.9-fold; AGR2, 2.9-fold, Fig. 4b), whereas no difference was found in FOXA2 and FOXJ1 expression between COPD-derived cells and control-derived cells (Fig. 4b and Additional file 7: Figure S6).
COPD-derived cells presented significant lower methylation levels of CpG site number 6 in the SPDEF promoter (85% in control, 73% in COPD, Fig. 5a) and also lower methylation levels of three CpG sites in the FOXA2 promoter (CpG number 10: 4% in control and 2% in COPD, CpG number 11: 5% in control and 3% in COPD, CpG number 15: 13% in control and 9% in COPD, Fig. 5b) than control-derived cells at ALI day 14.
Discussion
In this study, we had two main observations. First, SPDEF expression in epithelial cells was increased during IL-13-induced goblet cell differentiation and correlated with altered DNA methylation in epithelial cells, derived from both controls and patients with COPD. Second, SPDEF and MUC5AC were higher expressed in ALI-differentiated epithelial cells from patients with COPD compared to controls, which was accompanied with DNA hypomethylation in the SPDEF promoter. Furthermore, FOXA2 expression was not affected during airway epithelial cell differentiation in patients with COPD but was decreased during differentiation in controls. This was not accompanied by changes in DNA methylation.
SPDEF has been described, by us and others, to be upregulated in human bronchial epithelial cells in response to IL-13 [26, 29, 30]. Our study confirms the increased SPDEF expression after IL-13 stimulation, both in epithelial cells from controls and patients with COPD. During this process, SPDEF upregulation was accompanied by dynamic changes of methylation at several CpG sites of the SPDEF promoter. Importantly, methylation of CpG number 8 was consistently and positively correlated to SPDEF expression in the IL-13-induced goblet cell differentiation of cells from both controls and patients with COPD. This is of interest as CpG number 8 locates in a putative binding site for transcription factor NK2 homeobox 1 (NKX2-1). NKX2-1 is an airway epithelial-specific transcription factor which has been found to inhibit SPDEF expression and prevent ovalbumin-induced goblet cell differentiation and lung inflammation in transgenic Nkx2-1 overexpressing mice [31]. Interestingly, NKX2-1 was found to be methylation sensitive in the regulation of its target gene surfactant protein B and myosin-binding protein H [32, 33]. The hypermethylation of CpG number 8 in the SPDEF promoter might prevent binding of NKX2-1, leading to increased transcription of SPDEF during differentiation. We speculate that NKX2-1 is a transcription inhibitor of SPDEF and that DNA methylation impairs the NKX2-1 inhibitory effect on the SPDEF promoter activity. For now, there is no direct evidence showing that SPDEF is a target gene of NKX2-1 except for their inverse role in goblet cell differentiation and mucus production. It will be interesting to further investigate the relation of NKX2-1 binding and SPDEF promoter methylation (particularly CpG number 8) to SPDEF promoter activity in the future.
SPDEF and MUC5AC have previously been shown to be highly expressed in bronchial epithelium of patients with COPD [16], which is in agreement with our findings, in which increased expression of SPDEF, MUC5AC, and AGR2 was found in COPD-derived ALI cultures when compared to controls. Moreover, our data demonstrate that there was hypomethylation of CpG number 6 in the SPDEF promoter in the COPD-derived ALI cultures, which is in line with the over-expression and hypomethylation of SPDEF in lung cancer [24]. There are some confounding factors that may have contributed to the difference we found between COPD and non-COPD controls. Although no genetic background information of non-COPD controls or COPD cases were available, there is no evidence showing that the reported CpG sites include any underlying SNPs except CpG site number 2 in the SPDEF promoter, which was excluded because of a known G/A SNP. Besides lack of information on medication, no information exists on whether the controls have been smoking. However, we do not assign our findings to a possible current smoke effect in non-COPD controls as Beane et al. have shown that expression of SPDEF and MUC5AC was significantly higher, instead of lower, in current smokers compared to former and never smokers [14]. In addition, the location of sampling of the primary cells from control and COPD was not exactly the same. Epithelial cells from COPD were obtained from the large bronchus, whereas samples from transplant donor controls were obtained from the trachea/main stem area. However, goblet cell density is decreased from proximal to distal airways [34, 35], and distal airways have been shown to be less prone for goblet cell metaplasia by diminished expression of IL-13 signaling components, including IL-13 receptor IL-13Rα1, SPDEF, and FOXA3 [36]. These considerations support our conclusion that patients with COPD have an increased expression of SPDEF and MUC5AC compared to controls and suggest that our results might even be an underestimation.
As expected, FOXA2, a known repressor of goblet cell differentiation [11, 13, 17, 29, 37] was reduced during IL-13-induced epithelial cell differentiation. As FOXA2 is negatively regulated by SPDEF [9, 38] and two putative binding sites for SPDEF locate in the promoter and first exon of FOXA2, SPDEF may decrease FOXA2 expression directly. FOXA2 is also regulated by promoter DNA methylation. FOXA2 was shown to be repressed and hypermethylated in its promoter in lung cancer [25], whereas it was also shown that FOXA2 was activated with hypermethylation in the promoter during endoderm development [39]. In our study, we observed that FOXA2 was hypomethylated in cells from patients with COPD after goblet cell differentiation not only in the presence of IL-13 (CpG numbers 14 and 15) but also in the absence of IL-13 (CpG numbers 10, 11, and 15). In both cases, hypomethylation of FOXA2 was not accompanied with a change in expression level. These phenomena could be explained by the minor methylation differences (around 2 to 4%), which might not result in any biological effect on transcription, or a decreased binding of repressive transcription factors/increased binding of active transcription factors.
It is of note that FOXA2 is also essential for proper establishment of cellular junctions and maintenance of polarity [40], whereas FOXA2, together with other apical junctional complex-related genes, was shown to be decreased (mRNA) in small airway epithelium of both healthy smokers and COPD smokers compared to non-smokers [19]. In agreement with previous findings, cultured bronchial epithelial cells from patients with COPD displayed abnormalities with reduced capacity to form epithelial junctions and regenerate a mucociliary epithelium [41], which might be driven by aberrant DNA methylation profiles. It is therefore important to validate our finding and further investigate the biological role of DNA methylation in the FOXA2 promoter during airway epithelial cell differentiation and also in COPD in the future.
We assessed DNA methylation in the total population of differentiated cells, of which the goblet cell population represents about 5%. Using pure cell populations of basal cells, ciliated cells, club (Clara) cells, and goblet cells in future studies will increase the opportunity to find more differentiated methylation loci/regions. However, even using the total cell population, our approach turned out to be sensitive enough to reveal difference between COPD and controls, which may be indicative for the magnitude of this methylation difference.
Conclusions
In summary, we have demonstrated that SPDEF expression is increased during IL-13-induced goblet cell differentiation, which correlates to hypermethylation of CpG number 8 in the SPDEF promoter. SPDEF expression is also higher in COPD-derived ALI cultures compared to control-derived ALI cultures in the absence of IL-13, which is accompanied with hypomethylation of CpG number 6 in the SPDEF promoter. Moreover, FOXA2 is hypomethylated (CpG numbers 14 and 15) during IL-13-induced goblet cell differentiation and also hypomethylated (CpG numbers 10 and 11) in COPD without a change in expression level. This shows the complex biology of airway epithelial cell differentiation where different transcription factors are involved and expression and DNA methylation mutually affect each other. Our study has shown the potential relevance of SPDEF regarding mucus hypersecretion in COPD and the involvement of altered methylation patterns in this phenomenon, and these insights might prove useful for the future development of epigenetic-based anti-mucus therapeutic strategies [42].
Additional files
Acknowledgements
None applicable.
Funding
This work was supported by a grant from the Stichting Astma Bestrijding (project 2014/007). The Stichting Astma Bestrijding had no role in the design of the study, analysis and interpretation of the data, or in the writing of the manuscript.
Availability of data and materials
The datasets analyzed during the current study are available from the corresponding author on reasonable request.
Authors’ contributions
JS, IH, LK, RG, PH, MR, and MH contributed to the design and planning of the experiments. JS, MRL, WK, JN, CAB, and WT conducted the fieldwork and laboratory experimental work. JS, IH, LK, RG, CAB, WT, PH, MR, and MH contributed to the reporting of findings and writing of the manuscript. All authors critically revised the manuscript and gave final approval of the version to be submitted.
Authors’ information
MH and RG are MC members of COST (Cooperation in Science and Technology) Action BM1201. MGR is the vice-chair of COST Action CM1406.
Competing interests
The authors declare that they have no competing interests.
Consent for publication
Not applicable.
Ethics approval and consent to participate
The study protocol followed national ethical and professional guidelines (“Code of conduct; Dutch federation of biomedical scientific societies”; http://www.federa.org) for all lung tissue and cell culture studies of explants in Groningen, The Netherlands.
Publisher’s Note
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Contributor Information
J. Song, Email: juansong1986@gmail.com
I. H. Heijink, Email: h.i.heijink@umcg.nl
L. E. M. Kistemaker, Email: l.e.m.kistemaker@rug.nl
M. Reinders-Luinge, Email: m.luinge02@umcg.nl
W. Kooistra, Email: w.kooistra@umcg.nl
J. A. Noordhoek, Email: j.a.noordhoek@umcg.nl
R. Gosens, Email: r.gosens@rug.nl
C. A. Brandsma, Email: c.a.brandsma@umcg.nl
W. Timens, Email: w.timens@umcg.nl
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
The datasets analyzed during the current study are available from the corresponding author on reasonable request.