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Erschienen in: Respiratory Research 1/2017

Open Access 01.12.2017 | Research

Anti-fibrotic efficacy of nintedanib in pulmonary fibrosis via the inhibition of fibrocyte activity

verfasst von: Seidai Sato, Shintaro Shinohara, Shinya Hayashi, Shun Morizumi, Shuichi Abe, Hiroyasu Okazaki, Yanjuan Chen, Hisatsugu Goto, Yoshinori Aono, Hirohisa Ogawa, Kazuya Koyama, Haruka Nishimura, Hiroshi Kawano, Yuko Toyoda, Hisanori Uehara, Yasuhiko Nishioka

Erschienen in: Respiratory Research | Ausgabe 1/2017

Abstract

Background

Nintedanib, a tyrosine kinase inhibitor that is specific for platelet-derived growth factor receptors (PDGFR), fibroblast growth factor receptors (FGFR), and vascular endothelial growth factor receptors (VEGFR), has recently been approved for idiopathic pulmonary fibrosis. Fibrocytes are bone marrow-derived progenitor cells that produce growth factors and contribute to fibrogenesis in the lungs. However, the effects of nintedanib on the functions of fibrocytes remain unclear.

Methods

Human monocytes were isolated from the peripheral blood of healthy volunteers. The expression of growth factors and their receptors in fibrocytes was analyzed using ELISA and Western blotting. The effects of nintedanib on the ability of fibrocytes to stimulate lung fibroblasts were examined in terms of their proliferation. The direct effects of nintedanib on the differentiation and migration of fibrocytes were also assessed. We investigated whether nintedanib affected the accumulation of fibrocytes in mouse lungs treated with bleomycin.

Results

Human fibrocytes produced PDGF, FGF2, and VEGF-A. Nintedanib and specific inhibitors for each growth factor receptor significantly inhibited the proliferation of lung fibroblasts stimulated by the supernatant of fibrocytes. Nintedanib inhibited the migration and differentiation of fibrocytes induced by growth factors in vitro. The number of fibrocytes in the bleomycin-induced lung fibrosis model was reduced by the administration of nintedanib, and this was associated with anti-fibrotic effects.

Conclusions

These results support the role of fibrocytes as producers of and responders to growth factors, and suggest that the anti-fibrotic effects of nintedanib are at least partly mediated by suppression of fibrocyte function.
Hinweise

Electronic supplementary material

The online version of this article (https://​doi.​org/​10.​1186/​s12931-017-0654-2) contains supplementary material, which is available to authorized users.
Abkürzungen
3H–TdR
[3H] thymidine deoxyribose
BLM
Bleomycin
ELISA
Enzyme-linked immunosorbent assay
FACS
Fluorescence-activated cell sorter
FGF
Fibroblast growth factor
FSP-1
Fibroblast-specific antigen-1
HMNC
Human mononuclear cells
IL
Interleukin
IPF
Idiopathic pulmonary fibrosis
NS
Normal saline
PDGF
Platelet-derived growth factor
TGF
Transforming growth factor
VEGF
Vascular endothelial growth factor

Background

Platelet-derived growth factor (PDGF), fibroblast growth factor (FGF) 1/2, and vascular endothelial growth factor (VEGF) have been implicated in the pathogenesis of pulmonary fibrosis [15]. Nintedanib is a tyrosine kinase inhibitor that is specific also for PDGFRα and β, FGFR1, 2, and 3, and VEGFR1, 2, and 3 [68]. In two phase III clinical trials (INPULSIS 1 and 2), treatment with nintedanib for one year led to reductions in the annual rate of decline in forced vital capacity versus placebo in patients with idiopathic pulmonary fibrosis (IPF) [9]. However, the mechanisms by which nintedanib regulates pulmonary fibrosis is not fully explored. Several studies have reported the anti-fibrotic effects of BIBF 1000 [10], and nintedanib (BIBF1120) [7, 11]. However, the roles of main targets, PDGFR, FGFR and VEGFR of nintedanib have not yet been analyzed in detail.
Fibrocytes are monocyte-derived cells that are a subpopulation of mesenchymal progenitor cells [12]. Fibrocytes appear to be derived from the differentiation of CD14-positive peripheral blood mononuclear cells, and express markers of hematopoietic cells, leukocytes, and fibroblast products [12, 13]. Marked increases in circulating fibrocyte numbers and a positive correlation between the abundance of fibroblastic foci and the number of lung fibrocytes have been reported in patients with IPF [14, 15]. Moeller et al. also showed that the percentage of CD45/collagen-1-positive fibrocytes was increased in the peripheral blood of patients with IPF, and proposed that the quantification of circulating fibrocytes may allow for the prediction of early mortality in these patients [16]. These findings strongly suggest that fibrocytes are involved in the pathogenesis of pulmonary fibrosis. Furthermore, we previously indicated that the PDGF signaling pathway, which is a potential target for nintedanib, plays a critical role in fibrocyte migration into fibrotic lungs and contributes to fibrogenesis [17]. We also demonstrated that fibrocytes play a role in the pathogenesis of pulmonary fibrosis by producing various growth factors [18] (Abe S, et al. manuscript in preparation). However, the effects of nintedanib on fibrocytes remain unclear.
Therefore, we herein focus on fibrocytes and discuss several rationales for the anti-fibrotic properties of nintedanib. We assess the effects of nintedanib on the proliferation of fibroblasts induced by fibrocytes, the differentiation of fibrocytes from monocytes, and the migration of fibrocytes. We show that nintedanib reduces the number of fibrocytes that infiltrate in the lungs and mitigated fibrosis in an experimental murine model of pulmonary fibrosis.

Methods

Detailed methods are described in the Additional file 1.

Isolation of human fibrocytes and monocytes

Human fibrocytes were isolated according to previously described methods [17, 19]. All procedures for consent, sample collection, and privacy protection were approved by the Ethics Committee of Tokushima University Hospital. Human mononuclear cells (HMNC) were isolated from the peripheral blood of healthy volunteers, and cultured on fibronectin-coated dishes. After six to seven days, adherent cells were used as fibrocytes, the phenotype of which was confirmed by a flow cytometric analysis. Monocytes were isolated from HMNC with an automated magnetic cell separation device.

Materials

Nintedanib and SB431542 were obtained from Boehringer Ingelheim GmbH & Co. KG (Biberach, Germany). SU5416, a VEGFR-specific inhibitor, was purchased from Abcam (Cambridge, MA). BGJ-398 and imatinib were purchased from Chemietek (Indianapolis, IN). Bleomycin (BLM) was purchased from Nippon Kayaku Co. (Tokyo, Japan).

Measurement of growth factors

Mediator concentrations were measured in the cell culture supernatants of fibrocytes, monocytes, and fibroblasts using commercial enzyme-linked immunosorbent assay (ELISA) kits.

Immunoblot analysis

Fibrocytes, monocytes, and fibroblasts were lysed and used for immunoblotting as described previously [20].

Proliferation assay

MRC-5 cells were cultured in the cell culture supernatant of fibrocytes with various concentrations of inhibitors (0–1 μM) or recombinant growth factors (FGF2: 30 ng/ml, PDGF-AA: 100 ng/ml, PDGF-BB: 100 ng/ml, VEGF-A: 100 ng/ml) for 72 h. A [3H] thymidine deoxyribose (3H–TdR) incorporation assay was performed as described previously [3].

Differentiation assay with recombinant growth factors

HMNC were seeded in fibronectin-coated 6-well plates with growth factor (FGF2: 30 ng/ml, PDGF-BB: 100 ng/ml, VEGF-A: 100 ng/ml), and various concentrations of inhibitors. Each growth factor and inhibitor was added again every 48 h. On day 6, attached cells were stained with Diff-Quick and counted.

Cell migration assay

Fibrocytes were added to the upper chamber of cell culture inserts with a pore size of 8 μm in the presence or absence of various concentrations of nhibitors (0–100 nM). Growth factors (FGF2: 30 ng/ml, PDGF-BB: 100 ng/ml, VEGF-A: 100 ng/ml) were added to the lower chamber. After 20-h incubation, fibrocytes that had migrated to the bottom surface of the filter were stained with Diff-Quick and counted [17, 19].

BLM-induced pulmonary fibrosis in mice

Eight-week-old C57BL/6 male mice were purchased from CLEA Japan (Tokyo, Japan). Mice received a single transbronchial instillation of 7.5 mg/kg BLM on day 0. Nintedanib at 60 mg/kg was administered daily by gavage until day 7. Lung tissue was analyzed on day 7 via a fluorescence-activated cell sorter (FACS) analysis and immunohistochemistry [17].

Immunohistochemistry

Paraffin-embedded lung sections were stained with primary antibodies and then stained with fluorescence-conjugated secondary antibodies and 4′, 6-diamidino-2-phenylindole. Fluorescence images were captured with a confocal laser scanning microscope and counted [17].

Facs

Minced lungs were digested, and the harvested cells were stained with antibodies for CD45, CXCR4 and collagen-1. Stained cells were analyzed using a FACScan flow cytometer (BD Biosciences-Pharmingen, San Diego, CA) [17].

Statistical analysis

The significance of differences were analyzed using Mann–Whitney U test for unpaired samples, or a one-way ANOVA followed by a Dunnett’s test. Where appropriate, the Kruskal-Wallis H test was applied with Dunn’s test. P values of less than 0.05 were considered to be significant. Statistical analyses were performed using GraphPad Prism programme Ver. 5.01 (GraphPad Software Inc.).

Results

Comparison of growth factor expression among monocytes, fibrocytes, and fibroblasts

We confirmed the expression of growth factors in fibrocytes as previously reported [18]. In the present study, we compared their expression among monocytes, fibrocytes, and fibroblasts. Based on the targets of nintedanib, FGF2, PDGF-AA, PDGF-BB, VEGF-A, VEGF-B, VEGF-C, and TGFβ-1 were examined in the different culture supernatants using ELISA. Fibrocytes secreted greater amounts of FGF2, PDGF-BB, and VEGF-A than monocytes (Fig. 1ad). Fibrocytes and fibroblasts both secreted PDGF-AA (Fig. 1b). Only fibroblasts secreted VEGF-C (Fig. 1e). PDGF-AB, TGFβ-1, and VEGF-B were below the detection limit of ELISA. The expression of FGF2 and PDGF-BB from fibrocytes was also confirmed by an immunoblot analysis (Fig. 2). These results suggest that fibrocytes are one of the sources of growth factors in pulmonary fibrosis.

Fibrocytes and fibroblasts express growth factor receptors, which are the targets of nintedanib

The expression of growth factor receptors on fibrocytes, monocytes, and fibroblasts was examined by an immunoblot analysis. Fibrocytes expressed FGFR2 and VEGFR1. Fibroblasts also expressed FGFR2, and strongly expressed PDGFRα and β (Fig. 2).

Nintedanib inhibits the proliferation of lung fibroblasts induced by fibrocytes by blocking the phosphorylation of growth factor receptors on fibroblasts

In order to examine the effects of culture supernatants of fibrocytes as well as those of nintedanib on the phosphorylation of growth factor receptors, the expression of all receptors and receptor phosphorylation were examined using an immunoblot analysis. The incubation of MRC-5 cells with the culture supernatant of fibrocytes resulted in the phosphorylation of PDGFR, which was inhibited by nintedanib mainly at a concentration of 100 nM or more. However, the inhibitory effects of nintedanib were more potent on the phosphorylation of PDGFR compared to FGFR (Fig. 3ac). These results indicate that growth factors produced by fibrocytes have a biological activity to stimulate fibroblasts, which can be inhibited by nintedanib.
Next, we investigated the effects of nintedanib on the fibrocyte-induced proliferation of lung fibroblasts. Fibroblast proliferation induced by the culture supernatant of fibrocytes was inhibited by nintedanib mainly at a concentration of 100 nM or more (Fig. 4a). The selective inhibition of FGFR and PDGFR by their specific inhibitors, BGJ-398 and imatinib, respectively, also inhibited fibroblast proliferation (Fig. 4b, c), whereas the VEGFR inhibitor SU5416 did not (Fig. 4d). These results were supported by recombinant FGF2, PDGF-AA, and PDGF-BB also stimulating the proliferation of fibroblasts, whereas VEGF-A did not (Fig. 4e). Taken together, these results show that FGF and PDGF, but not VEGF are important for the fibrocyte-mediated proliferation of fibroblasts.

Nintedanib inhibits the differentiation of fibrocytes from HMNC

We examined the effects of nintedanib on the differentiation of fibrocytes. We used human fibrocytes generated from HMNC by culturing them on fibronectin-coated 6-well plates for six days.
Various kinase inhibitors, including nintedanib, BGJ398, imatinib, SU5416, and SB431542, in addition to serum amyloid P were added to the culture medium of human HMNC at the concentrations ranging from 0 to 1 μM (Additional file 2: Figure S1). As reported previously, serum amyloid P inhibited the differentiation of fibrocytes [21]. Specific inhibitors including nintedanib, BGJ398, imatinib, and SU5416 reduced the number of fibrocytes generated by HMNC, whereas SB431542, which is a kinase inhibitor for the receptor of TGFβ, did not.
In order to confirm that these results were due to the activation of growth factor receptors, we investigated whether the addition of the recombinant proteins of growth factors increased the generation of fibrocytes from HMNC. Recombinant FGF2, PDGF-BB, and VEGF-A increased the number of fibrocytes generated by HMNC (Fig. 5a, b, and c). In contrast, BGJ398, imatinib, and SU5416 inhibited growth factor-induced differentiation corresponding to each specific inhibitor (Fig. 5a, b, and c). Nintedanib with the concentration of 100 nM or more also inhibited differentiation promoted by all growth factors (Fig. 5a, b, and c).
In an attempt to rule out the possibility that these results were due to the cytotoxic activity of nintedanib against fibrocytes, we investigated the effects of nintedanib on the viability of human fibrocytes derived from monocytes in vitro. Nintedanib was added to a culture of fibrocytes on day 6. The treatment of fibrocytes with nintedanib at concentrations up to 1 μM for six days did not decrease the number of fibrocytes harvested on day 12 (Additional file 2: Figure S2), indicating that the cellular toxicity of nintedanib on fibrocytes was negligible.

Nintedanib inhibits the migration of fibrocytes induced by growth factors

We assessed the effects of kinase inhibitors on the migration of human fibrocytes induced by various growth factors at concentrations up to 100 nM. The number of migrated fibrocytes markedly increased when cells were treated with FGF2, PDGF-BB or VEGF-A. Moreover, BGJ398, imatinib, and SU5416 inhibited migration mediated by growth factors corresponding to each inhibitor (Fig. 6a, b, and c). Nintedanib with the concentration of 30 nM or more also inhibited differentiation promoted by PDGF-BB and VEGF-A, but didn’t inhibited differentiation promoted by FGF2 (Fig. 6a).

Nintedanib reduces the number of fibrocytes accumulating in the mouse lung with BLM-induced pulmonary fibrosis

We investigated whether nintedanib reduces the number of fibrocytes in a mouse model of BLM-induced pulmonary fibrosis. Mice received a single transbronchial instillation of BLM on day 0. After the administration of nintedanib with the concentration of 60 mg/kg by gavage from days 0 to 7, lung tissues were harvested and analyzed. Paraffin-embedded lung sections were stained for S100A4/fibroblast-specific antigen-1 (FSP-1) and CD45. Because FSP-1 is expressed not only by fibrocytes but also by fibroblasts and endothelial cells, we counted only strongly stained cells as FSP-1 positive cells. Double-positive cells for S100A4/FSP-1 and CD45 in lung sections were defined as fibrocytes as described previously [17] (Fig. 7a). The administration of BLM significantly increased the number of fibrocytes per high-power field in the lungs of BLM-treated mice, while nintedanib at 60 mg/kg significantly reduced these numbers (Fig. 7c). We also counted the number of fibrocytes in the lungs of BLM-treated mice using a three-color FACS analysis (CXCR4, collagen-1, and CD45). The percentage of fibrocytes (CXCR4+Col1+CD45+cells) among all lung cells in BLM-treated mice was elevated on day 7, and nintedanib at 60 mg/kg was found to significantly reduce this percentage (Fig. 7b, d). Consequently, when nintedanib was continuously administrated until day 21, the number of fibrotic lesions in the lungs of BLM-treated mice was reduced (Additional file 2: Figure S3). A quantitative histological analysis showed that the Ashcroft fibrotic score was significantly lower in mice treated with BLM and nintedanib at a dose of 60 mg/kg than in those treated with BLM alone (Additional file 2: Figure S4A). A hydroxyproline colorimetric assay also showed reductions in collagen content in the lungs of mice treated with nintedanib at 60 mg/kg (Additional file 2: Figure S4B). The anti-fibrotic effects of nintedanib were consistent with those described previously [7].

Discussion

Nintedanib is a tyrosine kinase inhibitor that was recently approved for the treatment of patients with IPF in the major parts of the world. However, the mechanisms by which nintedanib attenuates pulmonary fibrosis have not been fully clarified. In the present study, we examined the effects of nintedanib on fibrocytes in order to improve understanding of the anti-fibrotic effects of nintedanib. Nintedanib inhibited the migration and differentiation of fibrocytes in vitro. The activity of fibrocytes to stimulate the proliferation of fibroblasts was also blocked by nintedanib. In addition, treatment with nintedanib significantly reduced the accumulation of fibrocytes in the lungs of a BLM-induced pulmonary fibrosis model in mice.
Fibrocytes are monocyte-derived cells that are regarded as a subpopulation of mesenchymal progenitor cells, and express the markers of hematopoietic cells (CD34), leukocytes (CD11b, CD13, and CD45), and fibroblast products (collagens I and III and fibronectin) [12]. Fibrocytes have been implicated in the pathogenesis of pulmonary fibrosis [22, 23]. Since fibrosis is characterized by the accumulation of activated fibroblasts and excessive deposition of fibrotic extracellular matrix proteins including type I collagen, fibrocytes have been proposed as an important direct contributor to pulmonary fibrosis. However, a recent study demonstrated the negligible role of fibrocytes in the production of collagen in a BLM-induced pulmonary fibrosis model [24]. On the other hand, we showed that fibrocytes are a cluster of cells that produce various growth factors including FGF2, PDGF-BB, and VEGF-A [18]. These findings indicate that fibrocytes are an important cell population responsible for the production of ligands in signaling pathways that are targeted by nintedanib.
Nintedanib is a potent tyrosine kinase inhibitor that targets FGFR, PDGFR, and VEGFR [79]. In the present study, we showed that fibrocytes expressed FGFR2 and VEGFR1 using an immunoblot analysis. We previously demonstrated the expression of PDGFRα and β using qPCR and flow cytometric analyses [17]; however, the detection of PDGFRα and β by immunoblot analysis was not sufficient in the present study. This may have been due to the method used to detect the expression of PDGFR, as PDGF proteins may stimulate the migration of fibrocytes [17]. We also showed that fibroblasts express FGFR2 and PDGFRα and β. Hence, fibrocytes and fibroblasts may be putative therapeutic target cells for nintedanib.
The supernatant of fibrocytes stimulated the phosphorylation of tyrosine kinase receptors on fibroblasts, and the inhibitory effects of nintedanib on these receptors were demonstrated. Despite PDGFR of fibroblasts was phosphorylated by addition of the culture supernatant of fibrocytes, FGFR had been phosphorylated regardless whether the fibrocyte supernatant was added or not. Furthermore, although the inhibitory effects of nintedanib on the phosphorylation of PDGFR were observed at approximately 10–100 nM, the inhibition of FGFR phosphorylation required 100–1000 nM. These differences might be due to the two reason. First, fibroblasts also produce FGF2, as shown in Fig. 1 and/or due to the differences in the inhibitory potency. Second, The IC50 values of nintedanib for PDGFRα and PDGFRβ have been reported to be in the range of 41–58 nM, whereas that for FGFR2 is 257 nM [7].
The activation of receptors on fibroblasts induced by fibrocyte supernatant resulted in their proliferation. Nintedanib and BGJ398, the FGFR inhibitor, attenuated this proliferation at concentrations rather than 100 nM. Although imatinib, a PDGFR inhibitor, also suppressed the growth of fibroblasts, it required concentrations greater than 1 μM. The IC50 value of imatinib against PDGFR was reported to be in the range of 100 nM to 380 nM [25]. A direct comparison between imatinib and nintedanib is difficult due to the different cell types used, but the IC50 value of imatinib was considered to be higher than that of nintedanib in the present study. SU5416, a VEGF inhibitor, did not exert inhibitory effects against cell growth, even when 1 μM was used as the maximum concentration. Since the production of VEGF by fibrocytes was less than that by fibroblasts, as shown in Fig. 1, FGF and PDGF are considered to be more important than VEGF as growth factors produced by fibrocytes that activate the proliferation of fibroblasts.
We also investigated the effects of nintedanib on the differentiation of fibrocytes from monocytes. In the present study, inhibitory effects were observed not only by nintedanib, but also by specific inhibitors for FGFR, PDGFR, and VEGFR. We also demonstrated that several growth factors including PDGF, FGF, and VEGF stimulated the differentiation of fibrocytes. The differentiation of fibrocytes is reported to be augmented by fibrogenic cytokines such as interleukin (IL)-4 and IL-13 along with PDGF [26]. However, the relationship between the differentiation of fibrocytes and the FGF/FGFR or VEGF/VEGFR signaling pathways has not been examined. Monocytes have been shown to express FGFR [27], PDGFR [28], and VEGFR [29], however growth factor receptors were not clearly detected by immunoblot on monocytes in the present study as shown in Fig. 2. Therefore, these growth factors may play a role in the differentiation of fibrocytes in pulmonary fibrosis.
We showed that nintedanib inhibited the migration of fibrocytes. In our previous study, the PDGF/PDGFR axis was found to play a role in the migration of fibrocytes into fibrotic lungs in vitro and in vivo [17]. Furthermore, we demonstrated that FGF and VEGF were potent chemoattractants for fibrocytes in the present study. Therefore, nintedanib is considered to prevent pulmonary fibrosis by directly inhibiting the differentiation and migration of fibrocytes. However, nintedanib could not inhibit the migration of fibrocytes stimulated by FGF2. As mentioned above, it is considered that this is because the IC50 value of nintedanib against FGFR is high. The effects of nintedanib in in vitro experiments were also confirmed in in vivo experiments. The administration of nintedanib significantly reduced the number of fibrocytes in the lung tissues of mice treated with BLM to induce pulmonary fibrosis.
The limitation of this study was that it was difficult to examine the effect of nintedanib on fibrocyte induction in the fibrotic phase in our model. Because in bleomycin-induced pulmonary fibrosis model in mice, the number of fibrocytes induced to the lung begins to increase from day 7, but drastically end up decreasing on day 21 as shown in previous report [17]. Therefore, to circumvent this problem, the analysis of lung tissue from patients who had nintedanib may be more informative to see the impact on fibrocyte recruitment in future study.

Conclusions

In summary, the present study clearly demonstrated a novel anti-fibrotic activity of nintedanib. Nintedanib directly inhibited the migration and differentiation of fibrocytes. In addition, nintedanib blocked the receptors of pro-fibrotic growth factors which are stimulated by mediators produced by fibrocytes (Additional file 2: Figure S5).

Acknowledgments

We thank Ms. Tomoko Oka for her technical assistance with primary cell isolation and the members of Nishioka’s lab for their technical advice and discussions.

Funding

This work was supported by KAKENHI (20390231 and 23659434), a Grant-in-Aid for Scientific Research (B), and Exploratory Research from the Ministry of Education, Culture, Sports, Science and Technology (MEXT), Japan (Y.N.), a grant to the Diffuse Lung Diseases Research Group from the Ministry of Health, Labour and Welfare, Japan (Y.N.) and a grant from Boehringer-Ingelheim (Y.N.).

Availability of data and materials

Essential datasets supporting the conclusions are included in this published article.
This study was approved by the Institutional Animal Care and Use Committee of Tokushima University (Permission Number: 14099). In isolation of human fibrocytes and monocytes, all procedures for consent, sample collection, and privacy protection were approved by the Ethics Committee of Tokushima University Hospital.
Not applicable.

Competing interests

Nishioka Y received a grant from Boehringer-Ingelheim. Boehringer-Ingelheim reviewed this manuscript.

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Metadaten
Titel
Anti-fibrotic efficacy of nintedanib in pulmonary fibrosis via the inhibition of fibrocyte activity
verfasst von
Seidai Sato
Shintaro Shinohara
Shinya Hayashi
Shun Morizumi
Shuichi Abe
Hiroyasu Okazaki
Yanjuan Chen
Hisatsugu Goto
Yoshinori Aono
Hirohisa Ogawa
Kazuya Koyama
Haruka Nishimura
Hiroshi Kawano
Yuko Toyoda
Hisanori Uehara
Yasuhiko Nishioka
Publikationsdatum
01.12.2017
Verlag
BioMed Central
Erschienen in
Respiratory Research / Ausgabe 1/2017
Elektronische ISSN: 1465-993X
DOI
https://doi.org/10.1186/s12931-017-0654-2

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